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_seed38.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: 38
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=38-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed38.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.022 | Train Acc: 84.585 | Val Loss: 0.000 | Val Acc: 91.613
Training:
Accuracies by groups:
0, 0  acc: 68426 / 75475 =  90.660
0, 1  acc:  7230 /  8018 =  90.172
0, 2  acc: 10825 / 12330 =  87.794
0, 3  acc:  5281 /  6004 =  87.958
0, 4  acc:  1608 /  2478 =  64.891
0, 5  acc:   168 /   315 =  53.333
0, 6  acc:   243 /   342 =  71.053
0, 7  acc:   238 /   354 =  67.232
0, 8  acc:  6676 /  7533 =  88.623
0, 9  acc:   495 /   566 =  87.456
0, 10  acc:   499 /   566 =  88.163
0, 11  acc:   347 /   411 =  84.428
0, 12  acc:   366 /   532 =  68.797
0, 13  acc:    42 /    56 =  75.000
0, 14  acc:    49 /    63 =  77.778
0, 15  acc:    19 /    36 =  52.778
0, 16  acc:  4757 /  6229 =  76.369
0, 17  acc:   214 /   268 =  79.851
0, 18  acc:   531 /   655 =  81.069
0, 19  acc:   153 /   186 =  82.258
0, 20  acc:   111 /   156 =  71.154
0, 21  acc:    11 /    18 =  61.111
0, 22  acc:    60 /    79 =  75.949
0, 23  acc:     9 /    19 =  47.368
0, 24  acc:   589 /   756 =  77.910
0, 25  acc:    41 /    46 =  89.130
0, 26  acc:    71 /    89 =  79.775
0, 27  acc:    14 /    20 =  70.000
0, 28  acc:    31 /    45 =  68.889
0, 29  acc:     1 /     4 =  25.000
0, 30  acc:     4 /    10 =  40.000
0, 31  acc:     6 /    10 =  60.000
0, 32  acc:  1725 /  1979 =  87.165
0, 33  acc:    87 /    96 =  90.625
0, 34  acc:    73 /    85 =  85.882
0, 35  acc:    17 /    18 =  94.444
0, 36  acc:    25 /    35 =  71.429
0, 37  acc:     7 /     8 =  87.500
0, 38  acc:    17 /    25 =  68.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   453 /   521 =  86.948
0, 41  acc:    16 /    18 =  88.889
0, 42  acc:    12 /    13 =  92.308
0, 43  acc:    14 /    15 =  93.333
0, 44  acc:    13 /    18 =  72.222
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     7 /     8 =  87.500
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   344 /   439 =  78.360
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    25 /    28 =  89.286
0, 51  acc:    19 /    22 =  86.364
0, 52  acc:     5 /     7 =  71.429
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     5 =  40.000
0, 55  acc:     1 /     2 =  50.000
0, 56  acc:   285 /   361 =  78.947
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    15 /    23 =  65.217
0, 59  acc:    17 /    19 =  89.474
0, 60  acc:    10 /    16 =  62.500
0, 61  acc:     4 /     5 =  80.000
0, 62  acc:     6 /    11 =  54.545
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1955 /  2837 =  68.911
0, 65  acc:   339 /   477 =  71.069
0, 66  acc:   206 /   296 =  69.595
0, 67  acc:    76 /    97 =  78.351
0, 68  acc:    56 /    83 =  67.470
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    17 /    24 =  70.833
0, 71  acc:     7 /     9 =  77.778
0, 72  acc:    59 /    70 =  84.286
0, 73  acc:     7 /     8 =  87.500
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:     1 /     6 =  16.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     3 =  66.667
0, 79  acc:     0 /     1 =   0.000
0, 80  acc:    70 /   111 =  63.063
0, 81  acc:     6 /     9 =  66.667
0, 82  acc:    11 /    14 =  78.571
0, 83  acc:    12 /    15 =  80.000
0, 84  acc:     1 /     4 =  25.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     8 /    11 =  72.727
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     8 /    10 =  80.000
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    58 /    82 =  70.732
0, 95  acc:     9 /    11 =  81.818
0, 96  acc:     5 /     9 =  55.556
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    16 /    19 =  84.211
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     5 /     6 =  83.333
0, 102  acc:     1 /     2 =  50.000
0, 103  acc:     1 /     2 =  50.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    20 /    27 =  74.074
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     6 /    14 =  42.857
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6590 /  7898 =  83.439
0, 118  acc:  1519 /  1876 =  80.970
0, 119  acc:   389 /   478 =  81.381
0, 120  acc:   318 /   369 =  86.179
0, 121  acc:    65 /    91 =  71.429
0, 122  acc:    21 /    36 =  58.333
0, 123  acc:     7 /    10 =  70.000
0, 124  acc:    18 /    25 =  72.000
0, 125  acc:   374 /   454 =  82.379
0, 126  acc:   100 /   132 =  75.758
0, 127  acc:    31 /    36 =  86.111
0, 128  acc:    39 /    46 =  84.783
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     5 /     7 =  71.429
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   199 /   277 =  71.841
0, 134  acc:    60 /    94 =  63.830
0, 135  acc:    15 /    22 =  68.182
0, 136  acc:    28 /    32 =  87.500
0, 137  acc:    10 /    13 =  76.923
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    69 /    92 =  75.000
0, 142  acc:    12 /    15 =  80.000
0, 143  acc:     5 /     7 =  71.429
0, 144  acc:    21 /    25 =  84.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     4 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   142 /   168 =  84.524
0, 149  acc:     5 /    10 =  50.000
0, 150  acc:     1 /     3 =  33.333
0, 151  acc:    22 /    24 =  91.667
0, 152  acc:     3 /     5 =  60.000
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    55 /    64 =  85.938
0, 155  acc:    10 /    14 =  71.429
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    14 /    29 =  48.276
0, 160  acc:     3 /     4 =  75.000
0, 161  acc:     6 /     6 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    23 =  78.261
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    14 /    16 =  87.500
0, 167  acc:     0 /     2 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1421 /  2035 =  69.828
0, 170  acc:   304 /   476 =  63.866
0, 171  acc:    88 /   140 =  62.857
0, 172  acc:   138 /   188 =  73.404
0, 173  acc:    15 /    23 =  65.217
0, 174  acc:     6 /    11 =  54.545
0, 175  acc:     5 /     7 =  71.429
0, 176  acc:     7 /    15 =  46.667
0, 177  acc:    71 /    91 =  78.022
0, 178  acc:    13 /    14 =  92.857
0, 179  acc:    18 /    19 =  94.737
0, 180  acc:     3 /     4 =  75.000
0, 181  acc:     1 /     2 =  50.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     5 =  40.000
0, 184  acc:    69 /    86 =  80.233
0, 185  acc:     3 /     4 =  75.000
0, 186  acc:     4 /     6 =  66.667
0, 187  acc:     6 /     9 =  66.667
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    38 =  68.421
0, 192  acc:     1 /     6 =  16.667
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    35 /    50 =  70.000
0, 197  acc:    15 /    19 =  78.947
0, 198  acc:     3 /    11 =  27.273
0, 199  acc:    12 /    13 =  92.308
0, 200  acc:     8 /     9 =  88.889
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     5 =  80.000
0, 204  acc:    24 /    27 =  88.889
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     9 /     9 = 100.000
0, 208  acc:     0 /     3 =   0.000
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     7 /     8 =  87.500
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /    10 =  60.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 45684 / 53444 =  85.480
1, 1  acc:  4415 /  5384 =  82.002
1, 2  acc:  7394 /  9307 =  79.446
1, 3  acc:  3082 /  3952 =  77.986
1, 4  acc:  4109 /  4683 =  87.743
1, 5  acc:   755 /   849 =  88.928
1, 6  acc:   360 /   433 =  83.141
1, 7  acc:   484 /   556 =  87.050
1, 8  acc:  3658 /  4823 =  75.845
1, 9  acc:   218 /   290 =  75.172
1, 10  acc:   313 /   421 =  74.347
1, 11  acc:   166 /   229 =  72.489
1, 12  acc:   618 /   705 =  87.660
1, 13  acc:    86 /    94 =  91.489
1, 14  acc:    83 /   113 =  73.451
1, 15  acc:   100 /   126 =  79.365
1, 16  acc:  5817 /  7341 =  79.240
1, 17  acc:   170 /   219 =  77.626
1, 18  acc:   393 /   538 =  73.048
1, 19  acc:   147 /   209 =  70.335
1, 20  acc:   221 /   248 =  89.113
1, 21  acc:    23 /    27 =  85.185
1, 22  acc:   113 /   132 =  85.606
1, 23  acc:    24 /    27 =  88.889
1, 24  acc:   648 /   872 =  74.312
1, 25  acc:     8 /    13 =  61.538
1, 26  acc:    68 /    84 =  80.952
1, 27  acc:    13 /    14 =  92.857
1, 28  acc:   108 /   123 =  87.805
1, 29  acc:    11 /    13 =  84.615
1, 30  acc:    28 /    32 =  87.500
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:  1151 /  1502 =  76.631
1, 33  acc:    56 /    69 =  81.159
1, 34  acc:    43 /    58 =  74.138
1, 35  acc:     9 /    12 =  75.000
1, 36  acc:    38 /    44 =  86.364
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    25 /    28 =  89.286
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   266 /   348 =  76.437
1, 41  acc:     9 /    12 =  75.000
1, 42  acc:     6 /    17 =  35.294
1, 43  acc:    16 /    23 =  69.565
1, 44  acc:    15 /    18 =  83.333
1, 45  acc:     3 /     4 =  75.000
1, 46  acc:     9 /    12 =  75.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   328 /   436 =  75.229
1, 49  acc:     2 /     5 =  40.000
1, 50  acc:    33 /    42 =  78.571
1, 51  acc:    22 /    22 = 100.000
1, 52  acc:     9 /    11 =  81.818
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    18 /    21 =  85.714
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   276 /   377 =  73.210
1, 57  acc:    13 /    15 =  86.667
1, 58  acc:    12 /    13 =  92.308
1, 59  acc:    14 /    15 =  93.333
1, 60  acc:    16 /    20 =  80.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    18 =  88.889
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4079 /  4823 =  84.574
1, 65  acc:   536 /   664 =  80.723
1, 66  acc:   385 /   462 =  83.333
1, 67  acc:    99 /   141 =  70.213
1, 68  acc:   194 /   213 =  91.080
1, 69  acc:    36 /    38 =  94.737
1, 70  acc:    60 /    65 =  92.308
1, 71  acc:    18 /    22 =  81.818
1, 72  acc:    79 /    92 =  85.870
1, 73  acc:     6 /     7 =  85.714
1, 74  acc:     0 /     8 =   0.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    13 /    18 =  72.222
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     7 =  85.714
1, 80  acc:   145 /   179 =  81.006
1, 81  acc:     6 /    10 =  60.000
1, 82  acc:    34 /    43 =  79.070
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    29 /    32 =  90.625
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    17 =  58.824
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     7 /     7 = 100.000
1, 94  acc:   107 /   133 =  80.451
1, 95  acc:     9 /    12 =  75.000
1, 96  acc:     9 /    10 =  90.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    13 =  84.615
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    13 =  92.308
1, 101  acc:     8 /     8 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    23 /    29 =  79.310
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    17 =  94.118
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     1 /     4 =  25.000
1, 112  acc:    12 /    14 =  85.714
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:  5049 /  6933 =  72.826
1, 118  acc:  1290 /  1680 =  76.786
1, 119  acc:   338 /   447 =  75.615
1, 120  acc:   364 /   473 =  76.956
1, 121  acc:    98 /   120 =  81.667
1, 122  acc:    53 /    64 =  82.812
1, 123  acc:    16 /    26 =  61.538
1, 124  acc:    24 /    26 =  92.308
1, 125  acc:   297 /   424 =  70.047
1, 126  acc:    90 /   113 =  79.646
1, 127  acc:     7 /    16 =  43.750
1, 128  acc:    17 /    31 =  54.839
1, 129  acc:    17 /    19 =  89.474
1, 130  acc:     5 /     7 =  71.429
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /    10 =  80.000
1, 133  acc:   303 /   385 =  78.701
1, 134  acc:    47 /    68 =  69.118
1, 135  acc:    33 /    39 =  84.615
1, 136  acc:    10 /    22 =  45.455
1, 137  acc:     4 /     5 =  80.000
1, 138  acc:     4 /     6 =  66.667
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    57 /    89 =  64.045
1, 142  acc:    12 /    15 =  80.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     4 =   0.000
1, 148  acc:    96 /   163 =  58.896
1, 149  acc:    12 /    19 =  63.158
1, 150  acc:    13 /    14 =  92.857
1, 151  acc:     7 /    22 =  31.818
1, 152  acc:     3 /     4 =  75.000
1, 153  acc:     1 /     6 =  16.667
1, 154  acc:    19 /    27 =  70.370
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     2 =  50.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    23 /    25 =  92.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     9 /    17 =  52.941
1, 165  acc:     5 /     6 =  83.333
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2370 /  2967 =  79.879
1, 170  acc:   447 /   548 =  81.569
1, 171  acc:   214 /   254 =  84.252
1, 172  acc:   155 /   198 =  78.283
1, 173  acc:    39 /    47 =  82.979
1, 174  acc:     5 /    11 =  45.455
1, 175  acc:     7 /     8 =  87.500
1, 176  acc:    31 /    47 =  65.957
1, 177  acc:    74 /    84 =  88.095
1, 178  acc:     6 /    12 =  50.000
1, 179  acc:     4 /    10 =  40.000
1, 180  acc:     3 /     5 =  60.000
1, 181  acc:    11 /    11 = 100.000
1, 182  acc:     1 /     3 =  33.333
1, 183  acc:    10 /    15 =  66.667
1, 184  acc:    64 /    88 =  72.727
1, 185  acc:    34 /    37 =  91.892
1, 186  acc:    14 /    22 =  63.636
1, 187  acc:     4 /     5 =  80.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     8 /     9 =  88.889
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    61 /    81 =  75.309
1, 197  acc:     7 /     9 =  77.778
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /     9 =  55.556
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:     9 /    14 =  64.286
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     4 /     4 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    14 =  85.714
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     6 /     7 =  85.714
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 227567 / 269038 =  84.585
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23279 / 25373 =  91.747
0, 1  acc: 28607 / 31282 =  91.449
0, 2  acc:  5659 /  6155 =  91.942
0, 3  acc: 22214 / 24292 =  91.446
0, 4  acc:  9939 / 10829 =  91.781
0, 5  acc:  5117 /  5541 =  92.348
0, 6  acc:  6228 /  6785 =  91.791
0, 7  acc: 10985 / 12016 =  91.420
1, 0  acc:  4071 /  4437 =  91.751
1, 1  acc:  4564 /  4962 =  91.979
1, 2  acc:  2070 /  2265 =  91.391
1, 3  acc:  2221 /  2446 =  90.801
1, 4  acc:  2865 /  3125 =  91.680
1, 5  acc:   925 /  1003 =  92.223
1, 6  acc:  2852 /  3111 =  91.675
1, 7  acc:  4296 /  4682 =  91.756
--------------------------------------
Average acc: 135892 / 148304 =  91.631
Robust  acc:  2221 /  2446 =  90.801
--------------------------------------
New max robust acc: 90.80130825838103
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed38.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: 58.505 | Best Acc: 88.571
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10162 / 12092 =  84.039
0, 1  acc: 12094 / 14179 =  85.295
0, 2  acc:  1878 /  3210 =  58.505
0, 3  acc: 10718 / 12101 =  88.571
0, 4  acc:  3963 /  5355 =  74.006
0, 5  acc:  2411 /  2980 =  80.906
0, 6  acc:  2080 /  3335 =  62.369
0, 7  acc:  3898 /  5723 =  68.111
1, 0  acc:  1670 /  2203 =  75.806
1, 1  acc:  1681 /  2270 =  74.053
1, 2  acc:   973 /  1216 =  80.016
1, 3  acc:   926 /  1260 =  73.492
1, 4  acc:  1195 /  1627 =  73.448
1, 5  acc:   382 /   520 =  73.462
1, 6  acc:  1212 /  1537 =  78.855
1, 7  acc:  1654 /  2246 =  73.642
------------------------------------
Average acc: 56897 / 71854 =  79.184
Robust  acc:  1878 /  3210 =  58.505
------------------------------------
Accuracies by groups:
0, 0  acc: 10162 / 12092 =  84.039
0, 1  acc: 12094 / 14179 =  85.295
0, 2  acc:  1878 /  3210 =  58.505
0, 3  acc: 10718 / 12101 =  88.571
0, 4  acc:  3963 /  5355 =  74.006
0, 5  acc:  2411 /  2980 =  80.906
0, 6  acc:  2080 /  3335 =  62.369
0, 7  acc:  3898 /  5723 =  68.111
1, 0  acc:  1670 /  2203 =  75.806
1, 1  acc:  1681 /  2270 =  74.053
1, 2  acc:   973 /  1216 =  80.016
1, 3  acc:   926 /  1260 =  73.492
1, 4  acc:  1195 /  1627 =  73.448
1, 5  acc:   382 /   520 =  73.462
1, 6  acc:  1212 /  1537 =  78.855
1, 7  acc:  1654 /  2246 =  73.642
------------------------------------
Average acc: 56897 / 71854 =  79.184
Robust  acc:  1878 /  3210 =  58.505
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10162 / 12092 =  84.039
0, 1  acc: 12094 / 14179 =  85.295
0, 2  acc:  1878 /  3210 =  58.505
0, 3  acc: 10718 / 12101 =  88.571
0, 4  acc:  3963 /  5355 =  74.006
0, 5  acc:  2411 /  2980 =  80.906
0, 6  acc:  2080 /  3335 =  62.369
0, 7  acc:  3898 /  5723 =  68.111
1, 0  acc:  1670 /  2203 =  75.806
1, 1  acc:  1681 /  2270 =  74.053
1, 2  acc:   973 /  1216 =  80.016
1, 3  acc:   926 /  1260 =  73.492
1, 4  acc:  1195 /  1627 =  73.448
1, 5  acc:   382 /   520 =  73.462
1, 6  acc:  1212 /  1537 =  78.855
1, 7  acc:  1654 /  2246 =  73.642
------------------------------------
Average acc: 56897 / 71854 =  79.184
Robust  acc:  1878 /  3210 =  58.505
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.647 | Val Loss: 0.000 | Val Acc: 95.690
Training:
Accuracies by groups:
0, 0  acc: 71996 / 75542 =  95.306
0, 1  acc:  7683 /  8076 =  95.134
0, 2  acc: 11553 / 12277 =  94.103
0, 3  acc:  5752 /  6140 =  93.681
0, 4  acc:  2138 /  2568 =  83.255
0, 5  acc:   238 /   303 =  78.548
0, 6  acc:   325 /   370 =  87.838
0, 7  acc:   278 /   334 =  83.234
0, 8  acc:  7049 /  7465 =  94.427
0, 9  acc:   508 /   547 =  92.870
0, 10  acc:   506 /   547 =  92.505
0, 11  acc:   366 /   405 =  90.370
0, 12  acc:   447 /   515 =  86.796
0, 13  acc:    28 /    36 =  77.778
0, 14  acc:    64 /    69 =  92.754
0, 15  acc:    27 /    36 =  75.000
0, 16  acc:  5451 /  6042 =  90.218
0, 17  acc:   236 /   257 =  91.829
0, 18  acc:   541 /   601 =  90.017
0, 19  acc:   156 /   176 =  88.636
0, 20  acc:   107 /   132 =  81.061
0, 21  acc:    21 /    23 =  91.304
0, 22  acc:    60 /    75 =  80.000
0, 23  acc:     8 /    16 =  50.000
0, 24  acc:   767 /   864 =  88.773
0, 25  acc:    32 /    33 =  96.970
0, 26  acc:    81 /    86 =  94.186
0, 27  acc:    22 /    23 =  95.652
0, 28  acc:    45 /    54 =  83.333
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     6 /    11 =  54.545
0, 31  acc:    12 /    12 = 100.000
0, 32  acc:  1994 /  2095 =  95.179
0, 33  acc:    85 /    94 =  90.426
0, 34  acc:    82 /    86 =  95.349
0, 35  acc:    25 /    26 =  96.154
0, 36  acc:    41 /    47 =  87.234
0, 37  acc:     2 /     2 = 100.000
0, 38  acc:    20 /    23 =  86.957
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   448 /   472 =  94.915
0, 41  acc:    18 /    19 =  94.737
0, 42  acc:    13 /    15 =  86.667
0, 43  acc:    11 /    11 = 100.000
0, 44  acc:    18 /    20 =  90.000
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   410 /   453 =  90.508
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    21 /    21 = 100.000
0, 51  acc:    18 /    19 =  94.737
0, 52  acc:     3 /     5 =  60.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     6 =  83.333
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   315 /   354 =  88.983
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    11 /    16 =  68.750
0, 59  acc:    13 /    13 = 100.000
0, 60  acc:    25 /    29 =  86.207
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    13 /    15 =  86.667
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2395 /  2801 =  85.505
0, 65  acc:   375 /   445 =  84.270
0, 66  acc:   267 /   311 =  85.852
0, 67  acc:   130 /   149 =  87.248
0, 68  acc:    50 /    68 =  73.529
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    14 /    18 =  77.778
0, 71  acc:    17 /    17 = 100.000
0, 72  acc:    58 /    66 =  87.879
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:     3 /     7 =  42.857
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    88 /   110 =  80.000
0, 81  acc:    19 /    21 =  90.476
0, 82  acc:     9 /    12 =  75.000
0, 83  acc:     8 /    12 =  66.667
0, 84  acc:     1 /     3 =  33.333
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     8 /     9 =  88.889
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:    11 /    13 =  84.615
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     5 /     6 =  83.333
0, 94  acc:   100 /   110 =  90.909
0, 95  acc:     9 /    10 =  90.000
0, 96  acc:     4 /     5 =  80.000
0, 97  acc:     4 /     4 = 100.000
0, 98  acc:    13 /    15 =  86.667
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     3 /     4 =  75.000
0, 101  acc:    12 /    12 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:     8 /    12 =  66.667
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:    10 /    11 =  90.909
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7537 /  8226 =  91.624
0, 118  acc:  1703 /  1875 =  90.827
0, 119  acc:   414 /   463 =  89.417
0, 120  acc:   368 /   405 =  90.864
0, 121  acc:    75 /    97 =  77.320
0, 122  acc:    32 /    36 =  88.889
0, 123  acc:    10 /    12 =  83.333
0, 124  acc:    31 /    35 =  88.571
0, 125  acc:   381 /   418 =  91.148
0, 126  acc:   130 /   143 =  90.909
0, 127  acc:    36 /    40 =  90.000
0, 128  acc:    54 /    57 =  94.737
0, 129  acc:     4 /     5 =  80.000
0, 130  acc:     6 /     7 =  85.714
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   259 /   297 =  87.205
0, 134  acc:    64 /    74 =  86.486
0, 135  acc:    18 /    20 =  90.000
0, 136  acc:    23 /    26 =  88.462
0, 137  acc:     5 /     8 =  62.500
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    72 /    82 =  87.805
0, 142  acc:     8 /    13 =  61.538
0, 143  acc:     9 /    10 =  90.000
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   134 /   147 =  91.156
0, 149  acc:    17 /    18 =  94.444
0, 150  acc:     5 /     8 =  62.500
0, 151  acc:    20 /    28 =  71.429
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    53 /    55 =  96.364
0, 155  acc:     8 /     8 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:    10 /    10 = 100.000
0, 159  acc:    29 /    31 =  93.548
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    20 =  95.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1800 /  2120 =  84.906
0, 170  acc:   368 /   442 =  83.258
0, 171  acc:   105 /   123 =  85.366
0, 172  acc:   172 /   200 =  86.000
0, 173  acc:    15 /    21 =  71.429
0, 174  acc:     9 /    10 =  90.000
0, 175  acc:    10 /    13 =  76.923
0, 176  acc:     6 /    13 =  46.154
0, 177  acc:    64 /    78 =  82.051
0, 178  acc:    13 /    15 =  86.667
0, 179  acc:    12 /    13 =  92.308
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     6 =  83.333
0, 184  acc:    73 /    76 =  96.053
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:     6 /    10 =  60.000
0, 188  acc:     0 /     4 =   0.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    45 /    52 =  86.538
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    55 /    62 =  88.710
0, 197  acc:    15 /    16 =  93.750
0, 198  acc:     6 /     7 =  85.714
0, 199  acc:    17 /    17 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     1 /     2 =  50.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     6 /     6 = 100.000
0, 204  acc:    26 /    28 =  92.857
0, 205  acc:     8 /     8 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     7 /    11 =  63.636
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     2 /     3 =  66.667
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     9 =  88.889
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     3 =  33.333
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     2 =  50.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 50580 / 53098 =  95.258
1, 1  acc:  4948 /  5283 =  93.659
1, 2  acc:  8885 /  9484 =  93.684
1, 3  acc:  3691 /  3956 =  93.301
1, 4  acc:  4466 /  4714 =  94.739
1, 5  acc:   753 /   794 =  94.836
1, 6  acc:   425 /   452 =  94.027
1, 7  acc:   557 /   590 =  94.407
1, 8  acc:  4501 /  4818 =  93.421
1, 9  acc:   278 /   299 =  92.977
1, 10  acc:   380 /   414 =  91.787
1, 11  acc:   172 /   193 =  89.119
1, 12  acc:   648 /   695 =  93.237
1, 13  acc:    97 /   106 =  91.509
1, 14  acc:   110 /   122 =  90.164
1, 15  acc:   115 /   127 =  90.551
1, 16  acc:  6684 /  7163 =  93.313
1, 17  acc:   232 /   250 =  92.800
1, 18  acc:   498 /   543 =  91.713
1, 19  acc:   183 /   200 =  91.500
1, 20  acc:   219 /   235 =  93.191
1, 21  acc:    37 /    41 =  90.244
1, 22  acc:   100 /   110 =  90.909
1, 23  acc:    24 /    27 =  88.889
1, 24  acc:   780 /   865 =  90.173
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:    82 /    89 =  92.135
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:   109 /   116 =  93.966
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    13 /    13 = 100.000
1, 31  acc:     2 /     4 =  50.000
1, 32  acc:  1337 /  1437 =  93.041
1, 33  acc:    54 /    61 =  88.525
1, 34  acc:    40 /    48 =  83.333
1, 35  acc:    21 /    23 =  91.304
1, 36  acc:    45 /    48 =  93.750
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    19 /    20 =  95.000
1, 39  acc:     6 /     7 =  85.714
1, 40  acc:   341 /   369 =  92.412
1, 41  acc:    14 /    16 =  87.500
1, 42  acc:    14 /    19 =  73.684
1, 43  acc:    17 /    20 =  85.000
1, 44  acc:    29 /    29 = 100.000
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:    14 /    14 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   416 /   453 =  91.832
1, 49  acc:     5 /     6 =  83.333
1, 50  acc:    32 /    35 =  91.429
1, 51  acc:    25 /    25 = 100.000
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    31 /    34 =  91.176
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   352 /   380 =  92.632
1, 57  acc:    22 /    22 = 100.000
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:     5 /     8 =  62.500
1, 60  acc:    19 /    24 =  79.167
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    24 /    25 =  96.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4570 /  4838 =  94.461
1, 65  acc:   620 /   670 =  92.537
1, 66  acc:   380 /   406 =  93.596
1, 67  acc:   154 /   166 =  92.771
1, 68  acc:   187 /   205 =  91.220
1, 69  acc:    42 /    43 =  97.674
1, 70  acc:    72 /    77 =  93.506
1, 71  acc:    27 /    29 =  93.103
1, 72  acc:    93 /    98 =  94.898
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     1 /     3 =  33.333
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    19 /    20 =  95.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   141 /   155 =  90.968
1, 81  acc:     6 /    13 =  46.154
1, 82  acc:    32 /    39 =  82.051
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    30 /    30 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    20 /    21 =  95.238
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     6 /     6 = 100.000
1, 94  acc:   106 /   116 =  91.379
1, 95  acc:     6 /     8 =  75.000
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    18 =  94.444
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    18 =  94.444
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    31 /    32 =  96.875
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    12 =  83.333
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     2 /     2 = 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:  6294 /  6993 =  90.004
1, 118  acc:  1605 /  1754 =  91.505
1, 119  acc:   344 /   379 =  90.765
1, 120  acc:   446 /   479 =  93.111
1, 121  acc:    97 /   112 =  86.607
1, 122  acc:    75 /    77 =  97.403
1, 123  acc:    13 /    16 =  81.250
1, 124  acc:    31 /    31 = 100.000
1, 125  acc:   417 /   460 =  90.652
1, 126  acc:    95 /   102 =  93.137
1, 127  acc:    23 /    27 =  85.185
1, 128  acc:    33 /    38 =  86.842
1, 129  acc:    10 /    11 =  90.909
1, 130  acc:     6 /     8 =  75.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    15 =  93.333
1, 133  acc:   292 /   323 =  90.402
1, 134  acc:    51 /    62 =  82.258
1, 135  acc:    29 /    30 =  96.667
1, 136  acc:    13 /    20 =  65.000
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     2 /     3 =  66.667
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    84 /    95 =  88.421
1, 142  acc:    10 /    10 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     5 =  60.000
1, 148  acc:   164 /   187 =  87.701
1, 149  acc:    11 /    13 =  84.615
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:     8 /    12 =  66.667
1, 152  acc:     6 /     7 =  85.714
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    17 /    26 =  65.385
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     3 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    21 /    22 =  95.455
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     2 =  50.000
1, 164  acc:    27 /    29 =  93.103
1, 165  acc:     1 /     1 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2723 /  2986 =  91.192
1, 170  acc:   564 /   615 =  91.707
1, 171  acc:   226 /   238 =  94.958
1, 172  acc:   187 /   196 =  95.408
1, 173  acc:    45 /    48 =  93.750
1, 174  acc:    12 /    14 =  85.714
1, 175  acc:     7 /     8 =  87.500
1, 176  acc:    35 /    39 =  89.744
1, 177  acc:    75 /    83 =  90.361
1, 178  acc:     7 /     9 =  77.778
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     3 /     4 =  75.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:     9 /    11 =  81.818
1, 184  acc:    98 /   105 =  93.333
1, 185  acc:    33 /    35 =  94.286
1, 186  acc:    18 /    19 =  94.737
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     4 /     5 =  80.000
1, 192  acc:    15 /    15 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     1 /     2 =  50.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    72 /    84 =  85.714
1, 197  acc:    17 /    18 =  94.444
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    15 =  73.333
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /    11 =  63.636
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:     4 /     5 =  80.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251945 / 269038 =  93.647
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24276 / 25373 =  95.677
0, 1  acc: 29948 / 31282 =  95.736
0, 2  acc:  5883 /  6155 =  95.581
0, 3  acc: 23194 / 24292 =  95.480
0, 4  acc: 10370 / 10829 =  95.761
0, 5  acc:  5279 /  5541 =  95.272
0, 6  acc:  6467 /  6785 =  95.313
0, 7  acc: 11465 / 12016 =  95.414
1, 0  acc:  4251 /  4437 =  95.808
1, 1  acc:  4726 /  4962 =  95.244
1, 2  acc:  2168 /  2265 =  95.717
1, 3  acc:  2357 /  2446 =  96.361
1, 4  acc:  3003 /  3125 =  96.096
1, 5  acc:   951 /  1003 =  94.816
1, 6  acc:  2956 /  3111 =  95.018
1, 7  acc:  4461 /  4682 =  95.280
--------------------------------------
Average acc: 141755 / 148304 =  95.584
Robust  acc:   951 /  1003 =  94.816
--------------------------------------
New max robust acc: 94.81555333998006
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed38.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed38.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 67.988 | Best Acc: 89.505
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10320 / 12092 =  85.346
0, 1  acc: 12180 / 14179 =  85.902
0, 2  acc:  2241 /  3210 =  69.813
0, 3  acc: 10831 / 12101 =  89.505
0, 4  acc:  4086 /  5355 =  76.303
0, 5  acc:  2545 /  2980 =  85.403
0, 6  acc:  2322 /  3335 =  69.625
0, 7  acc:  4388 /  5723 =  76.673
1, 0  acc:  1636 /  2203 =  74.262
1, 1  acc:  1681 /  2270 =  74.053
1, 2  acc:   879 /  1216 =  72.286
1, 3  acc:   874 /  1260 =  69.365
1, 4  acc:  1162 /  1627 =  71.420
1, 5  acc:   356 /   520 =  68.462
1, 6  acc:  1130 /  1537 =  73.520
1, 7  acc:  1527 /  2246 =  67.988
------------------------------------
Average acc: 58158 / 71854 =  80.939
Robust  acc:  1527 /  2246 =  67.988
------------------------------------
Accuracies by groups:
0, 0  acc: 10320 / 12092 =  85.346
0, 1  acc: 12180 / 14179 =  85.902
0, 2  acc:  2241 /  3210 =  69.813
0, 3  acc: 10831 / 12101 =  89.505
0, 4  acc:  4086 /  5355 =  76.303
0, 5  acc:  2545 /  2980 =  85.403
0, 6  acc:  2322 /  3335 =  69.625
0, 7  acc:  4388 /  5723 =  76.673
1, 0  acc:  1636 /  2203 =  74.262
1, 1  acc:  1681 /  2270 =  74.053
1, 2  acc:   879 /  1216 =  72.286
1, 3  acc:   874 /  1260 =  69.365
1, 4  acc:  1162 /  1627 =  71.420
1, 5  acc:   356 /   520 =  68.462
1, 6  acc:  1130 /  1537 =  73.520
1, 7  acc:  1527 /  2246 =  67.988
------------------------------------
Average acc: 58158 / 71854 =  80.939
Robust  acc:  1527 /  2246 =  67.988
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10320 / 12092 =  85.346
0, 1  acc: 12180 / 14179 =  85.902
0, 2  acc:  2241 /  3210 =  69.813
0, 3  acc: 10831 / 12101 =  89.505
0, 4  acc:  4086 /  5355 =  76.303
0, 5  acc:  2545 /  2980 =  85.403
0, 6  acc:  2322 /  3335 =  69.625
0, 7  acc:  4388 /  5723 =  76.673
1, 0  acc:  1636 /  2203 =  74.262
1, 1  acc:  1681 /  2270 =  74.053
1, 2  acc:   879 /  1216 =  72.286
1, 3  acc:   874 /  1260 =  69.365
1, 4  acc:  1162 /  1627 =  71.420
1, 5  acc:   356 /   520 =  68.462
1, 6  acc:  1130 /  1537 =  73.520
1, 7  acc:  1527 /  2246 =  67.988
------------------------------------
Average acc: 58158 / 71854 =  80.939
Robust  acc:  1527 /  2246 =  67.988
------------------------------------

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: 96.611 | Val Loss: 0.000 | Val Acc: 97.567
Training:
Accuracies by groups:
0, 0  acc: 73193 / 75242 =  97.277
0, 1  acc:  7821 /  8053 =  97.119
0, 2  acc: 11901 / 12340 =  96.442
0, 3  acc:  5994 /  6229 =  96.227
0, 4  acc:  2257 /  2502 =  90.208
0, 5  acc:   301 /   335 =  89.851
0, 6  acc:   354 /   376 =  94.149
0, 7  acc:   317 /   350 =  90.571
0, 8  acc:  7317 /  7571 =  96.645
0, 9  acc:   511 /   538 =  94.981
0, 10  acc:   545 /   567 =  96.120
0, 11  acc:   359 /   380 =  94.474
0, 12  acc:   464 /   529 =  87.713
0, 13  acc:    49 /    53 =  92.453
0, 14  acc:    60 /    65 =  92.308
0, 15  acc:    24 /    30 =  80.000
0, 16  acc:  5824 /  6193 =  94.042
0, 17  acc:   243 /   253 =  96.047
0, 18  acc:   575 /   605 =  95.041
0, 19  acc:   178 /   195 =  91.282
0, 20  acc:   112 /   131 =  85.496
0, 21  acc:    16 /    18 =  88.889
0, 22  acc:    71 /    74 =  95.946
0, 23  acc:    16 /    19 =  84.211
0, 24  acc:   805 /   856 =  94.042
0, 25  acc:    41 /    43 =  95.349
0, 26  acc:    85 /    88 =  96.591
0, 27  acc:    26 /    27 =  96.296
0, 28  acc:    52 /    57 =  91.228
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:    12 /    13 =  92.308
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  1962 /  2030 =  96.650
0, 33  acc:    89 /    96 =  92.708
0, 34  acc:    80 /    82 =  97.561
0, 35  acc:    21 /    22 =  95.455
0, 36  acc:    50 /    54 =  92.593
0, 37  acc:     5 /     9 =  55.556
0, 38  acc:    20 /    20 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   438 /   457 =  95.842
0, 41  acc:    22 /    23 =  95.652
0, 42  acc:    11 /    12 =  91.667
0, 43  acc:    12 /    12 = 100.000
0, 44  acc:    21 /    23 =  91.304
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   404 /   426 =  94.836
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    23 /    24 =  95.833
0, 51  acc:    18 /    19 =  94.737
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     1 /     1 = 100.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   345 /   361 =  95.568
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    17 /    17 = 100.000
0, 59  acc:    15 /    15 = 100.000
0, 60  acc:    18 /    23 =  78.261
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    10 /    10 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2589 /  2831 =  91.452
0, 65  acc:   412 /   438 =  94.064
0, 66  acc:   287 /   310 =  92.581
0, 67  acc:   112 /   118 =  94.915
0, 68  acc:    60 /    70 =  85.714
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    23 /    27 =  85.185
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    56 /    57 =  98.246
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     5 /     6 =  83.333
0, 75  acc:    13 /    14 =  92.857
0, 76  acc:     7 /     8 =  87.500
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     1 =   0.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    90 /   104 =  86.538
0, 81  acc:    17 /    18 =  94.444
0, 82  acc:     9 /     9 = 100.000
0, 83  acc:    15 /    15 = 100.000
0, 84  acc:     3 /     5 =  60.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    11 /    11 = 100.000
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    73 /    77 =  94.805
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     9 /     9 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    16 /    17 =  94.118
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    12 /    14 =  85.714
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:    17 /    20 =  85.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     4 /     4 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7660 /  8046 =  95.203
0, 118  acc:  1748 /  1831 =  95.467
0, 119  acc:   424 /   438 =  96.804
0, 120  acc:   395 /   424 =  93.160
0, 121  acc:    67 /    79 =  84.810
0, 122  acc:    47 /    47 = 100.000
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    15 /    17 =  88.235
0, 125  acc:   445 /   461 =  96.529
0, 126  acc:   143 /   150 =  95.333
0, 127  acc:    28 /    29 =  96.552
0, 128  acc:    56 /    59 =  94.915
0, 129  acc:     5 /     6 =  83.333
0, 130  acc:     9 /     9 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   283 /   297 =  95.286
0, 134  acc:    73 /    84 =  86.905
0, 135  acc:    27 /    27 = 100.000
0, 136  acc:    35 /    36 =  97.222
0, 137  acc:     5 /     6 =  83.333
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    91 /    93 =  97.849
0, 142  acc:    14 /    14 = 100.000
0, 143  acc:     8 /     8 = 100.000
0, 144  acc:    16 /    17 =  94.118
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   127 /   135 =  94.074
0, 149  acc:    20 /    21 =  95.238
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:    23 /    33 =  69.697
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    50 /    51 =  98.039
0, 155  acc:    10 /    10 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     7 /     7 = 100.000
0, 159  acc:    35 /    36 =  97.222
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    16 =  93.750
0, 165  acc:     0 /     0 =     nan
0, 166  acc:    17 /    17 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1895 /  2037 =  93.029
0, 170  acc:   441 /   470 =  93.830
0, 171  acc:   105 /   113 =  92.920
0, 172  acc:   197 /   212 =  92.925
0, 173  acc:    28 /    31 =  90.323
0, 174  acc:    10 /    13 =  76.923
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:    11 /    15 =  73.333
0, 177  acc:    86 /    87 =  98.851
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:    15 /    16 =  93.750
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     4 /     5 =  80.000
0, 182  acc:     2 /     3 =  66.667
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    63 /    67 =  94.030
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     6 /     6 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    37 /    38 =  97.368
0, 192  acc:     4 /     4 = 100.000
0, 193  acc:     2 /     3 =  66.667
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    53 /    56 =  94.643
0, 197  acc:    27 /    27 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:    16 /    16 = 100.000
0, 200  acc:     5 /     6 =  83.333
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    32 /    35 =  91.429
0, 205  acc:     9 /     9 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     8 /     9 =  88.889
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     2 /     3 =  66.667
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     2 /     3 =  66.667
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /     9 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 51620 / 52863 =  97.649
1, 1  acc:  5290 /  5447 =  97.118
1, 2  acc:  9256 /  9519 =  97.237
1, 3  acc:  3878 /  4023 =  96.396
1, 4  acc:  4658 /  4810 =  96.840
1, 5  acc:   787 /   809 =  97.281
1, 6  acc:   428 /   447 =  95.749
1, 7  acc:   505 /   517 =  97.679
1, 8  acc:  4747 /  4886 =  97.155
1, 9  acc:   367 /   376 =  97.606
1, 10  acc:   432 /   450 =  96.000
1, 11  acc:   215 /   230 =  93.478
1, 12  acc:   730 /   757 =  96.433
1, 13  acc:    87 /    91 =  95.604
1, 14  acc:   114 /   120 =  95.000
1, 15  acc:   122 /   128 =  95.312
1, 16  acc:  6957 /  7169 =  97.043
1, 17  acc:   249 /   257 =  96.887
1, 18  acc:   513 /   531 =  96.610
1, 19  acc:   200 /   208 =  96.154
1, 20  acc:   235 /   239 =  98.326
1, 21  acc:    41 /    42 =  97.619
1, 22  acc:   112 /   115 =  97.391
1, 23  acc:    42 /    43 =  97.674
1, 24  acc:   841 /   878 =  95.786
1, 25  acc:    19 /    20 =  95.000
1, 26  acc:    75 /    76 =  98.684
1, 27  acc:    14 /    15 =  93.333
1, 28  acc:   117 /   124 =  94.355
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    26 /    26 = 100.000
1, 31  acc:     6 /     6 = 100.000
1, 32  acc:  1384 /  1431 =  96.716
1, 33  acc:    76 /    80 =  95.000
1, 34  acc:    57 /    58 =  98.276
1, 35  acc:    20 /    20 = 100.000
1, 36  acc:    45 /    45 = 100.000
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    32 /    34 =  94.118
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   331 /   342 =  96.784
1, 41  acc:    17 /    17 = 100.000
1, 42  acc:     8 /     8 = 100.000
1, 43  acc:    12 /    13 =  92.308
1, 44  acc:    22 /    22 = 100.000
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:    10 /    10 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   453 /   472 =  95.975
1, 49  acc:     1 /     2 =  50.000
1, 50  acc:    24 /    28 =  85.714
1, 51  acc:    13 /    16 =  81.250
1, 52  acc:    13 /    14 =  92.857
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    30 /    32 =  93.750
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   378 /   396 =  95.455
1, 57  acc:    13 /    14 =  92.857
1, 58  acc:    14 /    14 = 100.000
1, 59  acc:     5 /     7 =  71.429
1, 60  acc:    18 /    20 =  90.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4560 /  4718 =  96.651
1, 65  acc:   636 /   659 =  96.510
1, 66  acc:   407 /   419 =  97.136
1, 67  acc:   189 /   193 =  97.927
1, 68  acc:   199 /   205 =  97.073
1, 69  acc:    31 /    32 =  96.875
1, 70  acc:    73 /    76 =  96.053
1, 71  acc:    28 /    28 = 100.000
1, 72  acc:    86 /    91 =  94.505
1, 73  acc:     9 /     9 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    20 /    22 =  90.909
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     8 /     8 = 100.000
1, 80  acc:   149 /   155 =  96.129
1, 81  acc:    16 /    17 =  94.118
1, 82  acc:    38 /    39 =  97.436
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    15 /    15 = 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:     2 /     2 = 100.000
1, 94  acc:   134 /   138 =  97.101
1, 95  acc:    15 /    15 = 100.000
1, 96  acc:    14 /    15 =  93.333
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /     9 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    22 /    22 = 100.000
1, 101  acc:     8 /     8 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    35 /    35 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    12 /    12 = 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:  6600 /  6912 =  95.486
1, 118  acc:  1676 /  1757 =  95.390
1, 119  acc:   424 /   437 =  97.025
1, 120  acc:   437 /   455 =  96.044
1, 121  acc:   118 /   122 =  96.721
1, 122  acc:    73 /    76 =  96.053
1, 123  acc:    16 /    19 =  84.211
1, 124  acc:    38 /    40 =  95.000
1, 125  acc:   461 /   479 =  96.242
1, 126  acc:    98 /   102 =  96.078
1, 127  acc:    15 /    16 =  93.750
1, 128  acc:    28 /    30 =  93.333
1, 129  acc:    10 /    10 = 100.000
1, 130  acc:     4 /     5 =  80.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    12 /    13 =  92.308
1, 133  acc:   353 /   369 =  95.664
1, 134  acc:    71 /    75 =  94.667
1, 135  acc:    24 /    24 = 100.000
1, 136  acc:    17 /    20 =  85.000
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    90 /    92 =  97.826
1, 142  acc:    10 /    12 =  83.333
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     5 /     6 =  83.333
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   137 /   143 =  95.804
1, 149  acc:    10 /    11 =  90.909
1, 150  acc:    13 /    14 =  92.857
1, 151  acc:     8 /    14 =  57.143
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    28 /    31 =  90.323
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     2 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    27 /    27 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    21 /    23 =  91.304
1, 165  acc:     2 /     3 =  66.667
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2884 /  2996 =  96.262
1, 170  acc:   531 /   554 =  95.848
1, 171  acc:   213 /   219 =  97.260
1, 172  acc:   197 /   206 =  95.631
1, 173  acc:    54 /    55 =  98.182
1, 174  acc:     8 /     9 =  88.889
1, 175  acc:     2 /     2 = 100.000
1, 176  acc:    38 /    39 =  97.436
1, 177  acc:    89 /    90 =  98.889
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:     9 /    10 =  90.000
1, 182  acc:     9 /     9 = 100.000
1, 183  acc:    15 /    17 =  88.235
1, 184  acc:   116 /   122 =  95.082
1, 185  acc:    41 /    42 =  97.619
1, 186  acc:    11 /    11 = 100.000
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     5 /     5 = 100.000
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     9 /    10 =  90.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    92 /    98 =  93.878
1, 197  acc:     9 /     9 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    15 =  86.667
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    14 /    17 =  82.353
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     4 /     5 =  80.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259919 / 269038 =  96.611
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24763 / 25373 =  97.596
0, 1  acc: 30493 / 31282 =  97.478
0, 2  acc:  5969 /  6155 =  96.978
0, 3  acc: 23655 / 24292 =  97.378
0, 4  acc: 10544 / 10829 =  97.368
0, 5  acc:  5401 /  5541 =  97.473
0, 6  acc:  6615 /  6785 =  97.494
0, 7  acc: 11721 / 12016 =  97.545
1, 0  acc:  4334 /  4437 =  97.679
1, 1  acc:  4848 /  4962 =  97.703
1, 2  acc:  2210 /  2265 =  97.572
1, 3  acc:  2395 /  2446 =  97.915
1, 4  acc:  3051 /  3125 =  97.632
1, 5  acc:   988 /  1003 =  98.504
1, 6  acc:  3027 /  3111 =  97.300
1, 7  acc:  4562 /  4682 =  97.437
--------------------------------------
Average acc: 144576 / 148304 =  97.486
Robust  acc:  5969 /  6155 =  96.978
--------------------------------------
New max robust acc: 96.97806661251015
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed38.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed38.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 62.969 | Best Acc: 90.885
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10383 / 12092 =  85.867
0, 1  acc: 12355 / 14179 =  87.136
0, 2  acc:  2065 /  3210 =  64.330
0, 3  acc: 10998 / 12101 =  90.885
0, 4  acc:  4410 /  5355 =  82.353
0, 5  acc:  2541 /  2980 =  85.268
0, 6  acc:  2100 /  3335 =  62.969
0, 7  acc:  4167 /  5723 =  72.811
1, 0  acc:  1626 /  2203 =  73.808
1, 1  acc:  1636 /  2270 =  72.070
1, 2  acc:   944 /  1216 =  77.632
1, 3  acc:   879 /  1260 =  69.762
1, 4  acc:  1105 /  1627 =  67.916
1, 5  acc:   360 /   520 =  69.231
1, 6  acc:  1213 /  1537 =  78.920
1, 7  acc:  1650 /  2246 =  73.464
------------------------------------
Average acc: 58432 / 71854 =  81.320
Robust  acc:  2100 /  3335 =  62.969
------------------------------------
Accuracies by groups:
0, 0  acc: 10383 / 12092 =  85.867
0, 1  acc: 12355 / 14179 =  87.136
0, 2  acc:  2065 /  3210 =  64.330
0, 3  acc: 10998 / 12101 =  90.885
0, 4  acc:  4410 /  5355 =  82.353
0, 5  acc:  2541 /  2980 =  85.268
0, 6  acc:  2100 /  3335 =  62.969
0, 7  acc:  4167 /  5723 =  72.811
1, 0  acc:  1626 /  2203 =  73.808
1, 1  acc:  1636 /  2270 =  72.070
1, 2  acc:   944 /  1216 =  77.632
1, 3  acc:   879 /  1260 =  69.762
1, 4  acc:  1105 /  1627 =  67.916
1, 5  acc:   360 /   520 =  69.231
1, 6  acc:  1213 /  1537 =  78.920
1, 7  acc:  1650 /  2246 =  73.464
------------------------------------
Average acc: 58432 / 71854 =  81.320
Robust  acc:  2100 /  3335 =  62.969
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10383 / 12092 =  85.867
0, 1  acc: 12355 / 14179 =  87.136
0, 2  acc:  2065 /  3210 =  64.330
0, 3  acc: 10998 / 12101 =  90.885
0, 4  acc:  4410 /  5355 =  82.353
0, 5  acc:  2541 /  2980 =  85.268
0, 6  acc:  2100 /  3335 =  62.969
0, 7  acc:  4167 /  5723 =  72.811
1, 0  acc:  1626 /  2203 =  73.808
1, 1  acc:  1636 /  2270 =  72.070
1, 2  acc:   944 /  1216 =  77.632
1, 3  acc:   879 /  1260 =  69.762
1, 4  acc:  1105 /  1627 =  67.916
1, 5  acc:   360 /   520 =  69.231
1, 6  acc:  1213 /  1537 =  78.920
1, 7  acc:  1650 /  2246 =  73.464
------------------------------------
Average acc: 58432 / 71854 =  81.320
Robust  acc:  2100 /  3335 =  62.969
------------------------------------

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: 97.930 | Val Loss: 0.000 | Val Acc: 98.707
Training:
Accuracies by groups:
0, 0  acc: 74021 / 75259 =  98.355
0, 1  acc:  7762 /  7908 =  98.154
0, 2  acc: 11945 / 12229 =  97.678
0, 3  acc:  6040 /  6166 =  97.957
0, 4  acc:  2449 /  2594 =  94.410
0, 5  acc:   291 /   320 =  90.938
0, 6  acc:   359 /   376 =  95.479
0, 7  acc:   326 /   343 =  95.044
0, 8  acc:  7504 /  7687 =  97.619
0, 9  acc:   590 /   599 =  98.497
0, 10  acc:   509 /   517 =  98.453
0, 11  acc:   349 /   359 =  97.214
0, 12  acc:   496 /   521 =  95.202
0, 13  acc:    52 /    54 =  96.296
0, 14  acc:    47 /    49 =  95.918
0, 15  acc:    37 /    41 =  90.244
0, 16  acc:  6032 /  6266 =  96.266
0, 17  acc:   239 /   243 =  98.354
0, 18  acc:   591 /   616 =  95.942
0, 19  acc:   164 /   171 =  95.906
0, 20  acc:   158 /   169 =  93.491
0, 21  acc:    19 /    19 = 100.000
0, 22  acc:    67 /    69 =  97.101
0, 23  acc:    12 /    15 =  80.000
0, 24  acc:   787 /   813 =  96.802
0, 25  acc:    34 /    36 =  94.444
0, 26  acc:    69 /    71 =  97.183
0, 27  acc:    21 /    22 =  95.455
0, 28  acc:    47 /    50 =  94.000
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:    10 /    11 =  90.909
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  2003 /  2045 =  97.946
0, 33  acc:    89 /    90 =  98.889
0, 34  acc:    76 /    78 =  97.436
0, 35  acc:    28 /    29 =  96.552
0, 36  acc:    42 /    42 = 100.000
0, 37  acc:     6 /     7 =  85.714
0, 38  acc:    16 /    17 =  94.118
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   496 /   509 =  97.446
0, 41  acc:    20 /    21 =  95.238
0, 42  acc:    14 /    14 = 100.000
0, 43  acc:     9 /     9 = 100.000
0, 44  acc:    19 /    20 =  95.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:    12 /    12 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   425 /   441 =  96.372
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    20 /    20 = 100.000
0, 51  acc:    17 /    18 =  94.444
0, 52  acc:     6 /     7 =  85.714
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   334 /   349 =  95.702
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    17 /    17 = 100.000
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    17 /    20 =  85.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    18 /    18 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2662 /  2797 =  95.173
0, 65  acc:   429 /   455 =  94.286
0, 66  acc:   277 /   289 =  95.848
0, 67  acc:   117 /   122 =  95.902
0, 68  acc:    63 /    66 =  95.455
0, 69  acc:     4 /     5 =  80.000
0, 70  acc:    27 /    30 =  90.000
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    65 /    66 =  98.485
0, 73  acc:     9 /    10 =  90.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:    11 /    11 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:   107 /   115 =  93.043
0, 81  acc:    13 /    17 =  76.471
0, 82  acc:     9 /     9 = 100.000
0, 83  acc:    17 /    17 = 100.000
0, 84  acc:     4 /     6 =  66.667
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     8 /     8 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    85 /    89 =  95.506
0, 95  acc:     8 /     9 =  88.889
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    19 /    19 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    17 /    19 =  89.474
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     2 /     5 =  40.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     2 =  50.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7738 /  7979 =  96.980
0, 118  acc:  1808 /  1852 =  97.624
0, 119  acc:   422 /   441 =  95.692
0, 120  acc:   373 /   385 =  96.883
0, 121  acc:    74 /    82 =  90.244
0, 122  acc:    63 /    63 = 100.000
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    28 /    28 = 100.000
0, 125  acc:   473 /   484 =  97.727
0, 126  acc:   135 /   137 =  98.540
0, 127  acc:    27 /    27 = 100.000
0, 128  acc:    51 /    52 =  98.077
0, 129  acc:     6 /     7 =  85.714
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   277 /   287 =  96.516
0, 134  acc:   102 /   107 =  95.327
0, 135  acc:    46 /    46 = 100.000
0, 136  acc:    38 /    40 =  95.000
0, 137  acc:    10 /    11 =  90.909
0, 138  acc:     7 /     7 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    79 /    79 = 100.000
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:    16 /    16 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   172 /   175 =  98.286
0, 149  acc:    20 /    20 = 100.000
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:    27 /    32 =  84.375
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    37 /    38 =  97.368
0, 155  acc:     4 /     4 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     7 /     7 = 100.000
0, 159  acc:    38 /    39 =  97.436
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     5 /     5 = 100.000
0, 162  acc:     0 /     1 =   0.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    23 /    24 =  95.833
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    15 /    15 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1975 /  2072 =  95.319
0, 170  acc:   476 /   496 =  95.968
0, 171  acc:   128 /   132 =  96.970
0, 172  acc:   193 /   195 =  98.974
0, 173  acc:    20 /    21 =  95.238
0, 174  acc:     8 /     8 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:     6 /    10 =  60.000
0, 177  acc:    84 /    90 =  93.333
0, 178  acc:    17 /    19 =  89.474
0, 179  acc:    14 /    15 =  93.333
0, 180  acc:    10 /    10 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    61 /    61 = 100.000
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:    13 /    13 = 100.000
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:    11 /    11 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    37 /    37 = 100.000
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    62 /    65 =  95.385
0, 197  acc:    28 /    28 = 100.000
0, 198  acc:     5 /     6 =  83.333
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:     2 /     2 = 100.000
0, 204  acc:    28 /    29 =  96.552
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     7 /     9 =  77.778
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /     9 = 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:     6 /     6 = 100.000
1, 0  acc: 52731 / 53489 =  98.583
1, 1  acc:  5282 /  5378 =  98.215
1, 2  acc:  9351 /  9496 =  98.473
1, 3  acc:  3864 /  3947 =  97.897
1, 4  acc:  4492 /  4567 =  98.358
1, 5  acc:   805 /   820 =  98.171
1, 6  acc:   460 /   468 =  98.291
1, 7  acc:   594 /   606 =  98.020
1, 8  acc:  4891 /  5002 =  97.781
1, 9  acc:   323 /   328 =  98.476
1, 10  acc:   416 /   422 =  98.578
1, 11  acc:   188 /   191 =  98.429
1, 12  acc:   688 /   705 =  97.589
1, 13  acc:   102 /   103 =  99.029
1, 14  acc:   119 /   122 =  97.541
1, 15  acc:   107 /   111 =  96.396
1, 16  acc:  6969 /  7109 =  98.031
1, 17  acc:   236 /   240 =  98.333
1, 18  acc:   499 /   510 =  97.843
1, 19  acc:   196 /   201 =  97.512
1, 20  acc:   235 /   243 =  96.708
1, 21  acc:    37 /    37 = 100.000
1, 22  acc:   119 /   124 =  95.968
1, 23  acc:    25 /    26 =  96.154
1, 24  acc:   876 /   899 =  97.442
1, 25  acc:    26 /    26 = 100.000
1, 26  acc:    85 /    88 =  96.591
1, 27  acc:    22 /    22 = 100.000
1, 28  acc:   104 /   107 =  97.196
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    21 /    21 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:  1392 /  1419 =  98.097
1, 33  acc:    76 /    77 =  98.701
1, 34  acc:    45 /    47 =  95.745
1, 35  acc:    20 /    20 = 100.000
1, 36  acc:    45 /    45 = 100.000
1, 37  acc:     3 /     4 =  75.000
1, 38  acc:    18 /    18 = 100.000
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   345 /   352 =  98.011
1, 41  acc:    17 /    17 = 100.000
1, 42  acc:    18 /    18 = 100.000
1, 43  acc:    22 /    23 =  95.652
1, 44  acc:    19 /    19 = 100.000
1, 45  acc:     4 /     5 =  80.000
1, 46  acc:    14 /    14 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   465 /   479 =  97.077
1, 49  acc:    12 /    13 =  92.308
1, 50  acc:    25 /    25 = 100.000
1, 51  acc:    15 /    15 = 100.000
1, 52  acc:     6 /     6 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    27 /    28 =  96.429
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   379 /   394 =  96.193
1, 57  acc:    13 /    14 =  92.857
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:    12 /    12 = 100.000
1, 60  acc:    17 /    20 =  85.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4532 /  4611 =  98.287
1, 65  acc:   626 /   637 =  98.273
1, 66  acc:   394 /   404 =  97.525
1, 67  acc:   153 /   160 =  95.625
1, 68  acc:   205 /   207 =  99.034
1, 69  acc:    42 /    42 = 100.000
1, 70  acc:    53 /    53 = 100.000
1, 71  acc:    22 /    22 = 100.000
1, 72  acc:   101 /   103 =  98.058
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     3 /     4 =  75.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    13 /    13 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   167 /   172 =  97.093
1, 81  acc:    18 /    20 =  90.000
1, 82  acc:    35 /    37 =  94.595
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    33 /    34 =  97.059
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    21 /    21 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   125 /   129 =  96.899
1, 95  acc:    11 /    11 = 100.000
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     9 /     9 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    21 /    22 =  95.455
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     8 = 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:    23 /    23 = 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:  6888 /  7084 =  97.233
1, 118  acc:  1673 /  1713 =  97.665
1, 119  acc:   430 /   445 =  96.629
1, 120  acc:   404 /   416 =  97.115
1, 121  acc:   119 /   121 =  98.347
1, 122  acc:    84 /    85 =  98.824
1, 123  acc:    28 /    29 =  96.552
1, 124  acc:    28 /    28 = 100.000
1, 125  acc:   423 /   437 =  96.796
1, 126  acc:   116 /   120 =  96.667
1, 127  acc:    19 /    21 =  90.476
1, 128  acc:    43 /    43 = 100.000
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     8 = 100.000
1, 133  acc:   347 /   352 =  98.580
1, 134  acc:    88 /    90 =  97.778
1, 135  acc:    32 /    32 = 100.000
1, 136  acc:    24 /    26 =  92.308
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     5 /     5 = 100.000
1, 141  acc:    85 /    87 =  97.701
1, 142  acc:    17 /    18 =  94.444
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     7 =  71.429
1, 148  acc:   166 /   170 =  97.647
1, 149  acc:    14 /    14 = 100.000
1, 150  acc:    19 /    19 = 100.000
1, 151  acc:     8 /    13 =  61.538
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    36 /    37 =  97.297
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /    10 =  90.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    21 /    21 = 100.000
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    21 /    22 =  95.455
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:  2892 /  2957 =  97.802
1, 170  acc:   547 /   561 =  97.504
1, 171  acc:   238 /   245 =  97.143
1, 172  acc:   179 /   184 =  97.283
1, 173  acc:    45 /    45 = 100.000
1, 174  acc:     9 /     9 = 100.000
1, 175  acc:     5 /     6 =  83.333
1, 176  acc:    34 /    37 =  91.892
1, 177  acc:    56 /    58 =  96.552
1, 178  acc:    11 /    11 = 100.000
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     7 /     7 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    14 /    14 = 100.000
1, 184  acc:   118 /   121 =  97.521
1, 185  acc:    43 /    43 = 100.000
1, 186  acc:    12 /    12 = 100.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     0 /     0 =     nan
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    85 /    92 =  92.391
1, 197  acc:    14 /    14 = 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:     5 /     5 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    17 /    17 = 100.000
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /    10 =  80.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    16 /    16 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263468 / 269038 =  97.930
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25029 / 25373 =  98.644
0, 1  acc: 30889 / 31282 =  98.744
0, 2  acc:  6086 /  6155 =  98.879
0, 3  acc: 23969 / 24292 =  98.670
0, 4  acc: 10679 / 10829 =  98.615
0, 5  acc:  5450 /  5541 =  98.358
0, 6  acc:  6693 /  6785 =  98.644
0, 7  acc: 11867 / 12016 =  98.760
1, 0  acc:  4376 /  4437 =  98.625
1, 1  acc:  4896 /  4962 =  98.670
1, 2  acc:  2249 /  2265 =  99.294
1, 3  acc:  2416 /  2446 =  98.774
1, 4  acc:  3083 /  3125 =  98.656
1, 5  acc:   991 /  1003 =  98.804
1, 6  acc:  3081 /  3111 =  99.036
1, 7  acc:  4626 /  4682 =  98.804
--------------------------------------
Average acc: 146380 / 148304 =  98.703
Robust  acc:  5450 /  5541 =  98.358
--------------------------------------
New max robust acc: 98.35769716657643
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed38.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed38.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: 59.808 | Best Acc: 93.463
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10745 / 12092 =  88.860
0, 1  acc: 12731 / 14179 =  89.788
0, 2  acc:  2384 /  3210 =  74.268
0, 3  acc: 11310 / 12101 =  93.463
0, 4  acc:  4654 /  5355 =  86.909
0, 5  acc:  2725 /  2980 =  91.443
0, 6  acc:  2562 /  3335 =  76.822
0, 7  acc:  4682 /  5723 =  81.810
1, 0  acc:  1535 /  2203 =  69.678
1, 1  acc:  1552 /  2270 =  68.370
1, 2  acc:   857 /  1216 =  70.477
1, 3  acc:   771 /  1260 =  61.190
1, 4  acc:   982 /  1627 =  60.356
1, 5  acc:   311 /   520 =  59.808
1, 6  acc:  1071 /  1537 =  69.681
1, 7  acc:  1453 /  2246 =  64.693
------------------------------------
Average acc: 60325 / 71854 =  83.955
Robust  acc:   311 /   520 =  59.808
------------------------------------
Accuracies by groups:
0, 0  acc: 10745 / 12092 =  88.860
0, 1  acc: 12731 / 14179 =  89.788
0, 2  acc:  2384 /  3210 =  74.268
0, 3  acc: 11310 / 12101 =  93.463
0, 4  acc:  4654 /  5355 =  86.909
0, 5  acc:  2725 /  2980 =  91.443
0, 6  acc:  2562 /  3335 =  76.822
0, 7  acc:  4682 /  5723 =  81.810
1, 0  acc:  1535 /  2203 =  69.678
1, 1  acc:  1552 /  2270 =  68.370
1, 2  acc:   857 /  1216 =  70.477
1, 3  acc:   771 /  1260 =  61.190
1, 4  acc:   982 /  1627 =  60.356
1, 5  acc:   311 /   520 =  59.808
1, 6  acc:  1071 /  1537 =  69.681
1, 7  acc:  1453 /  2246 =  64.693
------------------------------------
Average acc: 60325 / 71854 =  83.955
Robust  acc:   311 /   520 =  59.808
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10745 / 12092 =  88.860
0, 1  acc: 12731 / 14179 =  89.788
0, 2  acc:  2384 /  3210 =  74.268
0, 3  acc: 11310 / 12101 =  93.463
0, 4  acc:  4654 /  5355 =  86.909
0, 5  acc:  2725 /  2980 =  91.443
0, 6  acc:  2562 /  3335 =  76.822
0, 7  acc:  4682 /  5723 =  81.810
1, 0  acc:  1535 /  2203 =  69.678
1, 1  acc:  1552 /  2270 =  68.370
1, 2  acc:   857 /  1216 =  70.477
1, 3  acc:   771 /  1260 =  61.190
1, 4  acc:   982 /  1627 =  60.356
1, 5  acc:   311 /   520 =  59.808
1, 6  acc:  1071 /  1537 =  69.681
1, 7  acc:  1453 /  2246 =  64.693
------------------------------------
Average acc: 60325 / 71854 =  83.955
Robust  acc:   311 /   520 =  59.808
------------------------------------

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: 98.564 | Val Loss: 0.000 | Val Acc: 99.058
Training:
Accuracies by groups:
0, 0  acc: 74699 / 75594 =  98.816
0, 1  acc:  7853 /  7947 =  98.817
0, 2  acc: 12274 / 12461 =  98.499
0, 3  acc:  6044 /  6129 =  98.613
0, 4  acc:  2374 /  2485 =  95.533
0, 5  acc:   308 /   327 =  94.190
0, 6  acc:   411 /   419 =  98.091
0, 7  acc:   310 /   322 =  96.273
0, 8  acc:  7302 /  7412 =  98.516
0, 9  acc:   598 /   606 =  98.680
0, 10  acc:   549 /   555 =  98.919
0, 11  acc:   342 /   351 =  97.436
0, 12  acc:   454 /   470 =  96.596
0, 13  acc:    39 /    45 =  86.667
0, 14  acc:    56 /    57 =  98.246
0, 15  acc:    31 /    36 =  86.111
0, 16  acc:  6000 /  6137 =  97.768
0, 17  acc:   261 /   264 =  98.864
0, 18  acc:   614 /   625 =  98.240
0, 19  acc:   171 /   179 =  95.531
0, 20  acc:   163 /   174 =  93.678
0, 21  acc:    24 /    25 =  96.000
0, 22  acc:    77 /    79 =  97.468
0, 23  acc:    11 /    13 =  84.615
0, 24  acc:   790 /   810 =  97.531
0, 25  acc:    45 /    45 = 100.000
0, 26  acc:    71 /    72 =  98.611
0, 27  acc:    22 /    22 = 100.000
0, 28  acc:    53 /    53 = 100.000
0, 29  acc:     5 /     5 = 100.000
0, 30  acc:     8 /     9 =  88.889
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  2021 /  2046 =  98.778
0, 33  acc:    91 /    97 =  93.814
0, 34  acc:    98 /   101 =  97.030
0, 35  acc:    25 /    25 = 100.000
0, 36  acc:    45 /    45 = 100.000
0, 37  acc:    11 /    11 = 100.000
0, 38  acc:    25 /    27 =  92.593
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   484 /   487 =  99.384
0, 41  acc:    19 /    20 =  95.000
0, 42  acc:    22 /    24 =  91.667
0, 43  acc:    15 /    15 = 100.000
0, 44  acc:    24 /    24 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    13 /    13 = 100.000
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   406 /   418 =  97.129
0, 49  acc:     0 /     0 =     nan
0, 50  acc:    18 /    18 = 100.000
0, 51  acc:    23 /    23 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     9 /     9 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   354 /   361 =  98.061
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    21 /    23 =  91.304
0, 59  acc:    12 /    12 = 100.000
0, 60  acc:    17 /    17 = 100.000
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     8 /     8 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2706 /  2794 =  96.850
0, 65  acc:   448 /   456 =  98.246
0, 66  acc:   283 /   290 =  97.586
0, 67  acc:   115 /   120 =  95.833
0, 68  acc:    58 /    64 =  90.625
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    24 /    25 =  96.000
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    92 /    92 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:     4 /     4 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   127 /   129 =  98.450
0, 81  acc:    14 /    18 =  77.778
0, 82  acc:     6 /     7 =  85.714
0, 83  acc:    15 /    15 = 100.000
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     3 /     4 =  75.000
0, 86  acc:    15 /    15 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    16 /    16 = 100.000
0, 89  acc:     0 /     0 =     nan
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:    91 /    92 =  98.913
0, 95  acc:    11 /    11 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    23 /    23 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     3 /     3 = 100.000
0, 101  acc:     4 /     5 =  80.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    16 /    17 =  94.118
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     3 /     4 =  75.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    13 /    13 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7870 /  8042 =  97.861
0, 118  acc:  1812 /  1836 =  98.693
0, 119  acc:   454 /   463 =  98.056
0, 120  acc:   394 /   410 =  96.098
0, 121  acc:    81 /    88 =  92.045
0, 122  acc:    37 /    37 = 100.000
0, 123  acc:     6 /     6 = 100.000
0, 124  acc:    19 /    19 = 100.000
0, 125  acc:   494 /   501 =  98.603
0, 126  acc:   131 /   131 = 100.000
0, 127  acc:    25 /    25 = 100.000
0, 128  acc:    68 /    68 = 100.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:    10 /    10 = 100.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   312 /   315 =  99.048
0, 134  acc:    82 /    82 = 100.000
0, 135  acc:    31 /    31 = 100.000
0, 136  acc:    35 /    36 =  97.222
0, 137  acc:    16 /    16 = 100.000
0, 138  acc:     7 /     7 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    78 /    80 =  97.500
0, 142  acc:    13 /    13 = 100.000
0, 143  acc:    11 /    11 = 100.000
0, 144  acc:    18 /    18 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   158 /   159 =  99.371
0, 149  acc:    17 /    18 =  94.444
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:    23 /    25 =  92.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    45 /    45 = 100.000
0, 155  acc:    11 /    11 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    26 /    27 =  96.296
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     6 /     6 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    23 /    23 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  2013 /  2078 =  96.872
0, 170  acc:   439 /   449 =  97.773
0, 171  acc:   118 /   122 =  96.721
0, 172  acc:   185 /   191 =  96.859
0, 173  acc:    24 /    26 =  92.308
0, 174  acc:    13 /    13 = 100.000
0, 175  acc:     9 /     9 = 100.000
0, 176  acc:    13 /    17 =  76.471
0, 177  acc:    81 /    83 =  97.590
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:    15 /    16 =  93.750
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     8 /     8 = 100.000
0, 184  acc:    87 /    87 = 100.000
0, 185  acc:     9 /     9 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:    12 /    12 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    45 /    47 =  95.745
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    48 /    52 =  92.308
0, 197  acc:    19 /    19 = 100.000
0, 198  acc:     8 /     8 = 100.000
0, 199  acc:    15 /    15 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     5 /     5 = 100.000
0, 204  acc:    19 /    20 =  95.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     9 /    11 =  81.818
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /     9 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 52362 / 52887 =  99.007
1, 1  acc:  5324 /  5379 =  98.978
1, 2  acc:  9298 /  9422 =  98.684
1, 3  acc:  3799 /  3861 =  98.394
1, 4  acc:  4717 /  4764 =  99.013
1, 5  acc:   774 /   782 =  98.977
1, 6  acc:   495 /   501 =  98.802
1, 7  acc:   580 /   589 =  98.472
1, 8  acc:  4793 /  4866 =  98.500
1, 9  acc:   324 /   329 =  98.480
1, 10  acc:   442 /   450 =  98.222
1, 11  acc:   209 /   214 =  97.664
1, 12  acc:   699 /   709 =  98.590
1, 13  acc:   102 /   105 =  97.143
1, 14  acc:   143 /   144 =  99.306
1, 15  acc:   129 /   132 =  97.727
1, 16  acc:  6961 /  7082 =  98.291
1, 17  acc:   246 /   253 =  97.233
1, 18  acc:   519 /   529 =  98.110
1, 19  acc:   202 /   206 =  98.058
1, 20  acc:   230 /   232 =  99.138
1, 21  acc:    29 /    29 = 100.000
1, 22  acc:   117 /   120 =  97.500
1, 23  acc:    33 /    36 =  91.667
1, 24  acc:   897 /   915 =  98.033
1, 25  acc:    25 /    25 = 100.000
1, 26  acc:    90 /    90 = 100.000
1, 27  acc:    16 /    16 = 100.000
1, 28  acc:   133 /   133 = 100.000
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    24 /    24 = 100.000
1, 31  acc:     7 /     8 =  87.500
1, 32  acc:  1478 /  1504 =  98.271
1, 33  acc:    66 /    67 =  98.507
1, 34  acc:    44 /    46 =  95.652
1, 35  acc:    23 /    23 = 100.000
1, 36  acc:    42 /    42 = 100.000
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    27 /    27 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   390 /   393 =  99.237
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:     9 /     9 = 100.000
1, 43  acc:    18 /    18 = 100.000
1, 44  acc:    24 /    25 =  96.000
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    10 /    10 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   453 /   464 =  97.629
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    40 /    43 =  93.023
1, 51  acc:    16 /    16 = 100.000
1, 52  acc:    12 /    12 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    32 /    32 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   339 /   345 =  98.261
1, 57  acc:    12 /    13 =  92.308
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:    10 /    10 = 100.000
1, 60  acc:    21 /    22 =  95.455
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4728 /  4781 =  98.891
1, 65  acc:   665 /   671 =  99.106
1, 66  acc:   420 /   426 =  98.592
1, 67  acc:   154 /   157 =  98.089
1, 68  acc:   197 /   202 =  97.525
1, 69  acc:    43 /    43 = 100.000
1, 70  acc:    64 /    65 =  98.462
1, 71  acc:    29 /    29 = 100.000
1, 72  acc:   104 /   104 = 100.000
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    24 /    24 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   169 /   172 =  98.256
1, 81  acc:    22 /    26 =  84.615
1, 82  acc:    43 /    43 = 100.000
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    18 /    18 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    17 = 100.000
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:     4 /     4 = 100.000
1, 94  acc:   112 /   114 =  98.246
1, 95  acc:     8 /     8 = 100.000
1, 96  acc:     8 /     9 =  88.889
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    11 =  90.909
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    23 /    23 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    33 /    34 =  97.059
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    14 /    14 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     9 =  88.889
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    10 /    10 = 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:  6849 /  6980 =  98.123
1, 118  acc:  1757 /  1782 =  98.597
1, 119  acc:   421 /   429 =  98.135
1, 120  acc:   463 /   477 =  97.065
1, 121  acc:   126 /   132 =  95.455
1, 122  acc:    82 /    83 =  98.795
1, 123  acc:    19 /    19 = 100.000
1, 124  acc:    28 /    28 = 100.000
1, 125  acc:   426 /   430 =  99.070
1, 126  acc:   110 /   113 =  97.345
1, 127  acc:    27 /    29 =  93.103
1, 128  acc:    39 /    40 =  97.500
1, 129  acc:    13 /    14 =  92.857
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   356 /   362 =  98.343
1, 134  acc:    65 /    68 =  95.588
1, 135  acc:    29 /    30 =  96.667
1, 136  acc:    15 /    15 = 100.000
1, 137  acc:     2 /     3 =  66.667
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    93 /    95 =  97.895
1, 142  acc:    11 /    12 =  91.667
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     7 =  85.714
1, 148  acc:   151 /   154 =  98.052
1, 149  acc:     8 /     8 = 100.000
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:     7 /    11 =  63.636
1, 152  acc:     3 /     4 =  75.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    24 /    25 =  96.000
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:    28 /    28 = 100.000
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    22 /    23 =  95.652
1, 165  acc:     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:  3002 /  3054 =  98.297
1, 170  acc:   599 /   606 =  98.845
1, 171  acc:   230 /   234 =  98.291
1, 172  acc:   190 /   192 =  98.958
1, 173  acc:    50 /    50 = 100.000
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:    44 /    45 =  97.778
1, 177  acc:    66 /    66 = 100.000
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:    11 /    11 = 100.000
1, 184  acc:    82 /    84 =  97.619
1, 185  acc:    40 /    40 = 100.000
1, 186  acc:    15 /    15 = 100.000
1, 187  acc:    14 /    14 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    87 /    90 =  96.667
1, 197  acc:    12 /    13 =  92.308
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:    19 /    19 = 100.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    12 /    15 =  80.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265174 / 269038 =  98.564
Robust  acc:     1 /     2 =  50.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25113 / 25373 =  98.975
0, 1  acc: 30979 / 31282 =  99.031
0, 2  acc:  6094 /  6155 =  99.009
0, 3  acc: 24046 / 24292 =  98.987
0, 4  acc: 10724 / 10829 =  99.030
0, 5  acc:  5493 /  5541 =  99.134
0, 6  acc:  6719 /  6785 =  99.027
0, 7  acc: 11891 / 12016 =  98.960
1, 0  acc:  4390 /  4437 =  98.941
1, 1  acc:  4921 /  4962 =  99.174
1, 2  acc:  2238 /  2265 =  98.808
1, 3  acc:  2426 /  2446 =  99.182
1, 4  acc:  3094 /  3125 =  99.008
1, 5  acc:   990 /  1003 =  98.704
1, 6  acc:  3078 /  3111 =  98.939
1, 7  acc:  4631 /  4682 =  98.911
--------------------------------------
Average acc: 146827 / 148304 =  99.004
Robust  acc:   990 /  1003 =  98.704
--------------------------------------
New max robust acc: 98.70388833499501
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed38.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed38.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.873 | Best Acc: 92.819
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10867 / 12092 =  89.869
0, 1  acc: 12925 / 14179 =  91.156
0, 2  acc:  2481 /  3210 =  77.290
0, 3  acc: 11232 / 12101 =  92.819
0, 4  acc:  4420 /  5355 =  82.540
0, 5  acc:  2656 /  2980 =  89.128
0, 6  acc:  2540 /  3335 =  76.162
0, 7  acc:  4591 /  5723 =  80.220
1, 0  acc:  1489 /  2203 =  67.590
1, 1  acc:  1503 /  2270 =  66.211
1, 2  acc:   798 /  1216 =  65.625
1, 3  acc:   767 /  1260 =  60.873
1, 4  acc:  1063 /  1627 =  65.335
1, 5  acc:   327 /   520 =  62.885
1, 6  acc:  1064 /  1537 =  69.226
1, 7  acc:  1467 /  2246 =  65.316
------------------------------------
Average acc: 60190 / 71854 =  83.767
Robust  acc:   767 /  1260 =  60.873
------------------------------------
Accuracies by groups:
0, 0  acc: 10867 / 12092 =  89.869
0, 1  acc: 12925 / 14179 =  91.156
0, 2  acc:  2481 /  3210 =  77.290
0, 3  acc: 11232 / 12101 =  92.819
0, 4  acc:  4420 /  5355 =  82.540
0, 5  acc:  2656 /  2980 =  89.128
0, 6  acc:  2540 /  3335 =  76.162
0, 7  acc:  4591 /  5723 =  80.220
1, 0  acc:  1489 /  2203 =  67.590
1, 1  acc:  1503 /  2270 =  66.211
1, 2  acc:   798 /  1216 =  65.625
1, 3  acc:   767 /  1260 =  60.873
1, 4  acc:  1063 /  1627 =  65.335
1, 5  acc:   327 /   520 =  62.885
1, 6  acc:  1064 /  1537 =  69.226
1, 7  acc:  1467 /  2246 =  65.316
------------------------------------
Average acc: 60190 / 71854 =  83.767
Robust  acc:   767 /  1260 =  60.873
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10867 / 12092 =  89.869
0, 1  acc: 12925 / 14179 =  91.156
0, 2  acc:  2481 /  3210 =  77.290
0, 3  acc: 11232 / 12101 =  92.819
0, 4  acc:  4420 /  5355 =  82.540
0, 5  acc:  2656 /  2980 =  89.128
0, 6  acc:  2540 /  3335 =  76.162
0, 7  acc:  4591 /  5723 =  80.220
1, 0  acc:  1489 /  2203 =  67.590
1, 1  acc:  1503 /  2270 =  66.211
1, 2  acc:   798 /  1216 =  65.625
1, 3  acc:   767 /  1260 =  60.873
1, 4  acc:  1063 /  1627 =  65.335
1, 5  acc:   327 /   520 =  62.885
1, 6  acc:  1064 /  1537 =  69.226
1, 7  acc:  1467 /  2246 =  65.316
------------------------------------
Average acc: 60190 / 71854 =  83.767
Robust  acc:   767 /  1260 =  60.873
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed38.pt
