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_seed28.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: 28
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=28-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed28.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: 84.887 | Val Loss: 0.000 | Val Acc: 90.430
Training:
Accuracies by groups:
0, 0  acc: 55561 / 63369 =  87.679
0, 1  acc:  5684 /  6612 =  85.965
0, 2  acc:  8877 / 10628 =  83.525
0, 3  acc:  4330 /  5179 =  83.607
0, 4  acc:  1142 /  2099 =  54.407
0, 5  acc:   131 /   281 =  46.619
0, 6  acc:   216 /   334 =  64.671
0, 7  acc:   159 /   279 =  56.989
0, 8  acc:  5166 /  6083 =  84.925
0, 9  acc:   346 /   448 =  77.232
0, 10  acc:   368 /   441 =  83.447
0, 11  acc:   255 /   319 =  79.937
0, 12  acc:   210 /   406 =  51.724
0, 13  acc:    19 /    36 =  52.778
0, 14  acc:    38 /    59 =  64.407
0, 15  acc:    16 /    22 =  72.727
0, 16  acc:  3721 /  5392 =  69.010
0, 17  acc:   137 /   194 =  70.619
0, 18  acc:   388 /   535 =  72.523
0, 19  acc:   116 /   162 =  71.605
0, 20  acc:    56 /   112 =  50.000
0, 21  acc:    10 /    15 =  66.667
0, 22  acc:    28 /    49 =  57.143
0, 23  acc:     5 /    21 =  23.810
0, 24  acc:   478 /   705 =  67.801
0, 25  acc:    31 /    45 =  68.889
0, 26  acc:    51 /    75 =  68.000
0, 27  acc:    15 /    24 =  62.500
0, 28  acc:    31 /    47 =  65.957
0, 29  acc:     0 /     3 =   0.000
0, 30  acc:     6 /    10 =  60.000
0, 31  acc:     4 /     6 =  66.667
0, 32  acc:  1295 /  1562 =  82.907
0, 33  acc:    66 /    82 =  80.488
0, 34  acc:    64 /    75 =  85.333
0, 35  acc:    16 /    18 =  88.889
0, 36  acc:    19 /    28 =  67.857
0, 37  acc:     4 /     6 =  66.667
0, 38  acc:    14 /    22 =  63.636
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   323 /   403 =  80.149
0, 41  acc:    10 /    14 =  71.429
0, 42  acc:    12 /    18 =  66.667
0, 43  acc:    12 /    12 = 100.000
0, 44  acc:    15 /    28 =  53.571
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     6 /     9 =  66.667
0, 47  acc:     0 /     3 =   0.000
0, 48  acc:   222 /   333 =  66.667
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    11 /    16 =  68.750
0, 51  acc:    20 /    23 =  86.957
0, 52  acc:     1 /     5 =  20.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     1 /     3 =  33.333
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   177 /   257 =  68.872
0, 57  acc:     6 /     7 =  85.714
0, 58  acc:    11 /    18 =  61.111
0, 59  acc:    12 /    13 =  92.308
0, 60  acc:     6 /    13 =  46.154
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     4 /    10 =  40.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  1489 /  2429 =  61.301
0, 65  acc:   206 /   364 =  56.593
0, 66  acc:   168 /   255 =  65.882
0, 67  acc:    75 /   100 =  75.000
0, 68  acc:    40 /    67 =  59.701
0, 69  acc:     0 /     0 =     nan
0, 70  acc:    13 /    23 =  56.522
0, 71  acc:     4 /     6 =  66.667
0, 72  acc:    43 /    62 =  69.355
0, 73  acc:     2 /     4 =  50.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:     4 /     4 = 100.000
0, 76  acc:     0 /     5 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    40 /    92 =  43.478
0, 81  acc:     4 /     9 =  44.444
0, 82  acc:     5 /    10 =  50.000
0, 83  acc:     3 /     9 =  33.333
0, 84  acc:     0 /     4 =   0.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     2 /     8 =  25.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     6 /     8 =  75.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    60 /    76 =  78.947
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     3 /     7 =  42.857
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     6 /     7 =  85.714
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     4 /     5 =  80.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    10 /    21 =  47.619
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     6 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     4 /     6 =  66.667
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5039 /  6719 =  74.996
0, 118  acc:  1078 /  1546 =  69.728
0, 119  acc:   310 /   404 =  76.733
0, 120  acc:   262 /   352 =  74.432
0, 121  acc:    27 /    67 =  40.299
0, 122  acc:    25 /    38 =  65.789
0, 123  acc:     8 /    13 =  61.538
0, 124  acc:    12 /    20 =  60.000
0, 125  acc:   272 /   379 =  71.768
0, 126  acc:    79 /   111 =  71.171
0, 127  acc:    18 /    21 =  85.714
0, 128  acc:    30 /    40 =  75.000
0, 129  acc:     7 /     9 =  77.778
0, 130  acc:     6 /     7 =  85.714
0, 131  acc:     1 /     3 =  33.333
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   154 /   237 =  64.979
0, 134  acc:    37 /    80 =  46.250
0, 135  acc:    22 /    30 =  73.333
0, 136  acc:    31 /    39 =  79.487
0, 137  acc:     7 /    18 =  38.889
0, 138  acc:     2 /     5 =  40.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    81 =  55.556
0, 142  acc:     7 /    12 =  58.333
0, 143  acc:     4 /     5 =  80.000
0, 144  acc:    13 /    17 =  76.471
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    86 /   112 =  76.786
0, 149  acc:     6 /    10 =  60.000
0, 150  acc:     5 /     7 =  71.429
0, 151  acc:    15 /    17 =  88.235
0, 152  acc:     1 /     3 =  33.333
0, 153  acc:     3 /     4 =  75.000
0, 154  acc:    45 /    58 =  77.586
0, 155  acc:     1 /     2 =  50.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     5 =  80.000
0, 159  acc:    16 /    20 =  80.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    15 =  60.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     5 /    13 =  38.462
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1023 /  1808 =  56.582
0, 170  acc:   194 /   371 =  52.291
0, 171  acc:    68 /   125 =  54.400
0, 172  acc:   101 /   156 =  64.744
0, 173  acc:    13 /    18 =  72.222
0, 174  acc:     1 /     4 =  25.000
0, 175  acc:     6 /     9 =  66.667
0, 176  acc:     5 /    18 =  27.778
0, 177  acc:    51 /    74 =  68.919
0, 178  acc:     8 /    12 =  66.667
0, 179  acc:    13 /    16 =  81.250
0, 180  acc:     1 /     4 =  25.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    39 /    64 =  60.938
0, 185  acc:     5 /     9 =  55.556
0, 186  acc:     7 /    10 =  70.000
0, 187  acc:     3 /    11 =  27.273
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     4 /     5 =  80.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    16 /    29 =  55.172
0, 192  acc:     0 /     4 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    25 /    54 =  46.296
0, 197  acc:     9 /    10 =  90.000
0, 198  acc:     4 /    11 =  36.364
0, 199  acc:    12 /    15 =  80.000
0, 200  acc:     6 /     8 =  75.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     1 =   0.000
0, 204  acc:    12 /    18 =  66.667
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     2 =  50.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     2 /     4 =  50.000
0, 209  acc:     4 /    10 =  40.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /    12 =  66.667
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     4 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     1 =   0.000
0, 221  acc:     1 /     2 =  50.000
1, 0  acc: 56824 / 63452 =  89.554
1, 1  acc:  5759 /  6626 =  86.915
1, 2  acc:  9739 / 11346 =  85.836
1, 3  acc:  4080 /  4823 =  84.595
1, 4  acc:  5084 /  5513 =  92.218
1, 5  acc:   912 /   972 =  93.827
1, 6  acc:   503 /   550 =  91.455
1, 7  acc:   597 /   654 =  91.284
1, 8  acc:  4733 /  5701 =  83.021
1, 9  acc:   335 /   388 =  86.340
1, 10  acc:   455 /   543 =  83.794
1, 11  acc:   209 /   263 =  79.468
1, 12  acc:   770 /   834 =  92.326
1, 13  acc:   113 /   127 =  88.976
1, 14  acc:   106 /   135 =  78.519
1, 15  acc:   108 /   130 =  83.077
1, 16  acc:  7227 /  8440 =  85.628
1, 17  acc:   284 /   324 =  87.654
1, 18  acc:   537 /   636 =  84.434
1, 19  acc:   183 /   232 =  78.879
1, 20  acc:   293 /   317 =  92.429
1, 21  acc:    34 /    35 =  97.143
1, 22  acc:   140 /   159 =  88.050
1, 23  acc:    29 /    31 =  93.548
1, 24  acc:   879 /  1083 =  81.163
1, 25  acc:    17 /    20 =  85.000
1, 26  acc:   106 /   115 =  92.174
1, 27  acc:    20 /    24 =  83.333
1, 28  acc:   171 /   177 =  96.610
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    29 /    29 = 100.000
1, 31  acc:     9 /    10 =  90.000
1, 32  acc:  1388 /  1670 =  83.114
1, 33  acc:    80 /    90 =  88.889
1, 34  acc:    46 /    61 =  75.410
1, 35  acc:    15 /    19 =  78.947
1, 36  acc:    53 /    55 =  96.364
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    35 /    39 =  89.744
1, 39  acc:     8 /     8 = 100.000
1, 40  acc:   378 /   436 =  86.697
1, 41  acc:    15 /    16 =  93.750
1, 42  acc:     4 /     9 =  44.444
1, 43  acc:    11 /    19 =  57.895
1, 44  acc:    15 /    21 =  71.429
1, 45  acc:     2 /     5 =  40.000
1, 46  acc:    12 /    13 =  92.308
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   435 /   542 =  80.258
1, 49  acc:    14 /    16 =  87.500
1, 50  acc:    40 /    50 =  80.000
1, 51  acc:    24 /    25 =  96.000
1, 52  acc:    17 /    18 =  94.444
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    37 /    39 =  94.872
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   384 /   467 =  82.227
1, 57  acc:    19 /    20 =  95.000
1, 58  acc:    20 /    20 = 100.000
1, 59  acc:    17 /    19 =  89.474
1, 60  acc:    28 /    35 =  80.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    17 =  82.353
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5276 /  5807 =  90.856
1, 65  acc:   697 /   785 =  88.790
1, 66  acc:   444 /   495 =  89.697
1, 67  acc:   189 /   228 =  82.895
1, 68  acc:   219 /   242 =  90.496
1, 69  acc:    44 /    44 = 100.000
1, 70  acc:    69 /    79 =  87.342
1, 71  acc:    33 /    34 =  97.059
1, 72  acc:   107 /   118 =  90.678
1, 73  acc:     5 /     7 =  71.429
1, 74  acc:     1 /     5 =  20.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    23 /    26 =  88.462
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   158 /   180 =  87.778
1, 81  acc:    14 /    16 =  87.500
1, 82  acc:    32 /    38 =  84.211
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:    14 /    14 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    21 /    21 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    20 /    24 =  83.333
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     5 =  60.000
1, 93  acc:     6 /     6 = 100.000
1, 94  acc:   121 /   142 =  85.211
1, 95  acc:     9 /    12 =  75.000
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    13 = 100.000
1, 101  acc:     7 /     7 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    25 /    28 =  89.286
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    14 =  92.857
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     1 /     3 =  33.333
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:  6829 /  8460 =  80.721
1, 118  acc:  1686 /  2020 =  83.465
1, 119  acc:   437 /   537 =  81.378
1, 120  acc:   475 /   547 =  86.837
1, 121  acc:   163 /   180 =  90.556
1, 122  acc:    69 /    78 =  88.462
1, 123  acc:    22 /    30 =  73.333
1, 124  acc:    40 /    42 =  95.238
1, 125  acc:   454 /   558 =  81.362
1, 126  acc:   104 /   128 =  81.250
1, 127  acc:    11 /    22 =  50.000
1, 128  acc:    32 /    46 =  69.565
1, 129  acc:    11 /    12 =  91.667
1, 130  acc:     5 /     8 =  62.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     9 =  66.667
1, 133  acc:   360 /   445 =  80.899
1, 134  acc:    76 /   100 =  76.000
1, 135  acc:    25 /    29 =  86.207
1, 136  acc:    19 /    27 =  70.370
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     2 /     4 =  50.000
1, 139  acc:     6 /     6 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    91 /   113 =  80.531
1, 142  acc:    18 /    23 =  78.261
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     2 /     3 =  66.667
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     4 = 100.000
1, 148  acc:   135 /   191 =  70.681
1, 149  acc:    21 /    23 =  91.304
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:     5 /    16 =  31.250
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    31 /    40 =  77.500
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     9 =  55.556
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    27 /    29 =  93.103
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     2 =   0.000
1, 164  acc:    23 /    31 =  74.194
1, 165  acc:     1 /     2 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3058 /  3508 =  87.172
1, 170  acc:   562 /   644 =  87.267
1, 171  acc:   211 /   244 =  86.475
1, 172  acc:   220 /   242 =  90.909
1, 173  acc:    48 /    54 =  88.889
1, 174  acc:     6 /     8 =  75.000
1, 175  acc:     9 /     9 = 100.000
1, 176  acc:    23 /    42 =  54.762
1, 177  acc:    73 /    85 =  85.882
1, 178  acc:    10 /    12 =  83.333
1, 179  acc:     2 /     7 =  28.571
1, 180  acc:     4 /     9 =  44.444
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:     6 /     8 =  75.000
1, 184  acc:   111 /   125 =  88.800
1, 185  acc:    33 /    37 =  89.189
1, 186  acc:    11 /    15 =  73.333
1, 187  acc:    16 /    16 = 100.000
1, 188  acc:     1 /     2 =  50.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     4 /     6 =  66.667
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    93 /   108 =  86.111
1, 197  acc:     6 /    11 =  54.545
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:     7 /     9 =  77.778
1, 205  acc:    10 /    10 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    12 =  91.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    11 /    12 =  91.667
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:    15 /    15 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 228378 / 269038 =  84.887
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 22981 / 25373 =  90.573
0, 1  acc: 28296 / 31282 =  90.455
0, 2  acc:  5561 /  6155 =  90.349
0, 3  acc: 21951 / 24292 =  90.363
0, 4  acc:  9810 / 10829 =  90.590
0, 5  acc:  5012 /  5541 =  90.453
0, 6  acc:  6146 /  6785 =  90.582
0, 7  acc: 10872 / 12016 =  90.479
1, 0  acc:  4004 /  4437 =  90.241
1, 1  acc:  4465 /  4962 =  89.984
1, 2  acc:  2063 /  2265 =  91.082
1, 3  acc:  2208 /  2446 =  90.270
1, 4  acc:  2823 /  3125 =  90.336
1, 5  acc:   917 /  1003 =  91.426
1, 6  acc:  2811 /  3111 =  90.357
1, 7  acc:  4247 /  4682 =  90.709
--------------------------------------
Average acc: 134167 / 148304 =  90.468
Robust  acc:  4465 /  4962 =  89.984
--------------------------------------
New max robust acc: 89.9838774687626
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed28.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: 38.131 | Best Acc: 93.586
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9341 / 12092 =  77.249
0, 1  acc: 11292 / 14179 =  79.639
0, 2  acc:  1224 /  3210 =  38.131
0, 3  acc:  9903 / 12101 =  81.836
0, 4  acc:  3299 /  5355 =  61.606
0, 5  acc:  2140 /  2980 =  71.812
0, 6  acc:  1278 /  3335 =  38.321
0, 7  acc:  2638 /  5723 =  46.095
1, 0  acc:  1857 /  2203 =  84.294
1, 1  acc:  1840 /  2270 =  81.057
1, 2  acc:  1138 /  1216 =  93.586
1, 3  acc:  1055 /  1260 =  83.730
1, 4  acc:  1374 /  1627 =  84.450
1, 5  acc:   433 /   520 =  83.269
1, 6  acc:  1429 /  1537 =  92.973
1, 7  acc:  1969 /  2246 =  87.667
------------------------------------
Average acc: 52210 / 71854 =  72.661
Robust  acc:  1224 /  3210 =  38.131
------------------------------------
Accuracies by groups:
0, 0  acc:  9341 / 12092 =  77.249
0, 1  acc: 11292 / 14179 =  79.639
0, 2  acc:  1224 /  3210 =  38.131
0, 3  acc:  9903 / 12101 =  81.836
0, 4  acc:  3299 /  5355 =  61.606
0, 5  acc:  2140 /  2980 =  71.812
0, 6  acc:  1278 /  3335 =  38.321
0, 7  acc:  2638 /  5723 =  46.095
1, 0  acc:  1857 /  2203 =  84.294
1, 1  acc:  1840 /  2270 =  81.057
1, 2  acc:  1138 /  1216 =  93.586
1, 3  acc:  1055 /  1260 =  83.730
1, 4  acc:  1374 /  1627 =  84.450
1, 5  acc:   433 /   520 =  83.269
1, 6  acc:  1429 /  1537 =  92.973
1, 7  acc:  1969 /  2246 =  87.667
------------------------------------
Average acc: 52210 / 71854 =  72.661
Robust  acc:  1224 /  3210 =  38.131
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9341 / 12092 =  77.249
0, 1  acc: 11292 / 14179 =  79.639
0, 2  acc:  1224 /  3210 =  38.131
0, 3  acc:  9903 / 12101 =  81.836
0, 4  acc:  3299 /  5355 =  61.606
0, 5  acc:  2140 /  2980 =  71.812
0, 6  acc:  1278 /  3335 =  38.321
0, 7  acc:  2638 /  5723 =  46.095
1, 0  acc:  1857 /  2203 =  84.294
1, 1  acc:  1840 /  2270 =  81.057
1, 2  acc:  1138 /  1216 =  93.586
1, 3  acc:  1055 /  1260 =  83.730
1, 4  acc:  1374 /  1627 =  84.450
1, 5  acc:   433 /   520 =  83.269
1, 6  acc:  1429 /  1537 =  92.973
1, 7  acc:  1969 /  2246 =  87.667
------------------------------------
Average acc: 52210 / 71854 =  72.661
Robust  acc:  1224 /  3210 =  38.131
------------------------------------

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: 93.922 | Val Loss: 0.000 | Val Acc: 95.602
Training:
Accuracies by groups:
0, 0  acc: 59557 / 63037 =  94.479
0, 1  acc:  6229 /  6655 =  93.599
0, 2  acc:  9739 / 10531 =  92.479
0, 3  acc:  4623 /  5004 =  92.386
0, 4  acc:  1693 /  2153 =  78.634
0, 5  acc:   160 /   223 =  71.749
0, 6  acc:   261 /   307 =  85.016
0, 7  acc:   199 /   252 =  78.968
0, 8  acc:  5588 /  6024 =  92.762
0, 9  acc:   403 /   444 =  90.766
0, 10  acc:   389 /   430 =  90.465
0, 11  acc:   261 /   295 =  88.475
0, 12  acc:   302 /   400 =  75.500
0, 13  acc:    35 /    48 =  72.917
0, 14  acc:    37 /    44 =  84.091
0, 15  acc:    15 /    23 =  65.217
0, 16  acc:  4594 /  5309 =  86.532
0, 17  acc:   172 /   195 =  88.205
0, 18  acc:   431 /   504 =  85.516
0, 19  acc:   148 /   171 =  86.550
0, 20  acc:    95 /   124 =  76.613
0, 21  acc:    10 /    12 =  83.333
0, 22  acc:    55 /    68 =  80.882
0, 23  acc:     5 /    11 =  45.455
0, 24  acc:   596 /   684 =  87.135
0, 25  acc:    36 /    37 =  97.297
0, 26  acc:    63 /    72 =  87.500
0, 27  acc:    15 /    18 =  83.333
0, 28  acc:    38 /    46 =  82.609
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     3 /    10 =  30.000
0, 31  acc:     3 /     6 =  50.000
0, 32  acc:  1520 /  1639 =  92.739
0, 33  acc:    68 /    75 =  90.667
0, 34  acc:    64 /    70 =  91.429
0, 35  acc:    24 /    25 =  96.000
0, 36  acc:    37 /    43 =  86.047
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    18 /    20 =  90.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   342 /   375 =  91.200
0, 41  acc:    15 /    16 =  93.750
0, 42  acc:    15 /    19 =  78.947
0, 43  acc:    13 /    13 = 100.000
0, 44  acc:    17 /    18 =  94.444
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:     8 /     9 =  88.889
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   302 /   368 =  82.065
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    11 /    12 =  91.667
0, 51  acc:    18 /    18 = 100.000
0, 52  acc:    11 /    14 =  78.571
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     1 /     3 =  33.333
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   217 /   253 =  85.771
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    12 /    16 =  75.000
0, 59  acc:    13 /    14 =  92.857
0, 60  acc:     8 /    16 =  50.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1990 /  2424 =  82.096
0, 65  acc:   302 /   368 =  82.065
0, 66  acc:   218 /   250 =  87.200
0, 67  acc:    94 /   114 =  82.456
0, 68  acc:    27 /    42 =  64.286
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    19 /    26 =  73.077
0, 71  acc:    10 /    11 =  90.909
0, 72  acc:    48 /    59 =  81.356
0, 73  acc:     3 /     5 =  60.000
0, 74  acc:     4 /     4 = 100.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:     1 /     4 =  25.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    68 /    88 =  77.273
0, 81  acc:     7 /    11 =  63.636
0, 82  acc:     6 /     9 =  66.667
0, 83  acc:    15 /    17 =  88.235
0, 84  acc:     1 /     3 =  33.333
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     8 /    10 =  80.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     7 /    10 =  70.000
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 /     1 =   0.000
0, 94  acc:    64 /    73 =  87.671
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     7 /     7 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     3 /     7 =  42.857
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     8 /    10 =  80.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    18 /    22 =  81.818
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6176 /  6937 =  89.030
0, 118  acc:  1479 /  1630 =  90.736
0, 119  acc:   333 /   383 =  86.945
0, 120  acc:   292 /   333 =  87.688
0, 121  acc:    49 /    66 =  74.242
0, 122  acc:    25 /    32 =  78.125
0, 123  acc:    11 /    12 =  91.667
0, 124  acc:    19 /    25 =  76.000
0, 125  acc:   358 /   393 =  91.094
0, 126  acc:   114 /   125 =  91.200
0, 127  acc:    26 /    29 =  89.655
0, 128  acc:    38 /    42 =  90.476
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     3 /     4 =  75.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   202 /   247 =  81.781
0, 134  acc:    58 /    69 =  84.058
0, 135  acc:    29 /    31 =  93.548
0, 136  acc:    16 /    20 =  80.000
0, 137  acc:    15 /    18 =  83.333
0, 138  acc:     8 /     8 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    57 /    69 =  82.609
0, 142  acc:     9 /    11 =  81.818
0, 143  acc:     5 /     7 =  71.429
0, 144  acc:    15 /    17 =  88.235
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   108 /   124 =  87.097
0, 149  acc:    13 /    16 =  81.250
0, 150  acc:     6 /     7 =  85.714
0, 151  acc:    10 /    19 =  52.632
0, 152  acc:     0 /     1 =   0.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    42 /    44 =  95.455
0, 155  acc:     3 /     3 = 100.000
0, 156  acc:     4 /     4 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    32 /    38 =  84.211
0, 160  acc:     5 /     5 = 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 /    17 =  88.235
0, 165  acc:     1 /     2 =  50.000
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1375 /  1700 =  80.882
0, 170  acc:   350 /   431 =  81.206
0, 171  acc:    84 /    99 =  84.848
0, 172  acc:   147 /   174 =  84.483
0, 173  acc:     8 /    11 =  72.727
0, 174  acc:     7 /     8 =  87.500
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:     5 /    12 =  41.667
0, 177  acc:    66 /    75 =  88.000
0, 178  acc:     9 /     9 = 100.000
0, 179  acc:     3 /     3 = 100.000
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    50 /    56 =  89.286
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     3 /     4 =  75.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    30 =  76.667
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:    44 /    49 =  89.796
0, 197  acc:    21 /    21 = 100.000
0, 198  acc:     1 /     1 = 100.000
0, 199  acc:    16 /    16 = 100.000
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    11 /    13 =  84.615
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     3 /     4 =  75.000
0, 209  acc:     8 /    12 =  66.667
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     3 =   0.000
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /    10 =  80.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 61465 / 63570 =  96.689
1, 1  acc:  6267 /  6543 =  95.782
1, 2  acc: 10840 / 11362 =  95.406
1, 3  acc:  4654 /  4864 =  95.683
1, 4  acc:  5366 /  5586 =  96.062
1, 5  acc:   850 /   895 =  94.972
1, 6  acc:   549 /   569 =  96.485
1, 7  acc:   644 /   670 =  96.119
1, 8  acc:  5582 /  5840 =  95.582
1, 9  acc:   360 /   378 =  95.238
1, 10  acc:   459 /   484 =  94.835
1, 11  acc:   235 /   248 =  94.758
1, 12  acc:   809 /   851 =  95.065
1, 13  acc:    98 /   104 =  94.231
1, 14  acc:   155 /   162 =  95.679
1, 15  acc:   132 /   140 =  94.286
1, 16  acc:  8187 /  8623 =  94.944
1, 17  acc:   299 /   315 =  94.921
1, 18  acc:   592 /   624 =  94.872
1, 19  acc:   220 /   233 =  94.421
1, 20  acc:   299 /   313 =  95.527
1, 21  acc:    43 /    43 = 100.000
1, 22  acc:   130 /   142 =  91.549
1, 23  acc:    38 /    40 =  95.000
1, 24  acc:   989 /  1060 =  93.302
1, 25  acc:    20 /    22 =  90.909
1, 26  acc:    98 /   103 =  95.146
1, 27  acc:    27 /    27 = 100.000
1, 28  acc:   138 /   148 =  93.243
1, 29  acc:     6 /     7 =  85.714
1, 30  acc:    19 /    19 = 100.000
1, 31  acc:    10 /    11 =  90.909
1, 32  acc:  1714 /  1806 =  94.906
1, 33  acc:    88 /    90 =  97.778
1, 34  acc:    73 /    79 =  92.405
1, 35  acc:    32 /    36 =  88.889
1, 36  acc:    69 /    71 =  97.183
1, 37  acc:     9 /     9 = 100.000
1, 38  acc:    24 /    26 =  92.308
1, 39  acc:     4 /     5 =  80.000
1, 40  acc:   452 /   469 =  96.375
1, 41  acc:    13 /    14 =  92.857
1, 42  acc:     7 /     9 =  77.778
1, 43  acc:    20 /    21 =  95.238
1, 44  acc:    32 /    34 =  94.118
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:    13 /    13 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   524 /   550 =  95.273
1, 49  acc:    14 /    14 = 100.000
1, 50  acc:    31 /    31 = 100.000
1, 51  acc:    23 /    23 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    24 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   432 /   451 =  95.787
1, 57  acc:    24 /    25 =  96.000
1, 58  acc:    24 /    25 =  96.000
1, 59  acc:    10 /    11 =  90.909
1, 60  acc:    37 /    39 =  94.872
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    19 /    20 =  95.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5315 /  5562 =  95.559
1, 65  acc:   746 /   789 =  94.550
1, 66  acc:   460 /   487 =  94.456
1, 67  acc:   182 /   191 =  95.288
1, 68  acc:   223 /   227 =  98.238
1, 69  acc:    46 /    47 =  97.872
1, 70  acc:    84 /    85 =  98.824
1, 71  acc:    35 /    35 = 100.000
1, 72  acc:   114 /   117 =  97.436
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    23 /    24 =  95.833
1, 77  acc:     1 /     2 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   156 /   167 =  93.413
1, 81  acc:    18 /    23 =  78.261
1, 82  acc:    41 /    48 =  85.417
1, 83  acc:     1 /     4 =  25.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    36 /    38 =  94.737
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    28 /    28 = 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:     2 /     2 = 100.000
1, 94  acc:   129 /   140 =  92.143
1, 95  acc:    10 /    13 =  76.923
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    16 /    17 =  94.118
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    22 /    23 =  95.652
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    52 /    52 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    12 =  91.667
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     1 /     2 =  50.000
1, 112  acc:    20 /    21 =  95.238
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:  7846 /  8453 =  92.819
1, 118  acc:  2079 /  2192 =  94.845
1, 119  acc:   509 /   535 =  95.140
1, 120  acc:   528 /   563 =  93.783
1, 121  acc:   176 /   181 =  97.238
1, 122  acc:    70 /    80 =  87.500
1, 123  acc:    24 /    28 =  85.714
1, 124  acc:    38 /    40 =  95.000
1, 125  acc:   490 /   533 =  91.932
1, 126  acc:   123 /   133 =  92.481
1, 127  acc:    22 /    24 =  91.667
1, 128  acc:    38 /    43 =  88.372
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     3 /     5 =  60.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /    10 =  90.000
1, 133  acc:   395 /   419 =  94.272
1, 134  acc:    93 /    97 =  95.876
1, 135  acc:    42 /    45 =  93.333
1, 136  acc:    19 /    26 =  73.077
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     2 =  50.000
1, 141  acc:   100 /   107 =  93.458
1, 142  acc:    14 /    15 =  93.333
1, 143  acc:     5 /     5 = 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:     6 /     6 = 100.000
1, 148  acc:   201 /   220 =  91.364
1, 149  acc:    22 /    25 =  88.000
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:     8 /    14 =  57.143
1, 152  acc:     3 /     4 =  75.000
1, 153  acc:     4 /     8 =  50.000
1, 154  acc:    39 /    44 =  88.636
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:    25 /    25 = 100.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    27 /    27 = 100.000
1, 165  acc:     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:  3342 /  3563 =  93.797
1, 170  acc:   719 /   763 =  94.233
1, 171  acc:   243 /   261 =  93.103
1, 172  acc:   210 /   224 =  93.750
1, 173  acc:    59 /    63 =  93.651
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     5 /     6 =  83.333
1, 176  acc:    27 /    36 =  75.000
1, 177  acc:    87 /    91 =  95.604
1, 178  acc:    10 /    11 =  90.909
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    15 /    18 =  83.333
1, 184  acc:   118 /   133 =  88.722
1, 185  acc:    43 /    46 =  93.478
1, 186  acc:    11 /    14 =  78.571
1, 187  acc:    15 /    15 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:     5 /     6 =  83.333
1, 192  acc:    16 /    17 =  94.118
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     2 /     3 =  66.667
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:   105 /   116 =  90.517
1, 197  acc:     6 /     7 =  85.714
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    18 /    20 =  90.000
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:    12 /    16 =  75.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 252686 / 269038 =  93.922
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24280 / 25373 =  95.692
0, 1  acc: 29875 / 31282 =  95.502
0, 2  acc:  5880 /  6155 =  95.532
0, 3  acc: 23231 / 24292 =  95.632
0, 4  acc: 10379 / 10829 =  95.844
0, 5  acc:  5310 /  5541 =  95.831
0, 6  acc:  6477 /  6785 =  95.461
0, 7  acc: 11490 / 12016 =  95.623
1, 0  acc:  4236 /  4437 =  95.470
1, 1  acc:  4765 /  4962 =  96.030
1, 2  acc:  2151 /  2265 =  94.967
1, 3  acc:  2346 /  2446 =  95.912
1, 4  acc:  2966 /  3125 =  94.912
1, 5  acc:   956 /  1003 =  95.314
1, 6  acc:  2975 /  3111 =  95.628
1, 7  acc:  4466 /  4682 =  95.387
--------------------------------------
Average acc: 141783 / 148304 =  95.603
Robust  acc:  2966 /  3125 =  94.912
--------------------------------------
New max robust acc: 94.91199999999999
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed28.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed28.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: 54.453 | Best Acc: 88.274
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10079 / 12092 =  83.353
0, 1  acc: 12088 / 14179 =  85.253
0, 2  acc:  1919 /  3210 =  59.782
0, 3  acc: 10682 / 12101 =  88.274
0, 4  acc:  4059 /  5355 =  75.798
0, 5  acc:  2469 /  2980 =  82.852
0, 6  acc:  1816 /  3335 =  54.453
0, 7  acc:  3505 /  5723 =  61.244
1, 0  acc:  1704 /  2203 =  77.349
1, 1  acc:  1716 /  2270 =  75.595
1, 2  acc:   966 /  1216 =  79.441
1, 3  acc:   940 /  1260 =  74.603
1, 4  acc:  1206 /  1627 =  74.124
1, 5  acc:   385 /   520 =  74.038
1, 6  acc:  1315 /  1537 =  85.556
1, 7  acc:  1788 /  2246 =  79.608
------------------------------------
Average acc: 56637 / 71854 =  78.822
Robust  acc:  1816 /  3335 =  54.453
------------------------------------
Accuracies by groups:
0, 0  acc: 10079 / 12092 =  83.353
0, 1  acc: 12088 / 14179 =  85.253
0, 2  acc:  1919 /  3210 =  59.782
0, 3  acc: 10682 / 12101 =  88.274
0, 4  acc:  4059 /  5355 =  75.798
0, 5  acc:  2469 /  2980 =  82.852
0, 6  acc:  1816 /  3335 =  54.453
0, 7  acc:  3505 /  5723 =  61.244
1, 0  acc:  1704 /  2203 =  77.349
1, 1  acc:  1716 /  2270 =  75.595
1, 2  acc:   966 /  1216 =  79.441
1, 3  acc:   940 /  1260 =  74.603
1, 4  acc:  1206 /  1627 =  74.124
1, 5  acc:   385 /   520 =  74.038
1, 6  acc:  1315 /  1537 =  85.556
1, 7  acc:  1788 /  2246 =  79.608
------------------------------------
Average acc: 56637 / 71854 =  78.822
Robust  acc:  1816 /  3335 =  54.453
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10079 / 12092 =  83.353
0, 1  acc: 12088 / 14179 =  85.253
0, 2  acc:  1919 /  3210 =  59.782
0, 3  acc: 10682 / 12101 =  88.274
0, 4  acc:  4059 /  5355 =  75.798
0, 5  acc:  2469 /  2980 =  82.852
0, 6  acc:  1816 /  3335 =  54.453
0, 7  acc:  3505 /  5723 =  61.244
1, 0  acc:  1704 /  2203 =  77.349
1, 1  acc:  1716 /  2270 =  75.595
1, 2  acc:   966 /  1216 =  79.441
1, 3  acc:   940 /  1260 =  74.603
1, 4  acc:  1206 /  1627 =  74.124
1, 5  acc:   385 /   520 =  74.038
1, 6  acc:  1315 /  1537 =  85.556
1, 7  acc:  1788 /  2246 =  79.608
------------------------------------
Average acc: 56637 / 71854 =  78.822
Robust  acc:  1816 /  3335 =  54.453
------------------------------------

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: 96.735 | Val Loss: 0.000 | Val Acc: 97.052
Training:
Accuracies by groups:
0, 0  acc: 60984 / 63063 =  96.703
0, 1  acc:  6368 /  6596 =  96.543
0, 2  acc: 10110 / 10560 =  95.739
0, 3  acc:  4949 /  5133 =  96.415
0, 4  acc:  1837 /  2073 =  88.616
0, 5  acc:   211 /   254 =  83.071
0, 6  acc:   242 /   265 =  91.321
0, 7  acc:   262 /   297 =  88.215
0, 8  acc:  5740 /  6016 =  95.412
0, 9  acc:   437 /   470 =  92.979
0, 10  acc:   418 /   436 =  95.872
0, 11  acc:   269 /   292 =  92.123
0, 12  acc:   352 /   409 =  86.064
0, 13  acc:    38 /    41 =  92.683
0, 14  acc:    42 /    48 =  87.500
0, 15  acc:    29 /    34 =  85.294
0, 16  acc:  4761 /  5138 =  92.663
0, 17  acc:   188 /   199 =  94.472
0, 18  acc:   526 /   551 =  95.463
0, 19  acc:   139 /   144 =  96.528
0, 20  acc:   103 /   121 =  85.124
0, 21  acc:    20 /    22 =  90.909
0, 22  acc:    53 /    60 =  88.333
0, 23  acc:    13 /    17 =  76.471
0, 24  acc:   603 /   681 =  88.546
0, 25  acc:    38 /    39 =  97.436
0, 26  acc:    62 /    66 =  93.939
0, 27  acc:    24 /    26 =  92.308
0, 28  acc:    38 /    46 =  82.609
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     5 /     9 =  55.556
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  1624 /  1678 =  96.782
0, 33  acc:    81 /    85 =  95.294
0, 34  acc:    73 /    75 =  97.333
0, 35  acc:    17 /    18 =  94.444
0, 36  acc:    23 /    23 = 100.000
0, 37  acc:     8 /     9 =  88.889
0, 38  acc:    20 /    21 =  95.238
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   350 /   367 =  95.368
0, 41  acc:    19 /    19 = 100.000
0, 42  acc:    16 /    16 = 100.000
0, 43  acc:    13 /    14 =  92.857
0, 44  acc:    11 /    12 =  91.667
0, 45  acc:     0 /     0 =     nan
0, 46  acc:    13 /    13 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   303 /   319 =  94.984
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    22 /    24 =  91.667
0, 51  acc:    24 /    25 =  96.000
0, 52  acc:     3 /     4 =  75.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     4 /     5 =  80.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   259 /   286 =  90.559
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:    10 /    12 =  83.333
0, 59  acc:    14 /    15 =  93.333
0, 60  acc:    18 /    20 =  90.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     5 /     6 =  83.333
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2138 /  2366 =  90.363
0, 65  acc:   331 /   373 =  88.740
0, 66  acc:   244 /   269 =  90.706
0, 67  acc:    98 /   111 =  88.288
0, 68  acc:    56 /    71 =  78.873
0, 69  acc:     7 /     7 = 100.000
0, 70  acc:    19 /    25 =  76.000
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    66 /    67 =  98.507
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:     4 /     5 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    91 /   101 =  90.099
0, 81  acc:     7 /    10 =  70.000
0, 82  acc:     3 /     4 =  75.000
0, 83  acc:    14 /    14 = 100.000
0, 84  acc:     0 /     2 =   0.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:    10 /    12 =  83.333
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    77 /    82 =  93.902
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     4 /     4 = 100.000
0, 98  acc:    10 /    10 = 100.000
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    14 /    15 =  93.333
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     6 /     8 =  75.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    13 /    14 =  92.857
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6535 /  6929 =  94.314
0, 118  acc:  1528 /  1642 =  93.057
0, 119  acc:   381 /   406 =  93.842
0, 120  acc:   297 /   317 =  93.691
0, 121  acc:    63 /    74 =  85.135
0, 122  acc:    25 /    27 =  92.593
0, 123  acc:    12 /    12 = 100.000
0, 124  acc:    14 /    15 =  93.333
0, 125  acc:   359 /   374 =  95.989
0, 126  acc:   112 /   119 =  94.118
0, 127  acc:    25 /    26 =  96.154
0, 128  acc:    40 /    41 =  97.561
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   228 /   250 =  91.200
0, 134  acc:    62 /    66 =  93.939
0, 135  acc:    27 /    30 =  90.000
0, 136  acc:    29 /    29 = 100.000
0, 137  acc:     9 /    12 =  75.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    63 /    67 =  94.030
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     7 /     7 = 100.000
0, 144  acc:    11 /    11 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   112 /   115 =  97.391
0, 149  acc:    11 /    12 =  91.667
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:     9 /    14 =  64.286
0, 152  acc:     5 /     6 =  83.333
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    46 /    50 =  92.000
0, 155  acc:     7 /     8 =  87.500
0, 156  acc:     4 /     4 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    30 /    30 = 100.000
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     3 /     4 =  75.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    15 =  86.667
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1587 /  1760 =  90.170
0, 170  acc:   357 /   393 =  90.840
0, 171  acc:   106 /   119 =  89.076
0, 172  acc:   153 /   167 =  91.617
0, 173  acc:    21 /    24 =  87.500
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:     5 /     6 =  83.333
0, 176  acc:    12 /    16 =  75.000
0, 177  acc:    64 /    68 =  94.118
0, 178  acc:    15 /    17 =  88.235
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    68 /    74 =  91.892
0, 185  acc:    12 /    12 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     5 /     7 =  71.429
0, 188  acc:     4 /     4 = 100.000
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    32 /    38 =  84.211
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     3 /     5 =  60.000
0, 196  acc:    41 /    46 =  89.130
0, 197  acc:    20 /    20 = 100.000
0, 198  acc:     5 /     8 =  62.500
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    16 /    23 =  69.565
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     2 /     2 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     3 =  33.333
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    10 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 62698 / 63786 =  98.294
1, 1  acc:  6435 /  6562 =  98.065
1, 2  acc: 11281 / 11541 =  97.747
1, 3  acc:  4626 /  4744 =  97.513
1, 4  acc:  5524 /  5620 =  98.292
1, 5  acc:   950 /   965 =  98.446
1, 6  acc:   544 /   555 =  98.018
1, 7  acc:   635 /   647 =  98.145
1, 8  acc:  5668 /  5789 =  97.910
1, 9  acc:   365 /   372 =  98.118
1, 10  acc:   503 /   514 =  97.860
1, 11  acc:   255 /   262 =  97.328
1, 12  acc:   877 /   896 =  97.879
1, 13  acc:   125 /   128 =  97.656
1, 14  acc:   141 /   147 =  95.918
1, 15  acc:   152 /   157 =  96.815
1, 16  acc:  8382 /  8622 =  97.216
1, 17  acc:   257 /   266 =  96.617
1, 18  acc:   602 /   613 =  98.206
1, 19  acc:   202 /   211 =  95.735
1, 20  acc:   284 /   291 =  97.595
1, 21  acc:    43 /    43 = 100.000
1, 22  acc:   159 /   162 =  98.148
1, 23  acc:    40 /    44 =  90.909
1, 24  acc:  1005 /  1045 =  96.172
1, 25  acc:    33 /    34 =  97.059
1, 26  acc:    99 /   104 =  95.192
1, 27  acc:    13 /    13 = 100.000
1, 28  acc:   165 /   168 =  98.214
1, 29  acc:     4 /     5 =  80.000
1, 30  acc:    18 /    18 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  1666 /  1703 =  97.827
1, 33  acc:    86 /    88 =  97.727
1, 34  acc:    53 /    55 =  96.364
1, 35  acc:    27 /    28 =  96.429
1, 36  acc:    53 /    54 =  98.148
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    33 /    34 =  97.059
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   422 /   427 =  98.829
1, 41  acc:    16 /    16 = 100.000
1, 42  acc:    18 /    21 =  85.714
1, 43  acc:    21 /    21 = 100.000
1, 44  acc:    30 /    32 =  93.750
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:     5 /     7 =  71.429
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   550 /   556 =  98.921
1, 49  acc:    11 /    11 = 100.000
1, 50  acc:    23 /    25 =  92.000
1, 51  acc:    29 /    29 = 100.000
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    33 /    34 =  97.059
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   441 /   453 =  97.351
1, 57  acc:    23 /    23 = 100.000
1, 58  acc:    17 /    17 = 100.000
1, 59  acc:    13 /    14 =  92.857
1, 60  acc:    18 /    19 =  94.737
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    28 /    28 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5684 /  5810 =  97.831
1, 65  acc:   751 /   768 =  97.786
1, 66  acc:   439 /   453 =  96.909
1, 67  acc:   198 /   210 =  94.286
1, 68  acc:   228 /   236 =  96.610
1, 69  acc:    45 /    45 = 100.000
1, 70  acc:    79 /    79 = 100.000
1, 71  acc:    33 /    34 =  97.059
1, 72  acc:    87 /    91 =  95.604
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     5 /     8 =  62.500
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    15 /    18 =  83.333
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   162 /   171 =  94.737
1, 81  acc:    21 /    23 =  91.304
1, 82  acc:    65 /    66 =  98.485
1, 83  acc:     5 /     6 =  83.333
1, 84  acc:    12 /    12 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    23 /    23 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    18 =  94.444
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   131 /   136 =  96.324
1, 95  acc:    12 /    13 =  92.308
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    18 =  94.444
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    21 /    22 =  95.455
1, 101  acc:     7 /     7 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    35 /    35 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    13 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     2 /     3 =  66.667
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:  8075 /  8331 =  96.927
1, 118  acc:  2068 /  2117 =  97.685
1, 119  acc:   481 /   499 =  96.393
1, 120  acc:   537 /   561 =  95.722
1, 121  acc:   148 /   150 =  98.667
1, 122  acc:    76 /    77 =  98.701
1, 123  acc:    25 /    25 = 100.000
1, 124  acc:    37 /    38 =  97.368
1, 125  acc:   491 /   513 =  95.712
1, 126  acc:   108 /   111 =  97.297
1, 127  acc:    21 /    22 =  95.455
1, 128  acc:    50 /    51 =  98.039
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    14 = 100.000
1, 133  acc:   443 /   455 =  97.363
1, 134  acc:    78 /    80 =  97.500
1, 135  acc:    40 /    40 = 100.000
1, 136  acc:    18 /    24 =  75.000
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     5 /     6 =  83.333
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:   127 /   129 =  98.450
1, 142  acc:    23 /    27 =  85.185
1, 143  acc:     2 /     3 =  66.667
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     5 = 100.000
1, 148  acc:   160 /   173 =  92.486
1, 149  acc:    15 /    16 =  93.750
1, 150  acc:    15 /    15 = 100.000
1, 151  acc:     7 /    11 =  63.636
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    32 /    36 =  88.889
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    11 /    11 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    30 /    30 = 100.000
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     6 =  83.333
1, 164  acc:    34 /    34 = 100.000
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3493 /  3590 =  97.298
1, 170  acc:   635 /   654 =  97.095
1, 171  acc:   272 /   274 =  99.270
1, 172  acc:   226 /   231 =  97.835
1, 173  acc:    57 /    57 = 100.000
1, 174  acc:    10 /    12 =  83.333
1, 175  acc:    10 /    11 =  90.909
1, 176  acc:    49 /    52 =  94.231
1, 177  acc:    87 /    88 =  98.864
1, 178  acc:    16 /    16 = 100.000
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     2 /     3 =  66.667
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    24 /    25 =  96.000
1, 184  acc:   102 /   108 =  94.444
1, 185  acc:    41 /    41 = 100.000
1, 186  acc:    17 /    17 = 100.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     5 /     6 =  83.333
1, 190  acc:    14 /    14 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:    13 /    13 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    95 /   102 =  93.137
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    17 =  94.118
1, 205  acc:     7 /     7 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    12 /    12 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    15 /    15 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     3 /     3 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260255 / 269038 =  96.735
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24639 / 25373 =  97.107
0, 1  acc: 30387 / 31282 =  97.139
0, 2  acc:  5955 /  6155 =  96.751
0, 3  acc: 23561 / 24292 =  96.991
0, 4  acc: 10508 / 10829 =  97.036
0, 5  acc:  5388 /  5541 =  97.239
0, 6  acc:  6595 /  6785 =  97.200
0, 7  acc: 11667 / 12016 =  97.096
1, 0  acc:  4323 /  4437 =  97.431
1, 1  acc:  4834 /  4962 =  97.420
1, 2  acc:  2196 /  2265 =  96.954
1, 3  acc:  2377 /  2446 =  97.179
1, 4  acc:  3053 /  3125 =  97.696
1, 5  acc:   979 /  1003 =  97.607
1, 6  acc:  3039 /  3111 =  97.686
1, 7  acc:  4555 /  4682 =  97.287
--------------------------------------
Average acc: 144056 / 148304 =  97.136
Robust  acc:  5955 /  6155 =  96.751
--------------------------------------
New max robust acc: 96.75060926076361
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed28.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed28.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: 63.058 | Best Acc: 88.811
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10152 / 12092 =  83.956
0, 1  acc: 12198 / 14179 =  86.029
0, 2  acc:  2053 /  3210 =  63.956
0, 3  acc: 10747 / 12101 =  88.811
0, 4  acc:  4125 /  5355 =  77.031
0, 5  acc:  2494 /  2980 =  83.691
0, 6  acc:  2103 /  3335 =  63.058
0, 7  acc:  4066 /  5723 =  71.047
1, 0  acc:  1677 /  2203 =  76.123
1, 1  acc:  1706 /  2270 =  75.154
1, 2  acc:   948 /  1216 =  77.961
1, 3  acc:   944 /  1260 =  74.921
1, 4  acc:  1177 /  1627 =  72.342
1, 5  acc:   383 /   520 =  73.654
1, 6  acc:  1233 /  1537 =  80.221
1, 7  acc:  1673 /  2246 =  74.488
------------------------------------
Average acc: 57679 / 71854 =  80.272
Robust  acc:  2103 /  3335 =  63.058
------------------------------------
Accuracies by groups:
0, 0  acc: 10152 / 12092 =  83.956
0, 1  acc: 12198 / 14179 =  86.029
0, 2  acc:  2053 /  3210 =  63.956
0, 3  acc: 10747 / 12101 =  88.811
0, 4  acc:  4125 /  5355 =  77.031
0, 5  acc:  2494 /  2980 =  83.691
0, 6  acc:  2103 /  3335 =  63.058
0, 7  acc:  4066 /  5723 =  71.047
1, 0  acc:  1677 /  2203 =  76.123
1, 1  acc:  1706 /  2270 =  75.154
1, 2  acc:   948 /  1216 =  77.961
1, 3  acc:   944 /  1260 =  74.921
1, 4  acc:  1177 /  1627 =  72.342
1, 5  acc:   383 /   520 =  73.654
1, 6  acc:  1233 /  1537 =  80.221
1, 7  acc:  1673 /  2246 =  74.488
------------------------------------
Average acc: 57679 / 71854 =  80.272
Robust  acc:  2103 /  3335 =  63.058
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10152 / 12092 =  83.956
0, 1  acc: 12198 / 14179 =  86.029
0, 2  acc:  2053 /  3210 =  63.956
0, 3  acc: 10747 / 12101 =  88.811
0, 4  acc:  4125 /  5355 =  77.031
0, 5  acc:  2494 /  2980 =  83.691
0, 6  acc:  2103 /  3335 =  63.058
0, 7  acc:  4066 /  5723 =  71.047
1, 0  acc:  1677 /  2203 =  76.123
1, 1  acc:  1706 /  2270 =  75.154
1, 2  acc:   948 /  1216 =  77.961
1, 3  acc:   944 /  1260 =  74.921
1, 4  acc:  1177 /  1627 =  72.342
1, 5  acc:   383 /   520 =  73.654
1, 6  acc:  1233 /  1537 =  80.221
1, 7  acc:  1673 /  2246 =  74.488
------------------------------------
Average acc: 57679 / 71854 =  80.272
Robust  acc:  2103 /  3335 =  63.058
------------------------------------

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: 97.941 | Val Loss: 0.000 | Val Acc: 98.936
Training:
Accuracies by groups:
0, 0  acc: 61869 / 63243 =  97.827
0, 1  acc:  6575 /  6722 =  97.813
0, 2  acc: 10316 / 10611 =  97.220
0, 3  acc:  5082 /  5223 =  97.300
0, 4  acc:  1946 /  2085 =  93.333
0, 5  acc:   229 /   252 =  90.873
0, 6  acc:   328 /   342 =  95.906
0, 7  acc:   263 /   285 =  92.281
0, 8  acc:  5749 /  5917 =  97.161
0, 9  acc:   436 /   452 =  96.460
0, 10  acc:   400 /   417 =  95.923
0, 11  acc:   309 /   318 =  97.170
0, 12  acc:   365 /   398 =  91.709
0, 13  acc:    29 /    36 =  80.556
0, 14  acc:    37 /    38 =  97.368
0, 15  acc:    13 /    16 =  81.250
0, 16  acc:  5054 /  5277 =  95.774
0, 17  acc:   195 /   202 =  96.535
0, 18  acc:   504 /   526 =  95.817
0, 19  acc:   154 /   158 =  97.468
0, 20  acc:   116 /   129 =  89.922
0, 21  acc:    12 /    13 =  92.308
0, 22  acc:    57 /    58 =  98.276
0, 23  acc:    14 /    19 =  73.684
0, 24  acc:   657 /   687 =  95.633
0, 25  acc:    35 /    36 =  97.222
0, 26  acc:    56 /    56 = 100.000
0, 27  acc:    25 /    26 =  96.154
0, 28  acc:    42 /    43 =  97.674
0, 29  acc:     3 /     5 =  60.000
0, 30  acc:    10 /    10 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  1502 /  1540 =  97.532
0, 33  acc:    68 /    72 =  94.444
0, 34  acc:    68 /    68 = 100.000
0, 35  acc:    17 /    18 =  94.444
0, 36  acc:    31 /    32 =  96.875
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    13 /    14 =  92.857
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   347 /   358 =  96.927
0, 41  acc:    11 /    11 = 100.000
0, 42  acc:    10 /    11 =  90.909
0, 43  acc:    11 /    12 =  91.667
0, 44  acc:    21 /    21 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   307 /   330 =  93.030
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    19 /    20 =  95.000
0, 51  acc:    19 /    19 = 100.000
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:    10 /    10 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   312 /   325 =  96.000
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    10 /    12 =  83.333
0, 59  acc:    12 /    12 = 100.000
0, 60  acc:    13 /    17 =  76.471
0, 61  acc:     2 /     3 =  66.667
0, 62  acc:     5 /     5 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2293 /  2446 =  93.745
0, 65  acc:   364 /   381 =  95.538
0, 66  acc:   238 /   251 =  94.821
0, 67  acc:   118 /   122 =  96.721
0, 68  acc:    47 /    52 =  90.385
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    17 /    20 =  85.000
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    72 /    74 =  97.297
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     9 /     9 = 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:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:   104 /   110 =  94.545
0, 81  acc:     7 /     9 =  77.778
0, 82  acc:     8 /     8 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     5 /     6 =  83.333
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:    12 /    12 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    77 /    79 =  97.468
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    15 /    16 =  93.750
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    14 /    17 =  82.353
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     6 /     7 =  85.714
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:    14 /    14 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     1 /     2 =  50.000
0, 117  acc:  6666 /  6917 =  96.371
0, 118  acc:  1510 /  1578 =  95.691
0, 119  acc:   419 /   437 =  95.881
0, 120  acc:   347 /   361 =  96.122
0, 121  acc:    48 /    52 =  92.308
0, 122  acc:    37 /    38 =  97.368
0, 123  acc:     4 /     4 = 100.000
0, 124  acc:    28 /    28 = 100.000
0, 125  acc:   352 /   369 =  95.393
0, 126  acc:   112 /   117 =  95.726
0, 127  acc:    26 /    26 = 100.000
0, 128  acc:    38 /    39 =  97.436
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     9 /     9 = 100.000
0, 131  acc:     6 /     6 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   261 /   267 =  97.753
0, 134  acc:    53 /    56 =  94.643
0, 135  acc:    35 /    35 = 100.000
0, 136  acc:    33 /    35 =  94.286
0, 137  acc:     8 /    10 =  80.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    61 /    63 =  96.825
0, 142  acc:    12 /    13 =  92.308
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    18 /    18 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     4 /     4 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   107 /   112 =  95.536
0, 149  acc:    12 /    14 =  85.714
0, 150  acc:     5 /     7 =  71.429
0, 151  acc:    17 /    24 =  70.833
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    45 /    45 = 100.000
0, 155  acc:    14 /    14 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    33 /    35 =  94.286
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     6 /     6 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    11 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1636 /  1723 =  94.951
0, 170  acc:   405 /   425 =  95.294
0, 171  acc:   109 /   117 =  93.162
0, 172  acc:   160 /   168 =  95.238
0, 173  acc:    16 /    19 =  84.211
0, 174  acc:     2 /     3 =  66.667
0, 175  acc:    10 /    11 =  90.909
0, 176  acc:     9 /    10 =  90.000
0, 177  acc:    51 /    53 =  96.226
0, 178  acc:    11 /    12 =  91.667
0, 179  acc:    12 /    14 =  85.714
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     5 =  60.000
0, 184  acc:    74 /    76 =  97.368
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:     8 /    10 =  80.000
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     1 /     2 =  50.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    31 /    32 =  96.875
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     2 /     3 =  66.667
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    44 /    45 =  97.778
0, 197  acc:    16 /    16 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     9 /     9 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    30 /    31 =  96.774
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     3 /     4 =  75.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     5 /     6 =  83.333
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 62827 / 63495 =  98.948
1, 1  acc:  6495 /  6567 =  98.904
1, 2  acc: 11169 / 11317 =  98.692
1, 3  acc:  4643 /  4717 =  98.431
1, 4  acc:  5507 /  5570 =  98.869
1, 5  acc:   953 /   970 =  98.247
1, 6  acc:   587 /   596 =  98.490
1, 7  acc:   638 /   653 =  97.703
1, 8  acc:  5633 /  5730 =  98.307
1, 9  acc:   392 /   397 =  98.741
1, 10  acc:   491 /   495 =  99.192
1, 11  acc:   255 /   266 =  95.865
1, 12  acc:   855 /   876 =  97.603
1, 13  acc:   124 /   125 =  99.200
1, 14  acc:   130 /   131 =  99.237
1, 15  acc:   143 /   147 =  97.279
1, 16  acc:  8311 /  8427 =  98.623
1, 17  acc:   279 /   280 =  99.643
1, 18  acc:   620 /   633 =  97.946
1, 19  acc:   235 /   240 =  97.917
1, 20  acc:   271 /   273 =  99.267
1, 21  acc:    59 /    59 = 100.000
1, 22  acc:   147 /   151 =  97.351
1, 23  acc:    34 /    36 =  94.444
1, 24  acc:  1077 /  1096 =  98.266
1, 25  acc:    23 /    24 =  95.833
1, 26  acc:    86 /    87 =  98.851
1, 27  acc:    19 /    19 = 100.000
1, 28  acc:   150 /   154 =  97.403
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    20 /    20 = 100.000
1, 31  acc:    10 /    11 =  90.909
1, 32  acc:  1707 /  1731 =  98.614
1, 33  acc:    82 /    84 =  97.619
1, 34  acc:    62 /    66 =  93.939
1, 35  acc:    32 /    32 = 100.000
1, 36  acc:    60 /    62 =  96.774
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    44 /    44 = 100.000
1, 39  acc:     6 /     7 =  85.714
1, 40  acc:   408 /   412 =  99.029
1, 41  acc:    20 /    20 = 100.000
1, 42  acc:    19 /    20 =  95.000
1, 43  acc:    19 /    19 = 100.000
1, 44  acc:    25 /    25 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:    10 /    10 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   582 /   590 =  98.644
1, 49  acc:    11 /    11 = 100.000
1, 50  acc:    49 /    49 = 100.000
1, 51  acc:    29 /    29 = 100.000
1, 52  acc:    14 /    15 =  93.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    44 /    44 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   421 /   428 =  98.364
1, 57  acc:    20 /    20 = 100.000
1, 58  acc:    22 /    22 = 100.000
1, 59  acc:    17 /    17 = 100.000
1, 60  acc:    16 /    19 =  84.211
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    24 /    26 =  92.308
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5494 /  5579 =  98.476
1, 65  acc:   754 /   775 =  97.290
1, 66  acc:   481 /   497 =  96.781
1, 67  acc:   203 /   208 =  97.596
1, 68  acc:   268 /   272 =  98.529
1, 69  acc:    39 /    40 =  97.500
1, 70  acc:    97 /    97 = 100.000
1, 71  acc:    32 /    32 = 100.000
1, 72  acc:    98 /    99 =  98.990
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:     3 /     4 =  75.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    18 /    18 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   195 /   200 =  97.500
1, 81  acc:    17 /    19 =  89.474
1, 82  acc:    48 /    48 = 100.000
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    18 /    18 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    22 /    22 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     5 /     5 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   142 /   144 =  98.611
1, 95  acc:    17 /    18 =  94.444
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    16 /    16 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    25 /    25 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    26 /    27 =  96.296
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    17 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     8 /     8 = 100.000
1, 112  acc:    21 /    21 = 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:  8210 /  8369 =  98.100
1, 118  acc:  2070 /  2101 =  98.525
1, 119  acc:   494 /   500 =  98.800
1, 120  acc:   544 /   552 =  98.551
1, 121  acc:   158 /   162 =  97.531
1, 122  acc:    79 /    80 =  98.750
1, 123  acc:    26 /    27 =  96.296
1, 124  acc:    49 /    50 =  98.000
1, 125  acc:   541 /   557 =  97.127
1, 126  acc:   137 /   140 =  97.857
1, 127  acc:    22 /    22 = 100.000
1, 128  acc:    55 /    55 = 100.000
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   456 /   462 =  98.701
1, 134  acc:   109 /   110 =  99.091
1, 135  acc:    29 /    29 = 100.000
1, 136  acc:    34 /    34 = 100.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   115 /   116 =  99.138
1, 142  acc:    25 /    25 = 100.000
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     4 = 100.000
1, 148  acc:   205 /   209 =  98.086
1, 149  acc:    15 /    15 = 100.000
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:     8 /    13 =  61.538
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     6 /     6 = 100.000
1, 154  acc:    40 /    41 =  97.561
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    28 /    28 = 100.000
1, 160  acc:     3 /     4 =  75.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    22 /    23 =  95.652
1, 165  acc:     9 /    10 =  90.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3678 /  3748 =  98.132
1, 170  acc:   694 /   703 =  98.720
1, 171  acc:   266 /   270 =  98.519
1, 172  acc:   250 /   253 =  98.814
1, 173  acc:    64 /    65 =  98.462
1, 174  acc:    14 /    14 = 100.000
1, 175  acc:    10 /    10 = 100.000
1, 176  acc:    45 /    48 =  93.750
1, 177  acc:    75 /    77 =  97.403
1, 178  acc:    11 /    12 =  91.667
1, 179  acc:     9 /     9 = 100.000
1, 180  acc:    12 /    12 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    17 /    17 = 100.000
1, 184  acc:   114 /   119 =  95.798
1, 185  acc:    40 /    40 = 100.000
1, 186  acc:    13 /    14 =  92.857
1, 187  acc:     9 /     9 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   105 /   108 =  97.222
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:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    16 = 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:    17 /    17 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    13 /    14 =  92.857
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     4 /     5 =  80.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263498 / 269038 =  97.941
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25102 / 25373 =  98.932
0, 1  acc: 30985 / 31282 =  99.051
0, 2  acc:  6099 /  6155 =  99.090
0, 3  acc: 24006 / 24292 =  98.823
0, 4  acc: 10718 / 10829 =  98.975
0, 5  acc:  5483 /  5541 =  98.953
0, 6  acc:  6696 /  6785 =  98.688
0, 7  acc: 11879 / 12016 =  98.860
1, 0  acc:  4390 /  4437 =  98.941
1, 1  acc:  4901 /  4962 =  98.771
1, 2  acc:  2244 /  2265 =  99.073
1, 3  acc:  2421 /  2446 =  98.978
1, 4  acc:  3094 /  3125 =  99.008
1, 5  acc:   999 /  1003 =  99.601
1, 6  acc:  3077 /  3111 =  98.907
1, 7  acc:  4629 /  4682 =  98.868
--------------------------------------
Average acc: 146723 / 148304 =  98.934
Robust  acc:  6696 /  6785 =  98.688
--------------------------------------
New max robust acc: 98.6882829771555
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed28.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed28.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.192 | Best Acc: 93.645
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10893 / 12092 =  90.084
0, 1  acc: 12952 / 14179 =  91.346
0, 2  acc:  2605 /  3210 =  81.153
0, 3  acc: 11332 / 12101 =  93.645
0, 4  acc:  4503 /  5355 =  84.090
0, 5  acc:  2703 /  2980 =  90.705
0, 6  acc:  2540 /  3335 =  76.162
0, 7  acc:  4480 /  5723 =  78.281
1, 0  acc:  1458 /  2203 =  66.182
1, 1  acc:  1483 /  2270 =  65.330
1, 2  acc:   767 /  1216 =  63.076
1, 3  acc:   785 /  1260 =  62.302
1, 4  acc:  1050 /  1627 =  64.536
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1085 /  1537 =  70.592
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 60463 / 71854 =  84.147
Robust  acc:   313 /   520 =  60.192
------------------------------------
Accuracies by groups:
0, 0  acc: 10893 / 12092 =  90.084
0, 1  acc: 12952 / 14179 =  91.346
0, 2  acc:  2605 /  3210 =  81.153
0, 3  acc: 11332 / 12101 =  93.645
0, 4  acc:  4503 /  5355 =  84.090
0, 5  acc:  2703 /  2980 =  90.705
0, 6  acc:  2540 /  3335 =  76.162
0, 7  acc:  4480 /  5723 =  78.281
1, 0  acc:  1458 /  2203 =  66.182
1, 1  acc:  1483 /  2270 =  65.330
1, 2  acc:   767 /  1216 =  63.076
1, 3  acc:   785 /  1260 =  62.302
1, 4  acc:  1050 /  1627 =  64.536
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1085 /  1537 =  70.592
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 60463 / 71854 =  84.147
Robust  acc:   313 /   520 =  60.192
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10893 / 12092 =  90.084
0, 1  acc: 12952 / 14179 =  91.346
0, 2  acc:  2605 /  3210 =  81.153
0, 3  acc: 11332 / 12101 =  93.645
0, 4  acc:  4503 /  5355 =  84.090
0, 5  acc:  2703 /  2980 =  90.705
0, 6  acc:  2540 /  3335 =  76.162
0, 7  acc:  4480 /  5723 =  78.281
1, 0  acc:  1458 /  2203 =  66.182
1, 1  acc:  1483 /  2270 =  65.330
1, 2  acc:   767 /  1216 =  63.076
1, 3  acc:   785 /  1260 =  62.302
1, 4  acc:  1050 /  1627 =  64.536
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1085 /  1537 =  70.592
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 60463 / 71854 =  84.147
Robust  acc:   313 /   520 =  60.192
------------------------------------

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: 98.558 | Val Loss: 0.000 | Val Acc: 99.067
Training:
Accuracies by groups:
0, 0  acc: 62841 / 63778 =  98.531
0, 1  acc:  6491 /  6598 =  98.378
0, 2  acc: 10560 / 10740 =  98.324
0, 3  acc:  4975 /  5063 =  98.262
0, 4  acc:  2028 /  2123 =  95.525
0, 5  acc:   239 /   254 =  94.094
0, 6  acc:   280 /   293 =  95.563
0, 7  acc:   277 /   288 =  96.181
0, 8  acc:  5947 /  6074 =  97.909
0, 9  acc:   414 /   433 =  95.612
0, 10  acc:   436 /   443 =  98.420
0, 11  acc:   318 /   326 =  97.546
0, 12  acc:   387 /   404 =  95.792
0, 13  acc:    31 /    35 =  88.571
0, 14  acc:    40 /    43 =  93.023
0, 15  acc:    15 /    18 =  83.333
0, 16  acc:  5087 /  5243 =  97.025
0, 17  acc:   192 /   196 =  97.959
0, 18  acc:   490 /   499 =  98.196
0, 19  acc:   159 /   166 =  95.783
0, 20  acc:   109 /   116 =  93.966
0, 21  acc:    12 /    12 = 100.000
0, 22  acc:    51 /    51 = 100.000
0, 23  acc:     9 /    10 =  90.000
0, 24  acc:   680 /   702 =  96.866
0, 25  acc:    39 /    39 = 100.000
0, 26  acc:    57 /    61 =  93.443
0, 27  acc:    13 /    14 =  92.857
0, 28  acc:    46 /    47 =  97.872
0, 29  acc:     3 /     4 =  75.000
0, 30  acc:     3 /     4 =  75.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  1566 /  1600 =  97.875
0, 33  acc:    77 /    80 =  96.250
0, 34  acc:    60 /    60 = 100.000
0, 35  acc:    19 /    19 = 100.000
0, 36  acc:    27 /    31 =  87.097
0, 37  acc:     9 /     9 = 100.000
0, 38  acc:    12 /    12 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   372 /   383 =  97.128
0, 41  acc:    17 /    17 = 100.000
0, 42  acc:    11 /    13 =  84.615
0, 43  acc:    14 /    14 = 100.000
0, 44  acc:    14 /    16 =  87.500
0, 45  acc:     2 /     3 =  66.667
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   308 /   322 =  95.652
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    17 /    18 =  94.444
0, 51  acc:    17 /    17 = 100.000
0, 52  acc:     7 /     8 =  87.500
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   270 /   277 =  97.473
0, 57  acc:     5 /     5 = 100.000
0, 58  acc:    15 /    15 = 100.000
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    10 /    13 =  76.923
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    10 /    10 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2344 /  2448 =  95.752
0, 65  acc:   352 /   367 =  95.913
0, 66  acc:   252 /   261 =  96.552
0, 67  acc:   106 /   111 =  95.495
0, 68  acc:    60 /    64 =  93.750
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    22 /    25 =  88.000
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    63 /    64 =  98.438
0, 73  acc:    11 /    11 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    92 /    96 =  95.833
0, 81  acc:     4 /     8 =  50.000
0, 82  acc:     6 /     6 = 100.000
0, 83  acc:    10 /    10 = 100.000
0, 84  acc:     3 /     3 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    13 /    13 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     5 /     6 =  83.333
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    62 /    63 =  98.413
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    18 /    18 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    26 /    27 =  96.296
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     8 /     9 =  88.889
0, 111  acc:     3 /     4 =  75.000
0, 112  acc:     4 /     4 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6686 /  6852 =  97.577
0, 118  acc:  1552 /  1591 =  97.549
0, 119  acc:   382 /   392 =  97.449
0, 120  acc:   290 /   307 =  94.463
0, 121  acc:    74 /    82 =  90.244
0, 122  acc:    28 /    28 = 100.000
0, 123  acc:     6 /     6 = 100.000
0, 124  acc:    13 /    13 = 100.000
0, 125  acc:   356 /   368 =  96.739
0, 126  acc:   130 /   132 =  98.485
0, 127  acc:    31 /    32 =  96.875
0, 128  acc:    44 /    45 =  97.778
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   262 /   266 =  98.496
0, 134  acc:    72 /    74 =  97.297
0, 135  acc:    26 /    26 = 100.000
0, 136  acc:    38 /    38 = 100.000
0, 137  acc:     8 /     8 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    80 /    81 =  98.765
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    17 /    17 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   113 /   115 =  98.261
0, 149  acc:    12 /    12 = 100.000
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:     9 /    14 =  64.286
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    63 /    64 =  98.438
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    33 /    36 =  91.667
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /     9 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    13 /    13 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1769 /  1833 =  96.508
0, 170  acc:   390 /   407 =  95.823
0, 171  acc:   107 /   109 =  98.165
0, 172  acc:   171 /   174 =  98.276
0, 173  acc:    17 /    18 =  94.444
0, 174  acc:     7 /     9 =  77.778
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    19 /    24 =  79.167
0, 177  acc:    64 /    65 =  98.462
0, 178  acc:    22 /    22 = 100.000
0, 179  acc:     5 /     5 = 100.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    74 /    75 =  98.667
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     3 /     3 = 100.000
0, 187  acc:    11 /    11 = 100.000
0, 188  acc:     4 /     4 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    29 = 100.000
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     1 /     2 =  50.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    46 /    46 = 100.000
0, 197  acc:    13 /    14 =  92.857
0, 198  acc:     9 /     9 = 100.000
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    20 /    21 =  95.238
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     7 /    10 =  70.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 62834 / 63332 =  99.214
1, 1  acc:  6376 /  6438 =  99.037
1, 2  acc: 11334 / 11438 =  99.091
1, 3  acc:  4529 /  4586 =  98.757
1, 4  acc:  5608 /  5652 =  99.222
1, 5  acc:   931 /   940 =  99.043
1, 6  acc:   547 /   550 =  99.455
1, 7  acc:   648 /   657 =  98.630
1, 8  acc:  5474 /  5541 =  98.791
1, 9  acc:   424 /   426 =  99.531
1, 10  acc:   512 /   516 =  99.225
1, 11  acc:   242 /   246 =  98.374
1, 12  acc:   843 /   853 =  98.828
1, 13  acc:   118 /   119 =  99.160
1, 14  acc:   158 /   159 =  99.371
1, 15  acc:   134 /   137 =  97.810
1, 16  acc:  8508 /  8608 =  98.838
1, 17  acc:   301 /   303 =  99.340
1, 18  acc:   640 /   650 =  98.462
1, 19  acc:   236 /   240 =  98.333
1, 20  acc:   306 /   308 =  99.351
1, 21  acc:    36 /    36 = 100.000
1, 22  acc:   146 /   147 =  99.320
1, 23  acc:    27 /    28 =  96.429
1, 24  acc:  1048 /  1063 =  98.589
1, 25  acc:    18 /    18 = 100.000
1, 26  acc:    87 /    92 =  94.565
1, 27  acc:    10 /    10 = 100.000
1, 28  acc:   158 /   160 =  98.750
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    23 /    24 =  95.833
1, 31  acc:    11 /    11 = 100.000
1, 32  acc:  1781 /  1799 =  98.999
1, 33  acc:   108 /   110 =  98.182
1, 34  acc:    50 /    50 = 100.000
1, 35  acc:    19 /    19 = 100.000
1, 36  acc:    52 /    52 = 100.000
1, 37  acc:    10 /    10 = 100.000
1, 38  acc:    44 /    45 =  97.778
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   427 /   430 =  99.302
1, 41  acc:    23 /    23 = 100.000
1, 42  acc:    13 /    14 =  92.857
1, 43  acc:    31 /    31 = 100.000
1, 44  acc:    31 /    31 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   533 /   543 =  98.158
1, 49  acc:    12 /    12 = 100.000
1, 50  acc:    38 /    38 = 100.000
1, 51  acc:    23 /    23 = 100.000
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    39 /    39 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   415 /   424 =  97.877
1, 57  acc:    13 /    13 = 100.000
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:    18 /    18 = 100.000
1, 60  acc:    28 /    29 =  96.552
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5574 /  5626 =  99.076
1, 65  acc:   777 /   783 =  99.234
1, 66  acc:   490 /   494 =  99.190
1, 67  acc:   218 /   222 =  98.198
1, 68  acc:   255 /   258 =  98.837
1, 69  acc:    37 /    39 =  94.872
1, 70  acc:    83 /    83 = 100.000
1, 71  acc:    24 /    25 =  96.000
1, 72  acc:   129 /   130 =  99.231
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    19 /    19 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   190 /   193 =  98.446
1, 81  acc:    21 /    26 =  80.769
1, 82  acc:    48 /    50 =  96.000
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:    16 /    16 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    29 /    29 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    30 /    30 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   151 /   152 =  99.342
1, 95  acc:    18 /    18 = 100.000
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    21 /    21 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    22 /    22 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    42 /    42 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    17 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    19 /    19 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8255 /  8361 =  98.732
1, 118  acc:  2019 /  2042 =  98.874
1, 119  acc:   464 /   473 =  98.097
1, 120  acc:   560 /   569 =  98.418
1, 121  acc:   132 /   139 =  94.964
1, 122  acc:    88 /    89 =  98.876
1, 123  acc:    26 /    26 = 100.000
1, 124  acc:    30 /    30 = 100.000
1, 125  acc:   507 /   513 =  98.830
1, 126  acc:   128 /   131 =  97.710
1, 127  acc:    20 /    20 = 100.000
1, 128  acc:    45 /    45 = 100.000
1, 129  acc:    18 /    20 =  90.000
1, 130  acc:    11 /    12 =  91.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   453 /   456 =  99.342
1, 134  acc:    94 /    94 = 100.000
1, 135  acc:    45 /    46 =  97.826
1, 136  acc:    30 /    30 = 100.000
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:   117 /   117 = 100.000
1, 142  acc:    20 /    20 = 100.000
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     4 = 100.000
1, 148  acc:   177 /   182 =  97.253
1, 149  acc:    14 /    14 = 100.000
1, 150  acc:    16 /    16 = 100.000
1, 151  acc:    17 /    22 =  77.273
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     6 /     6 = 100.000
1, 154  acc:    39 /    40 =  97.500
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    10 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    32 = 100.000
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    28 /    29 =  96.552
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:  3604 /  3659 =  98.497
1, 170  acc:   617 /   627 =  98.405
1, 171  acc:   263 /   270 =  97.407
1, 172  acc:   224 /   227 =  98.678
1, 173  acc:    61 /    62 =  98.387
1, 174  acc:     5 /     7 =  71.429
1, 175  acc:    10 /    10 = 100.000
1, 176  acc:    48 /    49 =  97.959
1, 177  acc:    99 /    99 = 100.000
1, 178  acc:    14 /    14 = 100.000
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:     7 /     7 = 100.000
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:    19 /    19 = 100.000
1, 184  acc:   123 /   123 = 100.000
1, 185  acc:    33 /    34 =  97.059
1, 186  acc:    12 /    12 = 100.000
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     9 /     9 = 100.000
1, 190  acc:    14 /    14 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   113 /   114 =  99.123
1, 197  acc:    11 /    11 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    22 /    23 =  95.652
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    23 /    24 =  95.833
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265158 / 269038 =  98.558
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25151 / 25373 =  99.125
0, 1  acc: 30991 / 31282 =  99.070
0, 2  acc:  6102 /  6155 =  99.139
0, 3  acc: 24086 / 24292 =  99.152
0, 4  acc: 10720 / 10829 =  98.993
0, 5  acc:  5489 /  5541 =  99.062
0, 6  acc:  6714 /  6785 =  98.954
0, 7  acc: 11904 / 12016 =  99.068
1, 0  acc:  4390 /  4437 =  98.941
1, 1  acc:  4907 /  4962 =  98.892
1, 2  acc:  2237 /  2265 =  98.764
1, 3  acc:  2425 /  2446 =  99.141
1, 4  acc:  3093 /  3125 =  98.976
1, 5  acc:   994 /  1003 =  99.103
1, 6  acc:  3079 /  3111 =  98.971
1, 7  acc:  4637 /  4682 =  99.039
--------------------------------------
Average acc: 146919 / 148304 =  99.066
Robust  acc:  2237 /  2265 =  98.764
--------------------------------------
New max robust acc: 98.76379690949227
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed28.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed28.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.234 | Best Acc: 92.381
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10909 / 12092 =  90.217
0, 1  acc: 12925 / 14179 =  91.156
0, 2  acc:  2422 /  3210 =  75.452
0, 3  acc: 11179 / 12101 =  92.381
0, 4  acc:  4577 /  5355 =  85.472
0, 5  acc:  2656 /  2980 =  89.128
0, 6  acc:  2572 /  3335 =  77.121
0, 7  acc:  4691 /  5723 =  81.967
1, 0  acc:  1467 /  2203 =  66.591
1, 1  acc:  1489 /  2270 =  65.595
1, 2  acc:   805 /  1216 =  66.201
1, 3  acc:   826 /  1260 =  65.556
1, 4  acc:   980 /  1627 =  60.234
1, 5  acc:   330 /   520 =  63.462
1, 6  acc:  1071 /  1537 =  69.681
1, 7  acc:  1437 /  2246 =  63.980
------------------------------------
Average acc: 60336 / 71854 =  83.970
Robust  acc:   980 /  1627 =  60.234
------------------------------------
Accuracies by groups:
0, 0  acc: 10909 / 12092 =  90.217
0, 1  acc: 12925 / 14179 =  91.156
0, 2  acc:  2422 /  3210 =  75.452
0, 3  acc: 11179 / 12101 =  92.381
0, 4  acc:  4577 /  5355 =  85.472
0, 5  acc:  2656 /  2980 =  89.128
0, 6  acc:  2572 /  3335 =  77.121
0, 7  acc:  4691 /  5723 =  81.967
1, 0  acc:  1467 /  2203 =  66.591
1, 1  acc:  1489 /  2270 =  65.595
1, 2  acc:   805 /  1216 =  66.201
1, 3  acc:   826 /  1260 =  65.556
1, 4  acc:   980 /  1627 =  60.234
1, 5  acc:   330 /   520 =  63.462
1, 6  acc:  1071 /  1537 =  69.681
1, 7  acc:  1437 /  2246 =  63.980
------------------------------------
Average acc: 60336 / 71854 =  83.970
Robust  acc:   980 /  1627 =  60.234
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10909 / 12092 =  90.217
0, 1  acc: 12925 / 14179 =  91.156
0, 2  acc:  2422 /  3210 =  75.452
0, 3  acc: 11179 / 12101 =  92.381
0, 4  acc:  4577 /  5355 =  85.472
0, 5  acc:  2656 /  2980 =  89.128
0, 6  acc:  2572 /  3335 =  77.121
0, 7  acc:  4691 /  5723 =  81.967
1, 0  acc:  1467 /  2203 =  66.591
1, 1  acc:  1489 /  2270 =  65.595
1, 2  acc:   805 /  1216 =  66.201
1, 3  acc:   826 /  1260 =  65.556
1, 4  acc:   980 /  1627 =  60.234
1, 5  acc:   330 /   520 =  63.462
1, 6  acc:  1071 /  1537 =  69.681
1, 7  acc:  1437 /  2246 =  63.980
------------------------------------
Average acc: 60336 / 71854 =  83.970
Robust  acc:   980 /  1627 =  60.234
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed28.pt
