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_seed40.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: 40
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=40-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed40.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: 84.836 | Val Loss: 0.000 | Val Acc: 89.785
Training:
Accuracies by groups:
0, 0  acc: 58880 / 66647 =  88.346
0, 1  acc:  6189 /  7063 =  87.626
0, 2  acc:  9241 / 10993 =  84.063
0, 3  acc:  4381 /  5231 =  83.751
0, 4  acc:  1253 /  2148 =  58.333
0, 5  acc:   117 /   252 =  46.429
0, 6  acc:   202 /   296 =  68.243
0, 7  acc:   181 /   294 =  61.565
0, 8  acc:  5147 /  6060 =  84.934
0, 9  acc:   401 /   479 =  83.716
0, 10  acc:   309 /   393 =  78.626
0, 11  acc:   219 /   268 =  81.716
0, 12  acc:   211 /   400 =  52.750
0, 13  acc:    22 /    32 =  68.750
0, 14  acc:    35 /    59 =  59.322
0, 15  acc:    11 /    31 =  35.484
0, 16  acc:  3632 /  5217 =  69.619
0, 17  acc:   141 /   199 =  70.854
0, 18  acc:   351 /   524 =  66.985
0, 19  acc:   124 /   176 =  70.455
0, 20  acc:    67 /   126 =  53.175
0, 21  acc:     6 /    10 =  60.000
0, 22  acc:    55 /    77 =  71.429
0, 23  acc:    11 /    21 =  52.381
0, 24  acc:   432 /   667 =  64.768
0, 25  acc:    38 /    43 =  88.372
0, 26  acc:    52 /    64 =  81.250
0, 27  acc:    11 /    20 =  55.000
0, 28  acc:    27 /    38 =  71.053
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     0 /     8 =   0.000
0, 31  acc:     2 /     3 =  66.667
0, 32  acc:  1277 /  1557 =  82.017
0, 33  acc:    63 /    76 =  82.895
0, 34  acc:    60 /    70 =  85.714
0, 35  acc:    13 /    17 =  76.471
0, 36  acc:    27 /    40 =  67.500
0, 37  acc:     3 /     6 =  50.000
0, 38  acc:    11 /    22 =  50.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   341 /   421 =  80.998
0, 41  acc:    20 /    20 = 100.000
0, 42  acc:    15 /    17 =  88.235
0, 43  acc:    11 /    11 = 100.000
0, 44  acc:     9 /    14 =  64.286
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     4 /     7 =  57.143
0, 47  acc:     3 /     5 =  60.000
0, 48  acc:   219 /   327 =  66.972
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    13 /    17 =  76.471
0, 51  acc:    13 /    15 =  86.667
0, 52  acc:     4 /     6 =  66.667
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     4 =  50.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   206 /   288 =  71.528
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:     8 /    13 =  61.538
0, 59  acc:     5 /     9 =  55.556
0, 60  acc:     6 /    14 =  42.857
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    11 /    14 =  78.571
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  1409 /  2339 =  60.239
0, 65  acc:   254 /   386 =  65.803
0, 66  acc:   149 /   241 =  61.826
0, 67  acc:    73 /    99 =  73.737
0, 68  acc:    42 /    67 =  62.687
0, 69  acc:     4 /     5 =  80.000
0, 70  acc:    10 /    26 =  38.462
0, 71  acc:    15 /    16 =  93.750
0, 72  acc:    40 /    56 =  71.429
0, 73  acc:     5 /     6 =  83.333
0, 74  acc:     4 /     4 = 100.000
0, 75  acc:     2 /     5 =  40.000
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:    56 /   108 =  51.852
0, 81  acc:     7 /    15 =  46.667
0, 82  acc:     3 /     5 =  60.000
0, 83  acc:     6 /    13 =  46.154
0, 84  acc:     3 /     6 =  50.000
0, 85  acc:     0 /     2 =   0.000
0, 86  acc:     5 /     7 =  71.429
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     8 /     9 =  88.889
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    51 /    77 =  66.234
0, 95  acc:    11 /    11 = 100.000
0, 96  acc:     2 /     4 =  50.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     7 /    17 =  41.176
0, 99  acc:     0 /     2 =   0.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     7 /     9 =  77.778
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     2 =  50.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:     6 /    10 =  60.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:    10 /    15 =  66.667
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5462 /  7050 =  77.475
0, 118  acc:  1213 /  1675 =  72.418
0, 119  acc:   288 /   382 =  75.393
0, 120  acc:   257 /   354 =  72.599
0, 121  acc:    41 /    83 =  49.398
0, 122  acc:    22 /    39 =  56.410
0, 123  acc:     4 /     8 =  50.000
0, 124  acc:    15 /    21 =  71.429
0, 125  acc:   311 /   416 =  74.760
0, 126  acc:    84 /   120 =  70.000
0, 127  acc:    22 /    34 =  64.706
0, 128  acc:    28 /    39 =  71.795
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     7 /    11 =  63.636
0, 131  acc:     0 /     3 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   162 /   245 =  66.122
0, 134  acc:    46 /    80 =  57.500
0, 135  acc:    20 /    29 =  68.966
0, 136  acc:    27 /    36 =  75.000
0, 137  acc:     3 /    10 =  30.000
0, 138  acc:     2 /     3 =  66.667
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    51 /    76 =  67.105
0, 142  acc:     9 /    16 =  56.250
0, 143  acc:     4 /     7 =  57.143
0, 144  acc:    18 /    22 =  81.818
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     2 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   107 /   128 =  83.594
0, 149  acc:    11 /    18 =  61.111
0, 150  acc:     3 /     6 =  50.000
0, 151  acc:    23 /    26 =  88.462
0, 152  acc:     4 /     6 =  66.667
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    27 /    35 =  77.143
0, 155  acc:     2 /     8 =  25.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     5 =  60.000
0, 159  acc:    19 /    30 =  63.333
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    17 =  76.471
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     5 /    10 =  50.000
0, 167  acc:     0 /     3 =   0.000
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1011 /  1707 =  59.227
0, 170  acc:   221 /   400 =  55.250
0, 171  acc:    69 /   121 =  57.025
0, 172  acc:    99 /   169 =  58.580
0, 173  acc:     6 /    18 =  33.333
0, 174  acc:     4 /     9 =  44.444
0, 175  acc:     6 /     8 =  75.000
0, 176  acc:     5 /    17 =  29.412
0, 177  acc:    44 /    68 =  64.706
0, 178  acc:    22 /    27 =  81.481
0, 179  acc:    10 /    12 =  83.333
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     1 =   0.000
0, 183  acc:     1 /     4 =  25.000
0, 184  acc:    46 /    67 =  68.657
0, 185  acc:     3 /     8 =  37.500
0, 186  acc:     2 /     6 =  33.333
0, 187  acc:     1 /     5 =  20.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    41 =  63.415
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     4 =   0.000
0, 196  acc:    21 /    48 =  43.750
0, 197  acc:    15 /    21 =  71.429
0, 198  acc:     6 /    11 =  54.545
0, 199  acc:     7 /    11 =  63.636
0, 200  acc:     5 /     8 =  62.500
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     6 =  66.667
0, 204  acc:    21 /    28 =  75.000
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     7 /     7 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     3 /     5 =  60.000
0, 210  acc:     0 /     2 =   0.000
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     6 =   0.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     2 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     2 =  50.000
1, 0  acc: 53619 / 60495 =  88.634
1, 1  acc:  5344 /  6271 =  85.218
1, 2  acc:  9335 / 11059 =  84.411
1, 3  acc:  3859 /  4605 =  83.800
1, 4  acc:  4960 /  5413 =  91.631
1, 5  acc:   838 /   918 =  91.285
1, 6  acc:   485 /   537 =  90.317
1, 7  acc:   541 /   599 =  90.317
1, 8  acc:  4544 /  5514 =  82.408
1, 9  acc:   310 /   381 =  81.365
1, 10  acc:   377 /   472 =  79.873
1, 11  acc:   228 /   270 =  84.444
1, 12  acc:   771 /   834 =  92.446
1, 13  acc:   115 /   125 =  92.000
1, 14  acc:    96 /   122 =  78.689
1, 15  acc:   131 /   148 =  88.514
1, 16  acc:  7135 /  8339 =  85.562
1, 17  acc:   236 /   278 =  84.892
1, 18  acc:   550 /   660 =  83.333
1, 19  acc:   190 /   241 =  78.838
1, 20  acc:   274 /   294 =  93.197
1, 21  acc:    40 /    42 =  95.238
1, 22  acc:   130 /   145 =  89.655
1, 23  acc:    39 /    41 =  95.122
1, 24  acc:   917 /  1093 =  83.898
1, 25  acc:    21 /    24 =  87.500
1, 26  acc:   103 /   110 =  93.636
1, 27  acc:    13 /    14 =  92.857
1, 28  acc:   145 /   157 =  92.357
1, 29  acc:     7 /    10 =  70.000
1, 30  acc:    20 /    20 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  1416 /  1686 =  83.986
1, 33  acc:    65 /    75 =  86.667
1, 34  acc:    51 /    68 =  75.000
1, 35  acc:    20 /    27 =  74.074
1, 36  acc:    59 /    63 =  93.651
1, 37  acc:     4 /     5 =  80.000
1, 38  acc:    28 /    33 =  84.848
1, 39  acc:     2 /     3 =  66.667
1, 40  acc:   359 /   422 =  85.071
1, 41  acc:    19 /    22 =  86.364
1, 42  acc:     7 /    15 =  46.667
1, 43  acc:    17 /    25 =  68.000
1, 44  acc:    28 /    33 =  84.848
1, 45  acc:     2 /     6 =  33.333
1, 46  acc:     9 /    12 =  75.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   465 /   568 =  81.866
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    31 /    43 =  72.093
1, 51  acc:    25 /    26 =  96.154
1, 52  acc:    10 /    13 =  76.923
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    27 /    31 =  87.097
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   363 /   439 =  82.688
1, 57  acc:    18 /    20 =  90.000
1, 58  acc:    19 /    20 =  95.000
1, 59  acc:    15 /    17 =  88.235
1, 60  acc:    22 /    25 =  88.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    17 /    20 =  85.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5009 /  5572 =  89.896
1, 65  acc:   675 /   769 =  87.776
1, 66  acc:   407 /   472 =  86.229
1, 67  acc:   164 /   207 =  79.227
1, 68  acc:   234 /   246 =  95.122
1, 69  acc:    50 /    52 =  96.154
1, 70  acc:    88 /    98 =  89.796
1, 71  acc:    20 /    21 =  95.238
1, 72  acc:   101 /   113 =  89.381
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     3 =  33.333
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    21 /    24 =  87.500
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   148 /   167 =  88.623
1, 81  acc:    15 /    22 =  68.182
1, 82  acc:    52 /    57 =  91.228
1, 83  acc:     5 /     8 =  62.500
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    17 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    12 /    19 =  63.158
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:   133 /   155 =  85.806
1, 95  acc:     9 /    12 =  75.000
1, 96  acc:    14 /    14 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    18 /    19 =  94.737
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    25 /    25 = 100.000
1, 101  acc:     7 /     7 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    32 /    33 =  96.970
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    12 /    13 =  92.308
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     1 /     3 =  33.333
1, 112  acc:    17 /    19 =  89.474
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:  6755 /  8489 =  79.574
1, 118  acc:  1713 /  2088 =  82.040
1, 119  acc:   447 /   540 =  82.778
1, 120  acc:   429 /   533 =  80.488
1, 121  acc:   146 /   162 =  90.123
1, 122  acc:    65 /    77 =  84.416
1, 123  acc:    17 /    22 =  77.273
1, 124  acc:    36 /    41 =  87.805
1, 125  acc:   397 /   501 =  79.242
1, 126  acc:   114 /   137 =  83.212
1, 127  acc:    11 /    17 =  64.706
1, 128  acc:    36 /    53 =  67.925
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:     4 /     6 =  66.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /    10 =  80.000
1, 133  acc:   350 /   424 =  82.547
1, 134  acc:    60 /    85 =  70.588
1, 135  acc:    26 /    29 =  89.655
1, 136  acc:    24 /    32 =  75.000
1, 137  acc:     2 /     4 =  50.000
1, 138  acc:     6 /    10 =  60.000
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     2 /     3 =  66.667
1, 141  acc:    94 /   120 =  78.333
1, 142  acc:    14 /    15 =  93.333
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     6 =  33.333
1, 148  acc:   165 /   217 =  76.037
1, 149  acc:    16 /    22 =  72.727
1, 150  acc:    15 /    15 = 100.000
1, 151  acc:     4 /    20 =  20.000
1, 152  acc:     8 /     8 = 100.000
1, 153  acc:     1 /     3 =  33.333
1, 154  acc:    48 /    60 =  80.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     6 =  50.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    33 /    35 =  94.286
1, 160  acc:     2 /     4 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     3 =  66.667
1, 164  acc:    21 /    25 =  84.000
1, 165  acc:     9 /    11 =  81.818
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3226 /  3644 =  88.529
1, 170  acc:   637 /   706 =  90.227
1, 171  acc:   248 /   282 =  87.943
1, 172  acc:   225 /   246 =  91.463
1, 173  acc:    60 /    64 =  93.750
1, 174  acc:     8 /    14 =  57.143
1, 175  acc:     5 /     7 =  71.429
1, 176  acc:    49 /    60 =  81.667
1, 177  acc:    74 /    81 =  91.358
1, 178  acc:    10 /    12 =  83.333
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:    12 /    15 =  80.000
1, 181  acc:    12 /    12 = 100.000
1, 182  acc:     5 /     6 =  83.333
1, 183  acc:    21 /    26 =  80.769
1, 184  acc:   112 /   128 =  87.500
1, 185  acc:    28 /    29 =  96.552
1, 186  acc:    16 /    20 =  80.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     0 /     2 =   0.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    16 /    16 = 100.000
1, 191  acc:     5 /     7 =  71.429
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:   104 /   121 =  85.950
1, 197  acc:     7 /    11 =  63.636
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:     9 /    14 =  64.286
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:    12 /    14 =  85.714
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    13 /    14 =  92.857
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     9 /     9 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:    13 /    13 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 228242 / 269038 =  84.836
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 22818 / 25373 =  89.930
0, 1  acc: 28124 / 31282 =  89.905
0, 2  acc:  5564 /  6155 =  90.398
0, 3  acc: 21800 / 24292 =  89.741
0, 4  acc:  9686 / 10829 =  89.445
0, 5  acc:  4971 /  5541 =  89.713
0, 6  acc:  6105 /  6785 =  89.978
0, 7  acc: 10768 / 12016 =  89.614
1, 0  acc:  3979 /  4437 =  89.678
1, 1  acc:  4455 /  4962 =  89.782
1, 2  acc:  2030 /  2265 =  89.625
1, 3  acc:  2203 /  2446 =  90.065
1, 4  acc:  2796 /  3125 =  89.472
1, 5  acc:   890 /  1003 =  88.734
1, 6  acc:  2792 /  3111 =  89.746
1, 7  acc:  4193 /  4682 =  89.556
--------------------------------------
Average acc: 133174 / 148304 =  89.798
Robust  acc:   890 /  1003 =  88.734
--------------------------------------
New max robust acc: 88.73379860418744
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed40.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: 39.502 | Best Acc: 92.270
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9317 / 12092 =  77.051
0, 1  acc: 11099 / 14179 =  78.278
0, 2  acc:  1268 /  3210 =  39.502
0, 3  acc:  9842 / 12101 =  81.332
0, 4  acc:  3266 /  5355 =  60.990
0, 5  acc:  2206 /  2980 =  74.027
0, 6  acc:  1609 /  3335 =  48.246
0, 7  acc:  3130 /  5723 =  54.692
1, 0  acc:  1863 /  2203 =  84.567
1, 1  acc:  1890 /  2270 =  83.260
1, 2  acc:  1122 /  1216 =  92.270
1, 3  acc:  1068 /  1260 =  84.762
1, 4  acc:  1385 /  1627 =  85.126
1, 5  acc:   440 /   520 =  84.615
1, 6  acc:  1358 /  1537 =  88.354
1, 7  acc:  1914 /  2246 =  85.218
------------------------------------
Average acc: 52777 / 71854 =  73.450
Robust  acc:  1268 /  3210 =  39.502
------------------------------------
Accuracies by groups:
0, 0  acc:  9317 / 12092 =  77.051
0, 1  acc: 11099 / 14179 =  78.278
0, 2  acc:  1268 /  3210 =  39.502
0, 3  acc:  9842 / 12101 =  81.332
0, 4  acc:  3266 /  5355 =  60.990
0, 5  acc:  2206 /  2980 =  74.027
0, 6  acc:  1609 /  3335 =  48.246
0, 7  acc:  3130 /  5723 =  54.692
1, 0  acc:  1863 /  2203 =  84.567
1, 1  acc:  1890 /  2270 =  83.260
1, 2  acc:  1122 /  1216 =  92.270
1, 3  acc:  1068 /  1260 =  84.762
1, 4  acc:  1385 /  1627 =  85.126
1, 5  acc:   440 /   520 =  84.615
1, 6  acc:  1358 /  1537 =  88.354
1, 7  acc:  1914 /  2246 =  85.218
------------------------------------
Average acc: 52777 / 71854 =  73.450
Robust  acc:  1268 /  3210 =  39.502
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9317 / 12092 =  77.051
0, 1  acc: 11099 / 14179 =  78.278
0, 2  acc:  1268 /  3210 =  39.502
0, 3  acc:  9842 / 12101 =  81.332
0, 4  acc:  3266 /  5355 =  60.990
0, 5  acc:  2206 /  2980 =  74.027
0, 6  acc:  1609 /  3335 =  48.246
0, 7  acc:  3130 /  5723 =  54.692
1, 0  acc:  1863 /  2203 =  84.567
1, 1  acc:  1890 /  2270 =  83.260
1, 2  acc:  1122 /  1216 =  92.270
1, 3  acc:  1068 /  1260 =  84.762
1, 4  acc:  1385 /  1627 =  85.126
1, 5  acc:   440 /   520 =  84.615
1, 6  acc:  1358 /  1537 =  88.354
1, 7  acc:  1914 /  2246 =  85.218
------------------------------------
Average acc: 52777 / 71854 =  73.450
Robust  acc:  1268 /  3210 =  39.502
------------------------------------

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: 93.990 | Val Loss: 0.000 | Val Acc: 96.029
Training:
Accuracies by groups:
0, 0  acc: 62867 / 66447 =  94.612
0, 1  acc:  6658 /  7051 =  94.426
0, 2  acc: 10205 / 11013 =  92.663
0, 3  acc:  4811 /  5222 =  92.129
0, 4  acc:  1686 /  2140 =  78.785
0, 5  acc:   210 /   276 =  76.087
0, 6  acc:   264 /   306 =  86.275
0, 7  acc:   216 /   272 =  79.412
0, 8  acc:  5537 /  5995 =  92.360
0, 9  acc:   399 /   430 =  92.791
0, 10  acc:   403 /   440 =  91.591
0, 11  acc:   252 /   277 =  90.975
0, 12  acc:   302 /   372 =  81.183
0, 13  acc:    23 /    28 =  82.143
0, 14  acc:    38 /    46 =  82.609
0, 15  acc:    19 /    32 =  59.375
0, 16  acc:  4338 /  5029 =  86.260
0, 17  acc:   165 /   187 =  88.235
0, 18  acc:   445 /   499 =  89.178
0, 19  acc:   117 /   138 =  84.783
0, 20  acc:    87 /   121 =  71.901
0, 21  acc:    12 /    13 =  92.308
0, 22  acc:    37 /    43 =  86.047
0, 23  acc:    14 /    18 =  77.778
0, 24  acc:   517 /   614 =  84.202
0, 25  acc:    33 /    34 =  97.059
0, 26  acc:    74 /    81 =  91.358
0, 27  acc:    31 /    35 =  88.571
0, 28  acc:    39 /    44 =  88.636
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:     9 /    13 =  69.231
0, 31  acc:     4 /     4 = 100.000
0, 32  acc:  1461 /  1584 =  92.235
0, 33  acc:    67 /    75 =  89.333
0, 34  acc:    72 /    76 =  94.737
0, 35  acc:    20 /    22 =  90.909
0, 36  acc:    25 /    31 =  80.645
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    13 /    14 =  92.857
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   332 /   363 =  91.460
0, 41  acc:    20 /    22 =  90.909
0, 42  acc:    11 /    12 =  91.667
0, 43  acc:     6 /     6 = 100.000
0, 44  acc:    11 /    16 =  68.750
0, 45  acc:     1 /     2 =  50.000
0, 46  acc:    13 /    14 =  92.857
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   297 /   354 =  83.898
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    15 /    17 =  88.235
0, 51  acc:    14 /    16 =  87.500
0, 52  acc:     7 /     9 =  77.778
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     3 =   0.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   276 /   311 =  88.746
0, 57  acc:     8 /     8 = 100.000
0, 58  acc:    10 /    13 =  76.923
0, 59  acc:    13 /    15 =  86.667
0, 60  acc:    15 /    18 =  83.333
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     7 /    10 =  70.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2046 /  2468 =  82.901
0, 65  acc:   336 /   392 =  85.714
0, 66  acc:   228 /   271 =  84.133
0, 67  acc:    83 /   104 =  79.808
0, 68  acc:    27 /    47 =  57.447
0, 69  acc:     0 /     1 =   0.000
0, 70  acc:    22 /    24 =  91.667
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    43 /    50 =  86.000
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:     3 /     4 =  75.000
0, 75  acc:     5 /     5 = 100.000
0, 76  acc:     3 /     7 =  42.857
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    66 /    82 =  80.488
0, 81  acc:     3 /     9 =  33.333
0, 82  acc:     4 /     4 = 100.000
0, 83  acc:    11 /    12 =  91.667
0, 84  acc:     3 /     8 =  37.500
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    10 /    12 =  83.333
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:    11 /    13 =  84.615
0, 89  acc:     2 /     4 =  50.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     4 =  25.000
0, 94  acc:    71 /    83 =  85.542
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    13 /    14 =  92.857
0, 99  acc:     0 /     1 =   0.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    11 /    11 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    18 /    22 =  81.818
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     1 /     4 =  25.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    14 /    17 =  82.353
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:  6434 /  7131 =  90.226
0, 118  acc:  1530 /  1714 =  89.265
0, 119  acc:   389 /   444 =  87.613
0, 120  acc:   299 /   343 =  87.172
0, 121  acc:    78 /    94 =  82.979
0, 122  acc:    31 /    37 =  83.784
0, 123  acc:    15 /    16 =  93.750
0, 124  acc:    12 /    19 =  63.158
0, 125  acc:   380 /   418 =  90.909
0, 126  acc:   134 /   139 =  96.403
0, 127  acc:    18 /    21 =  85.714
0, 128  acc:    31 /    35 =  88.571
0, 129  acc:     3 /     5 =  60.000
0, 130  acc:     2 /     3 =  66.667
0, 131  acc:     0 /     2 =   0.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   231 /   262 =  88.168
0, 134  acc:    55 /    69 =  79.710
0, 135  acc:    25 /    28 =  89.286
0, 136  acc:    36 /    37 =  97.297
0, 137  acc:    13 /    14 =  92.857
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    53 /    65 =  81.538
0, 142  acc:    12 /    13 =  92.308
0, 143  acc:     2 /     2 = 100.000
0, 144  acc:    14 /    14 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   103 /   119 =  86.555
0, 149  acc:    11 /    13 =  84.615
0, 150  acc:     4 /     6 =  66.667
0, 151  acc:    13 /    20 =  65.000
0, 152  acc:     0 /     1 =   0.000
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    50 /    52 =  96.154
0, 155  acc:     5 /     6 =  83.333
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    26 /    27 =  96.296
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     4 =  25.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    20 =  80.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     2 =  50.000
0, 169  acc:  1431 /  1754 =  81.585
0, 170  acc:   328 /   398 =  82.412
0, 171  acc:   108 /   133 =  81.203
0, 172  acc:   133 /   166 =  80.120
0, 173  acc:     7 /    17 =  41.176
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:     6 /    11 =  54.545
0, 177  acc:    51 /    61 =  83.607
0, 178  acc:    18 /    19 =  94.737
0, 179  acc:     8 /     9 =  88.889
0, 180  acc:    10 /    11 =  90.909
0, 181  acc:     1 /     2 =  50.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     3 =  66.667
0, 184  acc:    65 /    72 =  90.278
0, 185  acc:     4 /     5 =  80.000
0, 186  acc:     3 /     4 =  75.000
0, 187  acc:     5 /     8 =  62.500
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    34 /    37 =  91.892
0, 192  acc:     2 /     6 =  33.333
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    47 /    55 =  85.455
0, 197  acc:    14 /    15 =  93.333
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     7 /     9 =  77.778
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    25 /    26 =  96.154
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:    11 /    11 = 100.000
0, 208  acc:     6 /     7 =  85.714
0, 209  acc:     4 /     4 = 100.000
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     3 =  66.667
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     3 =  33.333
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     8 =  87.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 58897 / 61002 =  96.549
1, 1  acc:  6005 /  6235 =  96.311
1, 2  acc: 10420 / 10930 =  95.334
1, 3  acc:  4308 /  4558 =  94.515
1, 4  acc:  5143 /  5336 =  96.383
1, 5  acc:   981 /  1012 =  96.937
1, 6  acc:   511 /   532 =  96.053
1, 7  acc:   678 /   707 =  95.898
1, 8  acc:  5301 /  5560 =  95.342
1, 9  acc:   382 /   399 =  95.739
1, 10  acc:   473 /   506 =  93.478
1, 11  acc:   221 /   243 =  90.947
1, 12  acc:   811 /   849 =  95.524
1, 13  acc:   100 /   108 =  92.593
1, 14  acc:   123 /   132 =  93.182
1, 15  acc:   152 /   164 =  92.683
1, 16  acc:  7901 /  8330 =  94.850
1, 17  acc:   272 /   288 =  94.444
1, 18  acc:   564 /   593 =  95.110
1, 19  acc:   213 /   227 =  93.833
1, 20  acc:   314 /   326 =  96.319
1, 21  acc:    49 /    50 =  98.000
1, 22  acc:   128 /   137 =  93.431
1, 23  acc:    38 /    39 =  97.436
1, 24  acc:  1023 /  1095 =  93.425
1, 25  acc:    23 /    23 = 100.000
1, 26  acc:    91 /    99 =  91.919
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:   153 /   158 =  96.835
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    18 /    18 = 100.000
1, 31  acc:     8 /     8 = 100.000
1, 32  acc:  1644 /  1741 =  94.428
1, 33  acc:    93 /    98 =  94.898
1, 34  acc:    63 /    67 =  94.030
1, 35  acc:    21 /    21 = 100.000
1, 36  acc:    55 /    57 =  96.491
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    39 /    39 = 100.000
1, 39  acc:    10 /    10 = 100.000
1, 40  acc:   429 /   452 =  94.912
1, 41  acc:    25 /    25 = 100.000
1, 42  acc:     9 /    11 =  81.818
1, 43  acc:    24 /    26 =  92.308
1, 44  acc:    23 /    24 =  95.833
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:    12 /    12 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   529 /   564 =  93.794
1, 49  acc:     9 /    11 =  81.818
1, 50  acc:    37 /    40 =  92.500
1, 51  acc:    21 /    21 = 100.000
1, 52  acc:    15 /    15 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    37 /    38 =  97.368
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   403 /   423 =  95.272
1, 57  acc:    10 /    11 =  90.909
1, 58  acc:    23 /    24 =  95.833
1, 59  acc:    25 /    26 =  96.154
1, 60  acc:    32 /    39 =  82.051
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    19 /    20 =  95.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5288 /  5504 =  96.076
1, 65  acc:   721 /   763 =  94.495
1, 66  acc:   507 /   534 =  94.944
1, 67  acc:   178 /   187 =  95.187
1, 68  acc:   233 /   242 =  96.281
1, 69  acc:    44 /    45 =  97.778
1, 70  acc:    72 /    75 =  96.000
1, 71  acc:    26 /    28 =  92.857
1, 72  acc:   108 /   115 =  93.913
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     3 /     4 =  75.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    19 /    22 =  86.364
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   175 /   182 =  96.154
1, 81  acc:    19 /    21 =  90.476
1, 82  acc:    41 /    45 =  91.111
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    25 /    26 =  96.154
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    19 /    21 =  90.476
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:     2 /     2 = 100.000
1, 94  acc:   156 /   168 =  92.857
1, 95  acc:    15 /    19 =  78.947
1, 96  acc:    19 /    19 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    17 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    21 /    21 = 100.000
1, 101  acc:     6 /     6 = 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:    34 /    36 =  94.444
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    17 =  88.235
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    16 /    17 =  94.118
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:  7845 /  8413 =  93.249
1, 118  acc:  1920 /  2041 =  94.072
1, 119  acc:   472 /   493 =  95.740
1, 120  acc:   492 /   522 =  94.253
1, 121  acc:   144 /   151 =  95.364
1, 122  acc:    61 /    64 =  95.312
1, 123  acc:    28 /    31 =  90.323
1, 124  acc:    27 /    30 =  90.000
1, 125  acc:   487 /   518 =  94.015
1, 126  acc:   134 /   139 =  96.403
1, 127  acc:    27 /    32 =  84.375
1, 128  acc:    34 /    38 =  89.474
1, 129  acc:    15 /    15 = 100.000
1, 130  acc:     4 /     5 =  80.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   414 /   448 =  92.411
1, 134  acc:    97 /   104 =  93.269
1, 135  acc:    27 /    29 =  93.103
1, 136  acc:    15 /    18 =  83.333
1, 137  acc:    10 /    10 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   103 /   105 =  98.095
1, 142  acc:    14 /    19 =  73.684
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     3 /     4 =  75.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     7 =  71.429
1, 148  acc:   185 /   199 =  92.965
1, 149  acc:    11 /    14 =  78.571
1, 150  acc:    20 /    20 = 100.000
1, 151  acc:     8 /    13 =  61.538
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     0 /     4 =   0.000
1, 154  acc:    49 /    52 =  94.231
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /    10 =  80.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    33 /    33 = 100.000
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    37 /    38 =  97.368
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3454 /  3653 =  94.552
1, 170  acc:   644 /   692 =  93.064
1, 171  acc:   279 /   288 =  96.875
1, 172  acc:   205 /   215 =  95.349
1, 173  acc:    54 /    54 = 100.000
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:    11 /    11 = 100.000
1, 176  acc:    54 /    59 =  91.525
1, 177  acc:    93 /    95 =  97.895
1, 178  acc:     7 /    10 =  70.000
1, 179  acc:     1 /     3 =  33.333
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:    17 /    17 = 100.000
1, 184  acc:   131 /   138 =  94.928
1, 185  acc:    45 /    47 =  95.745
1, 186  acc:    21 /    22 =  95.455
1, 187  acc:    16 /    16 = 100.000
1, 188  acc:     4 /     5 =  80.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:    13 /    13 = 100.000
1, 191  acc:    12 /    12 = 100.000
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:   107 /   120 =  89.167
1, 197  acc:    11 /    12 =  91.667
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     5 =  80.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    13 =  84.615
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:    14 /    14 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    15 /    17 =  88.235
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    12 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 252869 / 269038 =  93.990
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24387 / 25373 =  96.114
0, 1  acc: 30041 / 31282 =  96.033
0, 2  acc:  5932 /  6155 =  96.377
0, 3  acc: 23334 / 24292 =  96.056
0, 4  acc: 10414 / 10829 =  96.168
0, 5  acc:  5322 /  5541 =  96.048
0, 6  acc:  6527 /  6785 =  96.197
0, 7  acc: 11555 / 12016 =  96.163
1, 0  acc:  4263 /  4437 =  96.078
1, 1  acc:  4750 /  4962 =  95.728
1, 2  acc:  2169 /  2265 =  95.762
1, 3  acc:  2346 /  2446 =  95.912
1, 4  acc:  3001 /  3125 =  96.032
1, 5  acc:   977 /  1003 =  97.408
1, 6  acc:  2988 /  3111 =  96.046
1, 7  acc:  4503 /  4682 =  96.177
--------------------------------------
Average acc: 142509 / 148304 =  96.092
Robust  acc:  4750 /  4962 =  95.728
--------------------------------------
New max robust acc: 95.72752922208787
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed40.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed40.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.121 | Best Acc: 87.943
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10147 / 12092 =  83.915
0, 1  acc: 12063 / 14179 =  85.077
0, 2  acc:  2109 /  3210 =  65.701
0, 3  acc: 10642 / 12101 =  87.943
0, 4  acc:  3740 /  5355 =  69.841
0, 5  acc:  2426 /  2980 =  81.409
0, 6  acc:  1905 /  3335 =  57.121
0, 7  acc:  3884 /  5723 =  67.867
1, 0  acc:  1674 /  2203 =  75.987
1, 1  acc:  1687 /  2270 =  74.317
1, 2  acc:   908 /  1216 =  74.671
1, 3  acc:   928 /  1260 =  73.651
1, 4  acc:  1286 /  1627 =  79.041
1, 5  acc:   398 /   520 =  76.538
1, 6  acc:  1307 /  1537 =  85.036
1, 7  acc:  1706 /  2246 =  75.957
------------------------------------
Average acc: 56810 / 71854 =  79.063
Robust  acc:  1905 /  3335 =  57.121
------------------------------------
Accuracies by groups:
0, 0  acc: 10147 / 12092 =  83.915
0, 1  acc: 12063 / 14179 =  85.077
0, 2  acc:  2109 /  3210 =  65.701
0, 3  acc: 10642 / 12101 =  87.943
0, 4  acc:  3740 /  5355 =  69.841
0, 5  acc:  2426 /  2980 =  81.409
0, 6  acc:  1905 /  3335 =  57.121
0, 7  acc:  3884 /  5723 =  67.867
1, 0  acc:  1674 /  2203 =  75.987
1, 1  acc:  1687 /  2270 =  74.317
1, 2  acc:   908 /  1216 =  74.671
1, 3  acc:   928 /  1260 =  73.651
1, 4  acc:  1286 /  1627 =  79.041
1, 5  acc:   398 /   520 =  76.538
1, 6  acc:  1307 /  1537 =  85.036
1, 7  acc:  1706 /  2246 =  75.957
------------------------------------
Average acc: 56810 / 71854 =  79.063
Robust  acc:  1905 /  3335 =  57.121
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10147 / 12092 =  83.915
0, 1  acc: 12063 / 14179 =  85.077
0, 2  acc:  2109 /  3210 =  65.701
0, 3  acc: 10642 / 12101 =  87.943
0, 4  acc:  3740 /  5355 =  69.841
0, 5  acc:  2426 /  2980 =  81.409
0, 6  acc:  1905 /  3335 =  57.121
0, 7  acc:  3884 /  5723 =  67.867
1, 0  acc:  1674 /  2203 =  75.987
1, 1  acc:  1687 /  2270 =  74.317
1, 2  acc:   908 /  1216 =  74.671
1, 3  acc:   928 /  1260 =  73.651
1, 4  acc:  1286 /  1627 =  79.041
1, 5  acc:   398 /   520 =  76.538
1, 6  acc:  1307 /  1537 =  85.036
1, 7  acc:  1706 /  2246 =  75.957
------------------------------------
Average acc: 56810 / 71854 =  79.063
Robust  acc:  1905 /  3335 =  57.121
------------------------------------

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: 96.784 | Val Loss: 0.000 | Val Acc: 96.053
Training:
Accuracies by groups:
0, 0  acc: 64342 / 66462 =  96.810
0, 1  acc:  6846 /  7074 =  96.777
0, 2  acc: 10511 / 10950 =  95.991
0, 3  acc:  5069 /  5267 =  96.241
0, 4  acc:  1945 /  2205 =  88.209
0, 5  acc:   233 /   276 =  84.420
0, 6  acc:   319 /   345 =  92.464
0, 7  acc:   243 /   274 =  88.686
0, 8  acc:  5667 /  5924 =  95.662
0, 9  acc:   428 /   457 =  93.654
0, 10  acc:   400 /   423 =  94.563
0, 11  acc:   261 /   280 =  93.214
0, 12  acc:   361 /   417 =  86.571
0, 13  acc:    31 /    41 =  75.610
0, 14  acc:    40 /    45 =  88.889
0, 15  acc:    20 /    25 =  80.000
0, 16  acc:  4766 /  5118 =  93.122
0, 17  acc:   170 /   180 =  94.444
0, 18  acc:   463 /   491 =  94.297
0, 19  acc:   129 /   139 =  92.806
0, 20  acc:   123 /   138 =  89.130
0, 21  acc:    13 /    14 =  92.857
0, 22  acc:    64 /    66 =  96.970
0, 23  acc:     6 /    10 =  60.000
0, 24  acc:   616 /   662 =  93.051
0, 25  acc:    35 /    36 =  97.222
0, 26  acc:    69 /    75 =  92.000
0, 27  acc:    19 /    21 =  90.476
0, 28  acc:    43 /    46 =  93.478
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     7 /    10 =  70.000
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  1553 /  1622 =  95.746
0, 33  acc:    92 /    96 =  95.833
0, 34  acc:    70 /    72 =  97.222
0, 35  acc:    17 /    18 =  94.444
0, 36  acc:    28 /    34 =  82.353
0, 37  acc:    10 /    10 = 100.000
0, 38  acc:    26 /    26 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   327 /   346 =  94.509
0, 41  acc:    18 /    18 = 100.000
0, 42  acc:    10 /    14 =  71.429
0, 43  acc:    11 /    11 = 100.000
0, 44  acc:    20 /    20 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     9 /    10 =  90.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   303 /   322 =  94.099
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    16 /    18 =  88.889
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:    10 /    10 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     5 =  80.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   226 /   258 =  87.597
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:     8 /    13 =  61.538
0, 59  acc:    17 /    17 = 100.000
0, 60  acc:    28 /    32 =  87.500
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    15 /    15 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2190 /  2428 =  90.198
0, 65  acc:   372 /   402 =  92.537
0, 66  acc:   225 /   247 =  91.093
0, 67  acc:    81 /    90 =  90.000
0, 68  acc:    42 /    51 =  82.353
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    30 /    33 =  90.909
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    65 /    69 =  94.203
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:     6 /     6 = 100.000
0, 76  acc:    14 /    15 =  93.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    74 /    83 =  89.157
0, 81  acc:    10 /    14 =  71.429
0, 82  acc:     3 /     3 = 100.000
0, 83  acc:    10 /    10 = 100.000
0, 84  acc:     5 /     6 =  83.333
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     5 /     6 =  83.333
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     9 /    11 =  81.818
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    73 /    78 =  93.590
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    15 /    15 = 100.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    12 /    14 =  85.714
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    15 /    17 =  88.235
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     5 = 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:  6710 /  7112 =  94.348
0, 118  acc:  1602 /  1706 =  93.904
0, 119  acc:   365 /   386 =  94.560
0, 120  acc:   367 /   388 =  94.588
0, 121  acc:    72 /    87 =  82.759
0, 122  acc:    37 /    39 =  94.872
0, 123  acc:    14 /    14 = 100.000
0, 124  acc:    27 /    30 =  90.000
0, 125  acc:   383 /   395 =  96.962
0, 126  acc:   123 /   128 =  96.094
0, 127  acc:    11 /    12 =  91.667
0, 128  acc:    41 /    44 =  93.182
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   230 /   248 =  92.742
0, 134  acc:    84 /    92 =  91.304
0, 135  acc:    33 /    33 = 100.000
0, 136  acc:    42 /    42 = 100.000
0, 137  acc:     6 /     9 =  66.667
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    75 /    82 =  91.463
0, 142  acc:    12 /    15 =  80.000
0, 143  acc:     6 /     8 =  75.000
0, 144  acc:    28 /    28 = 100.000
0, 145  acc:     1 /     2 =  50.000
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   132 /   135 =  97.778
0, 149  acc:    20 /    22 =  90.909
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:    21 /    24 =  87.500
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    52 /    55 =  94.545
0, 155  acc:     4 /     6 =  66.667
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     7 /     7 = 100.000
0, 159  acc:    22 /    22 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    10 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    18 /    18 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     5 /     5 = 100.000
0, 169  acc:  1555 /  1719 =  90.460
0, 170  acc:   357 /   393 =  90.840
0, 171  acc:    95 /   103 =  92.233
0, 172  acc:   154 /   171 =  90.058
0, 173  acc:    13 /    15 =  86.667
0, 174  acc:     8 /     8 = 100.000
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:     7 /    12 =  58.333
0, 177  acc:    56 /    62 =  90.323
0, 178  acc:    19 /    19 = 100.000
0, 179  acc:    11 /    12 =  91.667
0, 180  acc:    12 /    12 = 100.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     1 =   0.000
0, 183  acc:     2 /     3 =  66.667
0, 184  acc:    58 /    63 =  92.063
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     7 /     9 =  77.778
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    36 /    36 = 100.000
0, 192  acc:     2 /     3 =  66.667
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    54 /    57 =  94.737
0, 197  acc:    21 /    21 = 100.000
0, 198  acc:    10 /    10 = 100.000
0, 199  acc:    13 /    13 = 100.000
0, 200  acc:     2 /     2 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    24 /    29 =  82.759
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     9 /     9 = 100.000
0, 209  acc:     7 /    10 =  70.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     2 /     3 =  66.667
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    12 =  83.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 59776 / 60847 =  98.240
1, 1  acc:  6213 /  6342 =  97.966
1, 2  acc: 10738 / 10976 =  97.832
1, 3  acc:  4549 /  4638 =  98.081
1, 4  acc:  5199 /  5298 =  98.131
1, 5  acc:   919 /   934 =  98.394
1, 6  acc:   504 /   519 =  97.110
1, 7  acc:   631 /   641 =  98.440
1, 8  acc:  5332 /  5464 =  97.584
1, 9  acc:   420 /   426 =  98.592
1, 10  acc:   479 /   485 =  98.763
1, 11  acc:   244 /   254 =  96.063
1, 12  acc:   817 /   836 =  97.727
1, 13  acc:   116 /   117 =  99.145
1, 14  acc:   107 /   110 =  97.273
1, 15  acc:   136 /   140 =  97.143
1, 16  acc:  8034 /  8225 =  97.678
1, 17  acc:   306 /   310 =  98.710
1, 18  acc:   587 /   598 =  98.161
1, 19  acc:   221 /   229 =  96.507
1, 20  acc:   328 /   332 =  98.795
1, 21  acc:    48 /    49 =  97.959
1, 22  acc:   151 /   156 =  96.795
1, 23  acc:    41 /    45 =  91.111
1, 24  acc:  1032 /  1073 =  96.179
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:   117 /   121 =  96.694
1, 27  acc:    14 /    14 = 100.000
1, 28  acc:   131 /   135 =  97.037
1, 29  acc:    12 /    12 = 100.000
1, 30  acc:    33 /    34 =  97.059
1, 31  acc:     8 /     9 =  88.889
1, 32  acc:  1720 /  1753 =  98.118
1, 33  acc:    90 /    91 =  98.901
1, 34  acc:    68 /    69 =  98.551
1, 35  acc:    22 /    22 = 100.000
1, 36  acc:    46 /    48 =  95.833
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    35 /    35 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   425 /   434 =  97.926
1, 41  acc:    18 /    18 = 100.000
1, 42  acc:    13 /    16 =  81.250
1, 43  acc:    25 /    25 = 100.000
1, 44  acc:    19 /    20 =  95.000
1, 45  acc:     1 /     3 =  33.333
1, 46  acc:    15 /    16 =  93.750
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   536 /   555 =  96.577
1, 49  acc:    10 /    11 =  90.909
1, 50  acc:    51 /    53 =  96.226
1, 51  acc:    25 /    25 = 100.000
1, 52  acc:    17 /    17 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    40 /    41 =  97.561
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   409 /   423 =  96.690
1, 57  acc:    25 /    25 = 100.000
1, 58  acc:    23 /    23 = 100.000
1, 59  acc:    10 /    11 =  90.909
1, 60  acc:    14 /    17 =  82.353
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    31 /    31 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5492 /  5618 =  97.757
1, 65  acc:   769 /   783 =  98.212
1, 66  acc:   497 /   509 =  97.642
1, 67  acc:   205 /   213 =  96.244
1, 68  acc:   242 /   246 =  98.374
1, 69  acc:    34 /    34 = 100.000
1, 70  acc:    88 /    89 =  98.876
1, 71  acc:    26 /    26 = 100.000
1, 72  acc:   133 /   136 =  97.794
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     4 /     5 =  80.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    18 /    18 = 100.000
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   202 /   210 =  96.190
1, 81  acc:    17 /    22 =  77.273
1, 82  acc:    52 /    53 =  98.113
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:    17 /    17 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    30 /    30 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    16 /    17 =  94.118
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:     3 /     3 = 100.000
1, 94  acc:   143 /   145 =  98.621
1, 95  acc:     9 /    10 =  90.000
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    15 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    18 /    18 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     6 /     6 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    31 /    31 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    15 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    21 /    22 =  95.455
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8104 /  8394 =  96.545
1, 118  acc:  2037 /  2090 =  97.464
1, 119  acc:   508 /   521 =  97.505
1, 120  acc:   532 /   551 =  96.552
1, 121  acc:   188 /   193 =  97.409
1, 122  acc:    69 /    69 = 100.000
1, 123  acc:    42 /    42 = 100.000
1, 124  acc:    26 /    27 =  96.296
1, 125  acc:   541 /   557 =  97.127
1, 126  acc:   156 /   160 =  97.500
1, 127  acc:    15 /    15 = 100.000
1, 128  acc:    39 /    40 =  97.500
1, 129  acc:    12 /    14 =  85.714
1, 130  acc:     4 /     5 =  80.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     9 =  88.889
1, 133  acc:   451 /   462 =  97.619
1, 134  acc:    71 /    75 =  94.667
1, 135  acc:    31 /    31 = 100.000
1, 136  acc:    19 /    22 =  86.364
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     6 /     6 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:   121 /   125 =  96.800
1, 142  acc:    14 /    14 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   217 /   226 =  96.018
1, 149  acc:    18 /    19 =  94.737
1, 150  acc:    14 /    14 = 100.000
1, 151  acc:     7 /    14 =  50.000
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    37 /    37 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    28 /    29 =  96.552
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    28 /    28 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3480 /  3572 =  97.424
1, 170  acc:   653 /   670 =  97.463
1, 171  acc:   291 /   294 =  98.980
1, 172  acc:   201 /   208 =  96.635
1, 173  acc:    62 /    63 =  98.413
1, 174  acc:    13 /    14 =  92.857
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    45 /    47 =  95.745
1, 177  acc:    87 /    90 =  96.667
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:    10 /    10 = 100.000
1, 181  acc:     9 /     9 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    17 /    18 =  94.444
1, 184  acc:   124 /   126 =  98.413
1, 185  acc:    30 /    30 = 100.000
1, 186  acc:    20 /    21 =  95.238
1, 187  acc:    14 /    14 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:    12 /    13 =  92.308
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     6 /     6 = 100.000
1, 196  acc:   106 /   110 =  96.364
1, 197  acc:     8 /     8 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    21 /    22 =  95.455
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    24 /    25 =  96.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     9 /    10 =  90.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260385 / 269038 =  96.784
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24391 / 25373 =  96.130
0, 1  acc: 30083 / 31282 =  96.167
0, 2  acc:  5914 /  6155 =  96.084
0, 3  acc: 23341 / 24292 =  96.085
0, 4  acc: 10412 / 10829 =  96.149
0, 5  acc:  5336 /  5541 =  96.300
0, 6  acc:  6511 /  6785 =  95.962
0, 7  acc: 11534 / 12016 =  95.989
1, 0  acc:  4261 /  4437 =  96.033
1, 1  acc:  4745 /  4962 =  95.627
1, 2  acc:  2173 /  2265 =  95.938
1, 3  acc:  2354 /  2446 =  96.239
1, 4  acc:  3015 /  3125 =  96.480
1, 5  acc:   958 /  1003 =  95.513
1, 6  acc:  3003 /  3111 =  96.528
1, 7  acc:  4513 /  4682 =  96.390
--------------------------------------
Average acc: 142544 / 148304 =  96.116
Robust  acc:   958 /  1003 =  95.513
--------------------------------------
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: 55.532 | Best Acc: 86.532
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc:  9897 / 12092 =  81.848
0, 1  acc: 11809 / 14179 =  83.285
0, 2  acc:  1824 /  3210 =  56.822
0, 3  acc: 10380 / 12101 =  85.778
0, 4  acc:  3568 /  5355 =  66.629
0, 5  acc:  2369 /  2980 =  79.497
0, 6  acc:  1852 /  3335 =  55.532
0, 7  acc:  3510 /  5723 =  61.331
1, 0  acc:  1752 /  2203 =  79.528
1, 1  acc:  1782 /  2270 =  78.502
1, 2  acc:   982 /  1216 =  80.757
1, 3  acc:   994 /  1260 =  78.889
1, 4  acc:  1321 /  1627 =  81.192
1, 5  acc:   418 /   520 =  80.385
1, 6  acc:  1330 /  1537 =  86.532
1, 7  acc:  1871 /  2246 =  83.304
------------------------------------
Average acc: 55659 / 71854 =  77.461
Robust  acc:  1852 /  3335 =  55.532
------------------------------------
Accuracies by groups:
0, 0  acc:  9897 / 12092 =  81.848
0, 1  acc: 11809 / 14179 =  83.285
0, 2  acc:  1824 /  3210 =  56.822
0, 3  acc: 10380 / 12101 =  85.778
0, 4  acc:  3568 /  5355 =  66.629
0, 5  acc:  2369 /  2980 =  79.497
0, 6  acc:  1852 /  3335 =  55.532
0, 7  acc:  3510 /  5723 =  61.331
1, 0  acc:  1752 /  2203 =  79.528
1, 1  acc:  1782 /  2270 =  78.502
1, 2  acc:   982 /  1216 =  80.757
1, 3  acc:   994 /  1260 =  78.889
1, 4  acc:  1321 /  1627 =  81.192
1, 5  acc:   418 /   520 =  80.385
1, 6  acc:  1330 /  1537 =  86.532
1, 7  acc:  1871 /  2246 =  83.304
------------------------------------
Average acc: 55659 / 71854 =  77.461
Robust  acc:  1852 /  3335 =  55.532
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9897 / 12092 =  81.848
0, 1  acc: 11809 / 14179 =  83.285
0, 2  acc:  1824 /  3210 =  56.822
0, 3  acc: 10380 / 12101 =  85.778
0, 4  acc:  3568 /  5355 =  66.629
0, 5  acc:  2369 /  2980 =  79.497
0, 6  acc:  1852 /  3335 =  55.532
0, 7  acc:  3510 /  5723 =  61.331
1, 0  acc:  1752 /  2203 =  79.528
1, 1  acc:  1782 /  2270 =  78.502
1, 2  acc:   982 /  1216 =  80.757
1, 3  acc:   994 /  1260 =  78.889
1, 4  acc:  1321 /  1627 =  81.192
1, 5  acc:   418 /   520 =  80.385
1, 6  acc:  1330 /  1537 =  86.532
1, 7  acc:  1871 /  2246 =  83.304
------------------------------------
Average acc: 55659 / 71854 =  77.461
Robust  acc:  1852 /  3335 =  55.532
------------------------------------

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: 98.007 | Val Loss: 0.000 | Val Acc: 98.087
Training:
Accuracies by groups:
0, 0  acc: 64606 / 65925 =  97.999
0, 1  acc:  7043 /  7183 =  98.051
0, 2  acc: 10644 / 10900 =  97.651
0, 3  acc:  5033 /  5195 =  96.882
0, 4  acc:  1974 /  2126 =  92.850
0, 5  acc:   244 /   275 =  88.727
0, 6  acc:   319 /   340 =  93.824
0, 7  acc:   272 /   294 =  92.517
0, 8  acc:  5778 /  5938 =  97.305
0, 9  acc:   442 /   455 =  97.143
0, 10  acc:   410 /   427 =  96.019
0, 11  acc:   297 /   305 =  97.377
0, 12  acc:   405 /   440 =  92.045
0, 13  acc:    32 /    38 =  84.211
0, 14  acc:    44 /    46 =  95.652
0, 15  acc:    22 /    25 =  88.000
0, 16  acc:  4808 /  5040 =  95.397
0, 17  acc:   207 /   215 =  96.279
0, 18  acc:   472 /   493 =  95.740
0, 19  acc:   152 /   156 =  97.436
0, 20  acc:   117 /   128 =  91.406
0, 21  acc:    15 /    15 = 100.000
0, 22  acc:    47 /    49 =  95.918
0, 23  acc:     9 /    13 =  69.231
0, 24  acc:   642 /   670 =  95.821
0, 25  acc:    28 /    28 = 100.000
0, 26  acc:    68 /    70 =  97.143
0, 27  acc:    18 /    20 =  90.000
0, 28  acc:    28 /    29 =  96.552
0, 29  acc:     4 /     5 =  80.000
0, 30  acc:     5 /     5 = 100.000
0, 31  acc:    13 /    14 =  92.857
0, 32  acc:  1513 /  1555 =  97.299
0, 33  acc:    76 /    79 =  96.203
0, 34  acc:    73 /    74 =  98.649
0, 35  acc:    21 /    21 = 100.000
0, 36  acc:    31 /    34 =  91.176
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    16 /    17 =  94.118
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   384 /   397 =  96.725
0, 41  acc:    14 /    14 = 100.000
0, 42  acc:    15 /    15 = 100.000
0, 43  acc:     8 /     8 = 100.000
0, 44  acc:     8 /     8 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   322 /   333 =  96.697
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    21 /    21 = 100.000
0, 51  acc:    23 /    23 = 100.000
0, 52  acc:     4 /     5 =  80.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   283 /   298 =  94.966
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    15 /    16 =  93.750
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    10 /    11 =  90.909
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    12 /    13 =  92.308
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2370 /  2514 =  94.272
0, 65  acc:   366 /   384 =  95.312
0, 66  acc:   233 /   241 =  96.680
0, 67  acc:    98 /   102 =  96.078
0, 68  acc:    42 /    48 =  87.500
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    13 /    14 =  92.857
0, 71  acc:    16 /    16 = 100.000
0, 72  acc:    55 /    55 = 100.000
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:     5 /     5 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    88 /    93 =  94.624
0, 81  acc:    10 /    14 =  71.429
0, 82  acc:     8 /     8 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     4 /     4 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     6 /     7 =  85.714
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    69 /    73 =  94.521
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     1 /     1 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    18 /    20 =  90.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    12 /    13 =  92.308
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     3 /     6 =  50.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:    12 /    12 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6842 /  7071 =  96.761
0, 118  acc:  1602 /  1658 =  96.622
0, 119  acc:   397 /   409 =  97.066
0, 120  acc:   322 /   332 =  96.988
0, 121  acc:    63 /    68 =  92.647
0, 122  acc:    55 /    57 =  96.491
0, 123  acc:     5 /     6 =  83.333
0, 124  acc:    29 /    29 = 100.000
0, 125  acc:   372 /   384 =  96.875
0, 126  acc:   123 /   128 =  96.094
0, 127  acc:    26 /    27 =  96.296
0, 128  acc:    40 /    41 =  97.561
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:    10 /    10 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   244 /   255 =  95.686
0, 134  acc:    80 /    81 =  98.765
0, 135  acc:    32 /    34 =  94.118
0, 136  acc:    23 /    23 = 100.000
0, 137  acc:     9 /     9 = 100.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    78 /    81 =  96.296
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:    10 /    10 = 100.000
0, 144  acc:    11 /    11 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   121 /   125 =  96.800
0, 149  acc:    17 /    18 =  94.444
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:    25 /    31 =  80.645
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    42 /    42 = 100.000
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    25 /    25 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     5 /     5 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    12 =  83.333
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    17 /    17 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1699 /  1780 =  95.449
0, 170  acc:   420 /   438 =  95.890
0, 171  acc:    93 /   100 =  93.000
0, 172  acc:   188 /   192 =  97.917
0, 173  acc:    22 /    24 =  91.667
0, 174  acc:    11 /    11 = 100.000
0, 175  acc:     5 /     6 =  83.333
0, 176  acc:     9 /    15 =  60.000
0, 177  acc:    74 /    76 =  97.368
0, 178  acc:    23 /    23 = 100.000
0, 179  acc:    14 /    14 = 100.000
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    66 /    68 =  97.059
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     3 /     3 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    40 /    40 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     3 /     4 =  75.000
0, 196  acc:    47 /    47 = 100.000
0, 197  acc:    11 /    11 = 100.000
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    21 /    22 =  95.455
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     4 /     5 =  80.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     5 /     5 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    11 /    11 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 60454 / 61082 =  98.972
1, 1  acc:  6115 /  6204 =  98.565
1, 2  acc: 10983 / 11128 =  98.697
1, 3  acc:  4580 /  4654 =  98.410
1, 4  acc:  5264 /  5344 =  98.503
1, 5  acc:   897 /   907 =  98.897
1, 6  acc:   546 /   553 =  98.734
1, 7  acc:   652 /   664 =  98.193
1, 8  acc:  5472 /  5550 =  98.595
1, 9  acc:   399 /   408 =  97.794
1, 10  acc:   524 /   529 =  99.055
1, 11  acc:   235 /   239 =  98.326
1, 12  acc:   796 /   808 =  98.515
1, 13  acc:   110 /   112 =  98.214
1, 14  acc:   135 /   137 =  98.540
1, 15  acc:   159 /   160 =  99.375
1, 16  acc:  8395 /  8535 =  98.360
1, 17  acc:   288 /   296 =  97.297
1, 18  acc:   655 /   660 =  99.242
1, 19  acc:   231 /   235 =  98.298
1, 20  acc:   296 /   302 =  98.013
1, 21  acc:    39 /    40 =  97.500
1, 22  acc:   146 /   150 =  97.333
1, 23  acc:    40 /    42 =  95.238
1, 24  acc:  1059 /  1080 =  98.056
1, 25  acc:    23 /    23 = 100.000
1, 26  acc:    95 /    97 =  97.938
1, 27  acc:    17 /    17 = 100.000
1, 28  acc:   159 /   161 =  98.758
1, 29  acc:    13 /    13 = 100.000
1, 30  acc:    26 /    26 = 100.000
1, 31  acc:    11 /    11 = 100.000
1, 32  acc:  1732 /  1763 =  98.242
1, 33  acc:    81 /    81 = 100.000
1, 34  acc:    65 /    66 =  98.485
1, 35  acc:    29 /    29 = 100.000
1, 36  acc:    51 /    51 = 100.000
1, 37  acc:     3 /     4 =  75.000
1, 38  acc:    40 /    41 =  97.561
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   422 /   424 =  99.528
1, 41  acc:    21 /    21 = 100.000
1, 42  acc:    14 /    16 =  87.500
1, 43  acc:    29 /    31 =  93.548
1, 44  acc:    26 /    26 = 100.000
1, 45  acc:    13 /    13 = 100.000
1, 46  acc:    12 /    12 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   569 /   575 =  98.957
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    40 /    41 =  97.561
1, 51  acc:    25 /    25 = 100.000
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    46 /    46 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   484 /   493 =  98.174
1, 57  acc:    18 /    18 = 100.000
1, 58  acc:    28 /    28 = 100.000
1, 59  acc:     9 /    10 =  90.000
1, 60  acc:    30 /    32 =  93.750
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    22 /    23 =  95.652
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5493 /  5567 =  98.671
1, 65  acc:   736 /   753 =  97.742
1, 66  acc:   502 /   509 =  98.625
1, 67  acc:   212 /   212 = 100.000
1, 68  acc:   261 /   264 =  98.864
1, 69  acc:    46 /    46 = 100.000
1, 70  acc:    76 /    76 = 100.000
1, 71  acc:    35 /    36 =  97.222
1, 72  acc:   111 /   112 =  99.107
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    17 /    18 =  94.444
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   188 /   190 =  98.947
1, 81  acc:    27 /    30 =  90.000
1, 82  acc:    42 /    44 =  95.455
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    27 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    32 /    32 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     5 /     6 =  83.333
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:   155 /   158 =  98.101
1, 95  acc:    10 /    11 =  90.909
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    17 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    17 =  94.118
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:    28 /    29 =  96.552
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    18 /    18 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    18 /    18 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8104 /  8274 =  97.945
1, 118  acc:  2044 /  2085 =  98.034
1, 119  acc:   533 /   540 =  98.704
1, 120  acc:   547 /   552 =  99.094
1, 121  acc:   139 /   140 =  99.286
1, 122  acc:    82 /    84 =  97.619
1, 123  acc:    25 /    26 =  96.154
1, 124  acc:    58 /    59 =  98.305
1, 125  acc:   493 /   501 =  98.403
1, 126  acc:   128 /   130 =  98.462
1, 127  acc:    23 /    25 =  92.000
1, 128  acc:    56 /    56 = 100.000
1, 129  acc:    15 /    15 = 100.000
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   456 /   465 =  98.065
1, 134  acc:    79 /    80 =  98.750
1, 135  acc:    37 /    37 = 100.000
1, 136  acc:    30 /    30 = 100.000
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:   114 /   116 =  98.276
1, 142  acc:    14 /    15 =  93.333
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     7 =  85.714
1, 148  acc:   189 /   194 =  97.423
1, 149  acc:    20 /    20 = 100.000
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:    11 /    18 =  61.111
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    35 /    36 =  97.222
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    15 /    15 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    28 /    29 =  96.552
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    28 /    28 = 100.000
1, 165  acc:    10 /    10 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3585 /  3657 =  98.031
1, 170  acc:   649 /   659 =  98.483
1, 171  acc:   255 /   259 =  98.456
1, 172  acc:   215 /   220 =  97.727
1, 173  acc:    56 /    57 =  98.246
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    48 /    50 =  96.000
1, 177  acc:    93 /    93 = 100.000
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     8 /     8 = 100.000
1, 180  acc:     9 /     9 = 100.000
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    12 /    13 =  92.308
1, 184  acc:   123 /   126 =  97.619
1, 185  acc:    45 /    47 =  95.745
1, 186  acc:    31 /    32 =  96.875
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     5 /     5 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     2 /     3 =  66.667
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   101 /   105 =  96.190
1, 197  acc:    15 /    15 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    15 /    15 = 100.000
1, 205  acc:     8 /     8 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    13 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:    14 /    14 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:    11 /    12 =  91.667
1, 219  acc:     9 /    10 =  90.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263677 / 269038 =  98.007
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24873 / 25373 =  98.029
0, 1  acc: 30675 / 31282 =  98.060
0, 2  acc:  6042 /  6155 =  98.164
0, 3  acc: 23812 / 24292 =  98.024
0, 4  acc: 10616 / 10829 =  98.033
0, 5  acc:  5444 /  5541 =  98.249
0, 6  acc:  6639 /  6785 =  97.848
0, 7  acc: 11786 / 12016 =  98.086
1, 0  acc:  4349 /  4437 =  98.017
1, 1  acc:  4865 /  4962 =  98.045
1, 2  acc:  2221 /  2265 =  98.057
1, 3  acc:  2409 /  2446 =  98.487
1, 4  acc:  3060 /  3125 =  97.920
1, 5  acc:   985 /  1003 =  98.205
1, 6  acc:  3052 /  3111 =  98.104
1, 7  acc:  4593 /  4682 =  98.099
--------------------------------------
Average acc: 145421 / 148304 =  98.056
Robust  acc:  6639 /  6785 =  97.848
--------------------------------------
New max robust acc: 97.8481945467944
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed40.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed40.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.628 | Best Acc: 89.497
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10240 / 12092 =  84.684
0, 1  acc: 12165 / 14179 =  85.796
0, 2  acc:  2073 /  3210 =  64.579
0, 3  acc: 10830 / 12101 =  89.497
0, 4  acc:  4123 /  5355 =  76.993
0, 5  acc:  2523 /  2980 =  84.664
0, 6  acc:  2122 /  3335 =  63.628
0, 7  acc:  3961 /  5723 =  69.212
1, 0  acc:  1646 /  2203 =  74.716
1, 1  acc:  1663 /  2270 =  73.260
1, 2  acc:   925 /  1216 =  76.069
1, 3  acc:   887 /  1260 =  70.397
1, 4  acc:  1180 /  1627 =  72.526
1, 5  acc:   376 /   520 =  72.308
1, 6  acc:  1228 /  1537 =  79.896
1, 7  acc:  1704 /  2246 =  75.868
------------------------------------
Average acc: 57646 / 71854 =  80.227
Robust  acc:  2122 /  3335 =  63.628
------------------------------------
Accuracies by groups:
0, 0  acc: 10240 / 12092 =  84.684
0, 1  acc: 12165 / 14179 =  85.796
0, 2  acc:  2073 /  3210 =  64.579
0, 3  acc: 10830 / 12101 =  89.497
0, 4  acc:  4123 /  5355 =  76.993
0, 5  acc:  2523 /  2980 =  84.664
0, 6  acc:  2122 /  3335 =  63.628
0, 7  acc:  3961 /  5723 =  69.212
1, 0  acc:  1646 /  2203 =  74.716
1, 1  acc:  1663 /  2270 =  73.260
1, 2  acc:   925 /  1216 =  76.069
1, 3  acc:   887 /  1260 =  70.397
1, 4  acc:  1180 /  1627 =  72.526
1, 5  acc:   376 /   520 =  72.308
1, 6  acc:  1228 /  1537 =  79.896
1, 7  acc:  1704 /  2246 =  75.868
------------------------------------
Average acc: 57646 / 71854 =  80.227
Robust  acc:  2122 /  3335 =  63.628
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10240 / 12092 =  84.684
0, 1  acc: 12165 / 14179 =  85.796
0, 2  acc:  2073 /  3210 =  64.579
0, 3  acc: 10830 / 12101 =  89.497
0, 4  acc:  4123 /  5355 =  76.993
0, 5  acc:  2523 /  2980 =  84.664
0, 6  acc:  2122 /  3335 =  63.628
0, 7  acc:  3961 /  5723 =  69.212
1, 0  acc:  1646 /  2203 =  74.716
1, 1  acc:  1663 /  2270 =  73.260
1, 2  acc:   925 /  1216 =  76.069
1, 3  acc:   887 /  1260 =  70.397
1, 4  acc:  1180 /  1627 =  72.526
1, 5  acc:   376 /   520 =  72.308
1, 6  acc:  1228 /  1537 =  79.896
1, 7  acc:  1704 /  2246 =  75.868
------------------------------------
Average acc: 57646 / 71854 =  80.227
Robust  acc:  2122 /  3335 =  63.628
------------------------------------

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: 98.581 | Val Loss: 0.000 | Val Acc: 99.299
Training:
Accuracies by groups:
0, 0  acc: 65217 / 66103 =  98.660
0, 1  acc:  7037 /  7133 =  98.654
0, 2  acc: 10820 / 10987 =  98.480
0, 3  acc:  4935 /  5031 =  98.092
0, 4  acc:  2051 /  2141 =  95.796
0, 5  acc:   278 /   304 =  91.447
0, 6  acc:   322 /   336 =  95.833
0, 7  acc:   304 /   315 =  96.508
0, 8  acc:  5929 /  6065 =  97.758
0, 9  acc:   416 /   427 =  97.424
0, 10  acc:   436 /   448 =  97.321
0, 11  acc:   269 /   276 =  97.464
0, 12  acc:   405 /   419 =  96.659
0, 13  acc:    46 /    49 =  93.878
0, 14  acc:    56 /    58 =  96.552
0, 15  acc:    26 /    30 =  86.667
0, 16  acc:  4989 /  5133 =  97.195
0, 17  acc:   190 /   195 =  97.436
0, 18  acc:   489 /   501 =  97.605
0, 19  acc:   170 /   177 =  96.045
0, 20  acc:    89 /   101 =  88.119
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    61 /    62 =  98.387
0, 23  acc:     8 /    12 =  66.667
0, 24  acc:   637 /   657 =  96.956
0, 25  acc:    31 /    31 = 100.000
0, 26  acc:    49 /    51 =  96.078
0, 27  acc:    13 /    13 = 100.000
0, 28  acc:    34 /    35 =  97.143
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     9 /     9 = 100.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1554 /  1579 =  98.417
0, 33  acc:    75 /    76 =  98.684
0, 34  acc:    68 /    70 =  97.143
0, 35  acc:    24 /    24 = 100.000
0, 36  acc:    42 /    43 =  97.674
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    16 /    17 =  94.118
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   362 /   370 =  97.838
0, 41  acc:    13 /    14 =  92.857
0, 42  acc:    14 /    15 =  93.333
0, 43  acc:    10 /    10 = 100.000
0, 44  acc:    19 /    19 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   311 /   317 =  98.107
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    12 /    13 =  92.308
0, 51  acc:    12 /    12 = 100.000
0, 52  acc:     2 /     2 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   231 /   238 =  97.059
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    11 /    12 =  91.667
0, 59  acc:    12 /    12 = 100.000
0, 60  acc:    17 /    20 =  85.000
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:    11 /    11 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2308 /  2408 =  95.847
0, 65  acc:   415 /   422 =  98.341
0, 66  acc:   239 /   247 =  96.761
0, 67  acc:    86 /    91 =  94.505
0, 68  acc:    60 /    66 =  90.909
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    22 /    23 =  95.652
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    59 /    59 = 100.000
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     5 /     6 =  83.333
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   101 /   105 =  96.190
0, 81  acc:     7 /    12 =  58.333
0, 82  acc:    14 /    15 =  93.333
0, 83  acc:    18 /    18 = 100.000
0, 84  acc:     5 /     5 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     7 /     8 =  87.500
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    80 /    81 =  98.765
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     3 /     3 = 100.000
0, 98  acc:    18 /    18 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    15 /    15 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    19 /    19 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     5 /     6 =  83.333
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    11 /    11 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6908 /  7066 =  97.764
0, 118  acc:  1585 /  1639 =  96.705
0, 119  acc:   377 /   385 =  97.922
0, 120  acc:   364 /   374 =  97.326
0, 121  acc:    73 /    81 =  90.123
0, 122  acc:    53 /    53 = 100.000
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    32 /    33 =  96.970
0, 125  acc:   385 /   392 =  98.214
0, 126  acc:   123 /   128 =  96.094
0, 127  acc:    26 /    27 =  96.296
0, 128  acc:    49 /    49 = 100.000
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     8 /     9 =  88.889
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   244 /   252 =  96.825
0, 134  acc:    80 /    84 =  95.238
0, 135  acc:    29 /    29 = 100.000
0, 136  acc:    22 /    22 = 100.000
0, 137  acc:    18 /    18 = 100.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    61 /    61 = 100.000
0, 142  acc:    18 /    18 = 100.000
0, 143  acc:     6 /     7 =  85.714
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   141 /   147 =  95.918
0, 149  acc:    11 /    11 = 100.000
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:    22 /    27 =  81.481
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    37 /    37 = 100.000
0, 155  acc:    11 /    11 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:    23 /    23 = 100.000
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     3 /     4 =  75.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    13 =  92.308
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1731 /  1802 =  96.060
0, 170  acc:   378 /   388 =  97.423
0, 171  acc:   132 /   136 =  97.059
0, 172  acc:   165 /   170 =  97.059
0, 173  acc:    19 /    22 =  86.364
0, 174  acc:    12 /    12 = 100.000
0, 175  acc:    10 /    10 = 100.000
0, 176  acc:    12 /    13 =  92.308
0, 177  acc:    85 /    87 =  97.701
0, 178  acc:    17 /    17 = 100.000
0, 179  acc:     9 /    10 =  90.000
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    59 /    59 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     4 /     4 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    25 /    26 =  96.154
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    72 /    72 = 100.000
0, 197  acc:    14 /    14 = 100.000
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     8 /     8 = 100.000
0, 200  acc:     8 /     8 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    19 /    23 =  82.609
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     4 /     4 = 100.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     3 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 60619 / 61130 =  99.164
1, 1  acc:  6285 /  6343 =  99.086
1, 2  acc: 10907 / 11029 =  98.894
1, 3  acc:  4572 /  4628 =  98.790
1, 4  acc:  5381 /  5439 =  98.934
1, 5  acc:   861 /   870 =  98.966
1, 6  acc:   526 /   530 =  99.245
1, 7  acc:   663 /   672 =  98.661
1, 8  acc:  5422 /  5481 =  98.924
1, 9  acc:   381 /   388 =  98.196
1, 10  acc:   487 /   493 =  98.783
1, 11  acc:   234 /   238 =  98.319
1, 12  acc:   830 /   841 =  98.692
1, 13  acc:   118 /   118 = 100.000
1, 14  acc:   122 /   122 = 100.000
1, 15  acc:   155 /   158 =  98.101
1, 16  acc:  8274 /  8362 =  98.948
1, 17  acc:   317 /   318 =  99.686
1, 18  acc:   613 /   619 =  99.031
1, 19  acc:   226 /   228 =  99.123
1, 20  acc:   246 /   248 =  99.194
1, 21  acc:    44 /    45 =  97.778
1, 22  acc:   147 /   147 = 100.000
1, 23  acc:    41 /    44 =  93.182
1, 24  acc:  1023 /  1044 =  97.989
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:   110 /   111 =  99.099
1, 27  acc:    13 /    13 = 100.000
1, 28  acc:   137 /   140 =  97.857
1, 29  acc:    11 /    11 = 100.000
1, 30  acc:    18 /    19 =  94.737
1, 31  acc:     9 /     9 = 100.000
1, 32  acc:  1690 /  1712 =  98.715
1, 33  acc:    98 /    98 = 100.000
1, 34  acc:    71 /    72 =  98.611
1, 35  acc:    28 /    28 = 100.000
1, 36  acc:    58 /    59 =  98.305
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    40 /    40 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   453 /   456 =  99.342
1, 41  acc:    17 /    17 = 100.000
1, 42  acc:    22 /    23 =  95.652
1, 43  acc:    29 /    29 = 100.000
1, 44  acc:    27 /    27 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   555 /   559 =  99.284
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    29 /    29 = 100.000
1, 51  acc:    19 /    20 =  95.000
1, 52  acc:    15 /    15 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    30 /    30 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   457 /   462 =  98.918
1, 57  acc:    15 /    16 =  93.750
1, 58  acc:    22 /    22 = 100.000
1, 59  acc:    12 /    13 =  92.308
1, 60  acc:    34 /    34 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    21 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5554 /  5623 =  98.773
1, 65  acc:   741 /   744 =  99.597
1, 66  acc:   535 /   545 =  98.165
1, 67  acc:   207 /   209 =  99.043
1, 68  acc:   240 /   245 =  97.959
1, 69  acc:    34 /    34 = 100.000
1, 70  acc:    80 /    81 =  98.765
1, 71  acc:    28 /    28 = 100.000
1, 72  acc:   102 /   102 = 100.000
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    14 /    14 = 100.000
1, 77  acc:     7 /     7 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   177 /   181 =  97.790
1, 81  acc:    30 /    34 =  88.235
1, 82  acc:    60 /    61 =  98.361
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    20 /    20 = 100.000
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:     4 /     4 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   154 /   154 = 100.000
1, 95  acc:    14 /    14 = 100.000
1, 96  acc:    16 /    16 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    15 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    37 /    37 = 100.000
1, 101  acc:     6 /     6 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     8 /     8 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    32 /    32 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    24 /    24 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     2 /     3 =  66.667
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:  8318 /  8446 =  98.484
1, 118  acc:  2019 /  2041 =  98.922
1, 119  acc:   502 /   509 =  98.625
1, 120  acc:   549 /   558 =  98.387
1, 121  acc:   144 /   145 =  99.310
1, 122  acc:    72 /    72 = 100.000
1, 123  acc:    22 /    24 =  91.667
1, 124  acc:    37 /    39 =  94.872
1, 125  acc:   512 /   514 =  99.611
1, 126  acc:   113 /   114 =  99.123
1, 127  acc:    23 /    24 =  95.833
1, 128  acc:    42 /    44 =  95.455
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /    10 =  90.000
1, 133  acc:   452 /   457 =  98.906
1, 134  acc:    81 /    81 = 100.000
1, 135  acc:    40 /    40 = 100.000
1, 136  acc:    26 /    28 =  92.857
1, 137  acc:     4 /     5 =  80.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     6 /     6 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:   115 /   116 =  99.138
1, 142  acc:    18 /    18 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     6 =  83.333
1, 148  acc:   229 /   229 = 100.000
1, 149  acc:    14 /    14 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:     6 /    15 =  40.000
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     6 /     7 =  85.714
1, 154  acc:    47 /    47 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    12 /    12 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    38 /    38 = 100.000
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    30 /    30 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3598 /  3644 =  98.738
1, 170  acc:   696 /   707 =  98.444
1, 171  acc:   263 /   264 =  99.621
1, 172  acc:   231 /   235 =  98.298
1, 173  acc:    66 /    66 = 100.000
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    38 /    39 =  97.436
1, 177  acc:    87 /    88 =  98.864
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:    10 /    10 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    13 /    14 =  92.857
1, 184  acc:   146 /   146 = 100.000
1, 185  acc:    48 /    48 = 100.000
1, 186  acc:    19 /    19 = 100.000
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     9 /     9 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   102 /   106 =  96.226
1, 197  acc:    15 /    15 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    30 /    30 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    22 /    22 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    16 /    16 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265220 / 269038 =  98.581
Robust  acc:     6 /    15 =  40.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25209 / 25373 =  99.354
0, 1  acc: 31083 / 31282 =  99.364
0, 2  acc:  6108 /  6155 =  99.236
0, 3  acc: 24097 / 24292 =  99.197
0, 4  acc: 10755 / 10829 =  99.317
0, 5  acc:  5494 /  5541 =  99.152
0, 6  acc:  6741 /  6785 =  99.352
0, 7  acc: 11920 / 12016 =  99.201
1, 0  acc:  4406 /  4437 =  99.301
1, 1  acc:  4935 /  4962 =  99.456
1, 2  acc:  2248 /  2265 =  99.249
1, 3  acc:  2433 /  2446 =  99.469
1, 4  acc:  3107 /  3125 =  99.424
1, 5  acc:   997 /  1003 =  99.402
1, 6  acc:  3090 /  3111 =  99.325
1, 7  acc:  4656 /  4682 =  99.445
--------------------------------------
Average acc: 147279 / 148304 =  99.309
Robust  acc:  5494 /  5541 =  99.152
--------------------------------------
New max robust acc: 99.15177765746255
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed40.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed40.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: 62.460 | Best Acc: 93.273
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11050 / 12092 =  91.383
0, 1  acc: 13088 / 14179 =  92.306
0, 2  acc:  2480 /  3210 =  77.259
0, 3  acc: 11287 / 12101 =  93.273
0, 4  acc:  4522 /  5355 =  84.444
0, 5  acc:  2637 /  2980 =  88.490
0, 6  acc:  2499 /  3335 =  74.933
0, 7  acc:  4671 /  5723 =  81.618
1, 0  acc:  1395 /  2203 =  63.323
1, 1  acc:  1423 /  2270 =  62.687
1, 2  acc:   805 /  1216 =  66.201
1, 3  acc:   787 /  1260 =  62.460
1, 4  acc:  1042 /  1627 =  64.044
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1088 /  1537 =  70.787
1, 7  acc:  1413 /  2246 =  62.912
------------------------------------
Average acc: 60528 / 71854 =  84.237
Robust  acc:   787 /  1260 =  62.460
------------------------------------
Accuracies by groups:
0, 0  acc: 11050 / 12092 =  91.383
0, 1  acc: 13088 / 14179 =  92.306
0, 2  acc:  2480 /  3210 =  77.259
0, 3  acc: 11287 / 12101 =  93.273
0, 4  acc:  4522 /  5355 =  84.444
0, 5  acc:  2637 /  2980 =  88.490
0, 6  acc:  2499 /  3335 =  74.933
0, 7  acc:  4671 /  5723 =  81.618
1, 0  acc:  1395 /  2203 =  63.323
1, 1  acc:  1423 /  2270 =  62.687
1, 2  acc:   805 /  1216 =  66.201
1, 3  acc:   787 /  1260 =  62.460
1, 4  acc:  1042 /  1627 =  64.044
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1088 /  1537 =  70.787
1, 7  acc:  1413 /  2246 =  62.912
------------------------------------
Average acc: 60528 / 71854 =  84.237
Robust  acc:   787 /  1260 =  62.460
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11050 / 12092 =  91.383
0, 1  acc: 13088 / 14179 =  92.306
0, 2  acc:  2480 /  3210 =  77.259
0, 3  acc: 11287 / 12101 =  93.273
0, 4  acc:  4522 /  5355 =  84.444
0, 5  acc:  2637 /  2980 =  88.490
0, 6  acc:  2499 /  3335 =  74.933
0, 7  acc:  4671 /  5723 =  81.618
1, 0  acc:  1395 /  2203 =  63.323
1, 1  acc:  1423 /  2270 =  62.687
1, 2  acc:   805 /  1216 =  66.201
1, 3  acc:   787 /  1260 =  62.460
1, 4  acc:  1042 /  1627 =  64.044
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1088 /  1537 =  70.787
1, 7  acc:  1413 /  2246 =  62.912
------------------------------------
Average acc: 60528 / 71854 =  84.237
Robust  acc:   787 /  1260 =  62.460
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed40.pt
