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_seed37.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: 37
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=37-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed37.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.021 | Train Acc: 85.749 | Val Loss: 0.000 | Val Acc: 91.073
Training:
Accuracies by groups:
0, 0  acc: 59222 / 67134 =  88.215
0, 1  acc:  6005 /  6952 =  86.378
0, 2  acc:  8847 / 10597 =  83.486
0, 3  acc:  4367 /  5222 =  83.627
0, 4  acc:  1022 /  1926 =  53.063
0, 5  acc:   111 /   256 =  43.359
0, 6  acc:   184 /   297 =  61.953
0, 7  acc:   194 /   304 =  63.816
0, 8  acc:  5406 /  6279 =  86.097
0, 9  acc:   409 /   480 =  85.208
0, 10  acc:   364 /   437 =  83.295
0, 11  acc:   243 /   309 =  78.641
0, 12  acc:   177 /   348 =  50.862
0, 13  acc:    24 /    43 =  55.814
0, 14  acc:    27 /    46 =  58.696
0, 15  acc:    10 /    15 =  66.667
0, 16  acc:  3068 /  4582 =  66.958
0, 17  acc:   113 /   162 =  69.753
0, 18  acc:   293 /   428 =  68.458
0, 19  acc:   121 /   163 =  74.233
0, 20  acc:    44 /    88 =  50.000
0, 21  acc:    10 /    13 =  76.923
0, 22  acc:    26 /    45 =  57.778
0, 23  acc:     7 /    17 =  41.176
0, 24  acc:   380 /   609 =  62.397
0, 25  acc:    27 /    34 =  79.412
0, 26  acc:    44 /    59 =  74.576
0, 27  acc:    15 /    20 =  75.000
0, 28  acc:    18 /    35 =  51.429
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:     6 /     9 =  66.667
0, 31  acc:     9 /    11 =  81.818
0, 32  acc:  1212 /  1461 =  82.957
0, 33  acc:    64 /    78 =  82.051
0, 34  acc:    68 /    79 =  86.076
0, 35  acc:    19 /    20 =  95.000
0, 36  acc:    15 /    23 =  65.217
0, 37  acc:     0 /     1 =   0.000
0, 38  acc:     8 /    14 =  57.143
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   333 /   405 =  82.222
0, 41  acc:    16 /    18 =  88.889
0, 42  acc:    10 /    11 =  90.909
0, 43  acc:    10 /    15 =  66.667
0, 44  acc:    10 /    20 =  50.000
0, 45  acc:     1 /     2 =  50.000
0, 46  acc:     2 /     5 =  40.000
0, 47  acc:     0 /     1 =   0.000
0, 48  acc:   197 /   286 =  68.881
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:     7 /    11 =  63.636
0, 51  acc:    14 /    15 =  93.333
0, 52  acc:     1 /     5 =  20.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     4 =   0.000
0, 55  acc:     0 /     1 =   0.000
0, 56  acc:   189 /   259 =  72.973
0, 57  acc:     9 /    10 =  90.000
0, 58  acc:    13 /    24 =  54.167
0, 59  acc:     8 /    12 =  66.667
0, 60  acc:     4 /    12 =  33.333
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     7 =   0.000
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  1368 /  2296 =  59.582
0, 65  acc:   210 /   332 =  63.253
0, 66  acc:   154 /   245 =  62.857
0, 67  acc:    53 /    82 =  64.634
0, 68  acc:    27 /    45 =  60.000
0, 69  acc:     3 /     6 =  50.000
0, 70  acc:     7 /    13 =  53.846
0, 71  acc:     9 /    11 =  81.818
0, 72  acc:    54 /    75 =  72.000
0, 73  acc:     4 /     6 =  66.667
0, 74  acc:     2 /     2 = 100.000
0, 75  acc:     2 /     4 =  50.000
0, 76  acc:     2 /     4 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    53 /    96 =  55.208
0, 81  acc:     2 /     8 =  25.000
0, 82  acc:     4 /     8 =  50.000
0, 83  acc:     3 /     6 =  50.000
0, 84  acc:     2 /     4 =  50.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     2 /     7 =  28.571
0, 87  acc:     2 /     4 =  50.000
0, 88  acc:     7 /     8 =  87.500
0, 89  acc:     1 /     2 =  50.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    39 /    62 =  62.903
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     1 /     2 =  50.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    12 /    19 =  63.158
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     5 /     6 =  83.333
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    12 /    24 =  50.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     4 /    12 =  33.333
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     2 =   0.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  4515 /  6181 =  73.046
0, 118  acc:  1056 /  1502 =  70.306
0, 119  acc:   277 /   361 =  76.731
0, 120  acc:   229 /   312 =  73.397
0, 121  acc:    32 /    68 =  47.059
0, 122  acc:    20 /    30 =  66.667
0, 123  acc:     6 /     9 =  66.667
0, 124  acc:    21 /    26 =  80.769
0, 125  acc:   246 /   346 =  71.098
0, 126  acc:    91 /   131 =  69.466
0, 127  acc:    15 /    20 =  75.000
0, 128  acc:    26 /    39 =  66.667
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     3 /     6 =  50.000
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   105 /   200 =  52.500
0, 134  acc:    27 /    64 =  42.188
0, 135  acc:    17 /    27 =  62.963
0, 136  acc:    24 /    32 =  75.000
0, 137  acc:     6 /     7 =  85.714
0, 138  acc:     0 /     1 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    32 /    60 =  53.333
0, 142  acc:     7 /    12 =  58.333
0, 143  acc:     1 /     7 =  14.286
0, 144  acc:    10 /    13 =  76.923
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     2 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    77 /   102 =  75.490
0, 149  acc:    12 /    15 =  80.000
0, 150  acc:     1 /     4 =  25.000
0, 151  acc:    14 /    18 =  77.778
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     3 =   0.000
0, 154  acc:    24 /    28 =  85.714
0, 155  acc:     1 /     3 =  33.333
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    10 /    23 =  43.478
0, 160  acc:     2 /     5 =  40.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     4 /     5 =  80.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     5 /     9 =  55.556
0, 165  acc:     1 /     2 =  50.000
0, 166  acc:     5 /     9 =  55.556
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:   870 /  1588 =  54.786
0, 170  acc:   196 /   366 =  53.552
0, 171  acc:    62 /   110 =  56.364
0, 172  acc:    91 /   155 =  58.710
0, 173  acc:     4 /    12 =  33.333
0, 174  acc:     6 /    12 =  50.000
0, 175  acc:     3 /     5 =  60.000
0, 176  acc:     5 /    18 =  27.778
0, 177  acc:    47 /    67 =  70.149
0, 178  acc:    13 /    16 =  81.250
0, 179  acc:     8 /    11 =  72.727
0, 180  acc:     2 /     3 =  66.667
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     6 =  50.000
0, 184  acc:    47 /    72 =  65.278
0, 185  acc:     2 /     3 =  66.667
0, 186  acc:     4 /    11 =  36.364
0, 187  acc:     1 /     3 =  33.333
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     5 /     6 =  83.333
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    12 /    31 =  38.710
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     1 =   0.000
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    30 /    45 =  66.667
0, 197  acc:    11 /    20 =  55.000
0, 198  acc:     1 /     6 =  16.667
0, 199  acc:     3 /     4 =  75.000
0, 200  acc:     2 /     4 =  50.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     4 =  25.000
0, 204  acc:    19 /    27 =  70.370
0, 205  acc:     5 /     6 =  83.333
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     3 /     5 =  60.000
0, 209  acc:     2 /     2 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     3 =  33.333
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    12 /    17 =  70.588
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:     2 /     3 =  66.667
1, 0  acc: 55486 / 61784 =  89.806
1, 1  acc:  5657 /  6485 =  87.232
1, 2  acc:  9420 / 10994 =  85.683
1, 3  acc:  3833 /  4558 =  84.094
1, 4  acc:  5273 /  5627 =  93.709
1, 5  acc:   929 /   975 =  95.282
1, 6  acc:   474 /   527 =  89.943
1, 7  acc:   624 /   673 =  92.719
1, 8  acc:  4792 /  5628 =  85.146
1, 9  acc:   347 /   408 =  85.049
1, 10  acc:   419 /   485 =  86.392
1, 11  acc:   241 /   285 =  84.561
1, 12  acc:   860 /   910 =  94.505
1, 13  acc:   117 /   129 =  90.698
1, 14  acc:   134 /   156 =  85.897
1, 15  acc:   136 /   151 =  90.066
1, 16  acc:  7751 /  8658 =  89.524
1, 17  acc:   249 /   282 =  88.298
1, 18  acc:   558 /   635 =  87.874
1, 19  acc:   198 /   239 =  82.845
1, 20  acc:   298 /   319 =  93.417
1, 21  acc:    36 /    37 =  97.297
1, 22  acc:   143 /   156 =  91.667
1, 23  acc:    34 /    37 =  91.892
1, 24  acc:   944 /  1115 =  84.664
1, 25  acc:    22 /    25 =  88.000
1, 26  acc:    92 /   106 =  86.792
1, 27  acc:    14 /    14 = 100.000
1, 28  acc:   165 /   172 =  95.930
1, 29  acc:     9 /    10 =  90.000
1, 30  acc:    24 /    28 =  85.714
1, 31  acc:     6 /     6 = 100.000
1, 32  acc:  1519 /  1760 =  86.307
1, 33  acc:    71 /    80 =  88.750
1, 34  acc:    65 /    80 =  81.250
1, 35  acc:    21 /    28 =  75.000
1, 36  acc:    55 /    56 =  98.214
1, 37  acc:    12 /    13 =  92.308
1, 38  acc:    19 /    23 =  82.609
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   383 /   437 =  87.643
1, 41  acc:    15 /    16 =  93.750
1, 42  acc:    13 /    18 =  72.222
1, 43  acc:    17 /    21 =  80.952
1, 44  acc:    27 /    33 =  81.818
1, 45  acc:     9 /     9 = 100.000
1, 46  acc:    10 /    11 =  90.909
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   540 /   600 =  90.000
1, 49  acc:     7 /     9 =  77.778
1, 50  acc:    31 /    40 =  77.500
1, 51  acc:    23 /    24 =  95.833
1, 52  acc:    15 /    15 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    29 /    32 =  90.625
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   401 /   455 =  88.132
1, 57  acc:    20 /    20 = 100.000
1, 58  acc:    24 /    25 =  96.000
1, 59  acc:    17 /    18 =  94.444
1, 60  acc:    26 /    32 =  81.250
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    19 /    19 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5279 /  5773 =  91.443
1, 65  acc:   730 /   815 =  89.571
1, 66  acc:   458 /   513 =  89.279
1, 67  acc:   163 /   191 =  85.340
1, 68  acc:   205 /   220 =  93.182
1, 69  acc:    43 /    46 =  93.478
1, 70  acc:    70 /    76 =  92.105
1, 71  acc:    23 /    26 =  88.462
1, 72  acc:   103 /   113 =  91.150
1, 73  acc:     4 /     6 =  66.667
1, 74  acc:     2 /     6 =  33.333
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    21 /    22 =  95.455
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     9 /     9 = 100.000
1, 80  acc:   171 /   188 =  90.957
1, 81  acc:    18 /    21 =  85.714
1, 82  acc:    50 /    56 =  89.286
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    26 /    26 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    23 =  73.913
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     6 =  66.667
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   122 /   142 =  85.915
1, 95  acc:     9 /    17 =  52.941
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    14 =  92.857
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    19 = 100.000
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    38 /    41 =  92.683
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    16 =  93.750
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     4 /     5 =  80.000
1, 112  acc:    15 /    15 = 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:  7262 /  8604 =  84.403
1, 118  acc:  1816 /  2133 =  85.138
1, 119  acc:   395 /   464 =  85.129
1, 120  acc:   458 /   550 =  83.273
1, 121  acc:   138 /   149 =  92.617
1, 122  acc:    67 /    73 =  91.781
1, 123  acc:    16 /    23 =  69.565
1, 124  acc:    34 /    34 = 100.000
1, 125  acc:   430 /   520 =  82.692
1, 126  acc:   116 /   132 =  87.879
1, 127  acc:    22 /    33 =  66.667
1, 128  acc:    41 /    51 =  80.392
1, 129  acc:    17 /    19 =  89.474
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    15 =  93.333
1, 133  acc:   444 /   489 =  90.798
1, 134  acc:    99 /   120 =  82.500
1, 135  acc:    27 /    27 = 100.000
1, 136  acc:    20 /    29 =  68.966
1, 137  acc:     4 /     5 =  80.000
1, 138  acc:     3 /     4 =  75.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:    82 /   107 =  76.636
1, 142  acc:    16 /    21 =  76.190
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     7 /     8 =  87.500
1, 148  acc:   175 /   213 =  82.160
1, 149  acc:     8 /    18 =  44.444
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:     2 /    11 =  18.182
1, 152  acc:    10 /    10 = 100.000
1, 153  acc:     4 /     7 =  57.143
1, 154  acc:    35 /    44 =  79.545
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    15 /    17 =  88.235
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    25 /    28 =  89.286
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    28 /    35 =  80.000
1, 165  acc:     4 /     5 =  80.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3223 /  3612 =  89.230
1, 170  acc:   648 /   702 =  92.308
1, 171  acc:   250 /   280 =  89.286
1, 172  acc:   212 /   230 =  92.174
1, 173  acc:    60 /    66 =  90.909
1, 174  acc:     8 /    11 =  72.727
1, 175  acc:    16 /    17 =  94.118
1, 176  acc:    40 /    55 =  72.727
1, 177  acc:    84 /    90 =  93.333
1, 178  acc:     3 /     8 =  37.500
1, 179  acc:     2 /     5 =  40.000
1, 180  acc:     3 /     6 =  50.000
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    17 /    19 =  89.474
1, 184  acc:   126 /   142 =  88.732
1, 185  acc:    32 /    33 =  96.970
1, 186  acc:    15 /    19 =  78.947
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:    12 /    12 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   100 /   112 =  89.286
1, 197  acc:    10 /    11 =  90.909
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:    10 /    15 =  66.667
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    20 /    21 =  95.238
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    13 /    13 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:    14 /    14 = 100.000
1, 219  acc:     9 /    10 =  90.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 230697 / 269038 =  85.749
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23037 / 25373 =  90.793
0, 1  acc: 28536 / 31282 =  91.222
0, 2  acc:  5602 /  6155 =  91.015
0, 3  acc: 22106 / 24292 =  91.001
0, 4  acc:  9846 / 10829 =  90.923
0, 5  acc:  5031 /  5541 =  90.796
0, 6  acc:  6185 /  6785 =  91.157
0, 7  acc: 10940 / 12016 =  91.045
1, 0  acc:  4053 /  4437 =  91.346
1, 1  acc:  4547 /  4962 =  91.636
1, 2  acc:  2082 /  2265 =  91.921
1, 3  acc:  2222 /  2446 =  90.842
1, 4  acc:  2850 /  3125 =  91.200
1, 5  acc:   919 /  1003 =  91.625
1, 6  acc:  2839 /  3111 =  91.257
1, 7  acc:  4244 /  4682 =  90.645
--------------------------------------
Average acc: 135039 / 148304 =  91.056
Robust  acc:  4244 /  4682 =  90.645
--------------------------------------
New max robust acc: 90.64502349423323
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed37.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 38.193 | Best Acc: 93.010
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9427 / 12092 =  77.961
0, 1  acc: 11246 / 14179 =  79.314
0, 2  acc:  1226 /  3210 =  38.193
0, 3  acc: 10025 / 12101 =  82.844
0, 4  acc:  3246 /  5355 =  60.616
0, 5  acc:  2198 /  2980 =  73.758
0, 6  acc:  1358 /  3335 =  40.720
0, 7  acc:  3191 /  5723 =  55.757
1, 0  acc:  1861 /  2203 =  84.476
1, 1  acc:  1881 /  2270 =  82.863
1, 2  acc:  1131 /  1216 =  93.010
1, 3  acc:  1059 /  1260 =  84.048
1, 4  acc:  1422 /  1627 =  87.400
1, 5  acc:   433 /   520 =  83.269
1, 6  acc:  1418 /  1537 =  92.258
1, 7  acc:  1894 /  2246 =  84.328
------------------------------------
Average acc: 53016 / 71854 =  73.783
Robust  acc:  1226 /  3210 =  38.193
------------------------------------
Accuracies by groups:
0, 0  acc:  9427 / 12092 =  77.961
0, 1  acc: 11246 / 14179 =  79.314
0, 2  acc:  1226 /  3210 =  38.193
0, 3  acc: 10025 / 12101 =  82.844
0, 4  acc:  3246 /  5355 =  60.616
0, 5  acc:  2198 /  2980 =  73.758
0, 6  acc:  1358 /  3335 =  40.720
0, 7  acc:  3191 /  5723 =  55.757
1, 0  acc:  1861 /  2203 =  84.476
1, 1  acc:  1881 /  2270 =  82.863
1, 2  acc:  1131 /  1216 =  93.010
1, 3  acc:  1059 /  1260 =  84.048
1, 4  acc:  1422 /  1627 =  87.400
1, 5  acc:   433 /   520 =  83.269
1, 6  acc:  1418 /  1537 =  92.258
1, 7  acc:  1894 /  2246 =  84.328
------------------------------------
Average acc: 53016 / 71854 =  73.783
Robust  acc:  1226 /  3210 =  38.193
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9427 / 12092 =  77.961
0, 1  acc: 11246 / 14179 =  79.314
0, 2  acc:  1226 /  3210 =  38.193
0, 3  acc: 10025 / 12101 =  82.844
0, 4  acc:  3246 /  5355 =  60.616
0, 5  acc:  2198 /  2980 =  73.758
0, 6  acc:  1358 /  3335 =  40.720
0, 7  acc:  3191 /  5723 =  55.757
1, 0  acc:  1861 /  2203 =  84.476
1, 1  acc:  1881 /  2270 =  82.863
1, 2  acc:  1131 /  1216 =  93.010
1, 3  acc:  1059 /  1260 =  84.048
1, 4  acc:  1422 /  1627 =  87.400
1, 5  acc:   433 /   520 =  83.269
1, 6  acc:  1418 /  1537 =  92.258
1, 7  acc:  1894 /  2246 =  84.328
------------------------------------
Average acc: 53016 / 71854 =  73.783
Robust  acc:  1226 /  3210 =  38.193
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 94.174 | Val Loss: 0.000 | Val Acc: 94.980
Training:
Accuracies by groups:
0, 0  acc: 63821 / 67307 =  94.821
0, 1  acc:  6702 /  7077 =  94.701
0, 2  acc:  9832 / 10671 =  92.138
0, 3  acc:  4891 /  5261 =  92.967
0, 4  acc:  1424 /  1853 =  76.848
0, 5  acc:   179 /   238 =  75.210
0, 6  acc:   244 /   297 =  82.155
0, 7  acc:   215 /   251 =  85.657
0, 8  acc:  5886 /  6376 =  92.315
0, 9  acc:   442 /   479 =  92.276
0, 10  acc:   415 /   456 =  91.009
0, 11  acc:   252 /   292 =  86.301
0, 12  acc:   262 /   369 =  71.003
0, 13  acc:    25 /    37 =  67.568
0, 14  acc:    27 /    40 =  67.500
0, 15  acc:    17 /    28 =  60.714
0, 16  acc:  3805 /  4491 =  84.725
0, 17  acc:   144 /   170 =  84.706
0, 18  acc:   393 /   460 =  85.435
0, 19  acc:   117 /   138 =  84.783
0, 20  acc:    75 /   109 =  68.807
0, 21  acc:    16 /    22 =  72.727
0, 22  acc:    52 /    62 =  83.871
0, 23  acc:     5 /     9 =  55.556
0, 24  acc:   491 /   587 =  83.646
0, 25  acc:    27 /    30 =  90.000
0, 26  acc:    57 /    63 =  90.476
0, 27  acc:    13 /    17 =  76.471
0, 28  acc:    19 /    28 =  67.857
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     1 /     2 =  50.000
0, 31  acc:     9 /    11 =  81.818
0, 32  acc:  1401 /  1515 =  92.475
0, 33  acc:    64 /    70 =  91.429
0, 34  acc:    60 /    66 =  90.909
0, 35  acc:    12 /    14 =  85.714
0, 36  acc:    25 /    26 =  96.154
0, 37  acc:     6 /     7 =  85.714
0, 38  acc:    13 /    15 =  86.667
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   350 /   379 =  92.348
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    12 /    17 =  70.588
0, 43  acc:    11 /    12 =  91.667
0, 44  acc:    14 /    16 =  87.500
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     2 /     3 =  66.667
0, 47  acc:     0 /     0 =     nan
0, 48  acc:   250 /   286 =  87.413
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:     9 /    11 =  81.818
0, 51  acc:    10 /    12 =  83.333
0, 52  acc:     2 /     5 =  40.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     5 =  80.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   210 /   242 =  86.777
0, 57  acc:     7 /     9 =  77.778
0, 58  acc:    11 /    12 =  91.667
0, 59  acc:    13 /    13 = 100.000
0, 60  acc:    16 /    21 =  76.190
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     5 /     6 =  83.333
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  1865 /  2299 =  81.122
0, 65  acc:   294 /   365 =  80.548
0, 66  acc:   203 /   242 =  83.884
0, 67  acc:    62 /    80 =  77.500
0, 68  acc:    46 /    59 =  77.966
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    14 /    17 =  82.353
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    57 /    62 =  91.935
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     0 /     3 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    60 /    80 =  75.000
0, 81  acc:     2 /     5 =  40.000
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:     3 /     7 =  42.857
0, 84  acc:     0 /     3 =   0.000
0, 85  acc:     0 /     2 =   0.000
0, 86  acc:     9 /    11 =  81.818
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     9 /    10 =  90.000
0, 89  acc:     1 /     2 =  50.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    43 /    57 =  75.439
0, 95  acc:    13 /    13 = 100.000
0, 96  acc:     4 /     5 =  80.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    16 /    18 =  88.889
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     9 /     9 = 100.000
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:    22 /    25 =  88.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     1 /     2 =  50.000
0, 112  acc:     7 /     8 =  87.500
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:  5417 /  6159 =  87.953
0, 118  acc:  1350 /  1527 =  88.409
0, 119  acc:   333 /   377 =  88.329
0, 120  acc:   290 /   330 =  87.879
0, 121  acc:    41 /    63 =  65.079
0, 122  acc:    43 /    48 =  89.583
0, 123  acc:    12 /    12 = 100.000
0, 124  acc:    12 /    17 =  70.588
0, 125  acc:   338 /   381 =  88.714
0, 126  acc:   109 /   119 =  91.597
0, 127  acc:    24 /    27 =  88.889
0, 128  acc:    38 /    43 =  88.372
0, 129  acc:     2 /     3 =  66.667
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   185 /   218 =  84.862
0, 134  acc:    58 /    68 =  85.294
0, 135  acc:    23 /    27 =  85.185
0, 136  acc:    32 /    33 =  96.970
0, 137  acc:     6 /     9 =  66.667
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    63 /    74 =  85.135
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     3 =  66.667
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    99 /   108 =  91.667
0, 149  acc:    13 /    18 =  72.222
0, 150  acc:     3 /     7 =  42.857
0, 151  acc:    23 /    27 =  85.185
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    49 /    53 =  92.453
0, 155  acc:     3 /     7 =  42.857
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    23 /    23 = 100.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     7 /     7 = 100.000
0, 162  acc:     7 /     7 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    16 =  75.000
0, 165  acc:     1 /     2 =  50.000
0, 166  acc:    12 /    12 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1215 /  1511 =  80.410
0, 170  acc:   295 /   368 =  80.163
0, 171  acc:    96 /   116 =  82.759
0, 172  acc:   139 /   169 =  82.249
0, 173  acc:    12 /    20 =  60.000
0, 174  acc:     6 /     6 = 100.000
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:     8 /    14 =  57.143
0, 177  acc:    74 /    83 =  89.157
0, 178  acc:    22 /    25 =  88.000
0, 179  acc:     8 /    10 =  80.000
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    51 /    62 =  82.258
0, 185  acc:     2 /     4 =  50.000
0, 186  acc:     4 /     5 =  80.000
0, 187  acc:     6 /     8 =  75.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    21 /    25 =  84.000
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    39 /    48 =  81.250
0, 197  acc:    20 /    20 = 100.000
0, 198  acc:     4 /     5 =  80.000
0, 199  acc:     7 /     8 =  87.500
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    10 /    13 =  76.923
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     9 /     9 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     6 /     9 =  66.667
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     0 /     1 =   0.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     3 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     9 =  88.889
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: 60166 / 62087 =  96.906
1, 1  acc:  6092 /  6335 =  96.164
1, 2  acc: 10485 / 10996 =  95.353
1, 3  acc:  4430 /  4671 =  94.841
1, 4  acc:  5451 /  5643 =  96.598
1, 5  acc:   955 /   987 =  96.758
1, 6  acc:   510 /   535 =  95.327
1, 7  acc:   651 /   675 =  96.444
1, 8  acc:  5405 /  5633 =  95.952
1, 9  acc:   390 /   408 =  95.588
1, 10  acc:   428 /   458 =  93.450
1, 11  acc:   214 /   229 =  93.450
1, 12  acc:   855 /   888 =  96.284
1, 13  acc:   108 /   113 =  95.575
1, 14  acc:   147 /   154 =  95.455
1, 15  acc:   129 /   135 =  95.556
1, 16  acc:  8145 /  8525 =  95.543
1, 17  acc:   271 /   285 =  95.088
1, 18  acc:   605 /   635 =  95.276
1, 19  acc:   218 /   228 =  95.614
1, 20  acc:   292 /   301 =  97.010
1, 21  acc:    41 /    42 =  97.619
1, 22  acc:   131 /   139 =  94.245
1, 23  acc:    24 /    27 =  88.889
1, 24  acc:  1086 /  1145 =  94.847
1, 25  acc:    27 /    27 = 100.000
1, 26  acc:   115 /   118 =  97.458
1, 27  acc:    18 /    18 = 100.000
1, 28  acc:   173 /   177 =  97.740
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    13 /    13 = 100.000
1, 31  acc:     6 /     7 =  85.714
1, 32  acc:  1701 /  1773 =  95.939
1, 33  acc:    89 /    91 =  97.802
1, 34  acc:    63 /    66 =  95.455
1, 35  acc:    26 /    26 = 100.000
1, 36  acc:    50 /    51 =  98.039
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    30 /    30 = 100.000
1, 39  acc:     2 /     4 =  50.000
1, 40  acc:   431 /   446 =  96.637
1, 41  acc:    20 /    20 = 100.000
1, 42  acc:    11 /    15 =  73.333
1, 43  acc:    28 /    28 = 100.000
1, 44  acc:    20 /    20 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:     9 /    10 =  90.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   543 /   567 =  95.767
1, 49  acc:     5 /     6 =  83.333
1, 50  acc:    34 /    36 =  94.444
1, 51  acc:    26 /    26 = 100.000
1, 52  acc:    12 /    13 =  92.308
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    32 /    32 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   464 /   487 =  95.277
1, 57  acc:    13 /    14 =  92.857
1, 58  acc:    23 /    23 = 100.000
1, 59  acc:    17 /    20 =  85.000
1, 60  acc:    28 /    31 =  90.323
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    17 /    18 =  94.444
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5402 /  5595 =  96.550
1, 65  acc:   768 /   808 =  95.050
1, 66  acc:   468 /   480 =  97.500
1, 67  acc:   164 /   183 =  89.617
1, 68  acc:   247 /   254 =  97.244
1, 69  acc:    41 /    42 =  97.619
1, 70  acc:    88 /    93 =  94.624
1, 71  acc:    22 /    27 =  81.481
1, 72  acc:   116 /   122 =  95.082
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     1 /     3 =  33.333
1, 75  acc:     8 /     8 = 100.000
1, 76  acc:    25 /    27 =  92.593
1, 77  acc:     7 /     7 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   186 /   199 =  93.467
1, 81  acc:    25 /    26 =  96.154
1, 82  acc:    51 /    54 =  94.444
1, 83  acc:     3 /     5 =  60.000
1, 84  acc:     7 /     8 =  87.500
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    27 /    28 =  96.429
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    17 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   147 /   155 =  94.839
1, 95  acc:    10 /    13 =  76.923
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    16 /    17 =  94.118
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    28 /    29 =  96.552
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    44 /    45 =  97.778
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    15 =  86.667
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     2 /     4 =  50.000
1, 112  acc:    21 /    21 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  7861 /  8403 =  93.550
1, 118  acc:  1995 /  2119 =  94.148
1, 119  acc:   513 /   541 =  94.824
1, 120  acc:   519 /   547 =  94.881
1, 121  acc:   136 /   149 =  91.275
1, 122  acc:    72 /    76 =  94.737
1, 123  acc:    29 /    29 = 100.000
1, 124  acc:    40 /    45 =  88.889
1, 125  acc:   467 /   508 =  91.929
1, 126  acc:   117 /   125 =  93.600
1, 127  acc:    19 /    20 =  95.000
1, 128  acc:    32 /    34 =  94.118
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    16 /    16 = 100.000
1, 133  acc:   450 /   472 =  95.339
1, 134  acc:    93 /    97 =  95.876
1, 135  acc:    32 /    33 =  96.970
1, 136  acc:    21 /    26 =  80.769
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     4 =  75.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    82 /    92 =  89.130
1, 142  acc:    14 /    16 =  87.500
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   182 /   198 =  91.919
1, 149  acc:    18 /    20 =  90.000
1, 150  acc:    16 /    16 = 100.000
1, 151  acc:     3 /    11 =  27.273
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    35 /    38 =  92.105
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     5 =  80.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    27 /    28 =  96.429
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    39 /    40 =  97.500
1, 165  acc:    13 /    14 =  92.857
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3522 /  3701 =  95.163
1, 170  acc:   623 /   653 =  95.406
1, 171  acc:   221 /   232 =  95.259
1, 172  acc:   194 /   211 =  91.943
1, 173  acc:    54 /    57 =  94.737
1, 174  acc:     5 /     6 =  83.333
1, 175  acc:     7 /     8 =  87.500
1, 176  acc:    47 /    51 =  92.157
1, 177  acc:    73 /    78 =  93.590
1, 178  acc:     6 /     6 = 100.000
1, 179  acc:     6 /     8 =  75.000
1, 180  acc:     8 /     9 =  88.889
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    14 /    17 =  82.353
1, 184  acc:   109 /   119 =  91.597
1, 185  acc:    45 /    46 =  97.826
1, 186  acc:    14 /    15 =  93.333
1, 187  acc:     8 /     9 =  88.889
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     8 /     8 = 100.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:    11 /    11 = 100.000
1, 192  acc:    16 /    16 = 100.000
1, 193  acc:    11 /    11 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   126 /   134 =  94.030
1, 197  acc:    11 /    13 =  84.615
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    11 =  90.909
1, 205  acc:     9 /     9 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    15 =  86.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    14 /    15 =  93.333
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 253364 / 269038 =  94.174
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24077 / 25373 =  94.892
0, 1  acc: 29718 / 31282 =  95.000
0, 2  acc:  5828 /  6155 =  94.687
0, 3  acc: 23049 / 24292 =  94.883
0, 4  acc: 10317 / 10829 =  95.272
0, 5  acc:  5267 /  5541 =  95.055
0, 6  acc:  6393 /  6785 =  94.223
0, 7  acc: 11384 / 12016 =  94.740
1, 0  acc:  4201 /  4437 =  94.681
1, 1  acc:  4710 /  4962 =  94.921
1, 2  acc:  2162 /  2265 =  95.453
1, 3  acc:  2330 /  2446 =  95.258
1, 4  acc:  2974 /  3125 =  95.168
1, 5  acc:   967 /  1003 =  96.411
1, 6  acc:  2971 /  3111 =  95.500
1, 7  acc:  4442 /  4682 =  94.874
--------------------------------------
Average acc: 140790 / 148304 =  94.933
Robust  acc:  6393 /  6785 =  94.223
--------------------------------------
New max robust acc: 94.22254974207812
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed37.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed37.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: 51.934 | Best Acc: 87.768
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc:  9890 / 12092 =  81.790
0, 1  acc: 11790 / 14179 =  83.151
0, 2  acc:  1702 /  3210 =  53.022
0, 3  acc: 10428 / 12101 =  86.175
0, 4  acc:  3692 /  5355 =  68.945
0, 5  acc:  2283 /  2980 =  76.611
0, 6  acc:  1732 /  3335 =  51.934
0, 7  acc:  3556 /  5723 =  62.135
1, 0  acc:  1767 /  2203 =  80.209
1, 1  acc:  1760 /  2270 =  77.533
1, 2  acc:  1032 /  1216 =  84.868
1, 3  acc:   984 /  1260 =  78.095
1, 4  acc:  1309 /  1627 =  80.455
1, 5  acc:   423 /   520 =  81.346
1, 6  acc:  1349 /  1537 =  87.768
1, 7  acc:  1794 /  2246 =  79.875
------------------------------------
Average acc: 55491 / 71854 =  77.227
Robust  acc:  1732 /  3335 =  51.934
------------------------------------
Accuracies by groups:
0, 0  acc:  9890 / 12092 =  81.790
0, 1  acc: 11790 / 14179 =  83.151
0, 2  acc:  1702 /  3210 =  53.022
0, 3  acc: 10428 / 12101 =  86.175
0, 4  acc:  3692 /  5355 =  68.945
0, 5  acc:  2283 /  2980 =  76.611
0, 6  acc:  1732 /  3335 =  51.934
0, 7  acc:  3556 /  5723 =  62.135
1, 0  acc:  1767 /  2203 =  80.209
1, 1  acc:  1760 /  2270 =  77.533
1, 2  acc:  1032 /  1216 =  84.868
1, 3  acc:   984 /  1260 =  78.095
1, 4  acc:  1309 /  1627 =  80.455
1, 5  acc:   423 /   520 =  81.346
1, 6  acc:  1349 /  1537 =  87.768
1, 7  acc:  1794 /  2246 =  79.875
------------------------------------
Average acc: 55491 / 71854 =  77.227
Robust  acc:  1732 /  3335 =  51.934
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9890 / 12092 =  81.790
0, 1  acc: 11790 / 14179 =  83.151
0, 2  acc:  1702 /  3210 =  53.022
0, 3  acc: 10428 / 12101 =  86.175
0, 4  acc:  3692 /  5355 =  68.945
0, 5  acc:  2283 /  2980 =  76.611
0, 6  acc:  1732 /  3335 =  51.934
0, 7  acc:  3556 /  5723 =  62.135
1, 0  acc:  1767 /  2203 =  80.209
1, 1  acc:  1760 /  2270 =  77.533
1, 2  acc:  1032 /  1216 =  84.868
1, 3  acc:   984 /  1260 =  78.095
1, 4  acc:  1309 /  1627 =  80.455
1, 5  acc:   423 /   520 =  81.346
1, 6  acc:  1349 /  1537 =  87.768
1, 7  acc:  1794 /  2246 =  79.875
------------------------------------
Average acc: 55491 / 71854 =  77.227
Robust  acc:  1732 /  3335 =  51.934
------------------------------------

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: 96.835 | Val Loss: 0.000 | Val Acc: 97.799
Training:
Accuracies by groups:
0, 0  acc: 65083 / 67133 =  96.946
0, 1  acc:  6975 /  7196 =  96.929
0, 2  acc: 10306 / 10753 =  95.843
0, 3  acc:  5129 /  5353 =  95.815
0, 4  acc:  1726 /  1947 =  88.649
0, 5  acc:   213 /   256 =  83.203
0, 6  acc:   257 /   290 =  88.621
0, 7  acc:   257 /   290 =  88.621
0, 8  acc:  6014 /  6275 =  95.841
0, 9  acc:   447 /   474 =  94.304
0, 10  acc:   432 /   454 =  95.154
0, 11  acc:   298 /   317 =  94.006
0, 12  acc:   354 /   407 =  86.978
0, 13  acc:    25 /    31 =  80.645
0, 14  acc:    32 /    35 =  91.429
0, 15  acc:    22 /    24 =  91.667
0, 16  acc:  4270 /  4645 =  91.927
0, 17  acc:   155 /   170 =  91.176
0, 18  acc:   448 /   482 =  92.946
0, 19  acc:   154 /   166 =  92.771
0, 20  acc:    76 /    96 =  79.167
0, 21  acc:    11 /    12 =  91.667
0, 22  acc:    44 /    53 =  83.019
0, 23  acc:     7 /    10 =  70.000
0, 24  acc:   536 /   593 =  90.388
0, 25  acc:    30 /    31 =  96.774
0, 26  acc:    47 /    51 =  92.157
0, 27  acc:    13 /    13 = 100.000
0, 28  acc:    34 /    39 =  87.179
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     4 /     8 =  50.000
0, 31  acc:     6 /     7 =  85.714
0, 32  acc:  1436 /  1508 =  95.225
0, 33  acc:    62 /    64 =  96.875
0, 34  acc:    59 /    65 =  90.769
0, 35  acc:    22 /    24 =  91.667
0, 36  acc:    28 /    33 =  84.848
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    13 /    13 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   353 /   379 =  93.140
0, 41  acc:    20 /    20 = 100.000
0, 42  acc:    15 /    15 = 100.000
0, 43  acc:     6 /     8 =  75.000
0, 44  acc:    17 /    18 =  94.444
0, 45  acc:     1 /     2 =  50.000
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   288 /   317 =  90.852
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    12 /    13 =  92.308
0, 51  acc:    12 /    12 = 100.000
0, 52  acc:     4 /     5 =  80.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   207 /   227 =  91.189
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    22 /    22 = 100.000
0, 59  acc:     8 /     8 = 100.000
0, 60  acc:    11 /    16 =  68.750
0, 61  acc:     7 /     7 = 100.000
0, 62  acc:     8 /     8 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2066 /  2302 =  89.748
0, 65  acc:   305 /   338 =  90.237
0, 66  acc:   179 /   195 =  91.795
0, 67  acc:   102 /   108 =  94.444
0, 68  acc:    51 /    56 =  91.071
0, 69  acc:     1 /     2 =  50.000
0, 70  acc:     9 /    11 =  81.818
0, 71  acc:     3 /     3 = 100.000
0, 72  acc:    77 /    79 =  97.468
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     4 /     4 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    67 /    79 =  84.810
0, 81  acc:     4 /     9 =  44.444
0, 82  acc:     7 /     8 =  87.500
0, 83  acc:    11 /    12 =  91.667
0, 84  acc:     1 /     5 =  20.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     8 /    10 =  80.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     3 /     5 =  60.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    67 /    74 =  90.541
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     2 /     3 =  66.667
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    13 /    13 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     4 /     4 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    13 /    14 =  92.857
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     1 /     2 =  50.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     3 /     4 =  75.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5826 /  6233 =  93.470
0, 118  acc:  1498 /  1581 =  94.750
0, 119  acc:   360 /   383 =  93.995
0, 120  acc:   308 /   335 =  91.940
0, 121  acc:    57 /    64 =  89.062
0, 122  acc:    33 /    36 =  91.667
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    17 /    19 =  89.474
0, 125  acc:   359 /   380 =  94.474
0, 126  acc:    99 /   105 =  94.286
0, 127  acc:    17 /    18 =  94.444
0, 128  acc:    37 /    38 =  97.368
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   173 /   197 =  87.817
0, 134  acc:    62 /    68 =  91.176
0, 135  acc:    38 /    38 = 100.000
0, 136  acc:    34 /    36 =  94.444
0, 137  acc:    19 /    22 =  86.364
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    66 /    72 =  91.667
0, 142  acc:     9 /     9 = 100.000
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:    12 /    13 =  92.308
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    92 /   100 =  92.000
0, 149  acc:    13 /    13 = 100.000
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:     9 /    17 =  52.941
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    48 /    50 =  96.000
0, 155  acc:     4 /     5 =  80.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    28 /    31 =  90.323
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    11 /    11 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1416 /  1592 =  88.945
0, 170  acc:   357 /   387 =  92.248
0, 171  acc:   104 /   113 =  92.035
0, 172  acc:   160 /   170 =  94.118
0, 173  acc:    10 /    13 =  76.923
0, 174  acc:     3 /     3 = 100.000
0, 175  acc:     8 /     8 = 100.000
0, 176  acc:    11 /    15 =  73.333
0, 177  acc:    61 /    65 =  93.846
0, 178  acc:    20 /    20 = 100.000
0, 179  acc:     6 /     6 = 100.000
0, 180  acc:     1 /     2 =  50.000
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     5 /     5 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    62 /    64 =  96.875
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:     6 /     7 =  85.714
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    31 /    34 =  91.176
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    43 /    47 =  91.489
0, 197  acc:    13 /    13 = 100.000
0, 198  acc:     2 /     3 =  66.667
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     4 /     6 =  66.667
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    26 /    27 =  96.296
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     3 /     4 =  75.000
0, 209  acc:     3 /     4 =  75.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     5 /     5 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     9 =  88.889
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     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: 60793 / 61812 =  98.351
1, 1  acc:  6350 /  6462 =  98.267
1, 2  acc: 10520 / 10750 =  97.860
1, 3  acc:  4392 /  4493 =  97.752
1, 4  acc:  5413 /  5518 =  98.097
1, 5  acc:   966 /   983 =  98.271
1, 6  acc:   490 /   504 =  97.222
1, 7  acc:   639 /   651 =  98.157
1, 8  acc:  5516 /  5655 =  97.542
1, 9  acc:   375 /   380 =  98.684
1, 10  acc:   458 /   471 =  97.240
1, 11  acc:   253 /   260 =  97.308
1, 12  acc:   863 /   877 =  98.404
1, 13  acc:   118 /   121 =  97.521
1, 14  acc:   151 /   151 = 100.000
1, 15  acc:   146 /   149 =  97.987
1, 16  acc:  8292 /  8490 =  97.668
1, 17  acc:   282 /   288 =  97.917
1, 18  acc:   609 /   622 =  97.910
1, 19  acc:   209 /   215 =  97.209
1, 20  acc:   299 /   304 =  98.355
1, 21  acc:    46 /    47 =  97.872
1, 22  acc:   140 /   149 =  93.960
1, 23  acc:    39 /    42 =  92.857
1, 24  acc:  1090 /  1125 =  96.889
1, 25  acc:    16 /    17 =  94.118
1, 26  acc:   112 /   115 =  97.391
1, 27  acc:    17 /    17 = 100.000
1, 28  acc:   141 /   144 =  97.917
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    24 /    24 = 100.000
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:  1656 /  1706 =  97.069
1, 33  acc:    85 /    87 =  97.701
1, 34  acc:    71 /    73 =  97.260
1, 35  acc:    18 /    18 = 100.000
1, 36  acc:    53 /    54 =  98.148
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    38 /    39 =  97.436
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   462 /   474 =  97.468
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:    15 /    19 =  78.947
1, 43  acc:    21 /    22 =  95.455
1, 44  acc:    27 /    28 =  96.429
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    15 /    15 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   532 /   546 =  97.436
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    38 /    39 =  97.436
1, 51  acc:    23 /    23 = 100.000
1, 52  acc:    19 /    19 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    31 /    31 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   429 /   437 =  98.169
1, 57  acc:    17 /    18 =  94.444
1, 58  acc:    24 /    24 = 100.000
1, 59  acc:    21 /    21 = 100.000
1, 60  acc:    27 /    27 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    17 =  94.118
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5504 /  5614 =  98.041
1, 65  acc:   814 /   831 =  97.954
1, 66  acc:   444 /   456 =  97.368
1, 67  acc:   190 /   194 =  97.938
1, 68  acc:   246 /   255 =  96.471
1, 69  acc:    41 /    41 = 100.000
1, 70  acc:    89 /    91 =  97.802
1, 71  acc:    26 /    26 = 100.000
1, 72  acc:   123 /   125 =  98.400
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    26 /    27 =  96.296
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     8 /     8 = 100.000
1, 80  acc:   197 /   205 =  96.098
1, 81  acc:    17 /    19 =  89.474
1, 82  acc:    41 /    43 =  95.349
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:    16 /    16 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    35 /    36 =  97.222
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    18 /    20 =  90.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     3 =  66.667
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   131 /   138 =  94.928
1, 95  acc:    14 /    16 =  87.500
1, 96  acc:    14 /    15 =  93.333
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    19 /    19 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    15 /    15 = 100.000
1, 101  acc:     4 /     4 = 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:    23 /    24 =  95.833
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    22 /    22 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    14 /    15 =  93.333
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:  8426 /  8667 =  97.219
1, 118  acc:  2063 /  2113 =  97.634
1, 119  acc:   500 /   517 =  96.712
1, 120  acc:   493 /   509 =  96.857
1, 121  acc:   157 /   161 =  97.516
1, 122  acc:    75 /    76 =  98.684
1, 123  acc:    33 /    33 = 100.000
1, 124  acc:    41 /    42 =  97.619
1, 125  acc:   516 /   529 =  97.543
1, 126  acc:   136 /   137 =  99.270
1, 127  acc:    28 /    28 = 100.000
1, 128  acc:    34 /    35 =  97.143
1, 129  acc:    15 /    15 = 100.000
1, 130  acc:     6 /     7 =  85.714
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /     9 = 100.000
1, 133  acc:   458 /   465 =  98.495
1, 134  acc:    79 /    82 =  96.341
1, 135  acc:    30 /    31 =  96.774
1, 136  acc:    21 /    24 =  87.500
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     8 /     9 =  88.889
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:   121 /   126 =  96.032
1, 142  acc:    16 /    18 =  88.889
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     7 =  85.714
1, 148  acc:   217 /   222 =  97.748
1, 149  acc:    19 /    20 =  95.000
1, 150  acc:    16 /    16 = 100.000
1, 151  acc:    13 /    16 =  81.250
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    40 /    45 =  88.889
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /     9 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    30 /    30 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    33 /    33 = 100.000
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3569 /  3661 =  97.487
1, 170  acc:   670 /   686 =  97.668
1, 171  acc:   289 /   295 =  97.966
1, 172  acc:   221 /   224 =  98.661
1, 173  acc:    78 /    81 =  96.296
1, 174  acc:    13 /    13 = 100.000
1, 175  acc:    12 /    12 = 100.000
1, 176  acc:    43 /    44 =  97.727
1, 177  acc:    98 /    99 =  98.990
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     7 /     8 =  87.500
1, 180  acc:     9 /    10 =  90.000
1, 181  acc:    10 /    11 =  90.909
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    21 /    22 =  95.455
1, 184  acc:   130 /   132 =  98.485
1, 185  acc:    48 /    49 =  97.959
1, 186  acc:    25 /    25 = 100.000
1, 187  acc:    10 /    11 =  90.909
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     9 /    10 =  90.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    99 /   103 =  96.117
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:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    17 =  94.118
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:     9 /     9 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260522 / 269038 =  96.835
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24803 / 25373 =  97.754
0, 1  acc: 30567 / 31282 =  97.714
0, 2  acc:  6009 /  6155 =  97.628
0, 3  acc: 23733 / 24292 =  97.699
0, 4  acc: 10596 / 10829 =  97.848
0, 5  acc:  5417 /  5541 =  97.762
0, 6  acc:  6637 /  6785 =  97.819
0, 7  acc: 11739 / 12016 =  97.695
1, 0  acc:  4351 /  4437 =  98.062
1, 1  acc:  4865 /  4962 =  98.045
1, 2  acc:  2222 /  2265 =  98.102
1, 3  acc:  2393 /  2446 =  97.833
1, 4  acc:  3050 /  3125 =  97.600
1, 5  acc:   982 /  1003 =  97.906
1, 6  acc:  3052 /  3111 =  98.104
1, 7  acc:  4604 /  4682 =  98.334
--------------------------------------
Average acc: 145020 / 148304 =  97.786
Robust  acc:  3050 /  3125 =  97.600
--------------------------------------
New max robust acc: 97.6
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed37.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed37.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 64.588 | Best Acc: 90.364
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10444 / 12092 =  86.371
0, 1  acc: 12462 / 14179 =  87.891
0, 2  acc:  2253 /  3210 =  70.187
0, 3  acc: 10935 / 12101 =  90.364
0, 4  acc:  4083 /  5355 =  76.246
0, 5  acc:  2499 /  2980 =  83.859
0, 6  acc:  2154 /  3335 =  64.588
0, 7  acc:  4024 /  5723 =  70.313
1, 0  acc:  1632 /  2203 =  74.081
1, 1  acc:  1639 /  2270 =  72.203
1, 2  acc:   875 /  1216 =  71.957
1, 3  acc:   887 /  1260 =  70.397
1, 4  acc:  1196 /  1627 =  73.510
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1226 /  1537 =  79.766
1, 7  acc:  1679 /  2246 =  74.755
------------------------------------
Average acc: 58363 / 71854 =  81.224
Robust  acc:  2154 /  3335 =  64.588
------------------------------------
Accuracies by groups:
0, 0  acc: 10444 / 12092 =  86.371
0, 1  acc: 12462 / 14179 =  87.891
0, 2  acc:  2253 /  3210 =  70.187
0, 3  acc: 10935 / 12101 =  90.364
0, 4  acc:  4083 /  5355 =  76.246
0, 5  acc:  2499 /  2980 =  83.859
0, 6  acc:  2154 /  3335 =  64.588
0, 7  acc:  4024 /  5723 =  70.313
1, 0  acc:  1632 /  2203 =  74.081
1, 1  acc:  1639 /  2270 =  72.203
1, 2  acc:   875 /  1216 =  71.957
1, 3  acc:   887 /  1260 =  70.397
1, 4  acc:  1196 /  1627 =  73.510
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1226 /  1537 =  79.766
1, 7  acc:  1679 /  2246 =  74.755
------------------------------------
Average acc: 58363 / 71854 =  81.224
Robust  acc:  2154 /  3335 =  64.588
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10444 / 12092 =  86.371
0, 1  acc: 12462 / 14179 =  87.891
0, 2  acc:  2253 /  3210 =  70.187
0, 3  acc: 10935 / 12101 =  90.364
0, 4  acc:  4083 /  5355 =  76.246
0, 5  acc:  2499 /  2980 =  83.859
0, 6  acc:  2154 /  3335 =  64.588
0, 7  acc:  4024 /  5723 =  70.313
1, 0  acc:  1632 /  2203 =  74.081
1, 1  acc:  1639 /  2270 =  72.203
1, 2  acc:   875 /  1216 =  71.957
1, 3  acc:   887 /  1260 =  70.397
1, 4  acc:  1196 /  1627 =  73.510
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1226 /  1537 =  79.766
1, 7  acc:  1679 /  2246 =  74.755
------------------------------------
Average acc: 58363 / 71854 =  81.224
Robust  acc:  2154 /  3335 =  64.588
------------------------------------

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: 0.005 | Train Acc: 98.011 | Val Loss: 0.000 | Val Acc: 98.955
Training:
Accuracies by groups:
0, 0  acc: 66060 / 67410 =  97.997
0, 1  acc:  6962 /  7109 =  97.932
0, 2  acc: 10455 / 10726 =  97.473
0, 3  acc:  5187 /  5306 =  97.757
0, 4  acc:  1771 /  1898 =  93.309
0, 5  acc:   237 /   266 =  89.098
0, 6  acc:   272 /   295 =  92.203
0, 7  acc:   266 /   290 =  91.724
0, 8  acc:  6100 /  6277 =  97.180
0, 9  acc:   459 /   471 =  97.452
0, 10  acc:   434 /   447 =  97.092
0, 11  acc:   288 /   300 =  96.000
0, 12  acc:   353 /   377 =  93.634
0, 13  acc:    22 /    27 =  81.481
0, 14  acc:    42 /    46 =  91.304
0, 15  acc:    22 /    27 =  81.481
0, 16  acc:  4456 /  4703 =  94.748
0, 17  acc:   184 /   195 =  94.359
0, 18  acc:   433 /   455 =  95.165
0, 19  acc:   130 /   137 =  94.891
0, 20  acc:    84 /    95 =  88.421
0, 21  acc:    13 /    15 =  86.667
0, 22  acc:    50 /    53 =  94.340
0, 23  acc:    13 /    17 =  76.471
0, 24  acc:   562 /   592 =  94.932
0, 25  acc:    36 /    36 = 100.000
0, 26  acc:    62 /    65 =  95.385
0, 27  acc:    17 /    18 =  94.444
0, 28  acc:    31 /    36 =  86.111
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     8 /     9 =  88.889
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  1377 /  1427 =  96.496
0, 33  acc:    60 /    63 =  95.238
0, 34  acc:    59 /    62 =  95.161
0, 35  acc:    21 /    21 = 100.000
0, 36  acc:    33 /    35 =  94.286
0, 37  acc:    10 /    10 = 100.000
0, 38  acc:    13 /    16 =  81.250
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   368 /   377 =  97.613
0, 41  acc:    22 /    23 =  95.652
0, 42  acc:    10 /    11 =  90.909
0, 43  acc:    16 /    16 = 100.000
0, 44  acc:    15 /    16 =  93.750
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     3 /     3 = 100.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   273 /   291 =  93.814
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    17 /    17 = 100.000
0, 51  acc:    15 /    15 = 100.000
0, 52  acc:     3 /     4 =  75.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   239 /   249 =  95.984
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:    12 /    14 =  85.714
0, 59  acc:    14 /    15 =  93.333
0, 60  acc:    13 /    14 =  92.857
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     8 /     9 =  88.889
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  2123 /  2240 =  94.777
0, 65  acc:   337 /   358 =  94.134
0, 66  acc:   218 /   233 =  93.562
0, 67  acc:    87 /    93 =  93.548
0, 68  acc:    49 /    51 =  96.078
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    25 /    26 =  96.154
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    56 /    58 =  96.552
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:    10 /    10 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    53 /    61 =  86.885
0, 81  acc:     8 /    14 =  57.143
0, 82  acc:     5 /     5 = 100.000
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     4 /     6 =  66.667
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    12 /    12 = 100.000
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     3 /     3 = 100.000
0, 94  acc:    73 /    74 =  98.649
0, 95  acc:     2 /     2 = 100.000
0, 96  acc:     1 /     1 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    12 /    14 =  85.714
0, 99  acc:     0 /     1 =   0.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:    10 /    11 =  90.909
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:    18 /    19 =  94.737
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    10 /    10 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5994 /  6245 =  95.981
0, 118  acc:  1461 /  1505 =  97.076
0, 119  acc:   337 /   350 =  96.286
0, 120  acc:   303 /   323 =  93.808
0, 121  acc:    70 /    77 =  90.909
0, 122  acc:    39 /    39 = 100.000
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    23 /    25 =  92.000
0, 125  acc:   345 /   355 =  97.183
0, 126  acc:   123 /   124 =  99.194
0, 127  acc:    12 /    14 =  85.714
0, 128  acc:    33 /    35 =  94.286
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:    10 /    10 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   213 /   223 =  95.516
0, 134  acc:    52 /    56 =  92.857
0, 135  acc:    25 /    25 = 100.000
0, 136  acc:    32 /    32 = 100.000
0, 137  acc:     9 /     9 = 100.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    62 /    64 =  96.875
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    14 /    14 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   116 /   120 =  96.667
0, 149  acc:    18 /    18 = 100.000
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:     7 /    15 =  46.667
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    43 /    43 = 100.000
0, 155  acc:     7 /     8 =  87.500
0, 156  acc:     5 /     5 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    21 /    23 =  91.304
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    13 =  92.308
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    16 /    16 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1553 /  1665 =  93.273
0, 170  acc:   332 /   351 =  94.587
0, 171  acc:    79 /    88 =  89.773
0, 172  acc:   173 /   181 =  95.580
0, 173  acc:     9 /    10 =  90.000
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:    12 /    18 =  66.667
0, 177  acc:    59 /    62 =  95.161
0, 178  acc:    18 /    18 = 100.000
0, 179  acc:     9 /    11 =  81.818
0, 180  acc:     5 /     6 =  83.333
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    60 /    64 =  93.750
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     6 /     6 = 100.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    21 /    22 =  95.455
0, 192  acc:     2 /     3 =  66.667
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    48 /    50 =  96.000
0, 197  acc:    14 /    14 = 100.000
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     6 /     6 = 100.000
0, 204  acc:    10 /    10 = 100.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     2 /     3 =  66.667
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    10 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     1 =   0.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 61218 / 61830 =  99.010
1, 1  acc:  6177 /  6244 =  98.927
1, 2  acc: 10931 / 11070 =  98.744
1, 3  acc:  4597 /  4674 =  98.353
1, 4  acc:  5506 /  5574 =  98.780
1, 5  acc:   963 /   973 =  98.972
1, 6  acc:   541 /   547 =  98.903
1, 7  acc:   613 /   623 =  98.395
1, 8  acc:  5468 /  5557 =  98.398
1, 9  acc:   420 /   429 =  97.902
1, 10  acc:   434 /   445 =  97.528
1, 11  acc:   236 /   239 =  98.745
1, 12  acc:   827 /   839 =  98.570
1, 13  acc:   125 /   127 =  98.425
1, 14  acc:   123 /   125 =  98.400
1, 15  acc:   141 /   144 =  97.917
1, 16  acc:  8321 /  8452 =  98.450
1, 17  acc:   279 /   284 =  98.239
1, 18  acc:   637 /   647 =  98.454
1, 19  acc:   240 /   245 =  97.959
1, 20  acc:   297 /   301 =  98.671
1, 21  acc:    39 /    39 = 100.000
1, 22  acc:   162 /   163 =  99.387
1, 23  acc:    35 /    37 =  94.595
1, 24  acc:  1065 /  1084 =  98.247
1, 25  acc:    27 /    27 = 100.000
1, 26  acc:   110 /   110 = 100.000
1, 27  acc:    24 /    24 = 100.000
1, 28  acc:   153 /   158 =  96.835
1, 29  acc:    11 /    11 = 100.000
1, 30  acc:    21 /    21 = 100.000
1, 31  acc:     6 /     6 = 100.000
1, 32  acc:  1685 /  1703 =  98.943
1, 33  acc:    76 /    77 =  98.701
1, 34  acc:    64 /    65 =  98.462
1, 35  acc:    23 /    23 = 100.000
1, 36  acc:    63 /    64 =  98.438
1, 37  acc:    11 /    11 = 100.000
1, 38  acc:    30 /    31 =  96.774
1, 39  acc:     8 /     8 = 100.000
1, 40  acc:   424 /   427 =  99.297
1, 41  acc:    18 /    18 = 100.000
1, 42  acc:    19 /    20 =  95.000
1, 43  acc:    24 /    25 =  96.000
1, 44  acc:    25 /    26 =  96.154
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    14 /    14 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   582 /   594 =  97.980
1, 49  acc:    12 /    13 =  92.308
1, 50  acc:    36 /    37 =  97.297
1, 51  acc:    18 /    19 =  94.737
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    40 /    41 =  97.561
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   455 /   468 =  97.222
1, 57  acc:    19 /    19 = 100.000
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:    12 /    12 = 100.000
1, 60  acc:    22 /    23 =  95.652
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    13 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5570 /  5642 =  98.724
1, 65  acc:   810 /   820 =  98.780
1, 66  acc:   473 /   478 =  98.954
1, 67  acc:   172 /   175 =  98.286
1, 68  acc:   259 /   261 =  99.234
1, 69  acc:    48 /    49 =  97.959
1, 70  acc:    82 /    83 =  98.795
1, 71  acc:    35 /    35 = 100.000
1, 72  acc:   122 /   122 = 100.000
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    20 /    20 = 100.000
1, 77  acc:     1 /     2 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   207 /   211 =  98.104
1, 81  acc:    19 /    22 =  86.364
1, 82  acc:    58 /    58 = 100.000
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:    16 /    16 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    30 /    30 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    24 /    24 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   139 /   142 =  97.887
1, 95  acc:    12 /    12 = 100.000
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    16 =  93.750
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    28 /    30 =  93.333
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    28 /    28 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     8 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    20 /    21 =  95.238
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8428 /  8584 =  98.183
1, 118  acc:  2002 /  2032 =  98.524
1, 119  acc:   474 /   486 =  97.531
1, 120  acc:   548 /   554 =  98.917
1, 121  acc:   148 /   151 =  98.013
1, 122  acc:    95 /    95 = 100.000
1, 123  acc:    27 /    28 =  96.429
1, 124  acc:    41 /    41 = 100.000
1, 125  acc:   572 /   577 =  99.133
1, 126  acc:   117 /   120 =  97.500
1, 127  acc:    22 /    22 = 100.000
1, 128  acc:    48 /    48 = 100.000
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:     2 /     2 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    16 /    16 = 100.000
1, 133  acc:   446 /   454 =  98.238
1, 134  acc:    89 /    90 =  98.889
1, 135  acc:    27 /    28 =  96.429
1, 136  acc:    26 /    28 =  92.857
1, 137  acc:     9 /     9 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:   108 /   109 =  99.083
1, 142  acc:    20 /    20 = 100.000
1, 143  acc:     7 /     8 =  87.500
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   200 /   204 =  98.039
1, 149  acc:    19 /    19 = 100.000
1, 150  acc:    19 /    19 = 100.000
1, 151  acc:     6 /    13 =  46.154
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     5 /     6 =  83.333
1, 154  acc:    46 /    46 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    33 /    33 = 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:    26 /    26 = 100.000
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3641 /  3698 =  98.459
1, 170  acc:   697 /   709 =  98.307
1, 171  acc:   273 /   275 =  99.273
1, 172  acc:   212 /   214 =  99.065
1, 173  acc:    65 /    67 =  97.015
1, 174  acc:    14 /    14 = 100.000
1, 175  acc:     9 /     9 = 100.000
1, 176  acc:    44 /    45 =  97.778
1, 177  acc:    71 /    71 = 100.000
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     3 /     4 =  75.000
1, 183  acc:    14 /    14 = 100.000
1, 184  acc:   134 /   136 =  98.529
1, 185  acc:    40 /    41 =  97.561
1, 186  acc:    12 /    12 = 100.000
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:     3 /     4 =  75.000
1, 189  acc:     7 /     8 =  87.500
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:    11 /    11 = 100.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   100 /   104 =  96.154
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    17 /    18 =  94.444
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:    22 /    23 =  95.652
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    13 /    14 =  92.857
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 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: 263688 / 269038 =  98.011
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25136 / 25373 =  99.066
0, 1  acc: 30965 / 31282 =  98.987
0, 2  acc:  6092 /  6155 =  98.976
0, 3  acc: 24021 / 24292 =  98.884
0, 4  acc: 10716 / 10829 =  98.957
0, 5  acc:  5493 /  5541 =  99.134
0, 6  acc:  6700 /  6785 =  98.747
0, 7  acc: 11869 / 12016 =  98.777
1, 0  acc:  4392 /  4437 =  98.986
1, 1  acc:  4912 /  4962 =  98.992
1, 2  acc:  2238 /  2265 =  98.808
1, 3  acc:  2426 /  2446 =  99.182
1, 4  acc:  3097 /  3125 =  99.104
1, 5  acc:   994 /  1003 =  99.103
1, 6  acc:  3076 /  3111 =  98.875
1, 7  acc:  4636 /  4682 =  99.018
--------------------------------------
Average acc: 146763 / 148304 =  98.961
Robust  acc:  6700 /  6785 =  98.747
--------------------------------------
New max robust acc: 98.74723655121592
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed37.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed37.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 58.889 | Best Acc: 93.587
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10996 / 12092 =  90.936
0, 1  acc: 13035 / 14179 =  91.932
0, 2  acc:  2613 /  3210 =  81.402
0, 3  acc: 11325 / 12101 =  93.587
0, 4  acc:  4564 /  5355 =  85.229
0, 5  acc:  2673 /  2980 =  89.698
0, 6  acc:  2509 /  3335 =  75.232
0, 7  acc:  4520 /  5723 =  78.980
1, 0  acc:  1423 /  2203 =  64.594
1, 1  acc:  1445 /  2270 =  63.656
1, 2  acc:   743 /  1216 =  61.102
1, 3  acc:   742 /  1260 =  58.889
1, 4  acc:  1010 /  1627 =  62.077
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1089 /  1537 =  70.852
1, 7  acc:  1485 /  2246 =  66.118
------------------------------------
Average acc: 60485 / 71854 =  84.178
Robust  acc:   742 /  1260 =  58.889
------------------------------------
Accuracies by groups:
0, 0  acc: 10996 / 12092 =  90.936
0, 1  acc: 13035 / 14179 =  91.932
0, 2  acc:  2613 /  3210 =  81.402
0, 3  acc: 11325 / 12101 =  93.587
0, 4  acc:  4564 /  5355 =  85.229
0, 5  acc:  2673 /  2980 =  89.698
0, 6  acc:  2509 /  3335 =  75.232
0, 7  acc:  4520 /  5723 =  78.980
1, 0  acc:  1423 /  2203 =  64.594
1, 1  acc:  1445 /  2270 =  63.656
1, 2  acc:   743 /  1216 =  61.102
1, 3  acc:   742 /  1260 =  58.889
1, 4  acc:  1010 /  1627 =  62.077
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1089 /  1537 =  70.852
1, 7  acc:  1485 /  2246 =  66.118
------------------------------------
Average acc: 60485 / 71854 =  84.178
Robust  acc:   742 /  1260 =  58.889
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10996 / 12092 =  90.936
0, 1  acc: 13035 / 14179 =  91.932
0, 2  acc:  2613 /  3210 =  81.402
0, 3  acc: 11325 / 12101 =  93.587
0, 4  acc:  4564 /  5355 =  85.229
0, 5  acc:  2673 /  2980 =  89.698
0, 6  acc:  2509 /  3335 =  75.232
0, 7  acc:  4520 /  5723 =  78.980
1, 0  acc:  1423 /  2203 =  64.594
1, 1  acc:  1445 /  2270 =  63.656
1, 2  acc:   743 /  1216 =  61.102
1, 3  acc:   742 /  1260 =  58.889
1, 4  acc:  1010 /  1627 =  62.077
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1089 /  1537 =  70.852
1, 7  acc:  1485 /  2246 =  66.118
------------------------------------
Average acc: 60485 / 71854 =  84.178
Robust  acc:   742 /  1260 =  58.889
------------------------------------

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: 98.593 | Val Loss: 0.000 | Val Acc: 98.838
Training:
Accuracies by groups:
0, 0  acc: 66350 / 67269 =  98.634
0, 1  acc:  6963 /  7066 =  98.542
0, 2  acc: 10569 / 10766 =  98.170
0, 3  acc:  5141 /  5239 =  98.129
0, 4  acc:  1817 /  1912 =  95.031
0, 5  acc:   252 /   265 =  95.094
0, 6  acc:   275 /   285 =  96.491
0, 7  acc:   262 /   276 =  94.928
0, 8  acc:  6291 /  6423 =  97.945
0, 9  acc:   484 /   493 =  98.174
0, 10  acc:   434 /   442 =  98.190
0, 11  acc:   321 /   325 =  98.769
0, 12  acc:   356 /   385 =  92.468
0, 13  acc:    32 /    34 =  94.118
0, 14  acc:    44 /    46 =  95.652
0, 15  acc:    18 /    22 =  81.818
0, 16  acc:  4519 /  4682 =  96.519
0, 17  acc:   148 /   155 =  95.484
0, 18  acc:   464 /   479 =  96.868
0, 19  acc:   138 /   147 =  93.878
0, 20  acc:   106 /   114 =  92.982
0, 21  acc:     8 /     9 =  88.889
0, 22  acc:    59 /    60 =  98.333
0, 23  acc:     7 /     7 = 100.000
0, 24  acc:   548 /   572 =  95.804
0, 25  acc:    25 /    25 = 100.000
0, 26  acc:    57 /    58 =  98.276
0, 27  acc:    18 /    19 =  94.737
0, 28  acc:    51 /    53 =  96.226
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     6 /     6 = 100.000
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  1489 /  1522 =  97.832
0, 33  acc:    85 /    88 =  96.591
0, 34  acc:    71 /    71 = 100.000
0, 35  acc:    13 /    13 = 100.000
0, 36  acc:    37 /    37 = 100.000
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:     9 /     9 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   379 /   387 =  97.933
0, 41  acc:    17 /    18 =  94.444
0, 42  acc:    11 /    11 = 100.000
0, 43  acc:    20 /    20 = 100.000
0, 44  acc:     9 /     9 = 100.000
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   274 /   282 =  97.163
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    15 /    17 =  88.235
0, 51  acc:     9 /    10 =  90.000
0, 52  acc:     2 /     2 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   276 /   287 =  96.167
0, 57  acc:     8 /     8 = 100.000
0, 58  acc:    16 /    18 =  88.889
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    15 /    17 =  88.235
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     8 /     8 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2190 /  2300 =  95.217
0, 65  acc:   332 /   344 =  96.512
0, 66  acc:   220 /   230 =  95.652
0, 67  acc:    92 /    98 =  93.878
0, 68  acc:    42 /    50 =  84.000
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    22 /    23 =  95.652
0, 71  acc:     6 /     6 = 100.000
0, 72  acc:    62 /    63 =  98.413
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:     9 /    10 =  90.000
0, 76  acc:     6 /     7 =  85.714
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    91 /    95 =  95.789
0, 81  acc:     5 /     8 =  62.500
0, 82  acc:     6 /     6 = 100.000
0, 83  acc:    15 /    16 =  93.750
0, 84  acc:     2 /     2 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     5 /     6 =  83.333
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     5 /     5 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    68 /    69 =  98.551
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    19 /    19 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    12 /    13 =  92.308
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     3 /     3 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6067 /  6228 =  97.415
0, 118  acc:  1527 /  1555 =  98.199
0, 119  acc:   371 /   385 =  96.364
0, 120  acc:   318 /   334 =  95.210
0, 121  acc:    50 /    54 =  92.593
0, 122  acc:    39 /    39 = 100.000
0, 123  acc:     6 /     6 = 100.000
0, 124  acc:    27 /    27 = 100.000
0, 125  acc:   334 /   344 =  97.093
0, 126  acc:   127 /   130 =  97.692
0, 127  acc:    23 /    26 =  88.462
0, 128  acc:    40 /    43 =  93.023
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   213 /   227 =  93.833
0, 134  acc:    72 /    72 = 100.000
0, 135  acc:    24 /    25 =  96.000
0, 136  acc:    28 /    29 =  96.552
0, 137  acc:    14 /    14 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    62 /    62 = 100.000
0, 142  acc:     6 /     6 = 100.000
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    16 /    16 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   118 /   120 =  98.333
0, 149  acc:    17 /    18 =  94.444
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:    17 /    27 =  62.963
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    42 /    43 =  97.674
0, 155  acc:     3 /     3 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    30 /    32 =  93.750
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    16 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1490 /  1564 =  95.269
0, 170  acc:   348 /   363 =  95.868
0, 171  acc:   118 /   123 =  95.935
0, 172  acc:   162 /   166 =  97.590
0, 173  acc:    12 /    15 =  80.000
0, 174  acc:     6 /     6 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    12 /    14 =  85.714
0, 177  acc:    78 /    79 =  98.734
0, 178  acc:    11 /    12 =  91.667
0, 179  acc:    12 /    13 =  92.308
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     7 /     7 = 100.000
0, 184  acc:    57 /    57 = 100.000
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     7 /     7 = 100.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    27 /    28 =  96.429
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    47 /    48 =  97.917
0, 197  acc:    20 /    20 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:    15 /    16 =  93.750
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    15 /    18 =  83.333
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:    11 /    12 =  91.667
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     5 /     5 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    13 /    13 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 61578 / 62029 =  99.273
1, 1  acc:  6284 /  6344 =  99.054
1, 2  acc: 10720 / 10821 =  99.067
1, 3  acc:  4495 /  4540 =  99.009
1, 4  acc:  5422 /  5461 =  99.286
1, 5  acc:   887 /   896 =  98.996
1, 6  acc:   535 /   546 =  97.985
1, 7  acc:   664 /   669 =  99.253
1, 8  acc:  5498 /  5562 =  98.849
1, 9  acc:   391 /   395 =  98.987
1, 10  acc:   480 /   488 =  98.361
1, 11  acc:   243 /   249 =  97.590
1, 12  acc:   876 /   886 =  98.871
1, 13  acc:   120 /   121 =  99.174
1, 14  acc:   130 /   132 =  98.485
1, 15  acc:   153 /   155 =  98.710
1, 16  acc:  8572 /  8661 =  98.972
1, 17  acc:   293 /   295 =  99.322
1, 18  acc:   633 /   638 =  99.216
1, 19  acc:   265 /   270 =  98.148
1, 20  acc:   284 /   288 =  98.611
1, 21  acc:    53 /    53 = 100.000
1, 22  acc:   143 /   144 =  99.306
1, 23  acc:    45 /    45 = 100.000
1, 24  acc:  1015 /  1022 =  99.315
1, 25  acc:    19 /    19 = 100.000
1, 26  acc:   117 /   117 = 100.000
1, 27  acc:    16 /    16 = 100.000
1, 28  acc:   163 /   166 =  98.193
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    23 /    23 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  1719 /  1731 =  99.307
1, 33  acc:   104 /   105 =  99.048
1, 34  acc:    69 /    69 = 100.000
1, 35  acc:    36 /    36 = 100.000
1, 36  acc:    57 /    57 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    33 /    33 = 100.000
1, 39  acc:     0 /     0 =     nan
1, 40  acc:   393 /   396 =  99.242
1, 41  acc:    21 /    22 =  95.455
1, 42  acc:    12 /    12 = 100.000
1, 43  acc:    20 /    20 = 100.000
1, 44  acc:    26 /    26 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     5 /     6 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   589 /   592 =  99.493
1, 49  acc:    15 /    15 = 100.000
1, 50  acc:    34 /    35 =  97.143
1, 51  acc:    22 /    22 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    36 /    37 =  97.297
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   438 /   445 =  98.427
1, 57  acc:    19 /    19 = 100.000
1, 58  acc:    24 /    24 = 100.000
1, 59  acc:    25 /    25 = 100.000
1, 60  acc:    33 /    33 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    20 /    20 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5486 /  5542 =  98.990
1, 65  acc:   760 /   764 =  99.476
1, 66  acc:   508 /   516 =  98.450
1, 67  acc:   179 /   185 =  96.757
1, 68  acc:   208 /   209 =  99.522
1, 69  acc:    40 /    40 = 100.000
1, 70  acc:    87 /    87 = 100.000
1, 71  acc:    28 /    28 = 100.000
1, 72  acc:   110 /   110 = 100.000
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    19 /    19 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     8 /     8 = 100.000
1, 80  acc:   169 /   174 =  97.126
1, 81  acc:    25 /    28 =  89.286
1, 82  acc:    50 /    50 = 100.000
1, 83  acc:     7 /     7 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    28 /    28 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    21 /    22 =  95.455
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     6 /     6 = 100.000
1, 93  acc:     6 /     6 = 100.000
1, 94  acc:   158 /   158 = 100.000
1, 95  acc:    14 /    14 = 100.000
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    18 /    18 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    34 /    34 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    17 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     0 /     0 =     nan
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    17 /    18 =  94.444
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:  8430 /  8535 =  98.770
1, 118  acc:  2134 /  2156 =  98.980
1, 119  acc:   517 /   525 =  98.476
1, 120  acc:   498 /   506 =  98.419
1, 121  acc:   138 /   142 =  97.183
1, 122  acc:    89 /    89 = 100.000
1, 123  acc:    26 /    28 =  92.857
1, 124  acc:    60 /    60 = 100.000
1, 125  acc:   520 /   524 =  99.237
1, 126  acc:   113 /   114 =  99.123
1, 127  acc:    30 /    30 = 100.000
1, 128  acc:    41 /    41 = 100.000
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     3 /     4 =  75.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    14 = 100.000
1, 133  acc:   468 /   477 =  98.113
1, 134  acc:    81 /    81 = 100.000
1, 135  acc:    38 /    38 = 100.000
1, 136  acc:    35 /    35 = 100.000
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     6 /     6 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     6 /     6 = 100.000
1, 141  acc:   115 /   117 =  98.291
1, 142  acc:    19 /    20 =  95.000
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     6 =  83.333
1, 148  acc:   200 /   202 =  99.010
1, 149  acc:    16 /    16 = 100.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:    18 /    22 =  81.818
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    42 /    44 =  95.455
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    27 /    27 = 100.000
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    33 /    33 = 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:  3549 /  3593 =  98.775
1, 170  acc:   715 /   719 =  99.444
1, 171  acc:   269 /   271 =  99.262
1, 172  acc:   186 /   189 =  98.413
1, 173  acc:    63 /    64 =  98.438
1, 174  acc:    16 /    16 = 100.000
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    42 /    43 =  97.674
1, 177  acc:    88 /    88 = 100.000
1, 178  acc:    18 /    18 = 100.000
1, 179  acc:     9 /     9 = 100.000
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:     8 /     9 =  88.889
1, 184  acc:   147 /   148 =  99.324
1, 185  acc:    40 /    41 =  97.561
1, 186  acc:    19 /    19 = 100.000
1, 187  acc:    15 /    15 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   105 /   108 =  97.222
1, 197  acc:     9 /     9 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    18 /    20 =  90.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    13 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     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:     8 /     8 = 100.000
1, 218  acc:    13 /    13 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265253 / 269038 =  98.593
Robust  acc:     2 /     4 =  50.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25075 / 25373 =  98.826
0, 1  acc: 30902 / 31282 =  98.785
0, 2  acc:  6094 /  6155 =  99.009
0, 3  acc: 23995 / 24292 =  98.777
0, 4  acc: 10712 / 10829 =  98.920
0, 5  acc:  5477 /  5541 =  98.845
0, 6  acc:  6714 /  6785 =  98.954
0, 7  acc: 11884 / 12016 =  98.901
1, 0  acc:  4388 /  4437 =  98.896
1, 1  acc:  4893 /  4962 =  98.609
1, 2  acc:  2239 /  2265 =  98.852
1, 3  acc:  2416 /  2446 =  98.774
1, 4  acc:  3089 /  3125 =  98.848
1, 5  acc:   990 /  1003 =  98.704
1, 6  acc:  3078 /  3111 =  98.939
1, 7  acc:  4637 /  4682 =  99.039
--------------------------------------
Average acc: 146583 / 148304 =  98.840
Robust  acc:  4893 /  4962 =  98.609
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 64.048 | Best Acc: 92.232
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10630 / 12092 =  87.909
0, 1  acc: 12626 / 14179 =  89.047
0, 2  acc:  2307 /  3210 =  71.869
0, 3  acc: 11161 / 12101 =  92.232
0, 4  acc:  4377 /  5355 =  81.737
0, 5  acc:  2585 /  2980 =  86.745
0, 6  acc:  2270 /  3335 =  68.066
0, 7  acc:  4302 /  5723 =  75.170
1, 0  acc:  1562 /  2203 =  70.903
1, 1  acc:  1596 /  2270 =  70.308
1, 2  acc:   871 /  1216 =  71.628
1, 3  acc:   807 /  1260 =  64.048
1, 4  acc:  1082 /  1627 =  66.503
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1177 /  1537 =  76.578
1, 7  acc:  1572 /  2246 =  69.991
------------------------------------
Average acc: 59266 / 71854 =  82.481
Robust  acc:   807 /  1260 =  64.048
------------------------------------
Accuracies by groups:
0, 0  acc: 10630 / 12092 =  87.909
0, 1  acc: 12626 / 14179 =  89.047
0, 2  acc:  2307 /  3210 =  71.869
0, 3  acc: 11161 / 12101 =  92.232
0, 4  acc:  4377 /  5355 =  81.737
0, 5  acc:  2585 /  2980 =  86.745
0, 6  acc:  2270 /  3335 =  68.066
0, 7  acc:  4302 /  5723 =  75.170
1, 0  acc:  1562 /  2203 =  70.903
1, 1  acc:  1596 /  2270 =  70.308
1, 2  acc:   871 /  1216 =  71.628
1, 3  acc:   807 /  1260 =  64.048
1, 4  acc:  1082 /  1627 =  66.503
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1177 /  1537 =  76.578
1, 7  acc:  1572 /  2246 =  69.991
------------------------------------
Average acc: 59266 / 71854 =  82.481
Robust  acc:   807 /  1260 =  64.048
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10630 / 12092 =  87.909
0, 1  acc: 12626 / 14179 =  89.047
0, 2  acc:  2307 /  3210 =  71.869
0, 3  acc: 11161 / 12101 =  92.232
0, 4  acc:  4377 /  5355 =  81.737
0, 5  acc:  2585 /  2980 =  86.745
0, 6  acc:  2270 /  3335 =  68.066
0, 7  acc:  4302 /  5723 =  75.170
1, 0  acc:  1562 /  2203 =  70.903
1, 1  acc:  1596 /  2270 =  70.308
1, 2  acc:   871 /  1216 =  71.628
1, 3  acc:   807 /  1260 =  64.048
1, 4  acc:  1082 /  1627 =  66.503
1, 5  acc:   341 /   520 =  65.577
1, 6  acc:  1177 /  1537 =  76.578
1, 7  acc:  1572 /  2246 =  69.991
------------------------------------
Average acc: 59266 / 71854 =  82.481
Robust  acc:   807 /  1260 =  64.048
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed37.pt
