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_seed36.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: 36
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=36-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed36.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: 84.287 | Val Loss: 0.000 | Val Acc: 91.024
Training:
Accuracies by groups:
0, 0  acc: 59343 / 67034 =  88.527
0, 1  acc:  6362 /  7241 =  87.861
0, 2  acc:  9843 / 11594 =  84.897
0, 3  acc:  4796 /  5661 =  84.720
0, 4  acc:  1530 /  2448 =  62.500
0, 5  acc:   175 /   331 =  52.870
0, 6  acc:   269 /   375 =  71.733
0, 7  acc:   228 /   353 =  64.589
0, 8  acc:  5466 /  6379 =  85.687
0, 9  acc:   380 /   462 =  82.251
0, 10  acc:   393 /   478 =  82.218
0, 11  acc:   259 /   328 =  78.963
0, 12  acc:   273 /   463 =  58.963
0, 13  acc:    21 /    35 =  60.000
0, 14  acc:    27 /    48 =  56.250
0, 15  acc:    13 /    26 =  50.000
0, 16  acc:  4336 /  5941 =  72.984
0, 17  acc:   173 /   228 =  75.877
0, 18  acc:   451 /   588 =  76.701
0, 19  acc:   137 /   180 =  76.111
0, 20  acc:    90 /   139 =  64.748
0, 21  acc:    16 /    26 =  61.538
0, 22  acc:    51 /    75 =  68.000
0, 23  acc:     8 /    18 =  44.444
0, 24  acc:   557 /   768 =  72.526
0, 25  acc:    28 /    37 =  75.676
0, 26  acc:    60 /    77 =  77.922
0, 27  acc:    22 /    26 =  84.615
0, 28  acc:    38 /    45 =  84.444
0, 29  acc:     2 /     8 =  25.000
0, 30  acc:     1 /     9 =  11.111
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  1553 /  1812 =  85.706
0, 33  acc:    88 /   100 =  88.000
0, 34  acc:    66 /    79 =  83.544
0, 35  acc:    15 /    17 =  88.235
0, 36  acc:    31 /    40 =  77.500
0, 37  acc:     3 /     6 =  50.000
0, 38  acc:    20 /    29 =  68.966
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   351 /   431 =  81.439
0, 41  acc:    13 /    16 =  81.250
0, 42  acc:    20 /    22 =  90.909
0, 43  acc:    10 /    14 =  71.429
0, 44  acc:    14 /    25 =  56.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     4 /     7 =  57.143
0, 47  acc:     0 /     2 =   0.000
0, 48  acc:   287 /   394 =  72.843
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    13 /    14 =  92.857
0, 51  acc:    16 /    18 =  88.889
0, 52  acc:     1 /     5 =  20.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     4 =  50.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   226 /   308 =  73.377
0, 57  acc:     6 /     9 =  66.667
0, 58  acc:     9 /    17 =  52.941
0, 59  acc:     5 /     8 =  62.500
0, 60  acc:    25 /    36 =  69.444
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     7 /    10 =  70.000
0, 63  acc:     1 /     2 =  50.000
0, 64  acc:  1767 /  2660 =  66.429
0, 65  acc:   276 /   414 =  66.667
0, 66  acc:   203 /   285 =  71.228
0, 67  acc:    77 /   107 =  71.963
0, 68  acc:    34 /    61 =  55.738
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    11 /    29 =  37.931
0, 71  acc:     4 /     9 =  44.444
0, 72  acc:    46 /    60 =  76.667
0, 73  acc:     3 /     5 =  60.000
0, 74  acc:     4 /     4 = 100.000
0, 75  acc:     7 /    10 =  70.000
0, 76  acc:     3 /     7 =  42.857
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     2 =  50.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    55 /   114 =  48.246
0, 81  acc:     8 /    11 =  72.727
0, 82  acc:     6 /     8 =  75.000
0, 83  acc:     6 /    11 =  54.545
0, 84  acc:     2 /     5 =  40.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    11 /    16 =  68.750
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     6 /     9 =  66.667
0, 89  acc:     1 /     2 =  50.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    64 /    91 =  70.330
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     3 /     4 =  75.000
0, 97  acc:     1 /     2 =  50.000
0, 98  acc:    16 /    21 =  76.190
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     3 =  33.333
0, 101  acc:     8 /    13 =  61.538
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     2 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    22 =  77.273
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     9 /    14 =  64.286
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:  6444 /  8008 =  80.470
0, 118  acc:  1471 /  1914 =  76.855
0, 119  acc:   324 /   430 =  75.349
0, 120  acc:   330 /   403 =  81.886
0, 121  acc:    38 /    67 =  56.716
0, 122  acc:    27 /    40 =  67.500
0, 123  acc:    14 /    15 =  93.333
0, 124  acc:    19 /    29 =  65.517
0, 125  acc:   364 /   446 =  81.614
0, 126  acc:   113 /   157 =  71.975
0, 127  acc:    20 /    24 =  83.333
0, 128  acc:    48 /    59 =  81.356
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     8 /     9 =  88.889
0, 131  acc:     0 /     2 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   230 /   321 =  71.651
0, 134  acc:    59 /    94 =  62.766
0, 135  acc:    30 /    36 =  83.333
0, 136  acc:    27 /    37 =  72.973
0, 137  acc:     6 /    15 =  40.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    52 /    74 =  70.270
0, 142  acc:    10 /    12 =  83.333
0, 143  acc:     7 /    13 =  53.846
0, 144  acc:    14 /    17 =  82.353
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   144 /   166 =  86.747
0, 149  acc:    21 /    26 =  80.769
0, 150  acc:     1 /     1 = 100.000
0, 151  acc:    33 /    38 =  86.842
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     2 =  50.000
0, 154  acc:    44 /    51 =  86.275
0, 155  acc:     7 /    13 =  53.846
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    34 /    40 =  85.000
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    17 =  82.353
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:    10 /    12 =  83.333
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1304 /  1960 =  66.531
0, 170  acc:   295 /   489 =  60.327
0, 171  acc:    81 /   133 =  60.902
0, 172  acc:   156 /   215 =  72.558
0, 173  acc:    13 /    20 =  65.000
0, 174  acc:     4 /    11 =  36.364
0, 175  acc:     8 /     9 =  88.889
0, 176  acc:     7 /    15 =  46.667
0, 177  acc:    50 /    71 =  70.423
0, 178  acc:     7 /    12 =  58.333
0, 179  acc:    15 /    17 =  88.235
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    52 /    72 =  72.222
0, 185  acc:     2 /     5 =  40.000
0, 186  acc:     6 /    10 =  60.000
0, 187  acc:     6 /    11 =  54.545
0, 188  acc:     0 /     3 =   0.000
0, 189  acc:     7 /    10 =  70.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    19 /    38 =  50.000
0, 192  acc:     0 /     5 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    47 /    69 =  68.116
0, 197  acc:    16 /    19 =  84.211
0, 198  acc:     1 /     7 =  14.286
0, 199  acc:     7 /     8 =  87.500
0, 200  acc:     6 /    10 =  60.000
0, 201  acc:     2 /     3 =  66.667
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    22 /    32 =  68.750
0, 205  acc:     0 /     1 =   0.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     7 /     7 = 100.000
0, 208  acc:     1 /     3 =  33.333
0, 209  acc:     4 /    10 =  40.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     4 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    13 =  76.923
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     3 =  66.667
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 51259 / 58608 =  87.461
1, 1  acc:  5013 /  6007 =  83.453
1, 2  acc:  8690 / 10520 =  82.605
1, 3  acc:  3628 /  4466 =  81.236
1, 4  acc:  4517 /  5051 =  89.428
1, 5  acc:   785 /   888 =  88.401
1, 6  acc:   452 /   517 =  87.427
1, 7  acc:   543 /   628 =  86.465
1, 8  acc:  4411 /  5398 =  81.715
1, 9  acc:   334 /   392 =  85.204
1, 10  acc:   355 /   457 =  77.681
1, 11  acc:   191 /   231 =  82.684
1, 12  acc:   706 /   786 =  89.822
1, 13  acc:    96 /   110 =  87.273
1, 14  acc:   109 /   134 =  81.343
1, 15  acc:   116 /   144 =  80.556
1, 16  acc:  6503 /  7836 =  82.989
1, 17  acc:   196 /   243 =  80.658
1, 18  acc:   429 /   565 =  75.929
1, 19  acc:   165 /   222 =  74.324
1, 20  acc:   250 /   272 =  91.912
1, 21  acc:    37 /    40 =  92.500
1, 22  acc:   109 /   124 =  87.903
1, 23  acc:    38 /    44 =  86.364
1, 24  acc:   784 /  1000 =  78.400
1, 25  acc:    20 /    24 =  83.333
1, 26  acc:    81 /    95 =  85.263
1, 27  acc:    14 /    16 =  87.500
1, 28  acc:   124 /   135 =  91.852
1, 29  acc:     4 /     6 =  66.667
1, 30  acc:    21 /    26 =  80.769
1, 31  acc:     5 /     7 =  71.429
1, 32  acc:  1233 /  1577 =  78.186
1, 33  acc:    61 /    74 =  82.432
1, 34  acc:    54 /    69 =  78.261
1, 35  acc:    22 /    24 =  91.667
1, 36  acc:    48 /    53 =  90.566
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    25 /    31 =  80.645
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   324 /   398 =  81.407
1, 41  acc:    13 /    15 =  86.667
1, 42  acc:     3 /    10 =  30.000
1, 43  acc:    15 /    21 =  71.429
1, 44  acc:    21 /    24 =  87.500
1, 45  acc:     7 /     8 =  87.500
1, 46  acc:     6 /    11 =  54.545
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   440 /   553 =  79.566
1, 49  acc:    10 /    11 =  90.909
1, 50  acc:    23 /    38 =  60.526
1, 51  acc:    21 /    21 = 100.000
1, 52  acc:    11 /    13 =  84.615
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    22 /    29 =  75.862
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   320 /   411 =  77.859
1, 57  acc:    18 /    19 =  94.737
1, 58  acc:    10 /    11 =  90.909
1, 59  acc:     7 /    11 =  63.636
1, 60  acc:    12 /    19 =  63.158
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    15 /    18 =  83.333
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4702 /  5289 =  88.901
1, 65  acc:   561 /   670 =  83.731
1, 66  acc:   364 /   430 =  84.651
1, 67  acc:   148 /   186 =  79.570
1, 68  acc:   198 /   218 =  90.826
1, 69  acc:    32 /    34 =  94.118
1, 70  acc:    70 /    77 =  90.909
1, 71  acc:    28 /    28 = 100.000
1, 72  acc:    74 /    84 =  88.095
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     1 /     5 =  20.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    20 /    25 =  80.000
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   159 /   183 =  86.885
1, 81  acc:    15 /    19 =  78.947
1, 82  acc:    45 /    58 =  77.586
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    18 /    23 =  78.261
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     5 =  80.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   127 /   157 =  80.892
1, 95  acc:     6 /     9 =  66.667
1, 96  acc:    11 /    11 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    20 /    20 = 100.000
1, 101  acc:     4 /     4 = 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:    22 /    25 =  88.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    13 =  84.615
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     3 /     4 =  75.000
1, 112  acc:    17 /    20 =  85.000
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:  6032 /  7890 =  76.451
1, 118  acc:  1572 /  1942 =  80.947
1, 119  acc:   376 /   473 =  79.493
1, 120  acc:   412 /   522 =  78.927
1, 121  acc:   102 /   132 =  77.273
1, 122  acc:    49 /    56 =  87.500
1, 123  acc:    17 /    24 =  70.833
1, 124  acc:    29 /    37 =  78.378
1, 125  acc:   392 /   515 =  76.117
1, 126  acc:    84 /   103 =  81.553
1, 127  acc:    12 /    22 =  54.545
1, 128  acc:    23 /    43 =  53.488
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     5 /     8 =  62.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    19 =  73.684
1, 133  acc:   346 /   435 =  79.540
1, 134  acc:    46 /    59 =  77.966
1, 135  acc:    22 /    28 =  78.571
1, 136  acc:    20 /    26 =  76.923
1, 137  acc:     5 /     6 =  83.333
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    71 /   106 =  66.981
1, 142  acc:     6 /     7 =  85.714
1, 143  acc:     8 /    10 =  80.000
1, 144  acc:     7 /     8 =  87.500
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:   145 /   202 =  71.782
1, 149  acc:     7 /     9 =  77.778
1, 150  acc:    13 /    14 =  92.857
1, 151  acc:     1 /    13 =   7.692
1, 152  acc:     3 /     5 =  60.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    37 /    46 =  80.435
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     7 =  71.429
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    22 /    25 =  88.000
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    12 /    20 =  60.000
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:  2856 /  3414 =  83.656
1, 170  acc:   564 /   648 =  87.037
1, 171  acc:   224 /   262 =  85.496
1, 172  acc:   176 /   210 =  83.810
1, 173  acc:    54 /    65 =  83.077
1, 174  acc:    13 /    17 =  76.471
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    39 /    54 =  72.222
1, 177  acc:    80 /    92 =  86.957
1, 178  acc:    10 /    12 =  83.333
1, 179  acc:     1 /     3 =  33.333
1, 180  acc:     4 /     9 =  44.444
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     2 /     3 =  66.667
1, 183  acc:    12 /    15 =  80.000
1, 184  acc:    93 /   110 =  84.545
1, 185  acc:    30 /    32 =  93.750
1, 186  acc:    13 /    21 =  61.905
1, 187  acc:     7 /     9 =  77.778
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     5 /     8 =  62.500
1, 190  acc:     8 /     9 =  88.889
1, 191  acc:     3 /     6 =  50.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     0 /     3 =   0.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    91 /   117 =  77.778
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:    12 /    16 =  75.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    14 =  92.857
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     2 =  50.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     8 /     9 =  88.889
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 226765 / 269038 =  84.287
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23080 / 25373 =  90.963
0, 1  acc: 28498 / 31282 =  91.100
0, 2  acc:  5611 /  6155 =  91.162
0, 3  acc: 22119 / 24292 =  91.055
0, 4  acc:  9839 / 10829 =  90.858
0, 5  acc:  5038 /  5541 =  90.922
0, 6  acc:  6189 /  6785 =  91.216
0, 7  acc: 10946 / 12016 =  91.095
1, 0  acc:  4018 /  4437 =  90.557
1, 1  acc:  4523 /  4962 =  91.153
1, 2  acc:  2066 /  2265 =  91.214
1, 3  acc:  2208 /  2446 =  90.270
1, 4  acc:  2833 /  3125 =  90.656
1, 5  acc:   914 /  1003 =  91.127
1, 6  acc:  2845 /  3111 =  91.450
1, 7  acc:  4254 /  4682 =  90.859
--------------------------------------
Average acc: 134981 / 148304 =  91.016
Robust  acc:  2208 /  2446 =  90.270
--------------------------------------
New max robust acc: 90.26982829108749
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed36.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: 53.863 | Best Acc: 85.505
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9632 / 12092 =  79.656
0, 1  acc: 11378 / 14179 =  80.245
0, 2  acc:  1729 /  3210 =  53.863
0, 3  acc: 10347 / 12101 =  85.505
0, 4  acc:  3517 /  5355 =  65.677
0, 5  acc:  2314 /  2980 =  77.651
0, 6  acc:  1879 /  3335 =  56.342
0, 7  acc:  3693 /  5723 =  64.529
1, 0  acc:  1790 /  2203 =  81.253
1, 1  acc:  1821 /  2270 =  80.220
1, 2  acc:  1027 /  1216 =  84.457
1, 3  acc:   992 /  1260 =  78.730
1, 4  acc:  1336 /  1627 =  82.114
1, 5  acc:   422 /   520 =  81.154
1, 6  acc:  1299 /  1537 =  84.515
1, 7  acc:  1772 /  2246 =  78.896
------------------------------------
Average acc: 54948 / 71854 =  76.472
Robust  acc:  1729 /  3210 =  53.863
------------------------------------
Accuracies by groups:
0, 0  acc:  9632 / 12092 =  79.656
0, 1  acc: 11378 / 14179 =  80.245
0, 2  acc:  1729 /  3210 =  53.863
0, 3  acc: 10347 / 12101 =  85.505
0, 4  acc:  3517 /  5355 =  65.677
0, 5  acc:  2314 /  2980 =  77.651
0, 6  acc:  1879 /  3335 =  56.342
0, 7  acc:  3693 /  5723 =  64.529
1, 0  acc:  1790 /  2203 =  81.253
1, 1  acc:  1821 /  2270 =  80.220
1, 2  acc:  1027 /  1216 =  84.457
1, 3  acc:   992 /  1260 =  78.730
1, 4  acc:  1336 /  1627 =  82.114
1, 5  acc:   422 /   520 =  81.154
1, 6  acc:  1299 /  1537 =  84.515
1, 7  acc:  1772 /  2246 =  78.896
------------------------------------
Average acc: 54948 / 71854 =  76.472
Robust  acc:  1729 /  3210 =  53.863
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9632 / 12092 =  79.656
0, 1  acc: 11378 / 14179 =  80.245
0, 2  acc:  1729 /  3210 =  53.863
0, 3  acc: 10347 / 12101 =  85.505
0, 4  acc:  3517 /  5355 =  65.677
0, 5  acc:  2314 /  2980 =  77.651
0, 6  acc:  1879 /  3335 =  56.342
0, 7  acc:  3693 /  5723 =  64.529
1, 0  acc:  1790 /  2203 =  81.253
1, 1  acc:  1821 /  2270 =  80.220
1, 2  acc:  1027 /  1216 =  84.457
1, 3  acc:   992 /  1260 =  78.730
1, 4  acc:  1336 /  1627 =  82.114
1, 5  acc:   422 /   520 =  81.154
1, 6  acc:  1299 /  1537 =  84.515
1, 7  acc:  1772 /  2246 =  78.896
------------------------------------
Average acc: 54948 / 71854 =  76.472
Robust  acc:  1729 /  3210 =  53.863
------------------------------------

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: 93.883 | Val Loss: 0.000 | Val Acc: 97.009
Training:
Accuracies by groups:
0, 0  acc: 63210 / 66753 =  94.692
0, 1  acc:  6977 /  7376 =  94.591
0, 2  acc: 10779 / 11542 =  93.389
0, 3  acc:  5423 /  5803 =  93.452
0, 4  acc:  2053 /  2434 =  84.347
0, 5  acc:   268 /   341 =  78.592
0, 6  acc:   312 /   357 =  87.395
0, 7  acc:   293 /   355 =  82.535
0, 8  acc:  5939 /  6391 =  92.928
0, 9  acc:   432 /   480 =  90.000
0, 10  acc:   407 /   453 =  89.845
0, 11  acc:   281 /   303 =  92.739
0, 12  acc:   363 /   445 =  81.573
0, 13  acc:    28 /    42 =  66.667
0, 14  acc:    54 /    61 =  88.525
0, 15  acc:    23 /    30 =  76.667
0, 16  acc:  5246 /  5872 =  89.339
0, 17  acc:   194 /   215 =  90.233
0, 18  acc:   535 /   599 =  89.316
0, 19  acc:   159 /   180 =  88.333
0, 20  acc:   116 /   145 =  80.000
0, 21  acc:    28 /    31 =  90.323
0, 22  acc:    71 /    78 =  91.026
0, 23  acc:    20 /    26 =  76.923
0, 24  acc:   652 /   763 =  85.452
0, 25  acc:    36 /    37 =  97.297
0, 26  acc:    69 /    74 =  93.243
0, 27  acc:    28 /    30 =  93.333
0, 28  acc:    57 /    62 =  91.935
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     4 /    10 =  40.000
0, 31  acc:     4 /     4 = 100.000
0, 32  acc:  1695 /  1816 =  93.337
0, 33  acc:    84 /    90 =  93.333
0, 34  acc:    86 /    92 =  93.478
0, 35  acc:    20 /    20 = 100.000
0, 36  acc:    42 /    46 =  91.304
0, 37  acc:    14 /    17 =  82.353
0, 38  acc:    25 /    26 =  96.154
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   433 /   467 =  92.719
0, 41  acc:    21 /    23 =  91.304
0, 42  acc:    13 /    17 =  76.471
0, 43  acc:    10 /    10 = 100.000
0, 44  acc:    18 /    19 =  94.737
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   366 /   418 =  87.560
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    23 /    28 =  82.143
0, 51  acc:    13 /    14 =  92.857
0, 52  acc:     2 /     3 =  66.667
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     8 /     8 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   263 /   293 =  89.761
0, 57  acc:     9 /    10 =  90.000
0, 58  acc:    13 /    18 =  72.222
0, 59  acc:    13 /    14 =  92.857
0, 60  acc:    13 /    19 =  68.421
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     4 /     7 =  57.143
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2255 /  2659 =  84.806
0, 65  acc:   327 /   391 =  83.632
0, 66  acc:   247 /   288 =  85.764
0, 67  acc:    81 /    93 =  87.097
0, 68  acc:    57 /    73 =  78.082
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    18 /    22 =  81.818
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    74 /    80 =  92.500
0, 73  acc:     7 /     8 =  87.500
0, 74  acc:     6 /     7 =  85.714
0, 75  acc:     5 /     6 =  83.333
0, 76  acc:     8 /    10 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   113 /   134 =  84.328
0, 81  acc:     7 /     9 =  77.778
0, 82  acc:    12 /    16 =  75.000
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:     2 /     6 =  33.333
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    14 /    15 =  93.333
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    16 /    17 =  94.118
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    79 /    92 =  85.870
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     3 /     4 =  75.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    13 /    13 = 100.000
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:    15 /    15 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    12 /    19 =  63.158
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     1 /     2 =  50.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    10 /    10 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7292 /  8008 =  91.059
0, 118  acc:  1740 /  1900 =  91.579
0, 119  acc:   441 /   490 =  90.000
0, 120  acc:   337 /   386 =  87.306
0, 121  acc:    70 /    94 =  74.468
0, 122  acc:    36 /    38 =  94.737
0, 123  acc:    13 /    14 =  92.857
0, 124  acc:    26 /    30 =  86.667
0, 125  acc:   387 /   414 =  93.478
0, 126  acc:   138 /   151 =  91.391
0, 127  acc:    24 /    30 =  80.000
0, 128  acc:    48 /    49 =  97.959
0, 129  acc:     1 /     2 =  50.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   285 /   312 =  91.346
0, 134  acc:    72 /    80 =  90.000
0, 135  acc:    18 /    19 =  94.737
0, 136  acc:    29 /    34 =  85.294
0, 137  acc:     5 /     7 =  71.429
0, 138  acc:     8 /     8 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    82 /    86 =  95.349
0, 142  acc:    19 /    21 =  90.476
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:    19 /    21 =  90.476
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   113 /   123 =  91.870
0, 149  acc:    16 /    19 =  84.211
0, 150  acc:     6 /     8 =  75.000
0, 151  acc:    17 /    21 =  80.952
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    52 /    56 =  92.857
0, 155  acc:     5 /     9 =  55.556
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    31 /    36 =  86.111
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     0 /     1 =   0.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:    12 /    13 =  92.308
0, 167  acc:     1 /     3 =  33.333
0, 168  acc:     2 /     3 =  66.667
0, 169  acc:  1730 /  2056 =  84.144
0, 170  acc:   454 /   518 =  87.645
0, 171  acc:   111 /   134 =  82.836
0, 172  acc:   184 /   204 =  90.196
0, 173  acc:    20 /    27 =  74.074
0, 174  acc:    13 /    15 =  86.667
0, 175  acc:    11 /    11 = 100.000
0, 176  acc:    12 /    21 =  57.143
0, 177  acc:    68 /    72 =  94.444
0, 178  acc:     8 /    10 =  80.000
0, 179  acc:    10 /    12 =  83.333
0, 180  acc:     5 /     7 =  71.429
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     5 =  60.000
0, 184  acc:    79 /    85 =  92.941
0, 185  acc:     8 /     9 =  88.889
0, 186  acc:    11 /    11 = 100.000
0, 187  acc:     7 /     8 =  87.500
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    47 /    50 =  94.000
0, 192  acc:     2 /     3 =  66.667
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    49 /    55 =  89.091
0, 197  acc:    16 /    18 =  88.889
0, 198  acc:     2 /     4 =  50.000
0, 199  acc:     9 /    11 =  81.818
0, 200  acc:     8 /     8 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    26 /    26 = 100.000
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:     8 /    11 =  72.727
0, 210  acc:     1 /     3 =  33.333
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     4 =  50.000
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    13 =  76.923
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     2 =  50.000
1, 0  acc: 56538 / 58795 =  96.161
1, 1  acc:  5738 /  6009 =  95.490
1, 2  acc:  9863 / 10454 =  94.347
1, 3  acc:  4074 /  4311 =  94.502
1, 4  acc:  4873 /  5091 =  95.718
1, 5  acc:   849 /   896 =  94.754
1, 6  acc:   475 /   511 =  92.955
1, 7  acc:   554 /   578 =  95.848
1, 8  acc:  5031 /  5313 =  94.692
1, 9  acc:   336 /   351 =  95.726
1, 10  acc:   442 /   477 =  92.662
1, 11  acc:   235 /   250 =  94.000
1, 12  acc:   782 /   818 =  95.599
1, 13  acc:    99 /   101 =  98.020
1, 14  acc:   107 /   115 =  93.043
1, 15  acc:    99 /   108 =  91.667
1, 16  acc:  7283 /  7761 =  93.841
1, 17  acc:   236 /   256 =  92.188
1, 18  acc:   561 /   601 =  93.344
1, 19  acc:   210 /   222 =  94.595
1, 20  acc:   271 /   285 =  95.088
1, 21  acc:    37 /    37 = 100.000
1, 22  acc:   122 /   136 =  89.706
1, 23  acc:    32 /    34 =  94.118
1, 24  acc:   909 /   970 =  93.711
1, 25  acc:    24 /    25 =  96.000
1, 26  acc:   110 /   115 =  95.652
1, 27  acc:    16 /    16 = 100.000
1, 28  acc:   134 /   140 =  95.714
1, 29  acc:    11 /    12 =  91.667
1, 30  acc:    19 /    19 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  1534 /  1626 =  94.342
1, 33  acc:    62 /    70 =  88.571
1, 34  acc:    49 /    54 =  90.741
1, 35  acc:    20 /    22 =  90.909
1, 36  acc:    45 /    45 = 100.000
1, 37  acc:     3 /     4 =  75.000
1, 38  acc:    32 /    32 = 100.000
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   373 /   398 =  93.719
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:     9 /    12 =  75.000
1, 43  acc:    36 /    38 =  94.737
1, 44  acc:    22 /    23 =  95.652
1, 45  acc:     4 /     5 =  80.000
1, 46  acc:    15 /    15 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   487 /   515 =  94.563
1, 49  acc:    14 /    15 =  93.333
1, 50  acc:    33 /    35 =  94.286
1, 51  acc:    23 /    23 = 100.000
1, 52  acc:    14 /    15 =  93.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    26 =  92.308
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   387 /   406 =  95.320
1, 57  acc:    18 /    20 =  90.000
1, 58  acc:    15 /    16 =  93.750
1, 59  acc:    17 /    18 =  94.444
1, 60  acc:    34 /    36 =  94.444
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    15 =  93.333
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4946 /  5183 =  95.427
1, 65  acc:   726 /   780 =  93.077
1, 66  acc:   421 /   457 =  92.123
1, 67  acc:   169 /   184 =  91.848
1, 68  acc:   248 /   261 =  95.019
1, 69  acc:    38 /    39 =  97.436
1, 70  acc:    84 /    90 =  93.333
1, 71  acc:    28 /    28 = 100.000
1, 72  acc:   115 /   117 =  98.291
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     2 /     4 =  50.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    24 /    25 =  96.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   149 /   162 =  91.975
1, 81  acc:    14 /    17 =  82.353
1, 82  acc:    42 /    50 =  84.000
1, 83  acc:     2 /     4 =  50.000
1, 84  acc:    12 /    12 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    39 /    40 =  97.500
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    16 /    19 =  84.211
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     5 /     5 = 100.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:   130 /   142 =  91.549
1, 95  acc:    10 /    11 =  90.909
1, 96  acc:    15 /    15 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     8 =  87.500
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    14 = 100.000
1, 101  acc:     6 /     6 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     6 /     6 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    35 /    36 =  97.222
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    23 /    24 =  95.833
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:    11 /    12 =  91.667
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  7332 /  7927 =  92.494
1, 118  acc:  1778 /  1920 =  92.604
1, 119  acc:   465 /   507 =  91.716
1, 120  acc:   470 /   510 =  92.157
1, 121  acc:   125 /   136 =  91.912
1, 122  acc:    73 /    79 =  92.405
1, 123  acc:    21 /    22 =  95.455
1, 124  acc:    40 /    41 =  97.561
1, 125  acc:   431 /   464 =  92.888
1, 126  acc:   116 /   127 =  91.339
1, 127  acc:    23 /    25 =  92.000
1, 128  acc:    36 /    37 =  97.297
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     3 /     6 =  50.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    17 /    17 = 100.000
1, 133  acc:   393 /   420 =  93.571
1, 134  acc:    71 /    84 =  84.524
1, 135  acc:    37 /    37 = 100.000
1, 136  acc:    32 /    40 =  80.000
1, 137  acc:    10 /    10 = 100.000
1, 138  acc:     5 /     6 =  83.333
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     5 /     5 = 100.000
1, 141  acc:    76 /    86 =  88.372
1, 142  acc:    12 /    13 =  92.308
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     6 =  83.333
1, 148  acc:   144 /   168 =  85.714
1, 149  acc:    15 /    16 =  93.750
1, 150  acc:     8 /     9 =  88.889
1, 151  acc:     6 /    11 =  54.545
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     5 /     7 =  71.429
1, 154  acc:    21 /    31 =  67.742
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    13 /    14 =  92.857
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    37 /    38 =  97.368
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     3 =  66.667
1, 164  acc:    28 /    29 =  96.552
1, 165  acc:     5 /     6 =  83.333
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3271 /  3486 =  93.832
1, 170  acc:   585 /   632 =  92.563
1, 171  acc:   268 /   274 =  97.810
1, 172  acc:   191 /   202 =  94.554
1, 173  acc:    41 /    42 =  97.619
1, 174  acc:     6 /     8 =  75.000
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    47 /    55 =  85.455
1, 177  acc:    76 /    80 =  95.000
1, 178  acc:    13 /    14 =  92.857
1, 179  acc:     5 /     8 =  62.500
1, 180  acc:    14 /    14 = 100.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    17 /    17 = 100.000
1, 184  acc:    95 /   105 =  90.476
1, 185  acc:    43 /    47 =  91.489
1, 186  acc:    14 /    16 =  87.500
1, 187  acc:     8 /     9 =  88.889
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:     8 /     8 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:    10 /    10 = 100.000
1, 194  acc:     6 /     6 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    90 /    98 =  91.837
1, 197  acc:     8 /     8 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    20 /    23 =  86.957
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    14 /    19 =  73.684
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     9 /    10 =  90.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 252582 / 269038 =  93.883
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24649 / 25373 =  97.147
0, 1  acc: 30343 / 31282 =  96.998
0, 2  acc:  5979 /  6155 =  97.141
0, 3  acc: 23546 / 24292 =  96.929
0, 4  acc: 10477 / 10829 =  96.749
0, 5  acc:  5365 /  5541 =  96.824
0, 6  acc:  6580 /  6785 =  96.979
0, 7  acc: 11659 / 12016 =  97.029
1, 0  acc:  4300 /  4437 =  96.912
1, 1  acc:  4802 /  4962 =  96.775
1, 2  acc:  2208 /  2265 =  97.483
1, 3  acc:  2385 /  2446 =  97.506
1, 4  acc:  3038 /  3125 =  97.216
1, 5  acc:   978 /  1003 =  97.507
1, 6  acc:  3015 /  3111 =  96.914
1, 7  acc:  4562 /  4682 =  97.437
--------------------------------------
Average acc: 143886 / 148304 =  97.021
Robust  acc: 10477 / 10829 =  96.749
--------------------------------------
New max robust acc: 96.74946901837657
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed36.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed36.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 64.860 | Best Acc: 90.108
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10570 / 12092 =  87.413
0, 1  acc: 12560 / 14179 =  88.582
0, 2  acc:  2082 /  3210 =  64.860
0, 3  acc: 10904 / 12101 =  90.108
0, 4  acc:  4297 /  5355 =  80.243
0, 5  acc:  2561 /  2980 =  85.940
0, 6  acc:  2255 /  3335 =  67.616
0, 7  acc:  4425 /  5723 =  77.320
1, 0  acc:  1512 /  2203 =  68.634
1, 1  acc:  1540 /  2270 =  67.841
1, 2  acc:   908 /  1216 =  74.671
1, 3  acc:   838 /  1260 =  66.508
1, 4  acc:  1060 /  1627 =  65.151
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1142 /  1537 =  74.301
1, 7  acc:  1463 /  2246 =  65.138
------------------------------------
Average acc: 58458 / 71854 =  81.357
Robust  acc:  2082 /  3210 =  64.860
------------------------------------
Accuracies by groups:
0, 0  acc: 10570 / 12092 =  87.413
0, 1  acc: 12560 / 14179 =  88.582
0, 2  acc:  2082 /  3210 =  64.860
0, 3  acc: 10904 / 12101 =  90.108
0, 4  acc:  4297 /  5355 =  80.243
0, 5  acc:  2561 /  2980 =  85.940
0, 6  acc:  2255 /  3335 =  67.616
0, 7  acc:  4425 /  5723 =  77.320
1, 0  acc:  1512 /  2203 =  68.634
1, 1  acc:  1540 /  2270 =  67.841
1, 2  acc:   908 /  1216 =  74.671
1, 3  acc:   838 /  1260 =  66.508
1, 4  acc:  1060 /  1627 =  65.151
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1142 /  1537 =  74.301
1, 7  acc:  1463 /  2246 =  65.138
------------------------------------
Average acc: 58458 / 71854 =  81.357
Robust  acc:  2082 /  3210 =  64.860
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10570 / 12092 =  87.413
0, 1  acc: 12560 / 14179 =  88.582
0, 2  acc:  2082 /  3210 =  64.860
0, 3  acc: 10904 / 12101 =  90.108
0, 4  acc:  4297 /  5355 =  80.243
0, 5  acc:  2561 /  2980 =  85.940
0, 6  acc:  2255 /  3335 =  67.616
0, 7  acc:  4425 /  5723 =  77.320
1, 0  acc:  1512 /  2203 =  68.634
1, 1  acc:  1540 /  2270 =  67.841
1, 2  acc:   908 /  1216 =  74.671
1, 3  acc:   838 /  1260 =  66.508
1, 4  acc:  1060 /  1627 =  65.151
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1142 /  1537 =  74.301
1, 7  acc:  1463 /  2246 =  65.138
------------------------------------
Average acc: 58458 / 71854 =  81.357
Robust  acc:  2082 /  3210 =  64.860
------------------------------------

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: 96.706 | Val Loss: 0.000 | Val Acc: 97.978
Training:
Accuracies by groups:
0, 0  acc: 65042 / 67206 =  96.780
0, 1  acc:  7216 /  7436 =  97.041
0, 2  acc: 11145 / 11578 =  96.260
0, 3  acc:  5484 /  5734 =  95.640
0, 4  acc:  2182 /  2426 =  89.942
0, 5  acc:   289 /   329 =  87.842
0, 6  acc:   322 /   352 =  91.477
0, 7  acc:   311 /   336 =  92.560
0, 8  acc:  6190 /  6424 =  96.357
0, 9  acc:   430 /   454 =  94.714
0, 10  acc:   433 /   454 =  95.374
0, 11  acc:   305 /   322 =  94.720
0, 12  acc:   452 /   499 =  90.581
0, 13  acc:    28 /    34 =  82.353
0, 14  acc:    51 /    55 =  92.727
0, 15  acc:    27 /    33 =  81.818
0, 16  acc:  5469 /  5812 =  94.098
0, 17  acc:   210 /   227 =  92.511
0, 18  acc:   599 /   637 =  94.035
0, 19  acc:   176 /   184 =  95.652
0, 20  acc:   127 /   149 =  85.235
0, 21  acc:    29 /    29 = 100.000
0, 22  acc:    67 /    71 =  94.366
0, 23  acc:     9 /    14 =  64.286
0, 24  acc:   756 /   808 =  93.564
0, 25  acc:    31 /    33 =  93.939
0, 26  acc:    79 /    84 =  94.048
0, 27  acc:    24 /    25 =  96.000
0, 28  acc:    31 /    36 =  86.111
0, 29  acc:     3 /     4 =  75.000
0, 30  acc:     7 /     8 =  87.500
0, 31  acc:     9 /    10 =  90.000
0, 32  acc:  1770 /  1843 =  96.039
0, 33  acc:    82 /    92 =  89.130
0, 34  acc:    73 /    73 = 100.000
0, 35  acc:    28 /    28 = 100.000
0, 36  acc:    44 /    47 =  93.617
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    17 /    17 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   446 /   473 =  94.292
0, 41  acc:    16 /    16 = 100.000
0, 42  acc:     6 /     7 =  85.714
0, 43  acc:     9 /    10 =  90.000
0, 44  acc:    22 /    25 =  88.000
0, 45  acc:     2 /     3 =  66.667
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   400 /   428 =  93.458
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    20 /    23 =  86.957
0, 51  acc:    11 /    13 =  84.615
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   293 /   320 =  91.562
0, 57  acc:     8 /     9 =  88.889
0, 58  acc:    20 /    21 =  95.238
0, 59  acc:    15 /    16 =  93.750
0, 60  acc:    25 /    29 =  86.207
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2508 /  2750 =  91.200
0, 65  acc:   355 /   383 =  92.689
0, 66  acc:   254 /   280 =  90.714
0, 67  acc:   114 /   120 =  95.000
0, 68  acc:    61 /    71 =  85.915
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    18 /    22 =  81.818
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    62 /    66 =  93.939
0, 73  acc:    12 /    12 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:     6 /     6 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    87 /    96 =  90.625
0, 81  acc:    11 /    13 =  84.615
0, 82  acc:     6 /     6 = 100.000
0, 83  acc:    13 /    16 =  81.250
0, 84  acc:     3 /     5 =  60.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:    16 /    18 =  88.889
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:    18 /    18 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    73 /    81 =  90.123
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    17 /    17 = 100.000
0, 99  acc:     4 /     5 =  80.000
0, 100  acc:     4 /     4 = 100.000
0, 101  acc:     7 /     9 =  77.778
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     2 =  50.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    18 =  94.444
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7671 /  8032 =  95.505
0, 118  acc:  1808 /  1892 =  95.560
0, 119  acc:   429 /   455 =  94.286
0, 120  acc:   364 /   390 =  93.333
0, 121  acc:    83 /    93 =  89.247
0, 122  acc:    36 /    37 =  97.297
0, 123  acc:    17 /    17 = 100.000
0, 124  acc:    32 /    33 =  96.970
0, 125  acc:   452 /   460 =  98.261
0, 126  acc:   146 /   153 =  95.425
0, 127  acc:    29 /    33 =  87.879
0, 128  acc:    63 /    64 =  98.438
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     6 /     7 =  85.714
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   320 /   341 =  93.842
0, 134  acc:    71 /    76 =  93.421
0, 135  acc:    40 /    41 =  97.561
0, 136  acc:    31 /    32 =  96.875
0, 137  acc:    21 /    23 =  91.304
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    86 /    92 =  93.478
0, 142  acc:    12 /    13 =  92.308
0, 143  acc:     7 /     7 = 100.000
0, 144  acc:    14 /    16 =  87.500
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   164 /   172 =  95.349
0, 149  acc:    22 /    24 =  91.667
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:    21 /    26 =  80.769
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    61 /    61 = 100.000
0, 155  acc:     8 /     8 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     6 /     6 = 100.000
0, 159  acc:    26 /    29 =  89.655
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    16 =  93.750
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    12 /    12 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1797 /  1970 =  91.218
0, 170  acc:   414 /   449 =  92.205
0, 171  acc:   133 /   141 =  94.326
0, 172  acc:   182 /   195 =  93.333
0, 173  acc:    13 /    16 =  81.250
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    11 /    18 =  61.111
0, 177  acc:    77 /    81 =  95.062
0, 178  acc:    25 /    25 = 100.000
0, 179  acc:     9 /    10 =  90.000
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     1 =   0.000
0, 184  acc:    86 /    88 =  97.727
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     4 /     5 =  80.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     6 /     7 =  85.714
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    43 /    43 = 100.000
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    57 /    62 =  91.935
0, 197  acc:    19 /    20 =  95.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:    13 /    13 = 100.000
0, 200  acc:    10 /    10 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     7 /     7 = 100.000
0, 204  acc:    27 /    30 =  90.000
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     8 /     8 = 100.000
0, 208  acc:     6 /     7 =  85.714
0, 209  acc:     7 /     8 =  87.500
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     6 /     6 = 100.000
0, 214  acc:     5 /     5 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    16 /    16 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     2 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 57349 / 58449 =  98.118
1, 1  acc:  5849 /  5977 =  97.858
1, 2  acc: 10120 / 10372 =  97.570
1, 3  acc:  4243 /  4367 =  97.161
1, 4  acc:  4830 /  4938 =  97.813
1, 5  acc:   887 /   899 =  98.665
1, 6  acc:   530 /   544 =  97.426
1, 7  acc:   602 /   620 =  97.097
1, 8  acc:  5146 /  5286 =  97.351
1, 9  acc:   376 /   386 =  97.409
1, 10  acc:   457 /   471 =  97.028
1, 11  acc:   209 /   217 =  96.313
1, 12  acc:   863 /   886 =  97.404
1, 13  acc:   101 /   105 =  96.190
1, 14  acc:   131 /   135 =  97.037
1, 15  acc:   149 /   152 =  98.026
1, 16  acc:  7648 /  7866 =  97.229
1, 17  acc:   264 /   272 =  97.059
1, 18  acc:   605 /   625 =  96.800
1, 19  acc:   194 /   203 =  95.567
1, 20  acc:   249 /   257 =  96.887
1, 21  acc:    35 /    36 =  97.222
1, 22  acc:   124 /   127 =  97.638
1, 23  acc:    30 /    33 =  90.909
1, 24  acc:   961 /  1006 =  95.527
1, 25  acc:    15 /    15 = 100.000
1, 26  acc:    94 /    98 =  95.918
1, 27  acc:    15 /    15 = 100.000
1, 28  acc:   151 /   154 =  98.052
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    22 /    24 =  91.667
1, 31  acc:     9 /    10 =  90.000
1, 32  acc:  1557 /  1591 =  97.863
1, 33  acc:    88 /    90 =  97.778
1, 34  acc:    65 /    68 =  95.588
1, 35  acc:    19 /    20 =  95.000
1, 36  acc:    42 /    44 =  95.455
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    23 /    24 =  95.833
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   390 /   407 =  95.823
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:    10 /    11 =  90.909
1, 43  acc:    23 /    24 =  95.833
1, 44  acc:    25 /    26 =  96.154
1, 45  acc:     8 /     8 = 100.000
1, 46  acc:     8 /     9 =  88.889
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   468 /   487 =  96.099
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    28 /    28 = 100.000
1, 51  acc:    25 /    25 = 100.000
1, 52  acc:    19 /    19 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    31 /    32 =  96.875
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   459 /   464 =  98.922
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    22 /    22 = 100.000
1, 59  acc:    15 /    15 = 100.000
1, 60  acc:    31 /    36 =  86.111
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    19 /    19 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5061 /  5202 =  97.290
1, 65  acc:   700 /   721 =  97.087
1, 66  acc:   445 /   458 =  97.162
1, 67  acc:   185 /   187 =  98.930
1, 68  acc:   207 /   214 =  96.729
1, 69  acc:    55 /    57 =  96.491
1, 70  acc:    72 /    73 =  98.630
1, 71  acc:    23 /    23 = 100.000
1, 72  acc:    97 /    97 = 100.000
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     5 /     5 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    18 /    18 = 100.000
1, 77  acc:     6 /     6 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   171 /   178 =  96.067
1, 81  acc:     9 /    12 =  75.000
1, 82  acc:    61 /    62 =  98.387
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:    14 /    14 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    18 =  94.444
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    22 /    23 =  95.652
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 /     3 =  66.667
1, 94  acc:   144 /   149 =  96.644
1, 95  acc:    10 /    11 =  90.909
1, 96  acc:     6 /     7 =  85.714
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    13 =  92.308
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    20 /    21 =  95.238
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    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:     5 /     5 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    13 /    14 =  92.857
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:  7608 /  7900 =  96.304
1, 118  acc:  1890 /  1942 =  97.322
1, 119  acc:   442 /   455 =  97.143
1, 120  acc:   556 /   572 =  97.203
1, 121  acc:   130 /   134 =  97.015
1, 122  acc:    69 /    71 =  97.183
1, 123  acc:    28 /    31 =  90.323
1, 124  acc:    35 /    37 =  94.595
1, 125  acc:   484 /   493 =  98.174
1, 126  acc:   114 /   119 =  95.798
1, 127  acc:    23 /    25 =  92.000
1, 128  acc:    41 /    43 =  95.349
1, 129  acc:    11 /    12 =  91.667
1, 130  acc:    10 /    11 =  90.909
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   380 /   392 =  96.939
1, 134  acc:    70 /    74 =  94.595
1, 135  acc:    31 /    32 =  96.875
1, 136  acc:    25 /    26 =  96.154
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    99 /   101 =  98.020
1, 142  acc:    12 /    15 =  80.000
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     5 /     5 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     7 =  85.714
1, 148  acc:   174 /   183 =  95.082
1, 149  acc:    12 /    13 =  92.308
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     6 /    12 =  50.000
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    32 /    35 =  91.429
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:    23 /    24 =  95.833
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    26 /    26 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3187 /  3282 =  97.105
1, 170  acc:   625 /   644 =  97.050
1, 171  acc:   241 /   247 =  97.571
1, 172  acc:   214 /   223 =  95.964
1, 173  acc:    53 /    53 = 100.000
1, 174  acc:    11 /    12 =  91.667
1, 175  acc:     8 /     9 =  88.889
1, 176  acc:    39 /    45 =  86.667
1, 177  acc:    82 /    86 =  95.349
1, 178  acc:    17 /    17 = 100.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     7 /     7 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    12 /    13 =  92.308
1, 184  acc:   113 /   120 =  94.167
1, 185  acc:    42 /    43 =  97.674
1, 186  acc:    18 /    19 =  94.737
1, 187  acc:     8 /     8 = 100.000
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     9 /     9 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   107 /   112 =  95.536
1, 197  acc:    11 /    13 =  84.615
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /     9 = 100.000
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /    10 =  90.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     3 /     3 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260175 / 269038 =  96.706
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24910 / 25373 =  98.175
0, 1  acc: 30672 / 31282 =  98.050
0, 2  acc:  6038 /  6155 =  98.099
0, 3  acc: 23787 / 24292 =  97.921
0, 4  acc: 10630 / 10829 =  98.162
0, 5  acc:  5438 /  5541 =  98.141
0, 6  acc:  6657 /  6785 =  98.113
0, 7  acc: 11776 / 12016 =  98.003
1, 0  acc:  4351 /  4437 =  98.062
1, 1  acc:  4869 /  4962 =  98.126
1, 2  acc:  2214 /  2265 =  97.748
1, 3  acc:  2412 /  2446 =  98.610
1, 4  acc:  3059 /  3125 =  97.888
1, 5  acc:   976 /  1003 =  97.308
1, 6  acc:  3060 /  3111 =  98.361
1, 7  acc:  4588 /  4682 =  97.992
--------------------------------------
Average acc: 145437 / 148304 =  98.067
Robust  acc:   976 /  1003 =  97.308
--------------------------------------
New max robust acc: 97.30807577268196
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed36.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed36.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 67.240 | Best Acc: 90.769
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10493 / 12092 =  86.776
0, 1  acc: 12540 / 14179 =  88.441
0, 2  acc:  2330 /  3210 =  72.586
0, 3  acc: 10984 / 12101 =  90.769
0, 4  acc:  4351 /  5355 =  81.251
0, 5  acc:  2561 /  2980 =  85.940
0, 6  acc:  2291 /  3335 =  68.696
0, 7  acc:  4237 /  5723 =  74.035
1, 0  acc:  1564 /  2203 =  70.994
1, 1  acc:  1575 /  2270 =  69.383
1, 2  acc:   851 /  1216 =  69.984
1, 3  acc:   880 /  1260 =  69.841
1, 4  acc:  1094 /  1627 =  67.240
1, 5  acc:   366 /   520 =  70.385
1, 6  acc:  1172 /  1537 =  76.252
1, 7  acc:  1588 /  2246 =  70.703
------------------------------------
Average acc: 58877 / 71854 =  81.940
Robust  acc:  1094 /  1627 =  67.240
------------------------------------
Accuracies by groups:
0, 0  acc: 10493 / 12092 =  86.776
0, 1  acc: 12540 / 14179 =  88.441
0, 2  acc:  2330 /  3210 =  72.586
0, 3  acc: 10984 / 12101 =  90.769
0, 4  acc:  4351 /  5355 =  81.251
0, 5  acc:  2561 /  2980 =  85.940
0, 6  acc:  2291 /  3335 =  68.696
0, 7  acc:  4237 /  5723 =  74.035
1, 0  acc:  1564 /  2203 =  70.994
1, 1  acc:  1575 /  2270 =  69.383
1, 2  acc:   851 /  1216 =  69.984
1, 3  acc:   880 /  1260 =  69.841
1, 4  acc:  1094 /  1627 =  67.240
1, 5  acc:   366 /   520 =  70.385
1, 6  acc:  1172 /  1537 =  76.252
1, 7  acc:  1588 /  2246 =  70.703
------------------------------------
Average acc: 58877 / 71854 =  81.940
Robust  acc:  1094 /  1627 =  67.240
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10493 / 12092 =  86.776
0, 1  acc: 12540 / 14179 =  88.441
0, 2  acc:  2330 /  3210 =  72.586
0, 3  acc: 10984 / 12101 =  90.769
0, 4  acc:  4351 /  5355 =  81.251
0, 5  acc:  2561 /  2980 =  85.940
0, 6  acc:  2291 /  3335 =  68.696
0, 7  acc:  4237 /  5723 =  74.035
1, 0  acc:  1564 /  2203 =  70.994
1, 1  acc:  1575 /  2270 =  69.383
1, 2  acc:   851 /  1216 =  69.984
1, 3  acc:   880 /  1260 =  69.841
1, 4  acc:  1094 /  1627 =  67.240
1, 5  acc:   366 /   520 =  70.385
1, 6  acc:  1172 /  1537 =  76.252
1, 7  acc:  1588 /  2246 =  70.703
------------------------------------
Average acc: 58877 / 71854 =  81.940
Robust  acc:  1094 /  1627 =  67.240
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.006 | Train Acc: 97.910 | Val Loss: 0.000 | Val Acc: 98.661
Training:
Accuracies by groups:
0, 0  acc: 65676 / 67020 =  97.995
0, 1  acc:  7085 /  7245 =  97.792
0, 2  acc: 11158 / 11430 =  97.620
0, 3  acc:  5438 /  5590 =  97.281
0, 4  acc:  2271 /  2422 =  93.765
0, 5  acc:   315 /   344 =  91.570
0, 6  acc:   319 /   340 =  93.824
0, 7  acc:   310 /   328 =  94.512
0, 8  acc:  6172 /  6378 =  96.770
0, 9  acc:   480 /   492 =  97.561
0, 10  acc:   434 /   451 =  96.231
0, 11  acc:   319 /   329 =  96.960
0, 12  acc:   474 /   499 =  94.990
0, 13  acc:    37 /    44 =  84.091
0, 14  acc:    67 /    70 =  95.714
0, 15  acc:    25 /    28 =  89.286
0, 16  acc:  5645 /  5862 =  96.298
0, 17  acc:   225 /   229 =  98.253
0, 18  acc:   534 /   557 =  95.871
0, 19  acc:   153 /   162 =  94.444
0, 20  acc:   135 /   143 =  94.406
0, 21  acc:    20 /    20 = 100.000
0, 22  acc:    78 /    81 =  96.296
0, 23  acc:    24 /    30 =  80.000
0, 24  acc:   746 /   785 =  95.032
0, 25  acc:    28 /    28 = 100.000
0, 26  acc:    70 /    74 =  94.595
0, 27  acc:    26 /    26 = 100.000
0, 28  acc:    50 /    54 =  92.593
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     8 /     8 = 100.000
0, 31  acc:     6 /     7 =  85.714
0, 32  acc:  1788 /  1828 =  97.812
0, 33  acc:   108 /   113 =  95.575
0, 34  acc:    99 /    99 = 100.000
0, 35  acc:    23 /    25 =  92.000
0, 36  acc:    51 /    54 =  94.444
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    18 /    20 =  90.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   432 /   447 =  96.644
0, 41  acc:    12 /    12 = 100.000
0, 42  acc:    16 /    17 =  94.118
0, 43  acc:    10 /    10 = 100.000
0, 44  acc:    26 /    26 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   376 /   396 =  94.949
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    21 /    21 = 100.000
0, 51  acc:    21 /    22 =  95.455
0, 52  acc:     5 /     6 =  83.333
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   317 /   329 =  96.353
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    20 /    21 =  95.238
0, 59  acc:    17 /    17 = 100.000
0, 60  acc:    20 /    24 =  83.333
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    14 /    14 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2577 /  2720 =  94.743
0, 65  acc:   408 /   422 =  96.682
0, 66  acc:   245 /   261 =  93.870
0, 67  acc:   109 /   114 =  95.614
0, 68  acc:    67 /    69 =  97.101
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    21 /    22 =  95.455
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    71 /    74 =  95.946
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     8 /     9 =  88.889
0, 75  acc:     6 /     6 = 100.000
0, 76  acc:     1 /     2 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   112 /   112 = 100.000
0, 81  acc:    10 /    13 =  76.923
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:     7 /     8 =  87.500
0, 84  acc:     5 /     5 = 100.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     8 /     8 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     6 /     6 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    93 /    95 =  97.895
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     7 /     8 =  87.500
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    13 /    13 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    21 /    22 =  95.455
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     5 /     7 =  71.429
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:    15 /    15 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7847 /  8077 =  97.152
0, 118  acc:  1821 /  1878 =  96.965
0, 119  acc:   416 /   425 =  97.882
0, 120  acc:   370 /   388 =  95.361
0, 121  acc:    73 /    77 =  94.805
0, 122  acc:    53 /    55 =  96.364
0, 123  acc:    13 /    13 = 100.000
0, 124  acc:    22 /    23 =  95.652
0, 125  acc:   453 /   464 =  97.629
0, 126  acc:   127 /   129 =  98.450
0, 127  acc:    26 /    26 = 100.000
0, 128  acc:    35 /    36 =  97.222
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   293 /   305 =  96.066
0, 134  acc:    93 /    98 =  94.898
0, 135  acc:    36 /    38 =  94.737
0, 136  acc:    29 /    29 = 100.000
0, 137  acc:    12 /    13 =  92.308
0, 138  acc:     7 /     7 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    79 /    84 =  94.048
0, 142  acc:    21 /    21 = 100.000
0, 143  acc:    15 /    15 = 100.000
0, 144  acc:    17 /    17 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   185 /   187 =  98.930
0, 149  acc:    27 /    27 = 100.000
0, 150  acc:     3 /     6 =  50.000
0, 151  acc:    29 /    33 =  87.879
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    56 /    56 = 100.000
0, 155  acc:    12 /    12 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:    12 /    12 = 100.000
0, 159  acc:    34 /    35 =  97.143
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    15 = 100.000
0, 165  acc:     5 /     5 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1812 /  1908 =  94.969
0, 170  acc:   450 /   466 =  96.567
0, 171  acc:   133 /   137 =  97.080
0, 172  acc:   190 /   199 =  95.477
0, 173  acc:    25 /    26 =  96.154
0, 174  acc:     8 /     8 = 100.000
0, 175  acc:     2 /     3 =  66.667
0, 176  acc:     7 /    10 =  70.000
0, 177  acc:    70 /    71 =  98.592
0, 178  acc:    16 /    17 =  94.118
0, 179  acc:     9 /    10 =  90.000
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     8 /     8 = 100.000
0, 184  acc:    63 /    66 =  95.455
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     4 /     4 = 100.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     8 /     9 =  88.889
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    47 /    48 =  97.917
0, 192  acc:     5 /     5 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    48 /    49 =  97.959
0, 197  acc:    13 /    13 = 100.000
0, 198  acc:     5 /     6 =  83.333
0, 199  acc:     4 /     4 = 100.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    21 /    22 =  95.455
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     7 /    10 =  70.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     4 /     5 =  80.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    12 /    13 =  92.308
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 57764 / 58470 =  98.793
1, 1  acc:  5928 /  6018 =  98.504
1, 2  acc: 10339 / 10495 =  98.514
1, 3  acc:  4433 /  4502 =  98.467
1, 4  acc:  4975 /  5048 =  98.554
1, 5  acc:   841 /   858 =  98.019
1, 6  acc:   496 /   508 =  97.638
1, 7  acc:   575 /   585 =  98.291
1, 8  acc:  5142 /  5237 =  98.186
1, 9  acc:   383 /   387 =  98.966
1, 10  acc:   433 /   438 =  98.858
1, 11  acc:   264 /   267 =  98.876
1, 12  acc:   755 /   771 =  97.925
1, 13  acc:   119 /   121 =  98.347
1, 14  acc:   142 /   145 =  97.931
1, 15  acc:   125 /   126 =  99.206
1, 16  acc:  7751 /  7887 =  98.276
1, 17  acc:   282 /   286 =  98.601
1, 18  acc:   557 /   565 =  98.584
1, 19  acc:   233 /   241 =  96.680
1, 20  acc:   314 /   316 =  99.367
1, 21  acc:    35 /    35 = 100.000
1, 22  acc:   140 /   143 =  97.902
1, 23  acc:    30 /    32 =  93.750
1, 24  acc:   996 /  1010 =  98.614
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:   110 /   111 =  99.099
1, 27  acc:    13 /    14 =  92.857
1, 28  acc:   131 /   131 = 100.000
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    21 /    21 = 100.000
1, 31  acc:    11 /    12 =  91.667
1, 32  acc:  1561 /  1592 =  98.053
1, 33  acc:    75 /    76 =  98.684
1, 34  acc:    63 /    64 =  98.438
1, 35  acc:    24 /    24 = 100.000
1, 36  acc:    40 /    41 =  97.561
1, 37  acc:     1 /     2 =  50.000
1, 38  acc:    40 /    40 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   412 /   414 =  99.517
1, 41  acc:    19 /    19 = 100.000
1, 42  acc:    11 /    11 = 100.000
1, 43  acc:    30 /    31 =  96.774
1, 44  acc:    19 /    19 = 100.000
1, 45  acc:     0 /     0 =     nan
1, 46  acc:    13 /    13 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   538 /   552 =  97.464
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    49 /    51 =  96.078
1, 51  acc:    27 /    28 =  96.429
1, 52  acc:    19 /    19 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    22 =  95.455
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   413 /   418 =  98.804
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    17 /    17 = 100.000
1, 59  acc:    13 /    13 = 100.000
1, 60  acc:    34 /    34 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    17 =  94.118
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5340 /  5423 =  98.469
1, 65  acc:   725 /   739 =  98.106
1, 66  acc:   448 /   461 =  97.180
1, 67  acc:   195 /   198 =  98.485
1, 68  acc:   217 /   220 =  98.636
1, 69  acc:    51 /    51 = 100.000
1, 70  acc:    77 /    80 =  96.250
1, 71  acc:    23 /    23 = 100.000
1, 72  acc:   113 /   115 =  98.261
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:     6 /     6 = 100.000
1, 75  acc:     7 /     7 = 100.000
1, 76  acc:    19 /    20 =  95.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   189 /   191 =  98.953
1, 81  acc:    20 /    25 =  80.000
1, 82  acc:    48 /    49 =  97.959
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    24 /    24 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     4 =  75.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:   125 /   128 =  97.656
1, 95  acc:    11 /    11 = 100.000
1, 96  acc:    13 /    13 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    27 /    27 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /     8 = 100.000
1, 101  acc:     3 /     3 = 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:    42 /    42 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    16 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    18 /    18 = 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:  7602 /  7799 =  97.474
1, 118  acc:  1971 /  2006 =  98.255
1, 119  acc:   510 /   518 =  98.456
1, 120  acc:   516 /   528 =  97.727
1, 121  acc:   151 /   152 =  99.342
1, 122  acc:    78 /    79 =  98.734
1, 123  acc:    23 /    23 = 100.000
1, 124  acc:    23 /    23 = 100.000
1, 125  acc:   512 /   524 =  97.710
1, 126  acc:   113 /   123 =  91.870
1, 127  acc:    25 /    25 = 100.000
1, 128  acc:    47 /    47 = 100.000
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    12 /    12 = 100.000
1, 133  acc:   395 /   402 =  98.259
1, 134  acc:    85 /    86 =  98.837
1, 135  acc:    28 /    28 = 100.000
1, 136  acc:    27 /    29 =  93.103
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     6 /     6 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   123 /   126 =  97.619
1, 142  acc:    17 /    18 =  94.444
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     5 =  80.000
1, 148  acc:   200 /   204 =  98.039
1, 149  acc:    19 /    19 = 100.000
1, 150  acc:    14 /    14 = 100.000
1, 151  acc:     9 /    15 =  60.000
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    40 /    40 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    11 =  90.909
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    32 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    18 /    19 =  94.737
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3304 /  3373 =  97.954
1, 170  acc:   630 /   645 =  97.674
1, 171  acc:   240 /   241 =  99.585
1, 172  acc:   236 /   242 =  97.521
1, 173  acc:    53 /    53 = 100.000
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    45 /    47 =  95.745
1, 177  acc:    97 /    98 =  98.980
1, 178  acc:    16 /    17 =  94.118
1, 179  acc:     5 /     6 =  83.333
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    17 /    17 = 100.000
1, 184  acc:   127 /   132 =  96.212
1, 185  acc:    52 /    53 =  98.113
1, 186  acc:    25 /    25 = 100.000
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     4 /     4 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    98 /   101 =  97.030
1, 197  acc:     8 /     8 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    17 =  94.118
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    13 =  76.923
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    14 /    14 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     7 /     9 =  77.778
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263415 / 269038 =  97.910
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25053 / 25373 =  98.739
0, 1  acc: 30911 / 31282 =  98.814
0, 2  acc:  6071 /  6155 =  98.635
0, 3  acc: 23953 / 24292 =  98.604
0, 4  acc: 10690 / 10829 =  98.716
0, 5  acc:  5471 /  5541 =  98.737
0, 6  acc:  6711 /  6785 =  98.909
0, 7  acc: 11854 / 12016 =  98.652
1, 0  acc:  4363 /  4437 =  98.332
1, 1  acc:  4890 /  4962 =  98.549
1, 2  acc:  2236 /  2265 =  98.720
1, 3  acc:  2409 /  2446 =  98.487
1, 4  acc:  3086 /  3125 =  98.752
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3069 /  3111 =  98.650
1, 7  acc:  4626 /  4682 =  98.804
--------------------------------------
Average acc: 146389 / 148304 =  98.709
Robust  acc:  4363 /  4437 =  98.332
--------------------------------------
New max robust acc: 98.33220644579671
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed36.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed36.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.175 | Best Acc: 92.678
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10724 / 12092 =  88.687
0, 1  acc: 12767 / 14179 =  90.042
0, 2  acc:  2333 /  3210 =  72.679
0, 3  acc: 11215 / 12101 =  92.678
0, 4  acc:  4388 /  5355 =  81.942
0, 5  acc:  2610 /  2980 =  87.584
0, 6  acc:  2387 /  3335 =  71.574
0, 7  acc:  4346 /  5723 =  75.939
1, 0  acc:  1500 /  2203 =  68.089
1, 1  acc:  1530 /  2270 =  67.401
1, 2  acc:   825 /  1216 =  67.845
1, 3  acc:   796 /  1260 =  63.175
1, 4  acc:  1068 /  1627 =  65.642
1, 5  acc:   351 /   520 =  67.500
1, 6  acc:  1131 /  1537 =  73.585
1, 7  acc:  1570 /  2246 =  69.902
------------------------------------
Average acc: 59541 / 71854 =  82.864
Robust  acc:   796 /  1260 =  63.175
------------------------------------
Accuracies by groups:
0, 0  acc: 10724 / 12092 =  88.687
0, 1  acc: 12767 / 14179 =  90.042
0, 2  acc:  2333 /  3210 =  72.679
0, 3  acc: 11215 / 12101 =  92.678
0, 4  acc:  4388 /  5355 =  81.942
0, 5  acc:  2610 /  2980 =  87.584
0, 6  acc:  2387 /  3335 =  71.574
0, 7  acc:  4346 /  5723 =  75.939
1, 0  acc:  1500 /  2203 =  68.089
1, 1  acc:  1530 /  2270 =  67.401
1, 2  acc:   825 /  1216 =  67.845
1, 3  acc:   796 /  1260 =  63.175
1, 4  acc:  1068 /  1627 =  65.642
1, 5  acc:   351 /   520 =  67.500
1, 6  acc:  1131 /  1537 =  73.585
1, 7  acc:  1570 /  2246 =  69.902
------------------------------------
Average acc: 59541 / 71854 =  82.864
Robust  acc:   796 /  1260 =  63.175
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10724 / 12092 =  88.687
0, 1  acc: 12767 / 14179 =  90.042
0, 2  acc:  2333 /  3210 =  72.679
0, 3  acc: 11215 / 12101 =  92.678
0, 4  acc:  4388 /  5355 =  81.942
0, 5  acc:  2610 /  2980 =  87.584
0, 6  acc:  2387 /  3335 =  71.574
0, 7  acc:  4346 /  5723 =  75.939
1, 0  acc:  1500 /  2203 =  68.089
1, 1  acc:  1530 /  2270 =  67.401
1, 2  acc:   825 /  1216 =  67.845
1, 3  acc:   796 /  1260 =  63.175
1, 4  acc:  1068 /  1627 =  65.642
1, 5  acc:   351 /   520 =  67.500
1, 6  acc:  1131 /  1537 =  73.585
1, 7  acc:  1570 /  2246 =  69.902
------------------------------------
Average acc: 59541 / 71854 =  82.864
Robust  acc:   796 /  1260 =  63.175
------------------------------------

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: 98.540 | Val Loss: 0.000 | Val Acc: 98.897
Training:
Accuracies by groups:
0, 0  acc: 65885 / 66796 =  98.636
0, 1  acc:  7313 /  7423 =  98.518
0, 2  acc: 11371 / 11556 =  98.399
0, 3  acc:  5550 /  5644 =  98.335
0, 4  acc:  2338 /  2426 =  96.373
0, 5  acc:   289 /   310 =  93.226
0, 6  acc:   371 /   379 =  97.889
0, 7  acc:   349 /   361 =  96.676
0, 8  acc:  6168 /  6280 =  98.217
0, 9  acc:   438 /   453 =  96.689
0, 10  acc:   447 /   454 =  98.458
0, 11  acc:   315 /   325 =  96.923
0, 12  acc:   473 /   486 =  97.325
0, 13  acc:    37 /    40 =  92.500
0, 14  acc:    53 /    55 =  96.364
0, 15  acc:    24 /    29 =  82.759
0, 16  acc:  5719 /  5880 =  97.262
0, 17  acc:   222 /   229 =  96.943
0, 18  acc:   587 /   602 =  97.508
0, 19  acc:   187 /   193 =  96.891
0, 20  acc:   134 /   142 =  94.366
0, 21  acc:    22 /    22 = 100.000
0, 22  acc:    66 /    67 =  98.507
0, 23  acc:    24 /    26 =  92.308
0, 24  acc:   726 /   743 =  97.712
0, 25  acc:    38 /    38 = 100.000
0, 26  acc:    91 /    91 = 100.000
0, 27  acc:    25 /    25 = 100.000
0, 28  acc:    61 /    63 =  96.825
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     6 /     6 = 100.000
0, 31  acc:     1 /     1 = 100.000
0, 32  acc:  1767 /  1800 =  98.167
0, 33  acc:    77 /    80 =  96.250
0, 34  acc:    92 /    93 =  98.925
0, 35  acc:    34 /    36 =  94.444
0, 36  acc:    47 /    49 =  95.918
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    23 /    23 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   420 /   426 =  98.592
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    12 /    14 =  85.714
0, 43  acc:    12 /    12 = 100.000
0, 44  acc:    17 /    17 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   417 /   424 =  98.349
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    28 /    28 = 100.000
0, 51  acc:    22 /    22 = 100.000
0, 52  acc:     3 /     4 =  75.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   304 /   317 =  95.899
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    17 /    17 = 100.000
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    24 /    27 =  88.889
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    11 /    11 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2651 /  2749 =  96.435
0, 65  acc:   401 /   419 =  95.704
0, 66  acc:   280 /   292 =  95.890
0, 67  acc:    98 /   103 =  95.146
0, 68  acc:    71 /    75 =  94.667
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    28 /    29 =  96.552
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    76 /    77 =  98.701
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:     3 /     3 = 100.000
0, 75  acc:    14 /    14 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   114 /   122 =  93.443
0, 81  acc:     4 /     5 =  80.000
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:    13 /    13 = 100.000
0, 84  acc:     7 /     7 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    17 /    17 = 100.000
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    78 /    78 = 100.000
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    21 /    21 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:    16 /    16 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    22 /    22 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     3 /     3 = 100.000
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:    15 /    15 = 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:  7872 /  8040 =  97.910
0, 118  acc:  1844 /  1872 =  98.504
0, 119  acc:   448 /   454 =  98.678
0, 120  acc:   392 /   402 =  97.512
0, 121  acc:    63 /    67 =  94.030
0, 122  acc:    54 /    54 = 100.000
0, 123  acc:    14 /    14 = 100.000
0, 124  acc:    25 /    26 =  96.154
0, 125  acc:   455 /   459 =  99.129
0, 126  acc:   154 /   155 =  99.355
0, 127  acc:    21 /    22 =  95.455
0, 128  acc:    38 /    40 =  95.000
0, 129  acc:     2 /     3 =  66.667
0, 130  acc:     5 /     7 =  71.429
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   298 /   305 =  97.705
0, 134  acc:    88 /    89 =  98.876
0, 135  acc:    30 /    30 = 100.000
0, 136  acc:    43 /    43 = 100.000
0, 137  acc:    20 /    21 =  95.238
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    88 /    88 = 100.000
0, 142  acc:    14 /    14 = 100.000
0, 143  acc:    10 /    10 = 100.000
0, 144  acc:    12 /    12 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     5 /     5 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   139 /   141 =  98.582
0, 149  acc:    17 /    17 = 100.000
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:    29 /    34 =  85.294
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    51 /    52 =  98.077
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     6 /     6 = 100.000
0, 159  acc:    39 /    41 =  95.122
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    17 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1930 /  1989 =  97.034
0, 170  acc:   500 /   509 =  98.232
0, 171  acc:   135 /   142 =  95.070
0, 172  acc:   157 /   163 =  96.319
0, 173  acc:    20 /    21 =  95.238
0, 174  acc:    11 /    11 = 100.000
0, 175  acc:     9 /     9 = 100.000
0, 176  acc:    13 /    16 =  81.250
0, 177  acc:    72 /    75 =  96.000
0, 178  acc:    25 /    26 =  96.154
0, 179  acc:     5 /     5 = 100.000
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    70 /    71 =  98.592
0, 185  acc:    11 /    11 = 100.000
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:     9 /    10 =  90.000
0, 188  acc:     2 /     3 =  66.667
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    38 /    38 = 100.000
0, 192  acc:     1 /     1 = 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:    62 /    62 = 100.000
0, 197  acc:     9 /     9 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:    10 /    10 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    34 /    35 =  97.143
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     7 /     7 = 100.000
0, 208  acc:     7 /     7 = 100.000
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     1 =   0.000
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     9 =  88.889
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     2 =  50.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 58342 / 58873 =  99.098
1, 1  acc:  5889 /  5962 =  98.776
1, 2  acc: 10381 / 10482 =  99.036
1, 3  acc:  4206 /  4275 =  98.386
1, 4  acc:  5081 /  5140 =  98.852
1, 5  acc:   840 /   850 =  98.824
1, 6  acc:   499 /   501 =  99.601
1, 7  acc:   642 /   646 =  99.381
1, 8  acc:  5218 /  5300 =  98.453
1, 9  acc:   352 /   354 =  99.435
1, 10  acc:   487 /   492 =  98.984
1, 11  acc:   265 /   272 =  97.426
1, 12  acc:   810 /   816 =  99.265
1, 13  acc:   119 /   119 = 100.000
1, 14  acc:   126 /   130 =  96.923
1, 15  acc:   126 /   130 =  96.923
1, 16  acc:  7732 /  7839 =  98.635
1, 17  acc:   270 /   275 =  98.182
1, 18  acc:   617 /   626 =  98.562
1, 19  acc:   189 /   193 =  97.927
1, 20  acc:   261 /   264 =  98.864
1, 21  acc:    46 /    46 = 100.000
1, 22  acc:   128 /   129 =  99.225
1, 23  acc:    35 /    38 =  92.105
1, 24  acc:   974 /   992 =  98.185
1, 25  acc:    22 /    23 =  95.652
1, 26  acc:    90 /    90 = 100.000
1, 27  acc:    21 /    21 = 100.000
1, 28  acc:   156 /   159 =  98.113
1, 29  acc:    12 /    12 = 100.000
1, 30  acc:    28 /    28 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  1600 /  1622 =  98.644
1, 33  acc:    69 /    70 =  98.571
1, 34  acc:    61 /    62 =  98.387
1, 35  acc:    12 /    12 = 100.000
1, 36  acc:    54 /    54 = 100.000
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    25 /    25 = 100.000
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   408 /   409 =  99.756
1, 41  acc:    16 /    16 = 100.000
1, 42  acc:    10 /    11 =  90.909
1, 43  acc:    18 /    18 = 100.000
1, 44  acc:    31 /    31 = 100.000
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:     9 /     9 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   492 /   498 =  98.795
1, 49  acc:    10 /    10 = 100.000
1, 50  acc:    43 /    45 =  95.556
1, 51  acc:    25 /    25 = 100.000
1, 52  acc:    13 /    13 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    35 /    36 =  97.222
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   395 /   401 =  98.504
1, 57  acc:    14 /    14 = 100.000
1, 58  acc:    27 /    27 = 100.000
1, 59  acc:    10 /    10 = 100.000
1, 60  acc:    25 /    26 =  96.154
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    22 /    22 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5255 /  5324 =  98.704
1, 65  acc:   762 /   767 =  99.348
1, 66  acc:   456 /   462 =  98.701
1, 67  acc:   199 /   203 =  98.030
1, 68  acc:   261 /   266 =  98.120
1, 69  acc:    38 /    38 = 100.000
1, 70  acc:    81 /    81 = 100.000
1, 71  acc:    20 /    20 = 100.000
1, 72  acc:   105 /   105 = 100.000
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    18 /    18 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   183 /   186 =  98.387
1, 81  acc:    19 /    19 = 100.000
1, 82  acc:    41 /    42 =  97.619
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:    12 /    12 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    23 /    24 =  95.833
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:     4 /     4 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   130 /   130 = 100.000
1, 95  acc:    15 /    15 = 100.000
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    24 /    24 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    22 /    22 = 100.000
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    33 /    33 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    22 /    22 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    11 /    12 =  91.667
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  7664 /  7806 =  98.181
1, 118  acc:  1895 /  1917 =  98.852
1, 119  acc:   477 /   481 =  99.168
1, 120  acc:   522 /   527 =  99.051
1, 121  acc:   122 /   123 =  99.187
1, 122  acc:    71 /    73 =  97.260
1, 123  acc:    44 /    44 = 100.000
1, 124  acc:    40 /    40 = 100.000
1, 125  acc:   488 /   496 =  98.387
1, 126  acc:   116 /   116 = 100.000
1, 127  acc:    26 /    28 =  92.857
1, 128  acc:    32 /    32 = 100.000
1, 129  acc:    17 /    17 = 100.000
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     5 = 100.000
1, 133  acc:   386 /   388 =  99.485
1, 134  acc:    91 /    91 = 100.000
1, 135  acc:    35 /    35 = 100.000
1, 136  acc:    27 /    27 = 100.000
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    95 /    96 =  98.958
1, 142  acc:    10 /    11 =  90.909
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     6 =  83.333
1, 148  acc:   182 /   185 =  98.378
1, 149  acc:    18 /    18 = 100.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     4 /    12 =  33.333
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    18 /    22 =  81.818
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /     9 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    19 /    19 = 100.000
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    29 /    29 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3325 /  3380 =  98.373
1, 170  acc:   606 /   617 =  98.217
1, 171  acc:   249 /   251 =  99.203
1, 172  acc:   239 /   241 =  99.170
1, 173  acc:    51 /    51 = 100.000
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    53 /    54 =  98.148
1, 177  acc:    80 /    81 =  98.765
1, 178  acc:    13 /    14 =  92.857
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:    10 /    10 = 100.000
1, 181  acc:    10 /    10 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    13 /    14 =  92.857
1, 184  acc:   124 /   125 =  99.200
1, 185  acc:    39 /    40 =  97.500
1, 186  acc:    23 /    24 =  95.833
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     4 =  75.000
1, 190  acc:    15 /    15 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:   117 /   120 =  97.500
1, 197  acc:    18 /    18 = 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:    17 /    17 = 100.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    17 =  76.471
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:     8 /     9 =  88.889
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    13 /    13 = 100.000
1, 218  acc:     8 /     9 =  88.889
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265110 / 269038 =  98.540
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25114 / 25373 =  98.979
0, 1  acc: 30939 / 31282 =  98.904
0, 2  acc:  6090 /  6155 =  98.944
0, 3  acc: 24032 / 24292 =  98.930
0, 4  acc: 10695 / 10829 =  98.763
0, 5  acc:  5496 /  5541 =  99.188
0, 6  acc:  6713 /  6785 =  98.939
0, 7  acc: 11871 / 12016 =  98.793
1, 0  acc:  4384 /  4437 =  98.805
1, 1  acc:  4905 /  4962 =  98.851
1, 2  acc:  2241 /  2265 =  98.940
1, 3  acc:  2415 /  2446 =  98.733
1, 4  acc:  3095 /  3125 =  99.040
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3078 /  3111 =  98.939
1, 7  acc:  4626 /  4682 =  98.804
--------------------------------------
Average acc: 146690 / 148304 =  98.912
Robust  acc:  2415 /  2446 =  98.733
--------------------------------------
New max robust acc: 98.73262469337695
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed36.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed36.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.571 | Best Acc: 92.877
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10768 / 12092 =  89.051
0, 1  acc: 12866 / 14179 =  90.740
0, 2  acc:  2560 /  3210 =  79.751
0, 3  acc: 11239 / 12101 =  92.877
0, 4  acc:  4462 /  5355 =  83.324
0, 5  acc:  2637 /  2980 =  88.490
0, 6  acc:  2547 /  3335 =  76.372
0, 7  acc:  4600 /  5723 =  80.377
1, 0  acc:  1508 /  2203 =  68.452
1, 1  acc:  1529 /  2270 =  67.357
1, 2  acc:   800 /  1216 =  65.789
1, 3  acc:   801 /  1260 =  63.571
1, 4  acc:  1071 /  1627 =  65.827
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1081 /  1537 =  70.332
1, 7  acc:  1520 /  2246 =  67.676
------------------------------------
Average acc: 60341 / 71854 =  83.977
Robust  acc:   801 /  1260 =  63.571
------------------------------------
Accuracies by groups:
0, 0  acc: 10768 / 12092 =  89.051
0, 1  acc: 12866 / 14179 =  90.740
0, 2  acc:  2560 /  3210 =  79.751
0, 3  acc: 11239 / 12101 =  92.877
0, 4  acc:  4462 /  5355 =  83.324
0, 5  acc:  2637 /  2980 =  88.490
0, 6  acc:  2547 /  3335 =  76.372
0, 7  acc:  4600 /  5723 =  80.377
1, 0  acc:  1508 /  2203 =  68.452
1, 1  acc:  1529 /  2270 =  67.357
1, 2  acc:   800 /  1216 =  65.789
1, 3  acc:   801 /  1260 =  63.571
1, 4  acc:  1071 /  1627 =  65.827
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1081 /  1537 =  70.332
1, 7  acc:  1520 /  2246 =  67.676
------------------------------------
Average acc: 60341 / 71854 =  83.977
Robust  acc:   801 /  1260 =  63.571
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10768 / 12092 =  89.051
0, 1  acc: 12866 / 14179 =  90.740
0, 2  acc:  2560 /  3210 =  79.751
0, 3  acc: 11239 / 12101 =  92.877
0, 4  acc:  4462 /  5355 =  83.324
0, 5  acc:  2637 /  2980 =  88.490
0, 6  acc:  2547 /  3335 =  76.372
0, 7  acc:  4600 /  5723 =  80.377
1, 0  acc:  1508 /  2203 =  68.452
1, 1  acc:  1529 /  2270 =  67.357
1, 2  acc:   800 /  1216 =  65.789
1, 3  acc:   801 /  1260 =  63.571
1, 4  acc:  1071 /  1627 =  65.827
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1081 /  1537 =  70.332
1, 7  acc:  1520 /  2246 =  67.676
------------------------------------
Average acc: 60341 / 71854 =  83.977
Robust  acc:   801 /  1260 =  63.571
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed36.pt
