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_seed48.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: 48
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=48-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed48.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: 85.089 | Val Loss: 0.000 | Val Acc: 91.504
Training:
Accuracies by groups:
0, 0  acc: 58707 / 66693 =  88.026
0, 1  acc:  6168 /  7085 =  87.057
0, 2  acc:  8759 / 10589 =  82.718
0, 3  acc:  4244 /  5108 =  83.085
0, 4  acc:  1236 /  2164 =  57.116
0, 5  acc:   127 /   284 =  44.718
0, 6  acc:   184 /   284 =  64.789
0, 7  acc:   192 /   305 =  62.951
0, 8  acc:  5330 /  6266 =  85.062
0, 9  acc:   354 /   433 =  81.755
0, 10  acc:   372 /   462 =  80.519
0, 11  acc:   239 /   303 =  78.878
0, 12  acc:   208 /   393 =  52.926
0, 13  acc:    15 /    30 =  50.000
0, 14  acc:    37 /    48 =  77.083
0, 15  acc:    16 /    30 =  53.333
0, 16  acc:  3371 /  4978 =  67.718
0, 17  acc:   128 /   176 =  72.727
0, 18  acc:   314 /   441 =  71.202
0, 19  acc:   122 /   160 =  76.250
0, 20  acc:    70 /   127 =  55.118
0, 21  acc:    13 /    22 =  59.091
0, 22  acc:    46 /    67 =  68.657
0, 23  acc:     5 /    22 =  22.727
0, 24  acc:   424 /   647 =  65.533
0, 25  acc:    26 /    30 =  86.667
0, 26  acc:    45 /    61 =  73.770
0, 27  acc:    13 /    22 =  59.091
0, 28  acc:    21 /    44 =  47.727
0, 29  acc:     2 /     6 =  33.333
0, 30  acc:     3 /     7 =  42.857
0, 31  acc:     4 /     6 =  66.667
0, 32  acc:  1229 /  1540 =  79.805
0, 33  acc:    49 /    67 =  73.134
0, 34  acc:    49 /    59 =  83.051
0, 35  acc:    11 /    16 =  68.750
0, 36  acc:    28 /    43 =  65.116
0, 37  acc:     3 /     6 =  50.000
0, 38  acc:    19 /    26 =  73.077
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   305 /   374 =  81.551
0, 41  acc:    13 /    15 =  86.667
0, 42  acc:    14 /    17 =  82.353
0, 43  acc:     7 /     7 = 100.000
0, 44  acc:     9 /    18 =  50.000
0, 45  acc:     1 /     2 =  50.000
0, 46  acc:     4 /     5 =  80.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   205 /   324 =  63.272
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:     8 /     8 = 100.000
0, 51  acc:    11 /    15 =  73.333
0, 52  acc:     1 /     4 =  25.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     1 /     3 =  33.333
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   192 /   272 =  70.588
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:     8 /    17 =  47.059
0, 59  acc:     4 /     5 =  80.000
0, 60  acc:     8 /    17 =  47.059
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     0 /     5 =   0.000
0, 63  acc:     1 /     2 =  50.000
0, 64  acc:  1377 /  2294 =  60.026
0, 65  acc:   210 /   346 =  60.694
0, 66  acc:   141 /   240 =  58.750
0, 67  acc:    46 /    85 =  54.118
0, 68  acc:    30 /    47 =  63.830
0, 69  acc:     2 /     4 =  50.000
0, 70  acc:    13 /    27 =  48.148
0, 71  acc:    15 /    19 =  78.947
0, 72  acc:    44 /    59 =  74.576
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:     7 /     9 =  77.778
0, 75  acc:     7 /     9 =  77.778
0, 76  acc:     1 /     3 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    46 /    92 =  50.000
0, 81  acc:     6 /    10 =  60.000
0, 82  acc:     3 /     5 =  60.000
0, 83  acc:    10 /    13 =  76.923
0, 84  acc:     1 /     3 =  33.333
0, 85  acc:     1 /     3 =  33.333
0, 86  acc:     9 /    19 =  47.368
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     4 /     6 =  66.667
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     2 =  50.000
0, 94  acc:    38 /    65 =  58.462
0, 95  acc:     6 /     8 =  75.000
0, 96  acc:     0 /     2 =   0.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     4 /    11 =  36.364
0, 99  acc:     1 /     2 =  50.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     5 /     7 =  71.429
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     5 /    10 =  50.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     1 /     3 =  33.333
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  4868 /  6534 =  74.503
0, 118  acc:  1111 /  1531 =  72.567
0, 119  acc:   270 /   374 =  72.193
0, 120  acc:   242 /   332 =  72.892
0, 121  acc:    29 /    64 =  45.312
0, 122  acc:    26 /    40 =  65.000
0, 123  acc:     8 /    14 =  57.143
0, 124  acc:    13 /    22 =  59.091
0, 125  acc:   297 /   411 =  72.263
0, 126  acc:    72 /   112 =  64.286
0, 127  acc:    20 /    29 =  68.966
0, 128  acc:    22 /    36 =  61.111
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     2 /     3 =  66.667
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   123 /   207 =  59.420
0, 134  acc:    30 /    69 =  43.478
0, 135  acc:    18 /    26 =  69.231
0, 136  acc:    18 /    35 =  51.429
0, 137  acc:     6 /    11 =  54.545
0, 138  acc:     2 /     4 =  50.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    32 /    67 =  47.761
0, 142  acc:     5 /    10 =  50.000
0, 143  acc:     3 /     9 =  33.333
0, 144  acc:     8 /    10 =  80.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     2 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    79 /   118 =  66.949
0, 149  acc:    10 /    14 =  71.429
0, 150  acc:     1 /     3 =  33.333
0, 151  acc:     7 /    17 =  41.176
0, 152  acc:     1 /     2 =  50.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    29 /    41 =  70.732
0, 155  acc:     0 /     6 =   0.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     3 =  66.667
0, 159  acc:    19 /    27 =  70.370
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     1 /     2 =  50.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    13 =  69.231
0, 165  acc:     2 /     3 =  66.667
0, 166  acc:     5 /    11 =  45.455
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:   849 /  1606 =  52.864
0, 170  acc:   151 /   350 =  43.143
0, 171  acc:    60 /   112 =  53.571
0, 172  acc:    90 /   151 =  59.603
0, 173  acc:     9 /    20 =  45.000
0, 174  acc:     2 /     3 =  66.667
0, 175  acc:     2 /     3 =  66.667
0, 176  acc:     4 /    11 =  36.364
0, 177  acc:    50 /    75 =  66.667
0, 178  acc:     5 /     6 =  83.333
0, 179  acc:     3 /     7 =  42.857
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     4 =  25.000
0, 184  acc:    35 /    55 =  63.636
0, 185  acc:     0 /     6 =   0.000
0, 186  acc:     1 /     3 =  33.333
0, 187  acc:     2 /     6 =  33.333
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     6 /     8 =  75.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    11 /    30 =  36.667
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     3 =   0.000
0, 196  acc:    25 /    43 =  58.140
0, 197  acc:     6 /    13 =  46.154
0, 198  acc:     0 /     4 =   0.000
0, 199  acc:     5 /     8 =  62.500
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     0 /     1 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     2 =   0.000
0, 204  acc:    14 /    22 =  63.636
0, 205  acc:     2 /     3 =  66.667
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     5 =  60.000
0, 209  acc:     5 /    10 =  50.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     3 /     4 =  75.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     8 =  25.000
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 /     2 = 100.000
1, 0  acc: 55331 / 62038 =  89.189
1, 1  acc:  5465 /  6298 =  86.774
1, 2  acc:  9389 / 10929 =  85.909
1, 3  acc:  3769 /  4512 =  83.533
1, 4  acc:  4944 /  5381 =  91.879
1, 5  acc:   847 /   913 =  92.771
1, 6  acc:   460 /   510 =  90.196
1, 7  acc:   586 /   648 =  90.432
1, 8  acc:  4925 /  5825 =  84.549
1, 9  acc:   312 /   368 =  84.783
1, 10  acc:   396 /   479 =  82.672
1, 11  acc:   252 /   289 =  87.197
1, 12  acc:   780 /   844 =  92.417
1, 13  acc:   112 /   120 =  93.333
1, 14  acc:   111 /   141 =  78.723
1, 15  acc:   129 /   156 =  82.692
1, 16  acc:  7309 /  8405 =  86.960
1, 17  acc:   271 /   313 =  86.581
1, 18  acc:   562 /   664 =  84.639
1, 19  acc:   196 /   236 =  83.051
1, 20  acc:   290 /   304 =  95.395
1, 21  acc:    47 /    51 =  92.157
1, 22  acc:   138 /   151 =  91.391
1, 23  acc:    38 /    38 = 100.000
1, 24  acc:   913 /  1099 =  83.076
1, 25  acc:    15 /    19 =  78.947
1, 26  acc:    84 /    94 =  89.362
1, 27  acc:    12 /    12 = 100.000
1, 28  acc:   157 /   167 =  94.012
1, 29  acc:     9 /    10 =  90.000
1, 30  acc:    22 /    23 =  95.652
1, 31  acc:     8 /     8 = 100.000
1, 32  acc:  1422 /  1705 =  83.402
1, 33  acc:    79 /    94 =  84.043
1, 34  acc:    46 /    57 =  80.702
1, 35  acc:    27 /    31 =  87.097
1, 36  acc:    40 /    42 =  95.238
1, 37  acc:     4 /     5 =  80.000
1, 38  acc:    39 /    44 =  88.636
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   403 /   465 =  86.667
1, 41  acc:    21 /    22 =  95.455
1, 42  acc:    12 /    22 =  54.545
1, 43  acc:    17 /    22 =  77.273
1, 44  acc:    23 /    27 =  85.185
1, 45  acc:     0 /     2 =   0.000
1, 46  acc:    15 /    18 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   526 /   602 =  87.375
1, 49  acc:    10 /    14 =  71.429
1, 50  acc:    37 /    44 =  84.091
1, 51  acc:    22 /    23 =  95.652
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    34 /    37 =  91.892
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   363 /   429 =  84.615
1, 57  acc:    17 /    18 =  94.444
1, 58  acc:    39 /    39 = 100.000
1, 59  acc:     9 /    12 =  75.000
1, 60  acc:    15 /    23 =  65.217
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    25 /    27 =  92.593
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5134 /  5648 =  90.899
1, 65  acc:   709 /   794 =  89.295
1, 66  acc:   441 /   495 =  89.091
1, 67  acc:   184 /   220 =  83.636
1, 68  acc:   245 /   260 =  94.231
1, 69  acc:    55 /    57 =  96.491
1, 70  acc:    59 /    65 =  90.769
1, 71  acc:    29 /    30 =  96.667
1, 72  acc:   132 /   136 =  97.059
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     3 /     6 =  50.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    24 /    24 = 100.000
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     8 /     8 = 100.000
1, 80  acc:   180 /   199 =  90.452
1, 81  acc:    18 /    20 =  90.000
1, 82  acc:    52 /    56 =  92.857
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    33 /    33 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    21 /    24 =  87.500
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:     2 /     2 = 100.000
1, 94  acc:   123 /   148 =  83.108
1, 95  acc:    14 /    21 =  66.667
1, 96  acc:    15 /    15 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    17 /    19 =  89.474
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    18 =  94.444
1, 101  acc:     7 /     7 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    39 /    42 =  92.857
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    18 =  94.444
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     3 /     4 =  75.000
1, 112  acc:    15 /    16 =  93.750
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  6924 /  8443 =  82.009
1, 118  acc:  1695 /  2015 =  84.119
1, 119  acc:   387 /   468 =  82.692
1, 120  acc:   466 /   554 =  84.116
1, 121  acc:   132 /   146 =  90.411
1, 122  acc:    60 /    67 =  89.552
1, 123  acc:    29 /    35 =  82.857
1, 124  acc:    49 /    52 =  94.231
1, 125  acc:   422 /   519 =  81.310
1, 126  acc:   120 /   138 =  86.957
1, 127  acc:    15 /    25 =  60.000
1, 128  acc:    26 /    39 =  66.667
1, 129  acc:    18 /    18 = 100.000
1, 130  acc:     6 /     8 =  75.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    13 /    14 =  92.857
1, 133  acc:   381 /   441 =  86.395
1, 134  acc:    58 /    78 =  74.359
1, 135  acc:    28 /    31 =  90.323
1, 136  acc:    15 /    26 =  57.692
1, 137  acc:     9 /     9 = 100.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    83 /   101 =  82.178
1, 142  acc:    12 /    14 =  85.714
1, 143  acc:     4 /     5 =  80.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     8 =  25.000
1, 148  acc:   166 /   213 =  77.934
1, 149  acc:    13 /    17 =  76.471
1, 150  acc:    12 /    14 =  85.714
1, 151  acc:    10 /    24 =  41.667
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     2 /     3 =  66.667
1, 154  acc:    35 /    42 =  83.333
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:    33 /    38 =  86.842
1, 160  acc:     2 /     6 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    18 /    22 =  81.818
1, 165  acc:     6 /     7 =  85.714
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3286 /  3666 =  89.634
1, 170  acc:   642 /   700 =  91.714
1, 171  acc:   266 /   296 =  89.865
1, 172  acc:   220 /   238 =  92.437
1, 173  acc:    58 /    62 =  93.548
1, 174  acc:     9 /    10 =  90.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    34 /    43 =  79.070
1, 177  acc:   107 /   112 =  95.536
1, 178  acc:    10 /    11 =  90.909
1, 179  acc:     4 /     7 =  57.143
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    16 /    18 =  88.889
1, 184  acc:   119 /   130 =  91.538
1, 185  acc:    34 /    37 =  91.892
1, 186  acc:    17 /    24 =  70.833
1, 187  acc:    13 /    14 =  92.857
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     8 /    10 =  80.000
1, 192  acc:    17 /    17 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   102 /   117 =  87.179
1, 197  acc:     9 /     9 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    12 /    17 =  70.588
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    16 /    20 =  80.000
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:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 228922 / 269038 =  85.089
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23153 / 25373 =  91.251
0, 1  acc: 28571 / 31282 =  91.334
0, 2  acc:  5581 /  6155 =  90.674
0, 3  acc: 22254 / 24292 =  91.610
0, 4  acc:  9906 / 10829 =  91.477
0, 5  acc:  5099 /  5541 =  92.023
0, 6  acc:  6188 /  6785 =  91.201
0, 7  acc: 10976 / 12016 =  91.345
1, 0  acc:  4050 /  4437 =  91.278
1, 1  acc:  4518 /  4962 =  91.052
1, 2  acc:  2072 /  2265 =  91.479
1, 3  acc:  2253 /  2446 =  92.110
1, 4  acc:  2868 /  3125 =  91.776
1, 5  acc:   922 /  1003 =  91.924
1, 6  acc:  2854 /  3111 =  91.739
1, 7  acc:  4291 /  4682 =  91.649
--------------------------------------
Average acc: 135556 / 148304 =  91.404
Robust  acc:  5581 /  6155 =  90.674
--------------------------------------
New max robust acc: 90.67424857839154
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed48.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: 47.466 | Best Acc: 88.744
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9630 / 12092 =  79.639
0, 1  acc: 11520 / 14179 =  81.247
0, 2  acc:  1864 /  3210 =  58.069
0, 3  acc: 10177 / 12101 =  84.100
0, 4  acc:  3396 /  5355 =  63.417
0, 5  acc:  2217 /  2980 =  74.396
0, 6  acc:  1583 /  3335 =  47.466
0, 7  acc:  3180 /  5723 =  55.565
1, 0  acc:  1810 /  2203 =  82.161
1, 1  acc:  1802 /  2270 =  79.383
1, 2  acc:  1022 /  1216 =  84.046
1, 3  acc:  1017 /  1260 =  80.714
1, 4  acc:  1354 /  1627 =  83.221
1, 5  acc:   420 /   520 =  80.769
1, 6  acc:  1364 /  1537 =  88.744
1, 7  acc:  1890 /  2246 =  84.150
------------------------------------
Average acc: 54246 / 71854 =  75.495
Robust  acc:  1583 /  3335 =  47.466
------------------------------------
Accuracies by groups:
0, 0  acc:  9630 / 12092 =  79.639
0, 1  acc: 11520 / 14179 =  81.247
0, 2  acc:  1864 /  3210 =  58.069
0, 3  acc: 10177 / 12101 =  84.100
0, 4  acc:  3396 /  5355 =  63.417
0, 5  acc:  2217 /  2980 =  74.396
0, 6  acc:  1583 /  3335 =  47.466
0, 7  acc:  3180 /  5723 =  55.565
1, 0  acc:  1810 /  2203 =  82.161
1, 1  acc:  1802 /  2270 =  79.383
1, 2  acc:  1022 /  1216 =  84.046
1, 3  acc:  1017 /  1260 =  80.714
1, 4  acc:  1354 /  1627 =  83.221
1, 5  acc:   420 /   520 =  80.769
1, 6  acc:  1364 /  1537 =  88.744
1, 7  acc:  1890 /  2246 =  84.150
------------------------------------
Average acc: 54246 / 71854 =  75.495
Robust  acc:  1583 /  3335 =  47.466
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9630 / 12092 =  79.639
0, 1  acc: 11520 / 14179 =  81.247
0, 2  acc:  1864 /  3210 =  58.069
0, 3  acc: 10177 / 12101 =  84.100
0, 4  acc:  3396 /  5355 =  63.417
0, 5  acc:  2217 /  2980 =  74.396
0, 6  acc:  1583 /  3335 =  47.466
0, 7  acc:  3180 /  5723 =  55.565
1, 0  acc:  1810 /  2203 =  82.161
1, 1  acc:  1802 /  2270 =  79.383
1, 2  acc:  1022 /  1216 =  84.046
1, 3  acc:  1017 /  1260 =  80.714
1, 4  acc:  1354 /  1627 =  83.221
1, 5  acc:   420 /   520 =  80.769
1, 6  acc:  1364 /  1537 =  88.744
1, 7  acc:  1890 /  2246 =  84.150
------------------------------------
Average acc: 54246 / 71854 =  75.495
Robust  acc:  1583 /  3335 =  47.466
------------------------------------

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: 94.049 | Val Loss: 0.000 | Val Acc: 97.031
Training:
Accuracies by groups:
0, 0  acc: 63237 / 66857 =  94.585
0, 1  acc:  6482 /  6897 =  93.983
0, 2  acc:  9939 / 10738 =  92.559
0, 3  acc:  4955 /  5339 =  92.808
0, 4  acc:  1652 /  2079 =  79.461
0, 5  acc:   188 /   264 =  71.212
0, 6  acc:   256 /   316 =  81.013
0, 7  acc:   226 /   272 =  83.088
0, 8  acc:  5687 /  6148 =  92.502
0, 9  acc:   428 /   467 =  91.649
0, 10  acc:   417 /   449 =  92.873
0, 11  acc:   267 /   305 =  87.541
0, 12  acc:   357 /   437 =  81.693
0, 13  acc:    32 /    45 =  71.111
0, 14  acc:    35 /    44 =  79.545
0, 15  acc:    20 /    28 =  71.429
0, 16  acc:  4221 /  4891 =  86.301
0, 17  acc:   150 /   175 =  85.714
0, 18  acc:   468 /   517 =  90.522
0, 19  acc:   138 /   155 =  89.032
0, 20  acc:    90 /   112 =  80.357
0, 21  acc:    12 /    15 =  80.000
0, 22  acc:    55 /    69 =  79.710
0, 23  acc:     9 /    15 =  60.000
0, 24  acc:   531 /   635 =  83.622
0, 25  acc:    35 /    38 =  92.105
0, 26  acc:    63 /    69 =  91.304
0, 27  acc:    16 /    22 =  72.727
0, 28  acc:    46 /    50 =  92.000
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     0 /     3 =   0.000
0, 31  acc:     5 /     6 =  83.333
0, 32  acc:  1477 /  1596 =  92.544
0, 33  acc:    76 /    80 =  95.000
0, 34  acc:    68 /    73 =  93.151
0, 35  acc:    20 /    22 =  90.909
0, 36  acc:    38 /    46 =  82.609
0, 37  acc:     4 /     7 =  57.143
0, 38  acc:     9 /    11 =  81.818
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   349 /   376 =  92.819
0, 41  acc:    16 /    17 =  94.118
0, 42  acc:     9 /    11 =  81.818
0, 43  acc:     7 /     7 = 100.000
0, 44  acc:    10 /    12 =  83.333
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     0 /     0 =     nan
0, 48  acc:   287 /   329 =  87.234
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    11 /    16 =  68.750
0, 51  acc:    13 /    13 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   243 /   287 =  84.669
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    13 /    18 =  72.222
0, 59  acc:     8 /     9 =  88.889
0, 60  acc:    14 /    20 =  70.000
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     9 /    14 =  64.286
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1865 /  2294 =  81.299
0, 65  acc:   300 /   363 =  82.645
0, 66  acc:   212 /   244 =  86.885
0, 67  acc:    67 /    85 =  78.824
0, 68  acc:    33 /    52 =  63.462
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    20 /    26 =  76.923
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    41 /    50 =  82.000
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:     7 /     8 =  87.500
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    61 /    77 =  79.221
0, 81  acc:     9 /    14 =  64.286
0, 82  acc:     3 /     3 = 100.000
0, 83  acc:     6 /     6 = 100.000
0, 84  acc:     2 /     7 =  28.571
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     9 /    10 =  90.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    10 /    15 =  66.667
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:     2 /     2 = 100.000
0, 94  acc:    64 /    74 =  86.486
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     9 /    11 =  81.818
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     5 /     7 =  71.429
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
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 /     4 =  25.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     2 /     4 =  50.000
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:  5814 /  6545 =  88.831
0, 118  acc:  1404 /  1590 =  88.302
0, 119  acc:   349 /   393 =  88.804
0, 120  acc:   343 /   373 =  91.957
0, 121  acc:    34 /    51 =  66.667
0, 122  acc:    28 /    30 =  93.333
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    16 /    22 =  72.727
0, 125  acc:   358 /   395 =  90.633
0, 126  acc:   119 /   131 =  90.840
0, 127  acc:    22 /    26 =  84.615
0, 128  acc:    28 /    33 =  84.848
0, 129  acc:     3 /     4 =  75.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   214 /   245 =  87.347
0, 134  acc:    51 /    69 =  73.913
0, 135  acc:    23 /    25 =  92.000
0, 136  acc:    27 /    31 =  87.097
0, 137  acc:     5 /    10 =  50.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    41 /    55 =  74.545
0, 142  acc:     5 /     8 =  62.500
0, 143  acc:     6 /     9 =  66.667
0, 144  acc:    13 /    15 =  86.667
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   101 /   113 =  89.381
0, 149  acc:     8 /    11 =  72.727
0, 150  acc:     3 /     4 =  75.000
0, 151  acc:    11 /    23 =  47.826
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    39 /    43 =  90.698
0, 155  acc:     2 /     6 =  33.333
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    17 /    21 =  80.952
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    11 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     9 /    10 =  90.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1310 /  1654 =  79.202
0, 170  acc:   308 /   392 =  78.571
0, 171  acc:    88 /   114 =  77.193
0, 172  acc:   125 /   150 =  83.333
0, 173  acc:    10 /    16 =  62.500
0, 174  acc:     3 /     5 =  60.000
0, 175  acc:     1 /     4 =  25.000
0, 176  acc:     7 /    15 =  46.667
0, 177  acc:    73 /    83 =  87.952
0, 178  acc:     8 /    11 =  72.727
0, 179  acc:     5 /     9 =  55.556
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    38 /    48 =  79.167
0, 185  acc:     1 /     2 =  50.000
0, 186  acc:     8 /     9 =  88.889
0, 187  acc:     2 /     4 =  50.000
0, 188  acc:     1 /     4 =  25.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    22 /    27 =  81.481
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     2 =  50.000
0, 195  acc:     1 /     3 =  33.333
0, 196  acc:    34 /    41 =  82.927
0, 197  acc:    10 /    12 =  83.333
0, 198  acc:     4 /     9 =  44.444
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     3 =  66.667
0, 204  acc:    19 /    22 =  86.364
0, 205  acc:     7 /     7 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     1 /     3 =  33.333
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     2 =  50.000
0, 213  acc:     1 /     3 =  33.333
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     3 =  66.667
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     5 =  60.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     2 =  50.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 59755 / 61699 =  96.849
1, 1  acc:  6136 /  6398 =  95.905
1, 2  acc: 10493 / 10997 =  95.417
1, 3  acc:  4457 /  4697 =  94.890
1, 4  acc:  5193 /  5400 =  96.167
1, 5  acc:   916 /   952 =  96.218
1, 6  acc:   523 /   557 =  93.896
1, 7  acc:   615 /   642 =  95.794
1, 8  acc:  5328 /  5599 =  95.160
1, 9  acc:   406 /   423 =  95.981
1, 10  acc:   447 /   481 =  92.931
1, 11  acc:   208 /   229 =  90.830
1, 12  acc:   826 /   866 =  95.381
1, 13  acc:   108 /   115 =  93.913
1, 14  acc:   113 /   124 =  91.129
1, 15  acc:   141 /   150 =  94.000
1, 16  acc:  8043 /  8416 =  95.568
1, 17  acc:   288 /   301 =  95.681
1, 18  acc:   635 /   666 =  95.345
1, 19  acc:   236 /   249 =  94.779
1, 20  acc:   278 /   287 =  96.864
1, 21  acc:    47 /    47 = 100.000
1, 22  acc:   135 /   145 =  93.103
1, 23  acc:    30 /    31 =  96.774
1, 24  acc:   956 /  1016 =  94.094
1, 25  acc:    23 /    25 =  92.000
1, 26  acc:    90 /    93 =  96.774
1, 27  acc:     9 /     9 = 100.000
1, 28  acc:   144 /   151 =  95.364
1, 29  acc:    12 /    13 =  92.308
1, 30  acc:    26 /    27 =  96.296
1, 31  acc:     8 /    10 =  80.000
1, 32  acc:  1699 /  1768 =  96.097
1, 33  acc:    80 /    87 =  91.954
1, 34  acc:    63 /    73 =  86.301
1, 35  acc:    28 /    28 = 100.000
1, 36  acc:    44 /    44 = 100.000
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    28 /    28 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   453 /   466 =  97.210
1, 41  acc:    14 /    14 = 100.000
1, 42  acc:     6 /     8 =  75.000
1, 43  acc:    31 /    31 = 100.000
1, 44  acc:    25 /    28 =  89.286
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:    10 /    10 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   522 /   550 =  94.909
1, 49  acc:    16 /    16 = 100.000
1, 50  acc:    46 /    49 =  93.878
1, 51  acc:    24 /    24 = 100.000
1, 52  acc:    11 /    11 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    46 /    47 =  97.872
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   408 /   439 =  92.938
1, 57  acc:    16 /    18 =  88.889
1, 58  acc:    18 /    19 =  94.737
1, 59  acc:    13 /    13 = 100.000
1, 60  acc:    22 /    23 =  95.652
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    24 /    24 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5378 /  5610 =  95.865
1, 65  acc:   768 /   805 =  95.404
1, 66  acc:   452 /   477 =  94.759
1, 67  acc:   167 /   181 =  92.265
1, 68  acc:   221 /   233 =  94.850
1, 69  acc:    39 /    40 =  97.500
1, 70  acc:    75 /    78 =  96.154
1, 71  acc:    26 /    26 = 100.000
1, 72  acc:   114 /   118 =  96.610
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     2 /     4 =  50.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    19 /    20 =  95.000
1, 77  acc:     9 /     9 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   172 /   181 =  95.028
1, 81  acc:    19 /    22 =  86.364
1, 82  acc:    46 /    49 =  93.878
1, 83  acc:     8 /     9 =  88.889
1, 84  acc:    15 /    15 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    30 /    30 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    22 /    22 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     6 /     6 = 100.000
1, 94  acc:   136 /   148 =  91.892
1, 95  acc:    18 /    19 =  94.737
1, 96  acc:    14 /    14 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    14 =  92.857
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    23 /    23 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    26 /    26 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    15 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    10 /    10 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  7773 /  8321 =  93.414
1, 118  acc:  1965 /  2088 =  94.109
1, 119  acc:   490 /   519 =  94.412
1, 120  acc:   478 /   509 =  93.910
1, 121  acc:   130 /   140 =  92.857
1, 122  acc:    87 /    93 =  93.548
1, 123  acc:    26 /    27 =  96.296
1, 124  acc:    43 /    44 =  97.727
1, 125  acc:   529 /   552 =  95.833
1, 126  acc:   118 /   127 =  92.913
1, 127  acc:    28 /    32 =  87.500
1, 128  acc:    34 /    37 =  91.892
1, 129  acc:    16 /    16 = 100.000
1, 130  acc:    12 /    13 =  92.308
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     7 =  85.714
1, 133  acc:   388 /   410 =  94.634
1, 134  acc:    78 /    81 =  96.296
1, 135  acc:    28 /    30 =  93.333
1, 136  acc:    25 /    32 =  78.125
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   128 /   139 =  92.086
1, 142  acc:    21 /    23 =  91.304
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     2 /     3 =  66.667
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     7 =  85.714
1, 148  acc:   174 /   187 =  93.048
1, 149  acc:    13 /    16 =  81.250
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:    17 /    21 =  80.952
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    42 /    50 =  84.000
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:    33 /    35 =  94.286
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    25 /    26 =  96.154
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3430 /  3611 =  94.988
1, 170  acc:   682 /   720 =  94.722
1, 171  acc:   262 /   272 =  96.324
1, 172  acc:   218 /   232 =  93.966
1, 173  acc:    80 /    83 =  96.386
1, 174  acc:    12 /    13 =  92.308
1, 175  acc:    10 /    11 =  90.909
1, 176  acc:    44 /    49 =  89.796
1, 177  acc:    91 /    94 =  96.809
1, 178  acc:    14 /    16 =  87.500
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:     8 /    10 =  80.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     3 /     4 =  75.000
1, 183  acc:    20 /    22 =  90.909
1, 184  acc:   123 /   133 =  92.481
1, 185  acc:    47 /    47 = 100.000
1, 186  acc:    11 /    12 =  91.667
1, 187  acc:    10 /    11 =  90.909
1, 188  acc:     3 /     4 =  75.000
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    93 /   104 =  89.423
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:    13 /    15 =  86.667
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    14 /    15 =  93.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     4 /     4 = 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:    10 /    10 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 253028 / 269038 =  94.049
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24607 / 25373 =  96.981
0, 1  acc: 30365 / 31282 =  97.069
0, 2  acc:  5981 /  6155 =  97.173
0, 3  acc: 23604 / 24292 =  97.168
0, 4  acc: 10489 / 10829 =  96.860
0, 5  acc:  5357 /  5541 =  96.679
0, 6  acc:  6591 /  6785 =  97.141
0, 7  acc: 11656 / 12016 =  97.004
1, 0  acc:  4316 /  4437 =  97.273
1, 1  acc:  4818 /  4962 =  97.098
1, 2  acc:  2203 /  2265 =  97.263
1, 3  acc:  2370 /  2446 =  96.893
1, 4  acc:  3043 /  3125 =  97.376
1, 5  acc:   981 /  1003 =  97.807
1, 6  acc:  3018 /  3111 =  97.011
1, 7  acc:  4549 /  4682 =  97.159
--------------------------------------
Average acc: 143948 / 148304 =  97.063
Robust  acc:  5357 /  5541 =  96.679
--------------------------------------
New max robust acc: 96.67929976538531
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed48.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed48.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: 65.794 | Best Acc: 92.265
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10678 / 12092 =  88.306
0, 1  acc: 12770 / 14179 =  90.063
0, 2  acc:  2302 /  3210 =  71.713
0, 3  acc: 11165 / 12101 =  92.265
0, 4  acc:  4309 /  5355 =  80.467
0, 5  acc:  2588 /  2980 =  86.846
0, 6  acc:  2288 /  3335 =  68.606
0, 7  acc:  4346 /  5723 =  75.939
1, 0  acc:  1547 /  2203 =  70.222
1, 1  acc:  1547 /  2270 =  68.150
1, 2  acc:   867 /  1216 =  71.299
1, 3  acc:   829 /  1260 =  65.794
1, 4  acc:  1138 /  1627 =  69.945
1, 5  acc:   348 /   520 =  66.923
1, 6  acc:  1179 /  1537 =  76.708
1, 7  acc:  1589 /  2246 =  70.748
------------------------------------
Average acc: 59490 / 71854 =  82.793
Robust  acc:   829 /  1260 =  65.794
------------------------------------
Accuracies by groups:
0, 0  acc: 10678 / 12092 =  88.306
0, 1  acc: 12770 / 14179 =  90.063
0, 2  acc:  2302 /  3210 =  71.713
0, 3  acc: 11165 / 12101 =  92.265
0, 4  acc:  4309 /  5355 =  80.467
0, 5  acc:  2588 /  2980 =  86.846
0, 6  acc:  2288 /  3335 =  68.606
0, 7  acc:  4346 /  5723 =  75.939
1, 0  acc:  1547 /  2203 =  70.222
1, 1  acc:  1547 /  2270 =  68.150
1, 2  acc:   867 /  1216 =  71.299
1, 3  acc:   829 /  1260 =  65.794
1, 4  acc:  1138 /  1627 =  69.945
1, 5  acc:   348 /   520 =  66.923
1, 6  acc:  1179 /  1537 =  76.708
1, 7  acc:  1589 /  2246 =  70.748
------------------------------------
Average acc: 59490 / 71854 =  82.793
Robust  acc:   829 /  1260 =  65.794
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10678 / 12092 =  88.306
0, 1  acc: 12770 / 14179 =  90.063
0, 2  acc:  2302 /  3210 =  71.713
0, 3  acc: 11165 / 12101 =  92.265
0, 4  acc:  4309 /  5355 =  80.467
0, 5  acc:  2588 /  2980 =  86.846
0, 6  acc:  2288 /  3335 =  68.606
0, 7  acc:  4346 /  5723 =  75.939
1, 0  acc:  1547 /  2203 =  70.222
1, 1  acc:  1547 /  2270 =  68.150
1, 2  acc:   867 /  1216 =  71.299
1, 3  acc:   829 /  1260 =  65.794
1, 4  acc:  1138 /  1627 =  69.945
1, 5  acc:   348 /   520 =  66.923
1, 6  acc:  1179 /  1537 =  76.708
1, 7  acc:  1589 /  2246 =  70.748
------------------------------------
Average acc: 59490 / 71854 =  82.793
Robust  acc:   829 /  1260 =  65.794
------------------------------------

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: 96.847 | Val Loss: 0.000 | Val Acc: 97.675
Training:
Accuracies by groups:
0, 0  acc: 64421 / 66407 =  97.009
0, 1  acc:  6759 /  7001 =  96.543
0, 2  acc: 10308 / 10769 =  95.719
0, 3  acc:  4952 /  5189 =  95.433
0, 4  acc:  1894 /  2131 =  88.878
0, 5  acc:   216 /   253 =  85.375
0, 6  acc:   286 /   305 =  93.770
0, 7  acc:   227 /   257 =  88.327
0, 8  acc:  6022 /  6259 =  96.213
0, 9  acc:   435 /   464 =  93.750
0, 10  acc:   437 /   469 =  93.177
0, 11  acc:   292 /   308 =  94.805
0, 12  acc:   334 /   379 =  88.127
0, 13  acc:    31 /    41 =  75.610
0, 14  acc:    50 /    56 =  89.286
0, 15  acc:    25 /    33 =  75.758
0, 16  acc:  4661 /  5015 =  92.941
0, 17  acc:   185 /   198 =  93.434
0, 18  acc:   485 /   516 =  93.992
0, 19  acc:   142 /   155 =  91.613
0, 20  acc:   104 /   122 =  85.246
0, 21  acc:    21 /    22 =  95.455
0, 22  acc:    55 /    59 =  93.220
0, 23  acc:    12 /    13 =  92.308
0, 24  acc:   612 /   672 =  91.071
0, 25  acc:    40 /    42 =  95.238
0, 26  acc:    66 /    68 =  97.059
0, 27  acc:    17 /    19 =  89.474
0, 28  acc:    38 /    40 =  95.000
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     5 /    11 =  45.455
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  1537 /  1598 =  96.183
0, 33  acc:    67 /    69 =  97.101
0, 34  acc:    74 /    79 =  93.671
0, 35  acc:    13 /    15 =  86.667
0, 36  acc:    35 /    38 =  92.105
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    19 /    19 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   373 /   391 =  95.396
0, 41  acc:    18 /    19 =  94.737
0, 42  acc:    12 /    13 =  92.308
0, 43  acc:     4 /     6 =  66.667
0, 44  acc:    19 /    21 =  90.476
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /     7 =  85.714
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   313 /   336 =  93.155
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    18 /    20 =  90.000
0, 51  acc:    15 /    15 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   258 /   273 =  94.505
0, 57  acc:    12 /    13 =  92.308
0, 58  acc:    16 /    20 =  80.000
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    15 /    18 =  83.333
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    13 /    13 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2112 /  2332 =  90.566
0, 65  acc:   340 /   365 =  93.151
0, 66  acc:   201 /   220 =  91.364
0, 67  acc:    85 /   100 =  85.000
0, 68  acc:    45 /    56 =  80.357
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    24 /    28 =  85.714
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    52 /    53 =  98.113
0, 73  acc:     2 /     3 =  66.667
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     7 /     8 =  87.500
0, 76  acc:     1 /     2 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    67 /    81 =  82.716
0, 81  acc:     6 /     9 =  66.667
0, 82  acc:     8 /     8 = 100.000
0, 83  acc:    12 /    13 =  92.308
0, 84  acc:     3 /     4 =  75.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    14 /    15 =  93.333
0, 87  acc:     2 /     4 =  50.000
0, 88  acc:    13 /    13 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    60 /    66 =  90.909
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    13 /    15 =  86.667
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:    14 /    14 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     6 /     8 =  75.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     5 =  40.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     6 /     7 =  85.714
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:  6088 /  6450 =  94.388
0, 118  acc:  1540 /  1617 =  95.238
0, 119  acc:   363 /   390 =  93.077
0, 120  acc:   304 /   320 =  95.000
0, 121  acc:    53 /    71 =  74.648
0, 122  acc:    39 /    42 =  92.857
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    30 /    30 = 100.000
0, 125  acc:   371 /   388 =  95.619
0, 126  acc:    76 /    83 =  91.566
0, 127  acc:    27 /    29 =  93.103
0, 128  acc:    31 /    31 = 100.000
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   218 /   244 =  89.344
0, 134  acc:    78 /    80 =  97.500
0, 135  acc:    19 /    20 =  95.000
0, 136  acc:    31 /    32 =  96.875
0, 137  acc:     7 /     9 =  77.778
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    59 /    64 =  92.188
0, 142  acc:    15 /    15 = 100.000
0, 143  acc:     8 /     8 = 100.000
0, 144  acc:    13 /    13 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   112 /   114 =  98.246
0, 149  acc:     9 /     9 = 100.000
0, 150  acc:     1 /     2 =  50.000
0, 151  acc:     7 /    15 =  46.667
0, 152  acc:     0 /     1 =   0.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    51 /    51 = 100.000
0, 155  acc:     4 /     4 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    35 /    36 =  97.222
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     1 /     3 =  33.333
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    14 =  92.857
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1472 /  1640 =  89.756
0, 170  acc:   357 /   391 =  91.304
0, 171  acc:    96 /   103 =  93.204
0, 172  acc:   165 /   174 =  94.828
0, 173  acc:    13 /    16 =  81.250
0, 174  acc:     7 /     9 =  77.778
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:     7 /    10 =  70.000
0, 177  acc:    57 /    59 =  96.610
0, 178  acc:    16 /    17 =  94.118
0, 179  acc:     7 /    10 =  70.000
0, 180  acc:    10 /    10 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    54 /    57 =  94.737
0, 185  acc:     4 /     5 =  80.000
0, 186  acc:     9 /    10 =  90.000
0, 187  acc:     5 /     8 =  62.500
0, 188  acc:     4 /     5 =  80.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    27 /    29 =  93.103
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    38 /    43 =  88.372
0, 197  acc:    18 /    18 = 100.000
0, 198  acc:     6 /     7 =  85.714
0, 199  acc:     5 /     6 =  83.333
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    20 /    23 =  86.957
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     4 /     5 =  80.000
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 60692 / 61699 =  98.368
1, 1  acc:  6239 /  6372 =  97.913
1, 2  acc: 10794 / 11047 =  97.710
1, 3  acc:  4438 /  4543 =  97.689
1, 4  acc:  5397 /  5495 =  98.217
1, 5  acc:   924 /   947 =  97.571
1, 6  acc:   463 /   474 =  97.679
1, 7  acc:   645 /   659 =  97.876
1, 8  acc:  5427 /  5553 =  97.731
1, 9  acc:   381 /   388 =  98.196
1, 10  acc:   489 /   501 =  97.605
1, 11  acc:   258 /   264 =  97.727
1, 12  acc:   838 /   858 =  97.669
1, 13  acc:   109 /   113 =  96.460
1, 14  acc:   156 /   159 =  98.113
1, 15  acc:   142 /   145 =  97.931
1, 16  acc:  8280 /  8488 =  97.549
1, 17  acc:   301 /   308 =  97.727
1, 18  acc:   648 /   666 =  97.297
1, 19  acc:   209 /   216 =  96.759
1, 20  acc:   321 /   329 =  97.568
1, 21  acc:    42 /    43 =  97.674
1, 22  acc:   123 /   127 =  96.850
1, 23  acc:    38 /    40 =  95.000
1, 24  acc:   998 /  1037 =  96.239
1, 25  acc:    23 /    24 =  95.833
1, 26  acc:   133 /   137 =  97.080
1, 27  acc:    13 /    15 =  86.667
1, 28  acc:   157 /   158 =  99.367
1, 29  acc:    11 /    11 = 100.000
1, 30  acc:    20 /    20 = 100.000
1, 31  acc:     7 /     8 =  87.500
1, 32  acc:  1675 /  1716 =  97.611
1, 33  acc:   101 /   102 =  99.020
1, 34  acc:    51 /    54 =  94.444
1, 35  acc:    25 /    25 = 100.000
1, 36  acc:    50 /    52 =  96.154
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    33 /    34 =  97.059
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   421 /   430 =  97.907
1, 41  acc:    24 /    25 =  96.000
1, 42  acc:    10 /    11 =  90.909
1, 43  acc:    24 /    25 =  96.000
1, 44  acc:    15 /    16 =  93.750
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:     9 /    10 =  90.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   565 /   580 =  97.414
1, 49  acc:    11 /    11 = 100.000
1, 50  acc:    40 /    41 =  97.561
1, 51  acc:    29 /    29 = 100.000
1, 52  acc:    14 /    15 =  93.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    44 /    45 =  97.778
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   415 /   433 =  95.843
1, 57  acc:    21 /    21 = 100.000
1, 58  acc:    26 /    26 = 100.000
1, 59  acc:    15 /    16 =  93.750
1, 60  acc:    33 /    34 =  97.059
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    22 /    22 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5530 /  5652 =  97.841
1, 65  acc:   760 /   780 =  97.436
1, 66  acc:   514 /   526 =  97.719
1, 67  acc:   200 /   207 =  96.618
1, 68  acc:   241 /   251 =  96.016
1, 69  acc:    52 /    52 = 100.000
1, 70  acc:    75 /    78 =  96.154
1, 71  acc:    28 /    30 =  93.333
1, 72  acc:   106 /   108 =  98.148
1, 73  acc:    10 /    10 = 100.000
1, 74  acc:     5 /     6 =  83.333
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    21 /    22 =  95.455
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   178 /   181 =  98.343
1, 81  acc:    18 /    20 =  90.000
1, 82  acc:    56 /    58 =  96.552
1, 83  acc:     5 /     6 =  83.333
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    30 /    31 =  96.774
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    28 /    29 =  96.552
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   174 /   176 =  98.864
1, 95  acc:    18 /    18 = 100.000
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    16 /    16 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    24 /    24 = 100.000
1, 101  acc:     6 /     6 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    40 /    41 =  97.561
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    23 /    23 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    17 /    17 = 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:  8099 /  8353 =  96.959
1, 118  acc:  2068 /  2128 =  97.180
1, 119  acc:   505 /   519 =  97.303
1, 120  acc:   501 /   521 =  96.161
1, 121  acc:   138 /   143 =  96.503
1, 122  acc:    73 /    79 =  92.405
1, 123  acc:    38 /    38 = 100.000
1, 124  acc:    39 /    39 = 100.000
1, 125  acc:   486 /   508 =  95.669
1, 126  acc:   119 /   123 =  96.748
1, 127  acc:    27 /    30 =  90.000
1, 128  acc:    33 /    35 =  94.286
1, 129  acc:    20 /    20 = 100.000
1, 130  acc:    14 /    14 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    12 =  91.667
1, 133  acc:   418 /   431 =  96.984
1, 134  acc:    91 /    93 =  97.849
1, 135  acc:    33 /    33 = 100.000
1, 136  acc:    29 /    30 =  96.667
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     4 /     5 =  80.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:   101 /   105 =  96.190
1, 142  acc:    23 /    25 =  92.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     5 /     5 = 100.000
1, 145  acc:     2 /     4 =  50.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   200 /   208 =  96.154
1, 149  acc:    20 /    20 = 100.000
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:    14 /    17 =  82.353
1, 152  acc:     7 /     7 = 100.000
1, 153  acc:     7 /     7 = 100.000
1, 154  acc:    39 /    39 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     8 =  87.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    40 /    40 = 100.000
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     5 =  80.000
1, 164  acc:    26 /    27 =  96.296
1, 165  acc:     3 /     4 =  75.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3523 /  3627 =  97.133
1, 170  acc:   715 /   736 =  97.147
1, 171  acc:   239 /   244 =  97.951
1, 172  acc:   212 /   218 =  97.248
1, 173  acc:    50 /    51 =  98.039
1, 174  acc:    14 /    14 = 100.000
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    37 /    40 =  92.500
1, 177  acc:    84 /    86 =  97.674
1, 178  acc:    15 /    15 = 100.000
1, 179  acc:     2 /     3 =  66.667
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     3 /     5 =  60.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    20 /    20 = 100.000
1, 184  acc:   131 /   138 =  94.928
1, 185  acc:    36 /    36 = 100.000
1, 186  acc:    24 /    26 =  92.308
1, 187  acc:    19 /    19 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     5 /     6 =  83.333
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:    11 /    11 = 100.000
1, 192  acc:    13 /    13 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    97 /   101 =  96.040
1, 197  acc:    14 /    14 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    18 /    18 = 100.000
1, 205  acc:     7 /     7 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    19 /    20 =  95.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    16 /    16 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    11 /    11 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:    11 /    11 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260554 / 269038 =  96.847
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24790 / 25373 =  97.702
0, 1  acc: 30591 / 31282 =  97.791
0, 2  acc:  6009 /  6155 =  97.628
0, 3  acc: 23749 / 24292 =  97.765
0, 4  acc: 10550 / 10829 =  97.424
0, 5  acc:  5396 /  5541 =  97.383
0, 6  acc:  6633 /  6785 =  97.760
0, 7  acc: 11728 / 12016 =  97.603
1, 0  acc:  4335 /  4437 =  97.701
1, 1  acc:  4855 /  4962 =  97.844
1, 2  acc:  2218 /  2265 =  97.925
1, 3  acc:  2393 /  2446 =  97.833
1, 4  acc:  3059 /  3125 =  97.888
1, 5  acc:   983 /  1003 =  98.006
1, 6  acc:  3006 /  3111 =  96.625
1, 7  acc:  4565 /  4682 =  97.501
--------------------------------------
Average acc: 144860 / 148304 =  97.678
Robust  acc:  3006 /  3111 =  96.625
--------------------------------------
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: 66.897 | Best Acc: 89.951
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10400 / 12092 =  86.007
0, 1  acc: 12424 / 14179 =  87.623
0, 2  acc:  2219 /  3210 =  69.128
0, 3  acc: 10885 / 12101 =  89.951
0, 4  acc:  4218 /  5355 =  78.768
0, 5  acc:  2542 /  2980 =  85.302
0, 6  acc:  2231 /  3335 =  66.897
0, 7  acc:  4104 /  5723 =  71.711
1, 0  acc:  1617 /  2203 =  73.400
1, 1  acc:  1637 /  2270 =  72.115
1, 2  acc:   880 /  1216 =  72.368
1, 3  acc:   896 /  1260 =  71.111
1, 4  acc:  1172 /  1627 =  72.034
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1201 /  1537 =  78.139
1, 7  acc:  1649 /  2246 =  73.419
------------------------------------
Average acc: 58437 / 71854 =  81.327
Robust  acc:  2231 /  3335 =  66.897
------------------------------------
Accuracies by groups:
0, 0  acc: 10400 / 12092 =  86.007
0, 1  acc: 12424 / 14179 =  87.623
0, 2  acc:  2219 /  3210 =  69.128
0, 3  acc: 10885 / 12101 =  89.951
0, 4  acc:  4218 /  5355 =  78.768
0, 5  acc:  2542 /  2980 =  85.302
0, 6  acc:  2231 /  3335 =  66.897
0, 7  acc:  4104 /  5723 =  71.711
1, 0  acc:  1617 /  2203 =  73.400
1, 1  acc:  1637 /  2270 =  72.115
1, 2  acc:   880 /  1216 =  72.368
1, 3  acc:   896 /  1260 =  71.111
1, 4  acc:  1172 /  1627 =  72.034
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1201 /  1537 =  78.139
1, 7  acc:  1649 /  2246 =  73.419
------------------------------------
Average acc: 58437 / 71854 =  81.327
Robust  acc:  2231 /  3335 =  66.897
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10400 / 12092 =  86.007
0, 1  acc: 12424 / 14179 =  87.623
0, 2  acc:  2219 /  3210 =  69.128
0, 3  acc: 10885 / 12101 =  89.951
0, 4  acc:  4218 /  5355 =  78.768
0, 5  acc:  2542 /  2980 =  85.302
0, 6  acc:  2231 /  3335 =  66.897
0, 7  acc:  4104 /  5723 =  71.711
1, 0  acc:  1617 /  2203 =  73.400
1, 1  acc:  1637 /  2270 =  72.115
1, 2  acc:   880 /  1216 =  72.368
1, 3  acc:   896 /  1260 =  71.111
1, 4  acc:  1172 /  1627 =  72.034
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1201 /  1537 =  78.139
1, 7  acc:  1649 /  2246 =  73.419
------------------------------------
Average acc: 58437 / 71854 =  81.327
Robust  acc:  2231 /  3335 =  66.897
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.006 | Train Acc: 97.951 | Val Loss: 0.000 | Val Acc: 97.913
Training:
Accuracies by groups:
0, 0  acc: 64775 / 66139 =  97.938
0, 1  acc:  6925 /  7083 =  97.769
0, 2  acc: 10432 / 10724 =  97.277
0, 3  acc:  5078 /  5227 =  97.149
0, 4  acc:  1939 /  2088 =  92.864
0, 5  acc:   252 /   284 =  88.732
0, 6  acc:   292 /   306 =  95.425
0, 7  acc:   241 /   255 =  94.510
0, 8  acc:  6106 /  6267 =  97.431
0, 9  acc:   402 /   419 =  95.943
0, 10  acc:   429 /   443 =  96.840
0, 11  acc:   289 /   299 =  96.656
0, 12  acc:   404 /   427 =  94.614
0, 13  acc:    28 /    33 =  84.848
0, 14  acc:    35 /    38 =  92.105
0, 15  acc:    27 /    31 =  87.097
0, 16  acc:  4826 /  5052 =  95.527
0, 17  acc:   195 /   208 =  93.750
0, 18  acc:   446 /   470 =  94.894
0, 19  acc:   147 /   157 =  93.631
0, 20  acc:   104 /   116 =  89.655
0, 21  acc:    12 /    13 =  92.308
0, 22  acc:    63 /    63 = 100.000
0, 23  acc:    15 /    18 =  83.333
0, 24  acc:   615 /   637 =  96.546
0, 25  acc:    26 /    27 =  96.296
0, 26  acc:    65 /    69 =  94.203
0, 27  acc:    24 /    24 = 100.000
0, 28  acc:    28 /    35 =  80.000
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:    16 /    16 = 100.000
0, 31  acc:     8 /     9 =  88.889
0, 32  acc:  1573 /  1611 =  97.641
0, 33  acc:    69 /    71 =  97.183
0, 34  acc:    69 /    71 =  97.183
0, 35  acc:    22 /    22 = 100.000
0, 36  acc:    23 /    25 =  92.000
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    15 /    16 =  93.750
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   367 /   379 =  96.834
0, 41  acc:    22 /    24 =  91.667
0, 42  acc:    16 /    17 =  94.118
0, 43  acc:    11 /    11 = 100.000
0, 44  acc:    23 /    24 =  95.833
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   316 /   327 =  96.636
0, 49  acc:     0 /     0 =     nan
0, 50  acc:    17 /    18 =  94.444
0, 51  acc:    22 /    22 = 100.000
0, 52  acc:     6 /     6 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   249 /   261 =  95.402
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    24 /    26 =  92.308
0, 59  acc:    12 /    12 = 100.000
0, 60  acc:    18 /    19 =  94.737
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    10 /    11 =  90.909
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2179 /  2337 =  93.239
0, 65  acc:   321 /   341 =  94.135
0, 66  acc:   201 /   215 =  93.488
0, 67  acc:    81 /    87 =  93.103
0, 68  acc:    38 /    40 =  95.000
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    21 /    22 =  95.455
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    44 /    46 =  95.652
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     4 /     4 = 100.000
0, 75  acc:     5 /     5 = 100.000
0, 76  acc:     9 /    11 =  81.818
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    79 /    85 =  92.941
0, 81  acc:     6 /     8 =  75.000
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:     6 /     6 = 100.000
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    15 /    16 =  93.750
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    66 /    70 =  94.286
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:    10 /    10 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    17 /    18 =  94.444
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:    15 /    15 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    13 /    15 =  86.667
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 /     0 =     nan
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6384 /  6624 =  96.377
0, 118  acc:  1556 /  1618 =  96.168
0, 119  acc:   359 /   377 =  95.225
0, 120  acc:   314 /   327 =  96.024
0, 121  acc:    70 /    79 =  88.608
0, 122  acc:    33 /    33 = 100.000
0, 123  acc:    14 /    14 = 100.000
0, 124  acc:    22 /    23 =  95.652
0, 125  acc:   353 /   360 =  98.056
0, 126  acc:   116 /   117 =  99.145
0, 127  acc:    24 /    25 =  96.000
0, 128  acc:    37 /    37 = 100.000
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   243 /   249 =  97.590
0, 134  acc:    64 /    66 =  96.970
0, 135  acc:    24 /    26 =  92.308
0, 136  acc:    33 /    34 =  97.059
0, 137  acc:    20 /    22 =  90.909
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    70 /    71 =  98.592
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    21 /    21 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   120 /   124 =  96.774
0, 149  acc:    15 /    15 = 100.000
0, 150  acc:     3 /     4 =  75.000
0, 151  acc:    16 /    21 =  76.190
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    46 /    47 =  97.872
0, 155  acc:     6 /     7 =  85.714
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     6 /     6 = 100.000
0, 159  acc:    23 /    23 = 100.000
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    11 =  90.909
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1480 /  1569 =  94.328
0, 170  acc:   346 /   373 =  92.761
0, 171  acc:   110 /   116 =  94.828
0, 172  acc:   149 /   157 =  94.904
0, 173  acc:    12 /    14 =  85.714
0, 174  acc:     6 /     7 =  85.714
0, 175  acc:     8 /     9 =  88.889
0, 176  acc:    14 /    16 =  87.500
0, 177  acc:    66 /    68 =  97.059
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:     3 /     4 =  75.000
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    68 /    69 =  98.551
0, 185  acc:    11 /    11 = 100.000
0, 186  acc:     5 /     6 =  83.333
0, 187  acc:     5 /     5 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    34 /    37 =  91.892
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    50 /    51 =  98.039
0, 197  acc:    13 /    14 =  92.857
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     6 /     6 = 100.000
0, 204  acc:    13 /    15 =  86.667
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     7 /     9 =  77.778
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     6 =  83.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 60920 / 61594 =  98.906
1, 1  acc:  6238 /  6328 =  98.578
1, 2  acc: 10923 / 11053 =  98.824
1, 3  acc:  4592 /  4664 =  98.456
1, 4  acc:  5400 /  5456 =  98.974
1, 5  acc:   920 /   930 =  98.925
1, 6  acc:   529 /   541 =  97.782
1, 7  acc:   627 /   639 =  98.122
1, 8  acc:  5619 /  5712 =  98.372
1, 9  acc:   422 /   426 =  99.061
1, 10  acc:   535 /   543 =  98.527
1, 11  acc:   249 /   256 =  97.266
1, 12  acc:   774 /   781 =  99.104
1, 13  acc:   125 /   125 = 100.000
1, 14  acc:   137 /   140 =  97.857
1, 15  acc:   157 /   159 =  98.742
1, 16  acc:  8364 /  8506 =  98.331
1, 17  acc:   302 /   305 =  99.016
1, 18  acc:   628 /   635 =  98.898
1, 19  acc:   233 /   238 =  97.899
1, 20  acc:   293 /   299 =  97.993
1, 21  acc:    39 /    39 = 100.000
1, 22  acc:   148 /   150 =  98.667
1, 23  acc:    49 /    51 =  96.078
1, 24  acc:  1035 /  1057 =  97.919
1, 25  acc:    29 /    29 = 100.000
1, 26  acc:   112 /   113 =  99.115
1, 27  acc:    19 /    19 = 100.000
1, 28  acc:   137 /   142 =  96.479
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    30 /    30 = 100.000
1, 31  acc:    14 /    14 = 100.000
1, 32  acc:  1723 /  1751 =  98.401
1, 33  acc:    75 /    77 =  97.403
1, 34  acc:    59 /    60 =  98.333
1, 35  acc:    24 /    24 = 100.000
1, 36  acc:    53 /    54 =  98.148
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    33 /    33 = 100.000
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   397 /   407 =  97.543
1, 41  acc:    13 /    13 = 100.000
1, 42  acc:    20 /    22 =  90.909
1, 43  acc:    22 /    22 = 100.000
1, 44  acc:    34 /    35 =  97.143
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:    13 /    13 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   551 /   562 =  98.043
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    41 /    42 =  97.619
1, 51  acc:    23 /    23 = 100.000
1, 52  acc:    14 /    15 =  93.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    40 /    40 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   472 /   483 =  97.723
1, 57  acc:    23 /    24 =  95.833
1, 58  acc:    18 /    18 = 100.000
1, 59  acc:    20 /    21 =  95.238
1, 60  acc:    32 /    34 =  94.118
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    16 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5564 /  5657 =  98.356
1, 65  acc:   788 /   804 =  98.010
1, 66  acc:   502 /   511 =  98.239
1, 67  acc:   197 /   201 =  98.010
1, 68  acc:   260 /   262 =  99.237
1, 69  acc:    34 /    34 = 100.000
1, 70  acc:    82 /    83 =  98.795
1, 71  acc:    29 /    29 = 100.000
1, 72  acc:   101 /   102 =  99.020
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    20 /    20 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   191 /   195 =  97.949
1, 81  acc:    22 /    26 =  84.615
1, 82  acc:    54 /    54 = 100.000
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    32 /    33 =  96.970
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    31 /    32 =  96.875
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:   159 /   160 =  99.375
1, 95  acc:    19 /    19 = 100.000
1, 96  acc:    16 /    16 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    22 /    22 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    30 /    31 =  96.774
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    38 /    39 =  97.436
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    24 /    24 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    20 /    20 = 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:  8346 /  8512 =  98.050
1, 118  acc:  2037 /  2062 =  98.788
1, 119  acc:   478 /   482 =  99.170
1, 120  acc:   525 /   535 =  98.131
1, 121  acc:   144 /   151 =  95.364
1, 122  acc:    69 /    71 =  97.183
1, 123  acc:    23 /    23 = 100.000
1, 124  acc:    43 /    43 = 100.000
1, 125  acc:   558 /   570 =  97.895
1, 126  acc:   115 /   115 = 100.000
1, 127  acc:    24 /    25 =  96.000
1, 128  acc:    47 /    49 =  95.918
1, 129  acc:    21 /    21 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   421 /   429 =  98.135
1, 134  acc:    91 /    91 = 100.000
1, 135  acc:    36 /    36 = 100.000
1, 136  acc:    33 /    34 =  97.059
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     7 /     7 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   112 /   114 =  98.246
1, 142  acc:    24 /    25 =  96.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   163 /   168 =  97.024
1, 149  acc:    24 /    24 = 100.000
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:     8 /    14 =  57.143
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    38 /    40 =  95.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /    10 =  90.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    27 /    27 = 100.000
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    33 /    36 =  91.667
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3611 /  3668 =  98.446
1, 170  acc:   681 /   689 =  98.839
1, 171  acc:   250 /   252 =  99.206
1, 172  acc:   228 /   231 =  98.701
1, 173  acc:    66 /    67 =  98.507
1, 174  acc:    11 /    12 =  91.667
1, 175  acc:    14 /    14 = 100.000
1, 176  acc:    46 /    47 =  97.872
1, 177  acc:   102 /   104 =  98.077
1, 178  acc:     9 /    11 =  81.818
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:    10 /    11 =  90.909
1, 181  acc:    10 /    10 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    11 /    11 = 100.000
1, 184  acc:   108 /   109 =  99.083
1, 185  acc:    46 /    46 = 100.000
1, 186  acc:    21 /    23 =  91.304
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:    14 /    14 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   110 /   115 =  95.652
1, 197  acc:    15 /    15 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    24 /    25 =  96.000
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:    19 /    20 =  95.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263525 / 269038 =  97.951
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24864 / 25373 =  97.994
0, 1  acc: 30659 / 31282 =  98.008
0, 2  acc:  6032 /  6155 =  98.002
0, 3  acc: 23802 / 24292 =  97.983
0, 4  acc: 10606 / 10829 =  97.941
0, 5  acc:  5419 /  5541 =  97.798
0, 6  acc:  6614 /  6785 =  97.480
0, 7  acc: 11756 / 12016 =  97.836
1, 0  acc:  4336 /  4437 =  97.724
1, 1  acc:  4851 /  4962 =  97.763
1, 2  acc:  2225 /  2265 =  98.234
1, 3  acc:  2410 /  2446 =  98.528
1, 4  acc:  3063 /  3125 =  98.016
1, 5  acc:   984 /  1003 =  98.106
1, 6  acc:  3046 /  3111 =  97.911
1, 7  acc:  4574 /  4682 =  97.693
--------------------------------------
Average acc: 145241 / 148304 =  97.935
Robust  acc:  6614 /  6785 =  97.480
--------------------------------------
New max robust acc: 97.47973470891674
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed48.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed48.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.478 | Best Acc: 90.794
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10267 / 12092 =  84.907
0, 1  acc: 12316 / 14179 =  86.861
0, 2  acc:  2086 /  3210 =  64.984
0, 3  acc: 10987 / 12101 =  90.794
0, 4  acc:  4362 /  5355 =  81.457
0, 5  acc:  2542 /  2980 =  85.302
0, 6  acc:  2117 /  3335 =  63.478
0, 7  acc:  3988 /  5723 =  69.684
1, 0  acc:  1640 /  2203 =  74.444
1, 1  acc:  1665 /  2270 =  73.348
1, 2  acc:   924 /  1216 =  75.987
1, 3  acc:   877 /  1260 =  69.603
1, 4  acc:  1090 /  1627 =  66.994
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1226 /  1537 =  79.766
1, 7  acc:  1698 /  2246 =  75.601
------------------------------------
Average acc: 58147 / 71854 =  80.924
Robust  acc:  2117 /  3335 =  63.478
------------------------------------
Accuracies by groups:
0, 0  acc: 10267 / 12092 =  84.907
0, 1  acc: 12316 / 14179 =  86.861
0, 2  acc:  2086 /  3210 =  64.984
0, 3  acc: 10987 / 12101 =  90.794
0, 4  acc:  4362 /  5355 =  81.457
0, 5  acc:  2542 /  2980 =  85.302
0, 6  acc:  2117 /  3335 =  63.478
0, 7  acc:  3988 /  5723 =  69.684
1, 0  acc:  1640 /  2203 =  74.444
1, 1  acc:  1665 /  2270 =  73.348
1, 2  acc:   924 /  1216 =  75.987
1, 3  acc:   877 /  1260 =  69.603
1, 4  acc:  1090 /  1627 =  66.994
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1226 /  1537 =  79.766
1, 7  acc:  1698 /  2246 =  75.601
------------------------------------
Average acc: 58147 / 71854 =  80.924
Robust  acc:  2117 /  3335 =  63.478
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10267 / 12092 =  84.907
0, 1  acc: 12316 / 14179 =  86.861
0, 2  acc:  2086 /  3210 =  64.984
0, 3  acc: 10987 / 12101 =  90.794
0, 4  acc:  4362 /  5355 =  81.457
0, 5  acc:  2542 /  2980 =  85.302
0, 6  acc:  2117 /  3335 =  63.478
0, 7  acc:  3988 /  5723 =  69.684
1, 0  acc:  1640 /  2203 =  74.444
1, 1  acc:  1665 /  2270 =  73.348
1, 2  acc:   924 /  1216 =  75.987
1, 3  acc:   877 /  1260 =  69.603
1, 4  acc:  1090 /  1627 =  66.994
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1226 /  1537 =  79.766
1, 7  acc:  1698 /  2246 =  75.601
------------------------------------
Average acc: 58147 / 71854 =  80.924
Robust  acc:  2117 /  3335 =  63.478
------------------------------------

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: 98.546 | Val Loss: 0.000 | Val Acc: 99.297
Training:
Accuracies by groups:
0, 0  acc: 65856 / 66801 =  98.585
0, 1  acc:  6922 /  7030 =  98.464
0, 2  acc: 10353 / 10551 =  98.123
0, 3  acc:  5115 /  5211 =  98.158
0, 4  acc:  2033 /  2127 =  95.581
0, 5  acc:   253 /   275 =  92.000
0, 6  acc:   285 /   296 =  96.284
0, 7  acc:   263 /   280 =  93.929
0, 8  acc:  6013 /  6156 =  97.677
0, 9  acc:   428 /   434 =  98.618
0, 10  acc:   439 /   444 =  98.874
0, 11  acc:   286 /   294 =  97.279
0, 12  acc:   393 /   409 =  96.088
0, 13  acc:    29 /    31 =  93.548
0, 14  acc:    45 /    48 =  93.750
0, 15  acc:    29 /    30 =  96.667
0, 16  acc:  4794 /  4946 =  96.927
0, 17  acc:   200 /   204 =  98.039
0, 18  acc:   481 /   495 =  97.172
0, 19  acc:   158 /   166 =  95.181
0, 20  acc:    83 /    95 =  87.368
0, 21  acc:    13 /    14 =  92.857
0, 22  acc:    47 /    49 =  95.918
0, 23  acc:    12 /    16 =  75.000
0, 24  acc:   602 /   628 =  95.860
0, 25  acc:    37 /    37 = 100.000
0, 26  acc:    87 /    88 =  98.864
0, 27  acc:    22 /    22 = 100.000
0, 28  acc:    61 /    62 =  98.387
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:    12 /    12 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  1613 /  1635 =  98.654
0, 33  acc:    69 /    74 =  93.243
0, 34  acc:    66 /    67 =  98.507
0, 35  acc:    20 /    20 = 100.000
0, 36  acc:    35 /    36 =  97.222
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    21 /    21 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   387 /   395 =  97.975
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    21 /    21 = 100.000
0, 43  acc:    15 /    15 = 100.000
0, 44  acc:    18 /    18 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     2 /     2 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   278 /   286 =  97.203
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    17 /    18 =  94.444
0, 51  acc:    11 /    11 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   269 /   275 =  97.818
0, 57  acc:     8 /     8 = 100.000
0, 58  acc:    22 /    24 =  91.667
0, 59  acc:    12 /    12 = 100.000
0, 60  acc:    12 /    13 =  92.308
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    10 /    10 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2208 /  2306 =  95.750
0, 65  acc:   329 /   349 =  94.269
0, 66  acc:   211 /   220 =  95.909
0, 67  acc:    76 /    78 =  97.436
0, 68  acc:    45 /    49 =  91.837
0, 69  acc:     0 /     0 =     nan
0, 70  acc:    22 /    24 =  91.667
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    64 /    67 =  95.522
0, 73  acc:     9 /     9 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     1 /     2 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    81 /    83 =  97.590
0, 81  acc:     9 /    15 =  60.000
0, 82  acc:    11 /    11 = 100.000
0, 83  acc:     5 /     5 = 100.000
0, 84  acc:     1 /     1 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     6 /     6 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    57 /    58 =  98.276
0, 95  acc:     2 /     2 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    14 /    14 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    17 /    18 =  94.444
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     3 /     3 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6473 /  6632 =  97.603
0, 118  acc:  1539 /  1577 =  97.590
0, 119  acc:   361 /   369 =  97.832
0, 120  acc:   329 /   340 =  96.765
0, 121  acc:    49 /    56 =  87.500
0, 122  acc:    26 /    27 =  96.296
0, 123  acc:    14 /    15 =  93.333
0, 124  acc:    22 /    22 = 100.000
0, 125  acc:   366 /   372 =  98.387
0, 126  acc:   115 /   120 =  95.833
0, 127  acc:    22 /    24 =  91.667
0, 128  acc:    44 /    44 = 100.000
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   231 /   241 =  95.851
0, 134  acc:    70 /    72 =  97.222
0, 135  acc:    33 /    33 = 100.000
0, 136  acc:    28 /    30 =  93.333
0, 137  acc:     4 /     4 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    64 /    65 =  98.462
0, 142  acc:     5 /     6 =  83.333
0, 143  acc:     9 /     9 = 100.000
0, 144  acc:    13 /    14 =  92.857
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   103 /   106 =  97.170
0, 149  acc:    14 /    15 =  93.333
0, 150  acc:     3 /     4 =  75.000
0, 151  acc:    12 /    13 =  92.308
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    42 /    43 =  97.674
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    31 /    32 =  96.875
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    14 =  92.857
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1510 /  1581 =  95.509
0, 170  acc:   364 /   373 =  97.587
0, 171  acc:    96 /   101 =  95.050
0, 172  acc:   134 /   139 =  96.403
0, 173  acc:    19 /    21 =  90.476
0, 174  acc:     6 /     6 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    17 /    20 =  85.000
0, 177  acc:    75 /    76 =  98.684
0, 178  acc:    11 /    11 = 100.000
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    57 /    59 =  96.610
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     1 /     1 = 100.000
0, 187  acc:     6 /     7 =  85.714
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    30 = 100.000
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    44 /    44 = 100.000
0, 197  acc:    17 /    17 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     5 /     6 =  83.333
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    14 /    15 =  93.333
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     5 /     8 =  62.500
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    11 /    11 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 61105 / 61590 =  99.213
1, 1  acc:  6209 /  6277 =  98.917
1, 2  acc: 10973 / 11098 =  98.874
1, 3  acc:  4707 /  4757 =  98.949
1, 4  acc:  5371 /  5429 =  98.932
1, 5  acc:   899 /   907 =  99.118
1, 6  acc:   512 /   513 =  99.805
1, 7  acc:   704 /   706 =  99.717
1, 8  acc:  5535 /  5595 =  98.928
1, 9  acc:   393 /   393 = 100.000
1, 10  acc:   504 /   508 =  99.213
1, 11  acc:   248 /   255 =  97.255
1, 12  acc:   863 /   875 =  98.629
1, 13  acc:   100 /   102 =  98.039
1, 14  acc:   142 /   144 =  98.611
1, 15  acc:   162 /   164 =  98.780
1, 16  acc:  8461 /  8564 =  98.797
1, 17  acc:   299 /   301 =  99.336
1, 18  acc:   646 /   654 =  98.777
1, 19  acc:   222 /   227 =  97.797
1, 20  acc:   307 /   308 =  99.675
1, 21  acc:    42 /    42 = 100.000
1, 22  acc:   137 /   137 = 100.000
1, 23  acc:    37 /    38 =  97.368
1, 24  acc:  1006 /  1022 =  98.434
1, 25  acc:    19 /    19 = 100.000
1, 26  acc:   101 /   102 =  99.020
1, 27  acc:    18 /    18 = 100.000
1, 28  acc:   178 /   182 =  97.802
1, 29  acc:    15 /    15 = 100.000
1, 30  acc:    22 /    22 = 100.000
1, 31  acc:     8 /     8 = 100.000
1, 32  acc:  1708 /  1725 =  99.014
1, 33  acc:    81 /    81 = 100.000
1, 34  acc:    61 /    61 = 100.000
1, 35  acc:    33 /    33 = 100.000
1, 36  acc:    48 /    48 = 100.000
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    41 /    41 = 100.000
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   443 /   449 =  98.664
1, 41  acc:    19 /    19 = 100.000
1, 42  acc:     8 /     9 =  88.889
1, 43  acc:    29 /    29 = 100.000
1, 44  acc:    34 /    34 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:    13 /    13 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   553 /   562 =  98.399
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    29 /    29 = 100.000
1, 51  acc:    26 /    26 = 100.000
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    45 /    46 =  97.826
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   438 /   446 =  98.206
1, 57  acc:    25 /    25 = 100.000
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:    18 /    18 = 100.000
1, 60  acc:    27 /    29 =  93.103
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    21 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5488 /  5553 =  98.829
1, 65  acc:   755 /   762 =  99.081
1, 66  acc:   513 /   520 =  98.654
1, 67  acc:   205 /   207 =  99.034
1, 68  acc:   260 /   263 =  98.859
1, 69  acc:    44 /    44 = 100.000
1, 70  acc:    80 /    81 =  98.765
1, 71  acc:    30 /    30 = 100.000
1, 72  acc:   112 /   112 = 100.000
1, 73  acc:     3 /     4 =  75.000
1, 74  acc:     6 /     6 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    24 /    26 =  92.308
1, 77  acc:     4 /     5 =  80.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   204 /   206 =  99.029
1, 81  acc:    21 /    23 =  91.304
1, 82  acc:    53 /    53 = 100.000
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    24 /    24 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    22 /    22 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     5 /     5 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   154 /   156 =  98.718
1, 95  acc:    15 /    15 = 100.000
1, 96  acc:    11 /    11 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    25 /    25 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    40 /    40 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    17 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     9 =  88.889
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    27 /    27 = 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:  8197 /  8323 =  98.486
1, 118  acc:  2089 /  2117 =  98.677
1, 119  acc:   488 /   497 =  98.189
1, 120  acc:   517 /   522 =  99.042
1, 121  acc:   157 /   158 =  99.367
1, 122  acc:    91 /    92 =  98.913
1, 123  acc:    25 /    27 =  92.593
1, 124  acc:    45 /    45 = 100.000
1, 125  acc:   507 /   514 =  98.638
1, 126  acc:   132 /   133 =  99.248
1, 127  acc:    19 /    21 =  90.476
1, 128  acc:    38 /    39 =  97.436
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:    12 /    12 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    16 /    16 = 100.000
1, 133  acc:   470 /   472 =  99.576
1, 134  acc:    97 /    99 =  97.980
1, 135  acc:    38 /    38 = 100.000
1, 136  acc:    35 /    35 = 100.000
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     5 /     5 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   121 /   122 =  99.180
1, 142  acc:    20 /    20 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     6 =  83.333
1, 148  acc:   222 /   223 =  99.552
1, 149  acc:    15 /    15 = 100.000
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:    13 /    15 =  86.667
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    38 /    38 = 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:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    43 /    43 = 100.000
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3631 /  3681 =  98.642
1, 170  acc:   691 /   698 =  98.997
1, 171  acc:   289 /   291 =  99.313
1, 172  acc:   215 /   219 =  98.174
1, 173  acc:    70 /    70 = 100.000
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     8 /     9 =  88.889
1, 176  acc:    46 /    48 =  95.833
1, 177  acc:    92 /    92 = 100.000
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     7 /     7 = 100.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:    18 /    18 = 100.000
1, 184  acc:   122 /   122 = 100.000
1, 185  acc:    52 /    52 = 100.000
1, 186  acc:    14 /    15 =  93.333
1, 187  acc:     8 /     8 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   100 /   104 =  96.154
1, 197  acc:    11 /    12 =  91.667
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    17 /    17 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    17 /    21 =  80.952
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    13 /    13 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    17 /    17 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:    12 /    12 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265126 / 269038 =  98.546
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25170 / 25373 =  99.200
0, 1  acc: 31041 / 31282 =  99.230
0, 2  acc:  6109 /  6155 =  99.253
0, 3  acc: 24108 / 24292 =  99.243
0, 4  acc: 10757 / 10829 =  99.335
0, 5  acc:  5502 /  5541 =  99.296
0, 6  acc:  6732 /  6785 =  99.219
0, 7  acc: 11930 / 12016 =  99.284
1, 0  acc:  4409 /  4437 =  99.369
1, 1  acc:  4930 /  4962 =  99.355
1, 2  acc:  2242 /  2265 =  98.985
1, 3  acc:  2437 /  2446 =  99.632
1, 4  acc:  3107 /  3125 =  99.424
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3087 /  3111 =  99.229
1, 7  acc:  4653 /  4682 =  99.381
--------------------------------------
Average acc: 147212 / 148304 =  99.264
Robust  acc:  2242 /  2265 =  98.985
--------------------------------------
New max robust acc: 98.98454746136865
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed48.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed48.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.857 | Best Acc: 94.835
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11115 / 12092 =  91.920
0, 1  acc: 13177 / 14179 =  92.933
0, 2  acc:  2686 /  3210 =  83.676
0, 3  acc: 11476 / 12101 =  94.835
0, 4  acc:  4679 /  5355 =  87.376
0, 5  acc:  2735 /  2980 =  91.779
0, 6  acc:  2652 /  3335 =  79.520
0, 7  acc:  4831 /  5723 =  84.414
1, 0  acc:  1385 /  2203 =  62.869
1, 1  acc:  1421 /  2270 =  62.599
1, 2  acc:   718 /  1216 =  59.046
1, 3  acc:   729 /  1260 =  57.857
1, 4  acc:   967 /  1627 =  59.435
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1047 /  1537 =  68.120
1, 7  acc:  1365 /  2246 =  60.775
------------------------------------
Average acc: 61296 / 71854 =  85.306
Robust  acc:   729 /  1260 =  57.857
------------------------------------
Accuracies by groups:
0, 0  acc: 11115 / 12092 =  91.920
0, 1  acc: 13177 / 14179 =  92.933
0, 2  acc:  2686 /  3210 =  83.676
0, 3  acc: 11476 / 12101 =  94.835
0, 4  acc:  4679 /  5355 =  87.376
0, 5  acc:  2735 /  2980 =  91.779
0, 6  acc:  2652 /  3335 =  79.520
0, 7  acc:  4831 /  5723 =  84.414
1, 0  acc:  1385 /  2203 =  62.869
1, 1  acc:  1421 /  2270 =  62.599
1, 2  acc:   718 /  1216 =  59.046
1, 3  acc:   729 /  1260 =  57.857
1, 4  acc:   967 /  1627 =  59.435
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1047 /  1537 =  68.120
1, 7  acc:  1365 /  2246 =  60.775
------------------------------------
Average acc: 61296 / 71854 =  85.306
Robust  acc:   729 /  1260 =  57.857
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11115 / 12092 =  91.920
0, 1  acc: 13177 / 14179 =  92.933
0, 2  acc:  2686 /  3210 =  83.676
0, 3  acc: 11476 / 12101 =  94.835
0, 4  acc:  4679 /  5355 =  87.376
0, 5  acc:  2735 /  2980 =  91.779
0, 6  acc:  2652 /  3335 =  79.520
0, 7  acc:  4831 /  5723 =  84.414
1, 0  acc:  1385 /  2203 =  62.869
1, 1  acc:  1421 /  2270 =  62.599
1, 2  acc:   718 /  1216 =  59.046
1, 3  acc:   729 /  1260 =  57.857
1, 4  acc:   967 /  1627 =  59.435
1, 5  acc:   313 /   520 =  60.192
1, 6  acc:  1047 /  1537 =  68.120
1, 7  acc:  1365 /  2246 =  60.775
------------------------------------
Average acc: 61296 / 71854 =  85.306
Robust  acc:   729 /  1260 =  57.857
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed48.pt
