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_seed30.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: 30
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=30-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed30.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.021 | Train Acc: 85.311 | Val Loss: 0.000 | Val Acc: 91.894
Training:
Accuracies by groups:
0, 0  acc: 62665 / 70190 =  89.279
0, 1  acc:  6105 /  6947 =  87.880
0, 2  acc:  9407 / 11096 =  84.778
0, 3  acc:  4916 /  5727 =  85.839
0, 4  acc:  1411 /  2301 =  61.321
0, 5  acc:   166 /   318 =  52.201
0, 6  acc:   249 /   353 =  70.538
0, 7  acc:   196 /   307 =  63.844
0, 8  acc:  6216 /  7084 =  87.747
0, 9  acc:   444 /   516 =  86.047
0, 10  acc:   403 /   492 =  81.911
0, 11  acc:   314 /   368 =  85.326
0, 12  acc:   279 /   454 =  61.454
0, 13  acc:    29 /    42 =  69.048
0, 14  acc:    41 /    59 =  69.492
0, 15  acc:    12 /    30 =  40.000
0, 16  acc:  3801 /  5275 =  72.057
0, 17  acc:   147 /   198 =  74.242
0, 18  acc:   392 /   520 =  75.385
0, 19  acc:   124 /   166 =  74.699
0, 20  acc:    65 /   128 =  50.781
0, 21  acc:     7 /    13 =  53.846
0, 22  acc:    42 /    63 =  66.667
0, 23  acc:     6 /    17 =  35.294
0, 24  acc:   502 /   699 =  71.817
0, 25  acc:    34 /    36 =  94.444
0, 26  acc:    69 /    85 =  81.176
0, 27  acc:    21 /    27 =  77.778
0, 28  acc:    20 /    34 =  58.824
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     3 /     8 =  37.500
0, 31  acc:     5 /     7 =  71.429
0, 32  acc:  1562 /  1805 =  86.537
0, 33  acc:    81 /    91 =  89.011
0, 34  acc:    68 /    77 =  88.312
0, 35  acc:    11 /    12 =  91.667
0, 36  acc:    28 /    46 =  60.870
0, 37  acc:     4 /     9 =  44.444
0, 38  acc:    13 /    24 =  54.167
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   371 /   455 =  81.538
0, 41  acc:    18 /    19 =  94.737
0, 42  acc:    13 /    16 =  81.250
0, 43  acc:    20 /    24 =  83.333
0, 44  acc:    15 /    26 =  57.692
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     8 /    10 =  80.000
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   258 /   373 =  69.169
0, 49  acc:     3 /     4 =  75.000
0, 50  acc:    14 /    18 =  77.778
0, 51  acc:    13 /    17 =  76.471
0, 52  acc:     0 /     4 =   0.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     1 /     5 =  20.000
0, 55  acc:     2 /     3 =  66.667
0, 56  acc:   217 /   300 =  72.333
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    13 /    17 =  76.471
0, 59  acc:    15 /    15 = 100.000
0, 60  acc:     4 /     9 =  44.444
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     3 /     7 =  42.857
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  1694 /  2567 =  65.991
0, 65  acc:   245 /   390 =  62.821
0, 66  acc:   175 /   258 =  67.829
0, 67  acc:    79 /   111 =  71.171
0, 68  acc:    44 /    68 =  64.706
0, 69  acc:     3 /     5 =  60.000
0, 70  acc:    16 /    33 =  48.485
0, 71  acc:     6 /    11 =  54.545
0, 72  acc:    47 /    63 =  74.603
0, 73  acc:     3 /     5 =  60.000
0, 74  acc:     3 /     4 =  75.000
0, 75  acc:     6 /    10 =  60.000
0, 76  acc:     1 /     5 =  20.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    69 /   121 =  57.025
0, 81  acc:     7 /    15 =  46.667
0, 82  acc:     3 /     9 =  33.333
0, 83  acc:     5 /     8 =  62.500
0, 84  acc:     0 /     5 =   0.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     9 /    13 =  69.231
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     1 /     3 =  33.333
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    55 /    80 =  68.750
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     2 /     3 =  66.667
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    13 /    18 =  72.222
0, 99  acc:     3 /     5 =  60.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     7 /    10 =  70.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     3 =  33.333
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    21 /    27 =  77.778
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     2 /     9 =  22.222
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5917 /  7461 =  79.306
0, 118  acc:  1242 /  1657 =  74.955
0, 119  acc:   314 /   398 =  78.894
0, 120  acc:   282 /   354 =  79.661
0, 121  acc:    35 /    72 =  48.611
0, 122  acc:    29 /    38 =  76.316
0, 123  acc:     8 /    15 =  53.333
0, 124  acc:    18 /    27 =  66.667
0, 125  acc:   348 /   454 =  76.652
0, 126  acc:   102 /   140 =  72.857
0, 127  acc:    21 /    30 =  70.000
0, 128  acc:    26 /    39 =  66.667
0, 129  acc:     2 /     3 =  66.667
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     0 /     2 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   180 /   269 =  66.914
0, 134  acc:    36 /    67 =  53.731
0, 135  acc:    22 /    29 =  75.862
0, 136  acc:    16 /    22 =  72.727
0, 137  acc:     7 /    11 =  63.636
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    54 /    82 =  65.854
0, 142  acc:     4 /     9 =  44.444
0, 143  acc:     1 /     5 =  20.000
0, 144  acc:    14 /    16 =  87.500
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   134 /   153 =  87.582
0, 149  acc:    19 /    25 =  76.000
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:    21 /    25 =  84.000
0, 152  acc:     4 /     5 =  80.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    53 /    57 =  92.982
0, 155  acc:     1 /     4 =  25.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:    10 /    10 = 100.000
0, 159  acc:    21 /    28 =  75.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /    12 =  66.667
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    12 /    15 =  80.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1118 /  1789 =  62.493
0, 170  acc:   231 /   386 =  59.845
0, 171  acc:    75 /   123 =  60.976
0, 172  acc:   116 /   173 =  67.052
0, 173  acc:     9 /    20 =  45.000
0, 174  acc:     7 /    13 =  53.846
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:     5 /    11 =  45.455
0, 177  acc:    61 /    78 =  78.205
0, 178  acc:    11 /    14 =  78.571
0, 179  acc:     9 /    10 =  90.000
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    47 /    65 =  72.308
0, 185  acc:     3 /     5 =  60.000
0, 186  acc:     9 /    17 =  52.941
0, 187  acc:     0 /     5 =   0.000
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     9 /     9 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    13 /    31 =  41.935
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     4 =  25.000
0, 196  acc:    40 /    59 =  67.797
0, 197  acc:    13 /    18 =  72.222
0, 198  acc:     1 /     5 =  20.000
0, 199  acc:     6 /     7 =  85.714
0, 200  acc:     9 /    10 =  90.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     1 =   0.000
0, 204  acc:    21 /    27 =  77.778
0, 205  acc:     7 /     7 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     6 /     6 = 100.000
0, 208  acc:     0 /     1 =   0.000
0, 209  acc:     6 /     9 =  66.667
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     3 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     9 =  44.444
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     2 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 51247 / 57996 =  88.363
1, 1  acc:  5098 /  5955 =  85.609
1, 2  acc:  8811 / 10401 =  84.713
1, 3  acc:  3535 /  4272 =  82.748
1, 4  acc:  4596 /  5090 =  90.295
1, 5  acc:   792 /   868 =  91.244
1, 6  acc:   418 /   465 =  89.892
1, 7  acc:   561 /   626 =  89.617
1, 8  acc:  4268 /  5263 =  81.094
1, 9  acc:   289 /   345 =  83.768
1, 10  acc:   363 /   433 =  83.834
1, 11  acc:   209 /   259 =  80.695
1, 12  acc:   755 /   813 =  92.866
1, 13  acc:   115 /   127 =  90.551
1, 14  acc:    98 /   133 =  73.684
1, 15  acc:   125 /   153 =  81.699
1, 16  acc:  6801 /  7946 =  85.590
1, 17  acc:   231 /   285 =  81.053
1, 18  acc:   500 /   614 =  81.433
1, 19  acc:   175 /   236 =  74.153
1, 20  acc:   280 /   303 =  92.409
1, 21  acc:    34 /    35 =  97.143
1, 22  acc:   136 /   150 =  90.667
1, 23  acc:    47 /    51 =  92.157
1, 24  acc:   836 /  1036 =  80.695
1, 25  acc:    24 /    27 =  88.889
1, 26  acc:    83 /    95 =  87.368
1, 27  acc:    19 /    19 = 100.000
1, 28  acc:   168 /   173 =  97.110
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    19 /    20 =  95.000
1, 31  acc:    10 /    12 =  83.333
1, 32  acc:  1335 /  1623 =  82.255
1, 33  acc:    68 /    84 =  80.952
1, 34  acc:    42 /    58 =  72.414
1, 35  acc:    24 /    28 =  85.714
1, 36  acc:    40 /    41 =  97.561
1, 37  acc:     5 /     6 =  83.333
1, 38  acc:    34 /    37 =  91.892
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   350 /   419 =  83.532
1, 41  acc:    15 /    16 =  93.750
1, 42  acc:     6 /    12 =  50.000
1, 43  acc:    13 /    23 =  56.522
1, 44  acc:    20 /    23 =  86.957
1, 45  acc:     3 /     5 =  60.000
1, 46  acc:    14 /    18 =  77.778
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   451 /   526 =  85.741
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    26 /    36 =  72.222
1, 51  acc:    21 /    23 =  91.304
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    32 /    40 =  80.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   368 /   444 =  82.883
1, 57  acc:    15 /    17 =  88.235
1, 58  acc:    17 /    18 =  94.444
1, 59  acc:    15 /    19 =  78.947
1, 60  acc:    17 /    22 =  77.273
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    22 =  95.455
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4734 /  5353 =  88.436
1, 65  acc:   632 /   738 =  85.637
1, 66  acc:   377 /   450 =  83.778
1, 67  acc:   136 /   166 =  81.928
1, 68  acc:   220 /   243 =  90.535
1, 69  acc:    34 /    35 =  97.143
1, 70  acc:    81 /    88 =  92.045
1, 71  acc:    30 /    30 = 100.000
1, 72  acc:    95 /   104 =  91.346
1, 73  acc:     3 /     5 =  60.000
1, 74  acc:     0 /     3 =   0.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    29 /    29 = 100.000
1, 77  acc:     1 /     3 =  33.333
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:   171 /   199 =  85.930
1, 81  acc:    15 /    18 =  83.333
1, 82  acc:    40 /    45 =  88.889
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    24 /    25 =  96.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    14 /    17 =  82.353
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:     3 /     3 = 100.000
1, 94  acc:   107 /   137 =  78.102
1, 95  acc:    11 /    14 =  78.571
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    17 =  88.235
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    19 = 100.000
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    31 /    35 =  88.571
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     7 =  85.714
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:    15 /    17 =  88.235
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:  6286 /  7957 =  79.000
1, 118  acc:  1568 /  1883 =  83.271
1, 119  acc:   401 /   470 =  85.319
1, 120  acc:   436 /   532 =  81.955
1, 121  acc:   100 /   121 =  82.645
1, 122  acc:    57 /    62 =  91.935
1, 123  acc:    11 /    20 =  55.000
1, 124  acc:    43 /    47 =  91.489
1, 125  acc:   376 /   469 =  80.171
1, 126  acc:    92 /   117 =  78.632
1, 127  acc:    10 /    23 =  43.478
1, 128  acc:    23 /    39 =  58.974
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     3 /     6 =  50.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    15 =  86.667
1, 133  acc:   357 /   422 =  84.597
1, 134  acc:    64 /    73 =  87.671
1, 135  acc:    20 /    23 =  86.957
1, 136  acc:    14 /    23 =  60.870
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     6 /     6 = 100.000
1, 141  acc:    84 /   121 =  69.421
1, 142  acc:     8 /    15 =  53.333
1, 143  acc:     5 /     6 =  83.333
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:   129 /   188 =  68.617
1, 149  acc:     8 /    14 =  57.143
1, 150  acc:     8 /     9 =  88.889
1, 151  acc:     1 /    19 =   5.263
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     1 /     4 =  25.000
1, 154  acc:    26 /    29 =  89.655
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     7 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    25 /    28 =  89.286
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     4 =  75.000
1, 164  acc:    16 /    27 =  59.259
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2998 /  3456 =  86.748
1, 170  acc:   581 /   658 =  88.298
1, 171  acc:   222 /   257 =  86.381
1, 172  acc:   182 /   213 =  85.446
1, 173  acc:    47 /    56 =  83.929
1, 174  acc:     6 /     8 =  75.000
1, 175  acc:     3 /     5 =  60.000
1, 176  acc:    34 /    45 =  75.556
1, 177  acc:    83 /    91 =  91.209
1, 178  acc:     8 /    12 =  66.667
1, 179  acc:     2 /     6 =  33.333
1, 180  acc:     3 /     8 =  37.500
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     4 /     6 =  66.667
1, 183  acc:     7 /     9 =  77.778
1, 184  acc:    94 /   105 =  89.524
1, 185  acc:    34 /    35 =  97.143
1, 186  acc:    14 /    20 =  70.000
1, 187  acc:    11 /    13 =  84.615
1, 188  acc:     1 /     2 =  50.000
1, 189  acc:     3 /     5 =  60.000
1, 190  acc:    13 /    14 =  92.857
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:    15 /    16 =  93.750
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    72 /    86 =  83.721
1, 197  acc:    12 /    14 =  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:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    15 =  86.667
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    16 =  68.750
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     5 /     5 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:    13 /    13 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 229520 / 269038 =  85.311
Robust  acc:     0 /     4 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23336 / 25373 =  91.972
0, 1  acc: 28759 / 31282 =  91.935
0, 2  acc:  5686 /  6155 =  92.380
0, 3  acc: 22344 / 24292 =  91.981
0, 4  acc:  9990 / 10829 =  92.252
0, 5  acc:  5097 /  5541 =  91.987
0, 6  acc:  6225 /  6785 =  91.746
0, 7  acc: 11077 / 12016 =  92.185
1, 0  acc:  4043 /  4437 =  91.120
1, 1  acc:  4553 /  4962 =  91.757
1, 2  acc:  2086 /  2265 =  92.097
1, 3  acc:  2254 /  2446 =  92.150
1, 4  acc:  2891 /  3125 =  92.512
1, 5  acc:   931 /  1003 =  92.822
1, 6  acc:  2839 /  3111 =  91.257
1, 7  acc:  4269 /  4682 =  91.179
--------------------------------------
Average acc: 136380 / 148304 =  91.960
Robust  acc:  4043 /  4437 =  91.120
--------------------------------------
New max robust acc: 91.12012621140411
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed30.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: 49.115 | Best Acc: 88.094
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9890 / 12092 =  81.790
0, 1  acc: 11626 / 14179 =  81.994
0, 2  acc:  1655 /  3210 =  51.558
0, 3  acc: 10429 / 12101 =  86.183
0, 4  acc:  3354 /  5355 =  62.633
0, 5  acc:  2294 /  2980 =  76.980
0, 6  acc:  1638 /  3335 =  49.115
0, 7  acc:  3575 /  5723 =  62.467
1, 0  acc:  1783 /  2203 =  80.935
1, 1  acc:  1798 /  2270 =  79.207
1, 2  acc:  1058 /  1216 =  87.007
1, 3  acc:  1000 /  1260 =  79.365
1, 4  acc:  1399 /  1627 =  85.986
1, 5  acc:   422 /   520 =  81.154
1, 6  acc:  1354 /  1537 =  88.094
1, 7  acc:  1781 /  2246 =  79.297
------------------------------------
Average acc: 55056 / 71854 =  76.622
Robust  acc:  1638 /  3335 =  49.115
------------------------------------
Accuracies by groups:
0, 0  acc:  9890 / 12092 =  81.790
0, 1  acc: 11626 / 14179 =  81.994
0, 2  acc:  1655 /  3210 =  51.558
0, 3  acc: 10429 / 12101 =  86.183
0, 4  acc:  3354 /  5355 =  62.633
0, 5  acc:  2294 /  2980 =  76.980
0, 6  acc:  1638 /  3335 =  49.115
0, 7  acc:  3575 /  5723 =  62.467
1, 0  acc:  1783 /  2203 =  80.935
1, 1  acc:  1798 /  2270 =  79.207
1, 2  acc:  1058 /  1216 =  87.007
1, 3  acc:  1000 /  1260 =  79.365
1, 4  acc:  1399 /  1627 =  85.986
1, 5  acc:   422 /   520 =  81.154
1, 6  acc:  1354 /  1537 =  88.094
1, 7  acc:  1781 /  2246 =  79.297
------------------------------------
Average acc: 55056 / 71854 =  76.622
Robust  acc:  1638 /  3335 =  49.115
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9890 / 12092 =  81.790
0, 1  acc: 11626 / 14179 =  81.994
0, 2  acc:  1655 /  3210 =  51.558
0, 3  acc: 10429 / 12101 =  86.183
0, 4  acc:  3354 /  5355 =  62.633
0, 5  acc:  2294 /  2980 =  76.980
0, 6  acc:  1638 /  3335 =  49.115
0, 7  acc:  3575 /  5723 =  62.467
1, 0  acc:  1783 /  2203 =  80.935
1, 1  acc:  1798 /  2270 =  79.207
1, 2  acc:  1058 /  1216 =  87.007
1, 3  acc:  1000 /  1260 =  79.365
1, 4  acc:  1399 /  1627 =  85.986
1, 5  acc:   422 /   520 =  81.154
1, 6  acc:  1354 /  1537 =  88.094
1, 7  acc:  1781 /  2246 =  79.297
------------------------------------
Average acc: 55056 / 71854 =  76.622
Robust  acc:  1638 /  3335 =  49.115
------------------------------------

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: 94.082 | Val Loss: 0.000 | Val Acc: 96.483
Training:
Accuracies by groups:
0, 0  acc: 66984 / 70482 =  95.037
0, 1  acc:  6463 /  6862 =  94.185
0, 2  acc: 10522 / 11254 =  93.496
0, 3  acc:  5259 /  5624 =  93.510
0, 4  acc:  1889 /  2340 =  80.726
0, 5  acc:   219 /   289 =  75.779
0, 6  acc:   298 /   344 =  86.628
0, 7  acc:   271 /   334 =  81.138
0, 8  acc:  6630 /  7046 =  94.096
0, 9  acc:   472 /   505 =  93.465
0, 10  acc:   467 /   507 =  92.110
0, 11  acc:   344 /   382 =  90.052
0, 12  acc:   404 /   497 =  81.288
0, 13  acc:    22 /    33 =  66.667
0, 14  acc:    46 /    54 =  85.185
0, 15  acc:    18 /    28 =  64.286
0, 16  acc:  4686 /  5371 =  87.246
0, 17  acc:   182 /   207 =  87.923
0, 18  acc:   473 /   542 =  87.269
0, 19  acc:   138 /   155 =  89.032
0, 20  acc:   100 /   129 =  77.519
0, 21  acc:    19 /    22 =  86.364
0, 22  acc:    52 /    58 =  89.655
0, 23  acc:    17 /    22 =  77.273
0, 24  acc:   631 /   754 =  83.687
0, 25  acc:    36 /    38 =  94.737
0, 26  acc:    72 /    85 =  84.706
0, 27  acc:    26 /    29 =  89.655
0, 28  acc:    34 /    47 =  72.340
0, 29  acc:     1 /     4 =  25.000
0, 30  acc:     4 /     7 =  57.143
0, 31  acc:    10 /    11 =  90.909
0, 32  acc:  1604 /  1721 =  93.202
0, 33  acc:    61 /    72 =  84.722
0, 34  acc:    65 /    69 =  94.203
0, 35  acc:    21 /    23 =  91.304
0, 36  acc:    29 /    33 =  87.879
0, 37  acc:     4 /     7 =  57.143
0, 38  acc:    17 /    21 =  80.952
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   442 /   469 =  94.243
0, 41  acc:    15 /    15 = 100.000
0, 42  acc:    22 /    26 =  84.615
0, 43  acc:    17 /    17 = 100.000
0, 44  acc:    27 /    27 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     3 /     3 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   344 /   389 =  88.432
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    12 /    13 =  92.308
0, 51  acc:    18 /    19 =  94.737
0, 52  acc:     5 /     7 =  71.429
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   278 /   313 =  88.818
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    15 /    17 =  88.235
0, 59  acc:    13 /    14 =  92.857
0, 60  acc:    18 /    24 =  75.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     5 /     8 =  62.500
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2109 /  2471 =  85.350
0, 65  acc:   295 /   366 =  80.601
0, 66  acc:   229 /   270 =  84.815
0, 67  acc:   114 /   127 =  89.764
0, 68  acc:    53 /    64 =  82.812
0, 69  acc:     1 /     2 =  50.000
0, 70  acc:    29 /    34 =  85.294
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    77 /    87 =  88.506
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:     1 /     2 =  50.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:     4 /     6 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    72 /    93 =  77.419
0, 81  acc:     6 /    13 =  46.154
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     9 /    10 =  90.000
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:    11 /    12 =  91.667
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:    72 /    82 =  87.805
0, 95  acc:     2 /     2 = 100.000
0, 96  acc:     1 /     2 =  50.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    12 /    13 =  92.308
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    12 /    13 =  92.308
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    27 /    31 =  87.097
0, 107  acc:     3 /     3 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    11 /    12 =  91.667
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6681 /  7356 =  90.824
0, 118  acc:  1454 /  1624 =  89.532
0, 119  acc:   354 /   387 =  91.473
0, 120  acc:   317 /   361 =  87.812
0, 121  acc:    54 /    72 =  75.000
0, 122  acc:    46 /    49 =  93.878
0, 123  acc:    11 /    12 =  91.667
0, 124  acc:    22 /    27 =  81.481
0, 125  acc:   367 /   406 =  90.394
0, 126  acc:   125 /   141 =  88.652
0, 127  acc:    20 /    24 =  83.333
0, 128  acc:    35 /    36 =  97.222
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   231 /   258 =  89.535
0, 134  acc:    47 /    56 =  83.929
0, 135  acc:    22 /    23 =  95.652
0, 136  acc:    17 /    22 =  77.273
0, 137  acc:     9 /    13 =  69.231
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    57 /    68 =  83.824
0, 142  acc:     7 /     8 =  87.500
0, 143  acc:     4 /     7 =  57.143
0, 144  acc:    15 /    16 =  93.750
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   122 /   128 =  95.312
0, 149  acc:    17 /    21 =  80.952
0, 150  acc:     1 /     4 =  25.000
0, 151  acc:    23 /    32 =  71.875
0, 152  acc:     5 /     7 =  71.429
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    53 /    56 =  94.643
0, 155  acc:     3 /     6 =  50.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    26 /    26 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    22 =  86.364
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    14 /    14 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1449 /  1762 =  82.236
0, 170  acc:   347 /   412 =  84.223
0, 171  acc:   109 /   127 =  85.827
0, 172  acc:   157 /   175 =  89.714
0, 173  acc:    14 /    19 =  73.684
0, 174  acc:    10 /    12 =  83.333
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    10 /    17 =  58.824
0, 177  acc:    60 /    68 =  88.235
0, 178  acc:    15 /    16 =  93.750
0, 179  acc:     3 /     6 =  50.000
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     3 =  33.333
0, 184  acc:    69 /    77 =  89.610
0, 185  acc:     2 /     3 =  66.667
0, 186  acc:    11 /    11 = 100.000
0, 187  acc:     7 /     7 = 100.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     7 /     8 =  87.500
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    31 /    38 =  81.579
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     2 =  50.000
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    58 /    65 =  89.231
0, 197  acc:    16 /    18 =  88.889
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     5 /     6 =  83.333
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     5 =  80.000
0, 204  acc:    23 /    26 =  88.462
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     6 /     6 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     1 /     2 =  50.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /    10 =  80.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     5 =  80.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 55681 / 57753 =  96.412
1, 1  acc:  5624 /  5856 =  96.038
1, 2  acc:  9718 / 10225 =  95.042
1, 3  acc:  4097 /  4316 =  94.926
1, 4  acc:  5004 /  5218 =  95.899
1, 5  acc:   922 /   958 =  96.242
1, 6  acc:   447 /   485 =  92.165
1, 7  acc:   574 /   597 =  96.147
1, 8  acc:  4931 /  5228 =  94.319
1, 9  acc:   380 /   399 =  95.238
1, 10  acc:   443 /   471 =  94.055
1, 11  acc:   218 /   233 =  93.562
1, 12  acc:   790 /   828 =  95.411
1, 13  acc:   113 /   120 =  94.167
1, 14  acc:   137 /   149 =  91.946
1, 15  acc:   142 /   148 =  95.946
1, 16  acc:  7543 /  7991 =  94.394
1, 17  acc:   253 /   271 =  93.358
1, 18  acc:   543 /   574 =  94.599
1, 19  acc:   225 /   235 =  95.745
1, 20  acc:   259 /   272 =  95.221
1, 21  acc:    28 /    29 =  96.552
1, 22  acc:   133 /   145 =  91.724
1, 23  acc:    41 /    42 =  97.619
1, 24  acc:  1011 /  1084 =  93.266
1, 25  acc:    13 /    13 = 100.000
1, 26  acc:   106 /   108 =  98.148
1, 27  acc:    22 /    23 =  95.652
1, 28  acc:   161 /   166 =  96.988
1, 29  acc:     6 /     7 =  85.714
1, 30  acc:    26 /    26 = 100.000
1, 31  acc:    12 /    12 = 100.000
1, 32  acc:  1548 /  1631 =  94.911
1, 33  acc:    90 /    92 =  97.826
1, 34  acc:    52 /    54 =  96.296
1, 35  acc:    20 /    20 = 100.000
1, 36  acc:    53 /    53 = 100.000
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    31 /    32 =  96.875
1, 39  acc:     2 /     3 =  66.667
1, 40  acc:   360 /   384 =  93.750
1, 41  acc:    17 /    19 =  89.474
1, 42  acc:     6 /     8 =  75.000
1, 43  acc:    17 /    19 =  89.474
1, 44  acc:    25 /    25 = 100.000
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:     7 /     8 =  87.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   475 /   509 =  93.320
1, 49  acc:    18 /    18 = 100.000
1, 50  acc:    40 /    42 =  95.238
1, 51  acc:    24 /    24 = 100.000
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    31 /    31 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   402 /   420 =  95.714
1, 57  acc:    17 /    19 =  89.474
1, 58  acc:    26 /    27 =  96.296
1, 59  acc:    16 /    17 =  94.118
1, 60  acc:    27 /    32 =  84.375
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    27 /    27 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5016 /  5254 =  95.470
1, 65  acc:   712 /   755 =  94.305
1, 66  acc:   414 /   447 =  92.617
1, 67  acc:   190 /   204 =  93.137
1, 68  acc:   232 /   247 =  93.927
1, 69  acc:    51 /    52 =  98.077
1, 70  acc:    76 /    81 =  93.827
1, 71  acc:    29 /    30 =  96.667
1, 72  acc:   114 /   116 =  98.276
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     2 /     4 =  50.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    17 /    18 =  94.444
1, 77  acc:     4 /     5 =  80.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   187 /   200 =  93.500
1, 81  acc:    26 /    27 =  96.296
1, 82  acc:    50 /    55 =  90.909
1, 83  acc:     4 /     6 =  66.667
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    21 /    22 =  95.455
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:     4 /     4 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   133 /   143 =  93.007
1, 95  acc:    14 /    17 =  82.353
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    18 /    19 =  94.737
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    18 /    19 =  94.737
1, 101  acc:     7 /     7 = 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:    19 /    20 =  95.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    14 =  92.857
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    11 /    11 = 100.000
1, 111  acc:     4 /     5 =  80.000
1, 112  acc:    15 /    16 =  93.750
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  7263 /  7901 =  91.925
1, 118  acc:  1854 /  1976 =  93.826
1, 119  acc:   416 /   450 =  92.444
1, 120  acc:   486 /   520 =  93.462
1, 121  acc:   153 /   156 =  98.077
1, 122  acc:    74 /    80 =  92.500
1, 123  acc:    26 /    27 =  96.296
1, 124  acc:    36 /    38 =  94.737
1, 125  acc:   496 /   524 =  94.656
1, 126  acc:   111 /   115 =  96.522
1, 127  acc:    25 /    26 =  96.154
1, 128  acc:    40 /    44 =  90.909
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:     5 /     7 =  71.429
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   398 /   424 =  93.868
1, 134  acc:    76 /    80 =  95.000
1, 135  acc:    26 /    27 =  96.296
1, 136  acc:    19 /    22 =  86.364
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     6 /     6 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    90 /    99 =  90.909
1, 142  acc:    17 /    19 =  89.474
1, 143  acc:     8 /     8 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   167 /   183 =  91.257
1, 149  acc:     4 /     7 =  57.143
1, 150  acc:     8 /    10 =  80.000
1, 151  acc:     5 /     9 =  55.556
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    27 /    34 =  79.412
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    11 =  90.909
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    27 /    29 =  93.103
1, 160  acc:     3 /     4 =  75.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    31 /    31 = 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:  3292 /  3486 =  94.435
1, 170  acc:   639 /   672 =  95.089
1, 171  acc:   249 /   259 =  96.139
1, 172  acc:   205 /   216 =  94.907
1, 173  acc:    57 /    58 =  98.276
1, 174  acc:     9 /     9 = 100.000
1, 175  acc:     2 /     3 =  66.667
1, 176  acc:    47 /    54 =  87.037
1, 177  acc:    84 /    91 =  92.308
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     4 /     5 =  80.000
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    19 /    19 = 100.000
1, 184  acc:   118 /   126 =  93.651
1, 185  acc:    45 /    47 =  95.745
1, 186  acc:    16 /    18 =  88.889
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     5 /     5 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:    11 /    12 =  91.667
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    90 /    99 =  90.909
1, 197  acc:     5 /     7 =  71.429
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:    13 /    14 =  92.857
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:    11 /    13 =  84.615
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     5 /     6 =  83.333
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 253117 / 269038 =  94.082
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24488 / 25373 =  96.512
0, 1  acc: 30188 / 31282 =  96.503
0, 2  acc:  5946 /  6155 =  96.604
0, 3  acc: 23437 / 24292 =  96.480
0, 4  acc: 10454 / 10829 =  96.537
0, 5  acc:  5358 /  5541 =  96.697
0, 6  acc:  6554 /  6785 =  96.595
0, 7  acc: 11590 / 12016 =  96.455
1, 0  acc:  4284 /  4437 =  96.552
1, 1  acc:  4773 /  4962 =  96.191
1, 2  acc:  2183 /  2265 =  96.380
1, 3  acc:  2370 /  2446 =  96.893
1, 4  acc:  3014 /  3125 =  96.448
1, 5  acc:   960 /  1003 =  95.713
1, 6  acc:  3001 /  3111 =  96.464
1, 7  acc:  4514 /  4682 =  96.412
--------------------------------------
Average acc: 143114 / 148304 =  96.500
Robust  acc:   960 /  1003 =  95.713
--------------------------------------
New max robust acc: 95.71286141575274
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed30.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed30.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: 61.859 | Best Acc: 90.348
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10317 / 12092 =  85.321
0, 1  acc: 12289 / 14179 =  86.670
0, 2  acc:  2002 /  3210 =  62.368
0, 3  acc: 10933 / 12101 =  90.348
0, 4  acc:  4128 /  5355 =  77.087
0, 5  acc:  2472 /  2980 =  82.953
0, 6  acc:  2063 /  3335 =  61.859
0, 7  acc:  3962 /  5723 =  69.229
1, 0  acc:  1675 /  2203 =  76.033
1, 1  acc:  1659 /  2270 =  73.084
1, 2  acc:   977 /  1216 =  80.345
1, 3  acc:   886 /  1260 =  70.317
1, 4  acc:  1211 /  1627 =  74.431
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1703 /  2246 =  75.824
------------------------------------
Average acc: 57913 / 71854 =  80.598
Robust  acc:  2063 /  3335 =  61.859
------------------------------------
Accuracies by groups:
0, 0  acc: 10317 / 12092 =  85.321
0, 1  acc: 12289 / 14179 =  86.670
0, 2  acc:  2002 /  3210 =  62.368
0, 3  acc: 10933 / 12101 =  90.348
0, 4  acc:  4128 /  5355 =  77.087
0, 5  acc:  2472 /  2980 =  82.953
0, 6  acc:  2063 /  3335 =  61.859
0, 7  acc:  3962 /  5723 =  69.229
1, 0  acc:  1675 /  2203 =  76.033
1, 1  acc:  1659 /  2270 =  73.084
1, 2  acc:   977 /  1216 =  80.345
1, 3  acc:   886 /  1260 =  70.317
1, 4  acc:  1211 /  1627 =  74.431
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1703 /  2246 =  75.824
------------------------------------
Average acc: 57913 / 71854 =  80.598
Robust  acc:  2063 /  3335 =  61.859
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10317 / 12092 =  85.321
0, 1  acc: 12289 / 14179 =  86.670
0, 2  acc:  2002 /  3210 =  62.368
0, 3  acc: 10933 / 12101 =  90.348
0, 4  acc:  4128 /  5355 =  77.087
0, 5  acc:  2472 /  2980 =  82.953
0, 6  acc:  2063 /  3335 =  61.859
0, 7  acc:  3962 /  5723 =  69.229
1, 0  acc:  1675 /  2203 =  76.033
1, 1  acc:  1659 /  2270 =  73.084
1, 2  acc:   977 /  1216 =  80.345
1, 3  acc:   886 /  1260 =  70.317
1, 4  acc:  1211 /  1627 =  74.431
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1703 /  2246 =  75.824
------------------------------------
Average acc: 57913 / 71854 =  80.598
Robust  acc:  2063 /  3335 =  61.859
------------------------------------

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: 96.734 | Val Loss: 0.000 | Val Acc: 96.850
Training:
Accuracies by groups:
0, 0  acc: 68132 / 70275 =  96.951
0, 1  acc:  6769 /  7011 =  96.548
0, 2  acc: 10637 / 11085 =  95.959
0, 3  acc:  5316 /  5528 =  96.165
0, 4  acc:  2106 /  2350 =  89.617
0, 5  acc:   223 /   255 =  87.451
0, 6  acc:   302 /   326 =  92.638
0, 7  acc:   298 /   335 =  88.955
0, 8  acc:  6733 /  6988 =  96.351
0, 9  acc:   490 /   517 =  94.778
0, 10  acc:   492 /   512 =  96.094
0, 11  acc:   361 /   374 =  96.524
0, 12  acc:   380 /   432 =  87.963
0, 13  acc:    27 /    32 =  84.375
0, 14  acc:    43 /    46 =  93.478
0, 15  acc:    38 /    46 =  82.609
0, 16  acc:  4932 /  5322 =  92.672
0, 17  acc:   164 /   176 =  93.182
0, 18  acc:   506 /   537 =  94.227
0, 19  acc:   161 /   173 =  93.064
0, 20  acc:   105 /   125 =  84.000
0, 21  acc:    16 /    17 =  94.118
0, 22  acc:    55 /    57 =  96.491
0, 23  acc:    10 /    12 =  83.333
0, 24  acc:   657 /   708 =  92.797
0, 25  acc:    35 /    37 =  94.595
0, 26  acc:    74 /    80 =  92.500
0, 27  acc:    21 /    23 =  91.304
0, 28  acc:    45 /    49 =  91.837
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     9 /    10 =  90.000
0, 31  acc:     7 /     8 =  87.500
0, 32  acc:  1779 /  1845 =  96.423
0, 33  acc:    97 /   101 =  96.040
0, 34  acc:    70 /    72 =  97.222
0, 35  acc:    36 /    37 =  97.297
0, 36  acc:    36 /    37 =  97.297
0, 37  acc:    10 /    11 =  90.909
0, 38  acc:    17 /    18 =  94.444
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   434 /   456 =  95.175
0, 41  acc:    17 /    17 = 100.000
0, 42  acc:     8 /     8 = 100.000
0, 43  acc:    11 /    12 =  91.667
0, 44  acc:    21 /    24 =  87.500
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:    11 /    12 =  91.667
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   346 /   371 =  93.261
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    18 /    20 =  90.000
0, 51  acc:    12 /    14 =  85.714
0, 52  acc:     3 /     4 =  75.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   291 /   314 =  92.675
0, 57  acc:     8 /     9 =  88.889
0, 58  acc:    15 /    15 = 100.000
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    13 /    14 =  92.857
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     9 /    10 =  90.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2278 /  2510 =  90.757
0, 65  acc:   376 /   406 =  92.611
0, 66  acc:   230 /   256 =  89.844
0, 67  acc:    81 /    83 =  97.590
0, 68  acc:    52 /    63 =  82.540
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    25 /    27 =  92.593
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    66 /    67 =  98.507
0, 73  acc:    11 /    11 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:     4 /     4 = 100.000
0, 76  acc:     6 /     8 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    99 /   105 =  94.286
0, 81  acc:     9 /    11 =  81.818
0, 82  acc:    13 /    15 =  86.667
0, 83  acc:     4 /     5 =  80.000
0, 84  acc:     0 /     2 =   0.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     6 /     6 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     6 /     6 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    75 /    78 =  96.154
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    17 /    18 =  94.444
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     2 =  50.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    30 /    31 =  96.774
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     1 /     3 =  33.333
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:    12 /    12 = 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:  7012 /  7404 =  94.706
0, 118  acc:  1580 /  1667 =  94.781
0, 119  acc:   406 /   434 =  93.548
0, 120  acc:   353 /   371 =  95.148
0, 121  acc:    65 /    82 =  79.268
0, 122  acc:    43 /    45 =  95.556
0, 123  acc:    16 /    17 =  94.118
0, 124  acc:    28 /    29 =  96.552
0, 125  acc:   432 /   446 =  96.861
0, 126  acc:   120 /   124 =  96.774
0, 127  acc:    23 /    25 =  92.000
0, 128  acc:    43 /    46 =  93.478
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     5 /     6 =  83.333
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   236 /   251 =  94.024
0, 134  acc:    73 /    83 =  87.952
0, 135  acc:    29 /    29 = 100.000
0, 136  acc:    41 /    44 =  93.182
0, 137  acc:    11 /    11 = 100.000
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    77 /    84 =  91.667
0, 142  acc:    13 /    15 =  86.667
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    17 /    19 =  89.474
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   137 /   141 =  97.163
0, 149  acc:    30 /    30 = 100.000
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:    32 /    36 =  88.889
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    52 /    53 =  98.113
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    26 /    29 =  89.655
0, 160  acc:     5 /     5 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    19 =  94.737
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:    11 /    11 = 100.000
0, 167  acc:     0 /     2 =   0.000
0, 168  acc:     4 /     4 = 100.000
0, 169  acc:  1628 /  1785 =  91.204
0, 170  acc:   386 /   431 =  89.559
0, 171  acc:   118 /   125 =  94.400
0, 172  acc:   162 /   170 =  95.294
0, 173  acc:    25 /    29 =  86.207
0, 174  acc:     9 /    11 =  81.818
0, 175  acc:     8 /     8 = 100.000
0, 176  acc:     7 /    10 =  70.000
0, 177  acc:    86 /    92 =  93.478
0, 178  acc:    16 /    17 =  94.118
0, 179  acc:    13 /    15 =  86.667
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    67 /    73 =  91.781
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     5 /     6 =  83.333
0, 187  acc:     3 /     6 =  50.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    31 =  83.871
0, 192  acc:     4 /     5 =  80.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    60 /    64 =  93.750
0, 197  acc:    21 /    21 = 100.000
0, 198  acc:     1 /     4 =  25.000
0, 199  acc:    14 /    15 =  93.333
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    22 /    23 =  95.652
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     7 /     7 = 100.000
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     5 /     5 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 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: 56743 / 57810 =  98.154
1, 1  acc:  5964 /  6090 =  97.931
1, 2  acc: 10004 / 10262 =  97.486
1, 3  acc:  4341 /  4426 =  98.080
1, 4  acc:  4962 /  5085 =  97.581
1, 5  acc:   814 /   835 =  97.485
1, 6  acc:   500 /   510 =  98.039
1, 7  acc:   583 /   600 =  97.167
1, 8  acc:  5282 /  5404 =  97.742
1, 9  acc:   370 /   382 =  96.859
1, 10  acc:   446 /   460 =  96.957
1, 11  acc:   251 /   258 =  97.287
1, 12  acc:   799 /   815 =  98.037
1, 13  acc:   106 /   108 =  98.148
1, 14  acc:   110 /   112 =  98.214
1, 15  acc:   137 /   143 =  95.804
1, 16  acc:  7848 /  8075 =  97.189
1, 17  acc:   287 /   294 =  97.619
1, 18  acc:   557 /   571 =  97.548
1, 19  acc:   238 /   252 =  94.444
1, 20  acc:   279 /   287 =  97.213
1, 21  acc:    26 /    27 =  96.296
1, 22  acc:   131 /   131 = 100.000
1, 23  acc:    45 /    46 =  97.826
1, 24  acc:  1012 /  1044 =  96.935
1, 25  acc:    20 /    21 =  95.238
1, 26  acc:   106 /   107 =  99.065
1, 27  acc:    17 /    17 = 100.000
1, 28  acc:   148 /   150 =  98.667
1, 29  acc:    14 /    14 = 100.000
1, 30  acc:    26 /    26 = 100.000
1, 31  acc:     9 /     9 = 100.000
1, 32  acc:  1597 /  1632 =  97.855
1, 33  acc:    93 /    94 =  98.936
1, 34  acc:    48 /    49 =  97.959
1, 35  acc:    29 /    29 = 100.000
1, 36  acc:    54 /    55 =  98.182
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    33 /    33 = 100.000
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   429 /   437 =  98.169
1, 41  acc:    18 /    18 = 100.000
1, 42  acc:    10 /    12 =  83.333
1, 43  acc:    27 /    27 = 100.000
1, 44  acc:    29 /    29 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:    14 /    14 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   532 /   549 =  96.903
1, 49  acc:     6 /     7 =  85.714
1, 50  acc:    38 /    38 = 100.000
1, 51  acc:    29 /    29 = 100.000
1, 52  acc:    18 /    18 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    36 /    37 =  97.297
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   398 /   413 =  96.368
1, 57  acc:    15 /    15 = 100.000
1, 58  acc:    24 /    24 = 100.000
1, 59  acc:    17 /    18 =  94.444
1, 60  acc:    23 /    28 =  82.143
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5071 /  5191 =  97.688
1, 65  acc:   709 /   731 =  96.990
1, 66  acc:   456 /   467 =  97.645
1, 67  acc:   190 /   195 =  97.436
1, 68  acc:   229 /   234 =  97.863
1, 69  acc:    41 /    41 = 100.000
1, 70  acc:    84 /    86 =  97.674
1, 71  acc:    30 /    30 = 100.000
1, 72  acc:    99 /   102 =  97.059
1, 73  acc:     2 /     3 =  66.667
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    17 /    17 = 100.000
1, 77  acc:     6 /     6 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:   194 /   202 =  96.040
1, 81  acc:    16 /    18 =  88.889
1, 82  acc:    44 /    46 =  95.652
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:    12 /    13 =  92.308
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    23 /    24 =  95.833
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    13 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   128 /   134 =  95.522
1, 95  acc:     6 /     7 =  85.714
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    12 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    20 /    20 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    22 /    23 =  95.652
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    14 =  92.857
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     2 /     2 = 100.000
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:  7486 /  7799 =  95.987
1, 118  acc:  1859 /  1906 =  97.534
1, 119  acc:   460 /   477 =  96.436
1, 120  acc:   489 /   506 =  96.640
1, 121  acc:   139 /   147 =  94.558
1, 122  acc:    61 /    66 =  92.424
1, 123  acc:    19 /    19 = 100.000
1, 124  acc:    35 /    36 =  97.222
1, 125  acc:   478 /   503 =  95.030
1, 126  acc:   132 /   139 =  94.964
1, 127  acc:    22 /    22 = 100.000
1, 128  acc:    47 /    47 = 100.000
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     9 /    10 =  90.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   435 /   443 =  98.194
1, 134  acc:    77 /    81 =  95.062
1, 135  acc:    29 /    30 =  96.667
1, 136  acc:    31 /    36 =  86.111
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     8 /     8 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   120 /   124 =  96.774
1, 142  acc:    12 /    14 =  85.714
1, 143  acc:     9 /     9 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     9 /     9 = 100.000
1, 148  acc:   192 /   200 =  96.000
1, 149  acc:    16 /    16 = 100.000
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:     5 /     9 =  55.556
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    41 /    45 =  91.111
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    24 /    24 = 100.000
1, 160  acc:     6 /     6 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    32 /    32 = 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:  3309 /  3396 =  97.438
1, 170  acc:   646 /   666 =  96.997
1, 171  acc:   266 /   270 =  98.519
1, 172  acc:   190 /   196 =  96.939
1, 173  acc:    58 /    60 =  96.667
1, 174  acc:     8 /     9 =  88.889
1, 175  acc:     4 /     5 =  80.000
1, 176  acc:    44 /    47 =  93.617
1, 177  acc:    74 /    76 =  97.368
1, 178  acc:    15 /    15 = 100.000
1, 179  acc:     5 /     6 =  83.333
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:    11 /    11 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:    12 /    13 =  92.308
1, 184  acc:   118 /   125 =  94.400
1, 185  acc:    36 /    38 =  94.737
1, 186  acc:    17 /    18 =  94.444
1, 187  acc:    10 /    11 =  90.909
1, 188  acc:     4 /     4 = 100.000
1, 189  acc:     2 /     3 =  66.667
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:    11 /    11 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   103 /   109 =  94.495
1, 197  acc:    12 /    12 = 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:     6 /     6 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    18 /    21 =  85.714
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    11 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     6 /     7 =  85.714
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:    13 /    13 = 100.000
1, 219  acc:    10 /    11 =  90.909
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260252 / 269038 =  96.734
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24610 / 25373 =  96.993
0, 1  acc: 30328 / 31282 =  96.950
0, 2  acc:  5965 /  6155 =  96.913
0, 3  acc: 23523 / 24292 =  96.834
0, 4  acc: 10502 / 10829 =  96.980
0, 5  acc:  5376 /  5541 =  97.022
0, 6  acc:  6576 /  6785 =  96.920
0, 7  acc: 11620 / 12016 =  96.704
1, 0  acc:  4299 /  4437 =  96.890
1, 1  acc:  4791 /  4962 =  96.554
1, 2  acc:  2198 /  2265 =  97.042
1, 3  acc:  2382 /  2446 =  97.383
1, 4  acc:  3043 /  3125 =  97.376
1, 5  acc:   978 /  1003 =  97.507
1, 6  acc:  3016 /  3111 =  96.946
1, 7  acc:  4541 /  4682 =  96.988
--------------------------------------
Average acc: 143748 / 148304 =  96.928
Robust  acc:  4791 /  4962 =  96.554
--------------------------------------
New max robust acc: 96.55380894800484
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed30.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed30.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 59.760 | Best Acc: 89.695
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10124 / 12092 =  83.725
0, 1  acc: 12102 / 14179 =  85.352
0, 2  acc:  2156 /  3210 =  67.165
0, 3  acc: 10854 / 12101 =  89.695
0, 4  acc:  4132 /  5355 =  77.162
0, 5  acc:  2474 /  2980 =  83.020
0, 6  acc:  1993 /  3335 =  59.760
0, 7  acc:  3668 /  5723 =  64.092
1, 0  acc:  1734 /  2203 =  78.711
1, 1  acc:  1730 /  2270 =  76.211
1, 2  acc:   961 /  1216 =  79.030
1, 3  acc:   913 /  1260 =  72.460
1, 4  acc:  1195 /  1627 =  73.448
1, 5  acc:   388 /   520 =  74.615
1, 6  acc:  1293 /  1537 =  84.125
1, 7  acc:  1817 /  2246 =  80.899
------------------------------------
Average acc: 57534 / 71854 =  80.071
Robust  acc:  1993 /  3335 =  59.760
------------------------------------
Accuracies by groups:
0, 0  acc: 10124 / 12092 =  83.725
0, 1  acc: 12102 / 14179 =  85.352
0, 2  acc:  2156 /  3210 =  67.165
0, 3  acc: 10854 / 12101 =  89.695
0, 4  acc:  4132 /  5355 =  77.162
0, 5  acc:  2474 /  2980 =  83.020
0, 6  acc:  1993 /  3335 =  59.760
0, 7  acc:  3668 /  5723 =  64.092
1, 0  acc:  1734 /  2203 =  78.711
1, 1  acc:  1730 /  2270 =  76.211
1, 2  acc:   961 /  1216 =  79.030
1, 3  acc:   913 /  1260 =  72.460
1, 4  acc:  1195 /  1627 =  73.448
1, 5  acc:   388 /   520 =  74.615
1, 6  acc:  1293 /  1537 =  84.125
1, 7  acc:  1817 /  2246 =  80.899
------------------------------------
Average acc: 57534 / 71854 =  80.071
Robust  acc:  1993 /  3335 =  59.760
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10124 / 12092 =  83.725
0, 1  acc: 12102 / 14179 =  85.352
0, 2  acc:  2156 /  3210 =  67.165
0, 3  acc: 10854 / 12101 =  89.695
0, 4  acc:  4132 /  5355 =  77.162
0, 5  acc:  2474 /  2980 =  83.020
0, 6  acc:  1993 /  3335 =  59.760
0, 7  acc:  3668 /  5723 =  64.092
1, 0  acc:  1734 /  2203 =  78.711
1, 1  acc:  1730 /  2270 =  76.211
1, 2  acc:   961 /  1216 =  79.030
1, 3  acc:   913 /  1260 =  72.460
1, 4  acc:  1195 /  1627 =  73.448
1, 5  acc:   388 /   520 =  74.615
1, 6  acc:  1293 /  1537 =  84.125
1, 7  acc:  1817 /  2246 =  80.899
------------------------------------
Average acc: 57534 / 71854 =  80.071
Robust  acc:  1993 /  3335 =  59.760
------------------------------------

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: 97.996 | Val Loss: 0.000 | Val Acc: 98.757
Training:
Accuracies by groups:
0, 0  acc: 69085 / 70458 =  98.051
0, 1  acc:  6877 /  7023 =  97.921
0, 2  acc: 10860 / 11121 =  97.653
0, 3  acc:  5359 /  5508 =  97.295
0, 4  acc:  2024 /  2167 =  93.401
0, 5  acc:   270 /   289 =  93.426
0, 6  acc:   298 /   309 =  96.440
0, 7  acc:   315 /   333 =  94.595
0, 8  acc:  7029 /  7196 =  97.679
0, 9  acc:   537 /   552 =  97.283
0, 10  acc:   502 /   517 =  97.099
0, 11  acc:   352 /   361 =  97.507
0, 12  acc:   413 /   441 =  93.651
0, 13  acc:    43 /    53 =  81.132
0, 14  acc:    60 /    61 =  98.361
0, 15  acc:    30 /    33 =  90.909
0, 16  acc:  5222 /  5435 =  96.081
0, 17  acc:   204 /   211 =  96.682
0, 18  acc:   504 /   524 =  96.183
0, 19  acc:   152 /   164 =  92.683
0, 20  acc:   101 /   113 =  89.381
0, 21  acc:    13 /    14 =  92.857
0, 22  acc:    63 /    63 = 100.000
0, 23  acc:    15 /    18 =  83.333
0, 24  acc:   661 /   699 =  94.564
0, 25  acc:    30 /    31 =  96.774
0, 26  acc:    76 /    78 =  97.436
0, 27  acc:    25 /    26 =  96.154
0, 28  acc:    48 /    52 =  92.308
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     7 /     7 = 100.000
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  1715 /  1757 =  97.610
0, 33  acc:    88 /    95 =  92.632
0, 34  acc:    69 /    71 =  97.183
0, 35  acc:    28 /    28 = 100.000
0, 36  acc:    35 /    38 =  92.105
0, 37  acc:    13 /    13 = 100.000
0, 38  acc:    18 /    18 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   448 /   460 =  97.391
0, 41  acc:    21 /    21 = 100.000
0, 42  acc:    20 /    21 =  95.238
0, 43  acc:    17 /    17 = 100.000
0, 44  acc:    28 /    29 =  96.552
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   328 /   337 =  97.329
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    20 /    21 =  95.238
0, 51  acc:    19 /    20 =  95.000
0, 52  acc:     2 /     2 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   297 /   307 =  96.743
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    13 /    14 =  92.857
0, 59  acc:    17 /    19 =  89.474
0, 60  acc:    20 /    22 =  90.909
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    17 /    19 =  89.474
0, 63  acc:     1 /     2 =  50.000
0, 64  acc:  2368 /  2506 =  94.493
0, 65  acc:   402 /   424 =  94.811
0, 66  acc:   247 /   255 =  96.863
0, 67  acc:    90 /    94 =  95.745
0, 68  acc:    59 /    62 =  95.161
0, 69  acc:     0 /     0 =     nan
0, 70  acc:    26 /    29 =  89.655
0, 71  acc:    15 /    15 = 100.000
0, 72  acc:    64 /    67 =  95.522
0, 73  acc:    11 /    11 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     7 /     8 =  87.500
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    99 /   105 =  94.286
0, 81  acc:     9 /    13 =  69.231
0, 82  acc:     6 /     6 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     1 /     3 =  33.333
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    12 /    13 =  92.308
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:    89 /    91 =  97.802
0, 95  acc:    10 /    10 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    14 /    15 =  93.333
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     3 /     3 = 100.000
0, 101  acc:    13 /    14 =  92.857
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    16 /    18 =  88.889
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     3 /     5 =  60.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    12 /    12 = 100.000
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:  6860 /  7089 =  96.770
0, 118  acc:  1678 /  1733 =  96.826
0, 119  acc:   413 /   422 =  97.867
0, 120  acc:   378 /   388 =  97.423
0, 121  acc:    66 /    70 =  94.286
0, 122  acc:    30 /    30 = 100.000
0, 123  acc:    12 /    12 = 100.000
0, 124  acc:    38 /    40 =  95.000
0, 125  acc:   469 /   475 =  98.737
0, 126  acc:   123 /   128 =  96.094
0, 127  acc:    31 /    32 =  96.875
0, 128  acc:    35 /    37 =  94.595
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   253 /   264 =  95.833
0, 134  acc:    70 /    71 =  98.592
0, 135  acc:    23 /    23 = 100.000
0, 136  acc:    26 /    27 =  96.296
0, 137  acc:    14 /    15 =  93.333
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:   103 /   106 =  97.170
0, 142  acc:    19 /    19 = 100.000
0, 143  acc:    10 /    10 = 100.000
0, 144  acc:    12 /    12 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   141 /   146 =  96.575
0, 149  acc:    22 /    22 = 100.000
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:    18 /    26 =  69.231
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     2 /     3 =  66.667
0, 154  acc:    46 /    48 =  95.833
0, 155  acc:     5 /     6 =  83.333
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    23 =  95.652
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    19 =  89.474
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:    12 /    12 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     5 /     5 = 100.000
0, 169  acc:  1697 /  1794 =  94.593
0, 170  acc:   396 /   407 =  97.297
0, 171  acc:   113 /   119 =  94.958
0, 172  acc:   184 /   192 =  95.833
0, 173  acc:    24 /    26 =  92.308
0, 174  acc:     6 /     7 =  85.714
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    14 /    18 =  77.778
0, 177  acc:    82 /    84 =  97.619
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:    14 /    14 = 100.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     1 /     1 = 100.000
0, 184  acc:    76 /    76 = 100.000
0, 185  acc:    11 /    11 = 100.000
0, 186  acc:     3 /     3 = 100.000
0, 187  acc:     5 /     5 = 100.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    36 /    37 =  97.297
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     2 /     2 = 100.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    60 /    61 =  98.361
0, 197  acc:    13 /    13 = 100.000
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:    12 /    12 = 100.000
0, 200  acc:     7 /     7 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    25 /    28 =  89.286
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     6 /     6 = 100.000
0, 209  acc:    10 /    11 =  90.909
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 56867 / 57540 =  98.830
1, 1  acc:  5943 /  6014 =  98.819
1, 2  acc: 10079 / 10233 =  98.495
1, 3  acc:  4269 /  4346 =  98.228
1, 4  acc:  5042 /  5101 =  98.843
1, 5  acc:   872 /   884 =  98.643
1, 6  acc:   522 /   534 =  97.753
1, 7  acc:   604 /   611 =  98.854
1, 8  acc:  5197 /  5294 =  98.168
1, 9  acc:   398 /   398 = 100.000
1, 10  acc:   466 /   471 =  98.938
1, 11  acc:   230 /   236 =  97.458
1, 12  acc:   844 /   852 =  99.061
1, 13  acc:   122 /   125 =  97.600
1, 14  acc:   150 /   151 =  99.338
1, 15  acc:   144 /   146 =  98.630
1, 16  acc:  7985 /  8110 =  98.459
1, 17  acc:   283 /   286 =  98.951
1, 18  acc:   595 /   602 =  98.837
1, 19  acc:   215 /   217 =  99.078
1, 20  acc:   287 /   289 =  99.308
1, 21  acc:    45 /    45 = 100.000
1, 22  acc:   134 /   136 =  98.529
1, 23  acc:    46 /    49 =  93.878
1, 24  acc:  1011 /  1030 =  98.155
1, 25  acc:    16 /    17 =  94.118
1, 26  acc:    83 /    84 =  98.810
1, 27  acc:    15 /    16 =  93.750
1, 28  acc:   149 /   152 =  98.026
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    26 /    26 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:  1567 /  1594 =  98.306
1, 33  acc:    88 /    89 =  98.876
1, 34  acc:    57 /    59 =  96.610
1, 35  acc:    23 /    23 = 100.000
1, 36  acc:    50 /    50 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    33 /    34 =  97.059
1, 39  acc:     4 /     5 =  80.000
1, 40  acc:   384 /   389 =  98.715
1, 41  acc:    14 /    15 =  93.333
1, 42  acc:     4 /     4 = 100.000
1, 43  acc:    24 /    24 = 100.000
1, 44  acc:    25 /    25 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    11 /    11 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   540 /   551 =  98.004
1, 49  acc:    14 /    14 = 100.000
1, 50  acc:    34 /    35 =  97.143
1, 51  acc:    33 /    33 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    30 /    31 =  96.774
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   432 /   441 =  97.959
1, 57  acc:    23 /    23 = 100.000
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:     8 /     8 = 100.000
1, 60  acc:    26 /    26 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /    10 =  90.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5183 /  5265 =  98.443
1, 65  acc:   708 /   719 =  98.470
1, 66  acc:   420 /   427 =  98.361
1, 67  acc:   188 /   196 =  95.918
1, 68  acc:   219 /   224 =  97.768
1, 69  acc:    50 /    52 =  96.154
1, 70  acc:    83 /    85 =  97.647
1, 71  acc:    31 /    31 = 100.000
1, 72  acc:   115 /   118 =  97.458
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    18 /    18 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   175 /   177 =  98.870
1, 81  acc:    19 /    21 =  90.476
1, 82  acc:    44 /    45 =  97.778
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    24 /    24 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    23 /    23 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:   136 /   136 = 100.000
1, 95  acc:    22 /    22 = 100.000
1, 96  acc:    13 /    13 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     7 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    29 /    30 =  96.667
1, 101  acc:     7 /     7 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    36 /    36 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    17 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     1 /     1 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    14 /    14 = 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:  7639 /  7807 =  97.848
1, 118  acc:  1933 /  1966 =  98.321
1, 119  acc:   482 /   499 =  96.593
1, 120  acc:   546 /   552 =  98.913
1, 121  acc:   132 /   138 =  95.652
1, 122  acc:    79 /    83 =  95.181
1, 123  acc:    22 /    22 = 100.000
1, 124  acc:    36 /    37 =  97.297
1, 125  acc:   531 /   537 =  98.883
1, 126  acc:   116 /   117 =  99.145
1, 127  acc:    18 /    20 =  90.000
1, 128  acc:    39 /    40 =  97.500
1, 129  acc:    12 /    13 =  92.308
1, 130  acc:     8 /     8 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   435 /   441 =  98.639
1, 134  acc:    65 /    66 =  98.485
1, 135  acc:    39 /    39 = 100.000
1, 136  acc:    28 /    28 = 100.000
1, 137  acc:    10 /    10 = 100.000
1, 138  acc:     6 /     6 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   113 /   116 =  97.414
1, 142  acc:    16 /    16 = 100.000
1, 143  acc:    13 /    13 = 100.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   178 /   184 =  96.739
1, 149  acc:    12 /    13 =  92.308
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:     9 /    15 =  60.000
1, 152  acc:     8 /     8 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    33 /    33 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /     9 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    31 /    31 = 100.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    19 /    19 = 100.000
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3479 /  3542 =  98.221
1, 170  acc:   658 /   668 =  98.503
1, 171  acc:   269 /   273 =  98.535
1, 172  acc:   205 /   209 =  98.086
1, 173  acc:    53 /    54 =  98.148
1, 174  acc:     8 /     9 =  88.889
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    44 /    47 =  93.617
1, 177  acc:    98 /    99 =  98.990
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     7 /     7 = 100.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    16 /    16 = 100.000
1, 184  acc:   118 /   120 =  98.333
1, 185  acc:    46 /    46 = 100.000
1, 186  acc:    34 /    34 = 100.000
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:    17 /    17 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    96 /    99 =  96.970
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    13 = 100.000
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:    19 /    19 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    12 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263646 / 269038 =  97.996
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25051 / 25373 =  98.731
0, 1  acc: 30894 / 31282 =  98.760
0, 2  acc:  6081 /  6155 =  98.798
0, 3  acc: 23954 / 24292 =  98.609
0, 4  acc: 10702 / 10829 =  98.827
0, 5  acc:  5478 /  5541 =  98.863
0, 6  acc:  6704 /  6785 =  98.806
0, 7  acc: 11846 / 12016 =  98.585
1, 0  acc:  4372 /  4437 =  98.535
1, 1  acc:  4882 /  4962 =  98.388
1, 2  acc:  2228 /  2265 =  98.366
1, 3  acc:  2412 /  2446 =  98.610
1, 4  acc:  3076 /  3125 =  98.432
1, 5  acc:   990 /  1003 =  98.704
1, 6  acc:  3065 /  3111 =  98.521
1, 7  acc:  4625 /  4682 =  98.783
--------------------------------------
Average acc: 146360 / 148304 =  98.689
Robust  acc:  2228 /  2265 =  98.366
--------------------------------------
New max robust acc: 98.36644591611478
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed30.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed30.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: 63.333 | Best Acc: 92.703
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10799 / 12092 =  89.307
0, 1  acc: 12791 / 14179 =  90.211
0, 2  acc:  2506 /  3210 =  78.069
0, 3  acc: 11218 / 12101 =  92.703
0, 4  acc:  4487 /  5355 =  83.791
0, 5  acc:  2633 /  2980 =  88.356
0, 6  acc:  2479 /  3335 =  74.333
0, 7  acc:  4429 /  5723 =  77.389
1, 0  acc:  1519 /  2203 =  68.951
1, 1  acc:  1525 /  2270 =  67.181
1, 2  acc:   814 /  1216 =  66.941
1, 3  acc:   798 /  1260 =  63.333
1, 4  acc:  1068 /  1627 =  65.642
1, 5  acc:   335 /   520 =  64.423
1, 6  acc:  1133 /  1537 =  73.715
1, 7  acc:  1561 /  2246 =  69.501
------------------------------------
Average acc: 60095 / 71854 =  83.635
Robust  acc:   798 /  1260 =  63.333
------------------------------------
Accuracies by groups:
0, 0  acc: 10799 / 12092 =  89.307
0, 1  acc: 12791 / 14179 =  90.211
0, 2  acc:  2506 /  3210 =  78.069
0, 3  acc: 11218 / 12101 =  92.703
0, 4  acc:  4487 /  5355 =  83.791
0, 5  acc:  2633 /  2980 =  88.356
0, 6  acc:  2479 /  3335 =  74.333
0, 7  acc:  4429 /  5723 =  77.389
1, 0  acc:  1519 /  2203 =  68.951
1, 1  acc:  1525 /  2270 =  67.181
1, 2  acc:   814 /  1216 =  66.941
1, 3  acc:   798 /  1260 =  63.333
1, 4  acc:  1068 /  1627 =  65.642
1, 5  acc:   335 /   520 =  64.423
1, 6  acc:  1133 /  1537 =  73.715
1, 7  acc:  1561 /  2246 =  69.501
------------------------------------
Average acc: 60095 / 71854 =  83.635
Robust  acc:   798 /  1260 =  63.333
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10799 / 12092 =  89.307
0, 1  acc: 12791 / 14179 =  90.211
0, 2  acc:  2506 /  3210 =  78.069
0, 3  acc: 11218 / 12101 =  92.703
0, 4  acc:  4487 /  5355 =  83.791
0, 5  acc:  2633 /  2980 =  88.356
0, 6  acc:  2479 /  3335 =  74.333
0, 7  acc:  4429 /  5723 =  77.389
1, 0  acc:  1519 /  2203 =  68.951
1, 1  acc:  1525 /  2270 =  67.181
1, 2  acc:   814 /  1216 =  66.941
1, 3  acc:   798 /  1260 =  63.333
1, 4  acc:  1068 /  1627 =  65.642
1, 5  acc:   335 /   520 =  64.423
1, 6  acc:  1133 /  1537 =  73.715
1, 7  acc:  1561 /  2246 =  69.501
------------------------------------
Average acc: 60095 / 71854 =  83.635
Robust  acc:   798 /  1260 =  63.333
------------------------------------

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: 98.552 | Val Loss: 0.000 | Val Acc: 99.215
Training:
Accuracies by groups:
0, 0  acc: 69383 / 70346 =  98.631
0, 1  acc:  6921 /  7020 =  98.590
0, 2  acc: 10871 / 11092 =  98.008
0, 3  acc:  5514 /  5612 =  98.254
0, 4  acc:  2212 /  2300 =  96.174
0, 5  acc:   293 /   304 =  96.382
0, 6  acc:   301 /   312 =  96.474
0, 7  acc:   335 /   346 =  96.821
0, 8  acc:  7043 /  7158 =  98.393
0, 9  acc:   552 /   559 =  98.748
0, 10  acc:   524 /   536 =  97.761
0, 11  acc:   330 /   339 =  97.345
0, 12  acc:   425 /   447 =  95.078
0, 13  acc:    35 /    38 =  92.105
0, 14  acc:    50 /    54 =  92.593
0, 15  acc:    32 /    34 =  94.118
0, 16  acc:  5131 /  5303 =  96.757
0, 17  acc:   196 /   201 =  97.512
0, 18  acc:   565 /   582 =  97.079
0, 19  acc:   155 /   161 =  96.273
0, 20  acc:   124 /   129 =  96.124
0, 21  acc:    14 /    15 =  93.333
0, 22  acc:    55 /    60 =  91.667
0, 23  acc:    15 /    18 =  83.333
0, 24  acc:   680 /   705 =  96.454
0, 25  acc:    36 /    37 =  97.297
0, 26  acc:    76 /    78 =  97.436
0, 27  acc:    23 /    23 = 100.000
0, 28  acc:    56 /    59 =  94.915
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     6 /     6 = 100.000
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  1742 /  1772 =  98.307
0, 33  acc:    76 /    79 =  96.203
0, 34  acc:    59 /    59 = 100.000
0, 35  acc:    27 /    27 = 100.000
0, 36  acc:    41 /    42 =  97.619
0, 37  acc:     5 /     6 =  83.333
0, 38  acc:    17 /    17 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   430 /   437 =  98.398
0, 41  acc:    11 /    11 = 100.000
0, 42  acc:    16 /    17 =  94.118
0, 43  acc:    22 /    22 = 100.000
0, 44  acc:    15 /    15 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   369 /   382 =  96.597
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    20 /    20 = 100.000
0, 51  acc:    13 /    14 =  92.857
0, 52  acc:     8 /     8 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   303 /   311 =  97.428
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    16 /    19 =  84.211
0, 59  acc:    10 /    10 = 100.000
0, 60  acc:    17 /    21 =  80.952
0, 61  acc:     6 /     6 = 100.000
0, 62  acc:     8 /     8 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2395 /  2497 =  95.915
0, 65  acc:   383 /   395 =  96.962
0, 66  acc:   246 /   256 =  96.094
0, 67  acc:   111 /   116 =  95.690
0, 68  acc:    53 /    60 =  88.333
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    25 /    26 =  96.154
0, 71  acc:     6 /     6 = 100.000
0, 72  acc:    65 /    66 =  98.485
0, 73  acc:    10 /    10 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     9 /     9 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    86 /    90 =  95.556
0, 81  acc:     9 /    13 =  69.231
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:    11 /    12 =  91.667
0, 84  acc:     2 /     5 =  40.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     6 /     6 = 100.000
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:     0 /     0 =     nan
0, 94  acc:    94 /    96 =  97.917
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    12 /    12 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:    11 /    11 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    26 /    26 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    10 /    10 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7183 /  7345 =  97.794
0, 118  acc:  1584 /  1617 =  97.959
0, 119  acc:   355 /   368 =  96.467
0, 120  acc:   396 /   411 =  96.350
0, 121  acc:    69 /    73 =  94.521
0, 122  acc:    63 /    67 =  94.030
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    23 /    24 =  95.833
0, 125  acc:   429 /   434 =  98.848
0, 126  acc:   128 /   130 =  98.462
0, 127  acc:    19 /    19 = 100.000
0, 128  acc:    45 /    45 = 100.000
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     8 /     8 = 100.000
0, 131  acc:     7 /     7 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   272 /   280 =  97.143
0, 134  acc:    82 /    83 =  98.795
0, 135  acc:    24 /    25 =  96.000
0, 136  acc:    31 /    31 = 100.000
0, 137  acc:    12 /    12 = 100.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    79 /    79 = 100.000
0, 142  acc:    17 /    18 =  94.444
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    15 /    15 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   141 /   142 =  99.296
0, 149  acc:    14 /    14 = 100.000
0, 150  acc:     5 /     5 = 100.000
0, 151  acc:    28 /    32 =  87.500
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    39 /    40 =  97.500
0, 155  acc:    11 /    11 = 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:    23 /    24 =  95.833
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    15 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    11 /    11 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     4 /     4 = 100.000
0, 169  acc:  1705 /  1762 =  96.765
0, 170  acc:   390 /   399 =  97.744
0, 171  acc:   105 /   107 =  98.131
0, 172  acc:   181 /   186 =  97.312
0, 173  acc:    20 /    21 =  95.238
0, 174  acc:    12 /    12 = 100.000
0, 175  acc:     6 /     7 =  85.714
0, 176  acc:    10 /    15 =  66.667
0, 177  acc:    72 /    75 =  96.000
0, 178  acc:    17 /    17 = 100.000
0, 179  acc:     7 /     7 = 100.000
0, 180  acc:     2 /     2 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    69 /    70 =  98.571
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:    12 /    12 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    40 /    41 =  97.561
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     4 /     4 = 100.000
0, 196  acc:    61 /    62 =  98.387
0, 197  acc:    19 /    19 = 100.000
0, 198  acc:    15 /    16 =  93.750
0, 199  acc:     8 /     8 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    21 /    22 =  95.455
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     3 /     6 =  50.000
0, 210  acc:     3 /     4 =  75.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 57192 / 57673 =  99.166
1, 1  acc:  6020 /  6081 =  98.997
1, 2  acc: 10339 / 10446 =  98.976
1, 3  acc:  4305 /  4348 =  99.011
1, 4  acc:  5081 /  5130 =  99.045
1, 5  acc:   846 /   851 =  99.412
1, 6  acc:   484 /   487 =  99.384
1, 7  acc:   574 /   584 =  98.288
1, 8  acc:  5228 /  5292 =  98.791
1, 9  acc:   399 /   400 =  99.750
1, 10  acc:   453 /   463 =  97.840
1, 11  acc:   266 /   269 =  98.885
1, 12  acc:   783 /   793 =  98.739
1, 13  acc:   108 /   110 =  98.182
1, 14  acc:   128 /   132 =  96.970
1, 15  acc:   131 /   134 =  97.761
1, 16  acc:  8024 /  8117 =  98.854
1, 17  acc:   305 /   306 =  99.673
1, 18  acc:   648 /   653 =  99.234
1, 19  acc:   226 /   230 =  98.261
1, 20  acc:   281 /   284 =  98.944
1, 21  acc:    38 /    38 = 100.000
1, 22  acc:   129 /   129 = 100.000
1, 23  acc:    40 /    40 = 100.000
1, 24  acc:   993 /  1003 =  99.003
1, 25  acc:    20 /    20 = 100.000
1, 26  acc:    96 /   100 =  96.000
1, 27  acc:    15 /    15 = 100.000
1, 28  acc:   163 /   167 =  97.605
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    28 /    28 = 100.000
1, 31  acc:     8 /     9 =  88.889
1, 32  acc:  1620 /  1645 =  98.480
1, 33  acc:    93 /    93 = 100.000
1, 34  acc:    59 /    60 =  98.333
1, 35  acc:    26 /    27 =  96.296
1, 36  acc:    57 /    58 =  98.276
1, 37  acc:     9 /     9 = 100.000
1, 38  acc:    31 /    31 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   416 /   419 =  99.284
1, 41  acc:    14 /    14 = 100.000
1, 42  acc:     9 /     9 = 100.000
1, 43  acc:    26 /    26 = 100.000
1, 44  acc:    23 /    25 =  92.000
1, 45  acc:     9 /     9 = 100.000
1, 46  acc:     7 /     8 =  87.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   563 /   569 =  98.946
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    37 /    39 =  94.872
1, 51  acc:    30 /    30 = 100.000
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    23 /    23 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   423 /   427 =  99.063
1, 57  acc:    18 /    18 = 100.000
1, 58  acc:    21 /    21 = 100.000
1, 59  acc:    21 /    21 = 100.000
1, 60  acc:    23 /    26 =  88.462
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5082 /  5137 =  98.929
1, 65  acc:   664 /   673 =  98.663
1, 66  acc:   470 /   480 =  97.917
1, 67  acc:   198 /   199 =  99.497
1, 68  acc:   220 /   222 =  99.099
1, 69  acc:    50 /    50 = 100.000
1, 70  acc:    78 /    79 =  98.734
1, 71  acc:    38 /    38 = 100.000
1, 72  acc:   118 /   118 = 100.000
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    20 /    20 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   199 /   204 =  97.549
1, 81  acc:    11 /    18 =  61.111
1, 82  acc:    43 /    43 = 100.000
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    14 /    14 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    18 /    19 =  94.737
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    23 /    24 =  95.833
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:   123 /   123 = 100.000
1, 95  acc:    19 /    19 = 100.000
1, 96  acc:    11 /    12 =  91.667
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    19 /    19 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    24 /    24 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    28 /    28 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    16 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    21 /    22 =  95.455
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:  7801 /  7940 =  98.249
1, 118  acc:  1962 /  1989 =  98.643
1, 119  acc:   443 /   454 =  97.577
1, 120  acc:   557 /   563 =  98.934
1, 121  acc:   117 /   118 =  99.153
1, 122  acc:    72 /    72 = 100.000
1, 123  acc:    12 /    13 =  92.308
1, 124  acc:    36 /    36 = 100.000
1, 125  acc:   496 /   500 =  99.200
1, 126  acc:   108 /   109 =  99.083
1, 127  acc:    29 /    29 = 100.000
1, 128  acc:    40 /    41 =  97.561
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:     9 /     9 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   414 /   416 =  99.519
1, 134  acc:    71 /    72 =  98.611
1, 135  acc:    26 /    26 = 100.000
1, 136  acc:    27 /    29 =  93.103
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    95 /    95 = 100.000
1, 142  acc:    21 /    21 = 100.000
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     4 = 100.000
1, 148  acc:   196 /   201 =  97.512
1, 149  acc:    20 /    21 =  95.238
1, 150  acc:    16 /    16 = 100.000
1, 151  acc:     5 /    10 =  50.000
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    29 /    32 =  90.625
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    17 /    17 = 100.000
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    28 /    28 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3253 /  3289 =  98.905
1, 170  acc:   645 /   652 =  98.926
1, 171  acc:   244 /   245 =  99.592
1, 172  acc:   189 /   195 =  96.923
1, 173  acc:    69 /    70 =  98.571
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     3 /     4 =  75.000
1, 176  acc:    48 /    50 =  96.000
1, 177  acc:    78 /    78 = 100.000
1, 178  acc:    14 /    14 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:    10 /    10 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    13 /    13 = 100.000
1, 184  acc:    96 /    96 = 100.000
1, 185  acc:    41 /    41 = 100.000
1, 186  acc:    17 /    17 = 100.000
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:     9 /     9 = 100.000
1, 192  acc:    13 /    13 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   110 /   115 =  95.652
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     6 /     6 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    21 /    21 = 100.000
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:    15 /    19 =  78.947
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    14 /    16 =  87.500
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265142 / 269038 =  98.552
Robust  acc:     2 /     5 =  40.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25166 / 25373 =  99.184
0, 1  acc: 31046 / 31282 =  99.246
0, 2  acc:  6112 /  6155 =  99.301
0, 3  acc: 24101 / 24292 =  99.214
0, 4  acc: 10738 / 10829 =  99.160
0, 5  acc:  5488 /  5541 =  99.043
0, 6  acc:  6735 /  6785 =  99.263
0, 7  acc: 11927 / 12016 =  99.259
1, 0  acc:  4395 /  4437 =  99.053
1, 1  acc:  4919 /  4962 =  99.133
1, 2  acc:  2241 /  2265 =  98.940
1, 3  acc:  2423 /  2446 =  99.060
1, 4  acc:  3098 /  3125 =  99.136
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3086 /  3111 =  99.196
1, 7  acc:  4646 /  4682 =  99.231
--------------------------------------
Average acc: 147117 / 148304 =  99.200
Robust  acc:  2241 /  2265 =  98.940
--------------------------------------
New max robust acc: 98.94039735099338
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed30.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed30.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: 58.492 | Best Acc: 94.199
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11089 / 12092 =  91.705
0, 1  acc: 13194 / 14179 =  93.053
0, 2  acc:  2545 /  3210 =  79.283
0, 3  acc: 11399 / 12101 =  94.199
0, 4  acc:  4591 /  5355 =  85.733
0, 5  acc:  2719 /  2980 =  91.242
0, 6  acc:  2701 /  3335 =  80.990
0, 7  acc:  4803 /  5723 =  83.925
1, 0  acc:  1364 /  2203 =  61.916
1, 1  acc:  1386 /  2270 =  61.057
1, 2  acc:   817 /  1216 =  67.188
1, 3  acc:   737 /  1260 =  58.492
1, 4  acc:  1034 /  1627 =  63.553
1, 5  acc:   316 /   520 =  60.769
1, 6  acc:  1025 /  1537 =  66.688
1, 7  acc:  1410 /  2246 =  62.778
------------------------------------
Average acc: 61130 / 71854 =  85.075
Robust  acc:   737 /  1260 =  58.492
------------------------------------
Accuracies by groups:
0, 0  acc: 11089 / 12092 =  91.705
0, 1  acc: 13194 / 14179 =  93.053
0, 2  acc:  2545 /  3210 =  79.283
0, 3  acc: 11399 / 12101 =  94.199
0, 4  acc:  4591 /  5355 =  85.733
0, 5  acc:  2719 /  2980 =  91.242
0, 6  acc:  2701 /  3335 =  80.990
0, 7  acc:  4803 /  5723 =  83.925
1, 0  acc:  1364 /  2203 =  61.916
1, 1  acc:  1386 /  2270 =  61.057
1, 2  acc:   817 /  1216 =  67.188
1, 3  acc:   737 /  1260 =  58.492
1, 4  acc:  1034 /  1627 =  63.553
1, 5  acc:   316 /   520 =  60.769
1, 6  acc:  1025 /  1537 =  66.688
1, 7  acc:  1410 /  2246 =  62.778
------------------------------------
Average acc: 61130 / 71854 =  85.075
Robust  acc:   737 /  1260 =  58.492
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11089 / 12092 =  91.705
0, 1  acc: 13194 / 14179 =  93.053
0, 2  acc:  2545 /  3210 =  79.283
0, 3  acc: 11399 / 12101 =  94.199
0, 4  acc:  4591 /  5355 =  85.733
0, 5  acc:  2719 /  2980 =  91.242
0, 6  acc:  2701 /  3335 =  80.990
0, 7  acc:  4803 /  5723 =  83.925
1, 0  acc:  1364 /  2203 =  61.916
1, 1  acc:  1386 /  2270 =  61.057
1, 2  acc:   817 /  1216 =  67.188
1, 3  acc:   737 /  1260 =  58.492
1, 4  acc:  1034 /  1627 =  63.553
1, 5  acc:   316 /   520 =  60.769
1, 6  acc:  1025 /  1537 =  66.688
1, 7  acc:  1410 /  2246 =  62.778
------------------------------------
Average acc: 61130 / 71854 =  85.075
Robust  acc:   737 /  1260 =  58.492
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed30.pt
