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_seed22.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: 22
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 32
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
Tau: 2.0
Gamma: None
Remove label noise: False
Model for remove samples: 
Remove ratio: 0.03
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=22-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed22.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7041, 0.1825],
        [0.0696, 0.0439]])
p_y:  tensor([0.8866, 0.1134])
# 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: 0.019 | Train Acc: 86.955 | Val Loss: 0.000 | Val Acc: 91.609
Training:
Accuracies by groups:
0, 0  acc: 105761 / 111094 =  95.200
0, 1  acc:  8863 /  9468 =  93.610
0, 2  acc: 13862 / 14946 =  92.747
0, 3  acc:  7170 /  7699 =  93.129
0, 4  acc:  2415 /  3109 =  77.678
0, 5  acc:   238 /   359 =  66.295
0, 6  acc:   338 /   413 =  81.840
0, 7  acc:   332 /   411 =  80.779
0, 8  acc: 11043 / 11587 =  95.305
0, 9  acc:   692 /   744 =  93.011
0, 10  acc:   759 /   800 =  94.875
0, 11  acc:   522 /   562 =  92.883
0, 12  acc:   444 /   556 =  79.856
0, 13  acc:    45 /    64 =  70.312
0, 14  acc:    72 /    85 =  84.706
0, 15  acc:    42 /    54 =  77.778
0, 16  acc:  5986 /  6919 =  86.515
0, 17  acc:   196 /   231 =  84.848
0, 18  acc:   609 /   675 =  90.222
0, 19  acc:   177 /   199 =  88.945
0, 20  acc:    96 /   140 =  68.571
0, 21  acc:    12 /    17 =  70.588
0, 22  acc:    45 /    59 =  76.271
0, 23  acc:     7 /    14 =  50.000
0, 24  acc:   745 /   879 =  84.755
0, 25  acc:    39 /    44 =  88.636
0, 26  acc:    93 /   100 =  93.000
0, 27  acc:    29 /    32 =  90.625
0, 28  acc:    41 /    50 =  82.000
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:     2 /     8 =  25.000
0, 31  acc:    11 /    11 = 100.000
0, 32  acc:  2217 /  2389 =  92.800
0, 33  acc:   106 /   114 =  92.982
0, 34  acc:    74 /    79 =  93.671
0, 35  acc:    26 /    29 =  89.655
0, 36  acc:    40 /    46 =  86.957
0, 37  acc:     1 /     4 =  25.000
0, 38  acc:    17 /    17 = 100.000
0, 39  acc:     7 /     7 = 100.000
0, 40  acc:   637 /   684 =  93.129
0, 41  acc:    37 /    37 = 100.000
0, 42  acc:    23 /    25 =  92.000
0, 43  acc:    26 /    26 = 100.000
0, 44  acc:    23 /    27 =  85.185
0, 45  acc:     0 /     0 =     nan
0, 46  acc:    10 /    13 =  76.923
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   396 /   481 =  82.328
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    30 /    33 =  90.909
0, 51  acc:    23 /    23 = 100.000
0, 52  acc:    11 /    14 =  78.571
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   411 /   443 =  92.777
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    15 /    22 =  68.182
0, 59  acc:    19 /    20 =  95.000
0, 60  acc:    21 /    28 =  75.000
0, 61  acc:     0 /     1 =   0.000
0, 62  acc:     8 /    10 =  80.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2368 /  2969 =  79.757
0, 65  acc:   344 /   458 =  75.109
0, 66  acc:   233 /   313 =  74.441
0, 67  acc:   126 /   146 =  86.301
0, 68  acc:    47 /    67 =  70.149
0, 69  acc:     0 /     1 =   0.000
0, 70  acc:    23 /    33 =  69.697
0, 71  acc:    10 /    13 =  76.923
0, 72  acc:    70 /    75 =  93.333
0, 73  acc:     6 /     7 =  85.714
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:    15 /    17 =  88.235
0, 76  acc:     1 /     6 =  16.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     7 /     7 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    59 /    90 =  65.556
0, 81  acc:     4 /     7 =  57.143
0, 82  acc:    12 /    12 = 100.000
0, 83  acc:     8 /    10 =  80.000
0, 84  acc:     3 /    13 =  23.077
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     5 /    13 =  38.462
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     6 /     8 =  75.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    64 /    86 =  74.419
0, 95  acc:     6 /     7 =  85.714
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    13 /    16 =  81.250
0, 99  acc:     3 /     4 =  75.000
0, 100  acc:     1 /     3 =  33.333
0, 101  acc:     8 /     8 = 100.000
0, 102  acc:     2 /     2 = 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:    16 /    18 =  88.889
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     1 /    10 =  10.000
0, 111  acc:     1 /     3 =  33.333
0, 112  acc:     6 /     8 =  75.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6126 /  7110 =  86.160
0, 118  acc:  1431 /  1709 =  83.733
0, 119  acc:   397 /   481 =  82.536
0, 120  acc:   350 /   394 =  88.832
0, 121  acc:    67 /    90 =  74.444
0, 122  acc:    28 /    35 =  80.000
0, 123  acc:    10 /    11 =  90.909
0, 124  acc:    13 /    18 =  72.222
0, 125  acc:   389 /   442 =  88.009
0, 126  acc:   114 /   145 =  78.621
0, 127  acc:    24 /    27 =  88.889
0, 128  acc:    32 /    39 =  82.051
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     1 /     1 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   178 /   229 =  77.729
0, 134  acc:    38 /    68 =  55.882
0, 135  acc:    19 /    21 =  90.476
0, 136  acc:    15 /    17 =  88.235
0, 137  acc:     4 /    10 =  40.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    57 /    66 =  86.364
0, 142  acc:     7 /     9 =  77.778
0, 143  acc:     6 /    10 =  60.000
0, 144  acc:     6 /     7 =  85.714
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   146 /   156 =  93.590
0, 149  acc:     8 /    10 =  80.000
0, 150  acc:     3 /     6 =  50.000
0, 151  acc:     8 /    10 =  80.000
0, 152  acc:     4 /     5 =  80.000
0, 153  acc:     2 /     3 =  66.667
0, 154  acc:    40 /    43 =  93.023
0, 155  acc:     5 /    10 =  50.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    24 /    27 =  88.889
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    15 =  93.333
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     2 /     3 =  66.667
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1397 /  1849 =  75.554
0, 170  acc:   311 /   425 =  73.176
0, 171  acc:   100 /   122 =  81.967
0, 172  acc:   151 /   194 =  77.835
0, 173  acc:    18 /    25 =  72.000
0, 174  acc:     4 /     7 =  57.143
0, 175  acc:     7 /     9 =  77.778
0, 176  acc:    19 /    28 =  67.857
0, 177  acc:    76 /    89 =  85.393
0, 178  acc:    13 /    18 =  72.222
0, 179  acc:    14 /    16 =  87.500
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     2 /     3 =  66.667
0, 184  acc:    49 /    64 =  76.562
0, 185  acc:     3 /     5 =  60.000
0, 186  acc:     8 /     9 =  88.889
0, 187  acc:     4 /     7 =  57.143
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    32 /    39 =  82.051
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    31 /    39 =  79.487
0, 197  acc:    13 /    16 =  81.250
0, 198  acc:     2 /     5 =  40.000
0, 199  acc:     6 /     7 =  85.714
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    18 /    24 =  75.000
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     9 /    10 =  90.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     1 /     3 =  33.333
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     7 =  28.571
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     5 =  80.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 24423 / 31898 =  76.566
1, 1  acc:  2443 /  3335 =  73.253
1, 2  acc:  4126 /  5802 =  71.113
1, 3  acc:  1586 /  2379 =  66.667
1, 4  acc:  1963 /  2747 =  71.460
1, 5  acc:   411 /   510 =  80.588
1, 6  acc:   209 /   290 =  72.069
1, 7  acc:   234 /   347 =  67.435
1, 8  acc:  1881 /  2929 =  64.220
1, 9  acc:   139 /   204 =  68.137
1, 10  acc:   177 /   286 =  61.888
1, 11  acc:    78 /   135 =  57.778
1, 12  acc:   297 /   392 =  75.765
1, 13  acc:    40 /    50 =  80.000
1, 14  acc:    51 /    78 =  65.385
1, 15  acc:    56 /    90 =  62.222
1, 16  acc:  2787 /  4325 =  64.439
1, 17  acc:   101 /   150 =  67.333
1, 18  acc:   240 /   351 =  68.376
1, 19  acc:    75 /   120 =  62.500
1, 20  acc:   113 /   149 =  75.839
1, 21  acc:    27 /    32 =  84.375
1, 22  acc:    49 /    75 =  65.333
1, 23  acc:    18 /    24 =  75.000
1, 24  acc:   326 /   535 =  60.935
1, 25  acc:    12 /    24 =  50.000
1, 26  acc:    35 /    51 =  68.627
1, 27  acc:     4 /     5 =  80.000
1, 28  acc:    67 /    90 =  74.444
1, 29  acc:     6 /     9 =  66.667
1, 30  acc:     7 /    11 =  63.636
1, 31  acc:     3 /     4 =  75.000
1, 32  acc:   549 /   893 =  61.478
1, 33  acc:    33 /    43 =  76.744
1, 34  acc:    22 /    41 =  53.659
1, 35  acc:    13 /    18 =  72.222
1, 36  acc:    18 /    22 =  81.818
1, 37  acc:     1 /     1 = 100.000
1, 38  acc:    25 /    33 =  75.758
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   150 /   228 =  65.789
1, 41  acc:     9 /    13 =  69.231
1, 42  acc:     1 /     9 =  11.111
1, 43  acc:     8 /    16 =  50.000
1, 44  acc:     6 /    13 =  46.154
1, 45  acc:     0 /     2 =   0.000
1, 46  acc:     7 /     8 =  87.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   174 /   277 =  62.816
1, 49  acc:     2 /     4 =  50.000
1, 50  acc:    12 /    25 =  48.000
1, 51  acc:     4 /     5 =  80.000
1, 52  acc:     2 /     4 =  50.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     9 /    19 =  47.368
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   134 /   213 =  62.911
1, 57  acc:     5 /     5 = 100.000
1, 58  acc:    12 /    14 =  85.714
1, 59  acc:     3 /     8 =  37.500
1, 60  acc:     6 /    10 =  60.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    15 /    17 =  88.235
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2256 /  3003 =  75.125
1, 65  acc:   284 /   394 =  72.081
1, 66  acc:   201 /   286 =  70.280
1, 67  acc:    75 /   108 =  69.444
1, 68  acc:   106 /   127 =  83.465
1, 69  acc:    29 /    34 =  85.294
1, 70  acc:    31 /    42 =  73.810
1, 71  acc:     8 /    12 =  66.667
1, 72  acc:    39 /    57 =  68.421
1, 73  acc:     2 /     3 =  66.667
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     6 /     9 =  66.667
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    73 /   109 =  66.972
1, 81  acc:     6 /    10 =  60.000
1, 82  acc:    20 /    27 =  74.074
1, 83  acc:     3 /     5 =  60.000
1, 84  acc:     7 /     8 =  87.500
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    11 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     1 /     7 =  14.286
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    62 /    90 =  68.889
1, 95  acc:     6 /     9 =  66.667
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     5 /     8 =  62.500
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:     8 /    13 =  61.538
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /    11 =  81.818
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:    11 /    12 =  91.667
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:  3025 /  4592 =  65.875
1, 118  acc:   752 /  1113 =  67.565
1, 119  acc:   181 /   258 =  70.155
1, 120  acc:   196 /   306 =  64.052
1, 121  acc:    63 /    95 =  66.316
1, 122  acc:    26 /    38 =  68.421
1, 123  acc:     9 /    15 =  60.000
1, 124  acc:    14 /    16 =  87.500
1, 125  acc:   194 /   304 =  63.816
1, 126  acc:    59 /    84 =  70.238
1, 127  acc:     9 /    18 =  50.000
1, 128  acc:     5 /    18 =  27.778
1, 129  acc:     8 /     9 =  88.889
1, 130  acc:     0 /     3 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     7 =  42.857
1, 133  acc:   169 /   242 =  69.835
1, 134  acc:    26 /    45 =  57.778
1, 135  acc:    15 /    20 =  75.000
1, 136  acc:    10 /    19 =  52.632
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    29 /    58 =  50.000
1, 142  acc:     8 /    10 =  80.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     5 =  20.000
1, 148  acc:    61 /   112 =  54.464
1, 149  acc:     7 /    12 =  58.333
1, 150  acc:     2 /     5 =  40.000
1, 151  acc:     1 /     9 =  11.111
1, 152  acc:     0 /     0 =     nan
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    12 /    21 =  57.143
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     6 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    22 /    29 =  75.862
1, 160  acc:     0 /     3 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:     9 /    18 =  50.000
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1467 /  1995 =  73.534
1, 170  acc:   264 /   350 =  75.429
1, 171  acc:   109 /   156 =  69.872
1, 172  acc:   107 /   143 =  74.825
1, 173  acc:    31 /    45 =  68.889
1, 174  acc:     2 /     5 =  40.000
1, 175  acc:     1 /     2 =  50.000
1, 176  acc:    12 /    20 =  60.000
1, 177  acc:    28 /    51 =  54.902
1, 178  acc:     3 /     5 =  60.000
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     0 /     3 =   0.000
1, 181  acc:     1 /     1 = 100.000
1, 182  acc:     0 /     2 =   0.000
1, 183  acc:     4 /     6 =  66.667
1, 184  acc:    48 /    62 =  77.419
1, 185  acc:     9 /    13 =  69.231
1, 186  acc:     9 /    11 =  81.818
1, 187  acc:     3 /     5 =  60.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     0 /     0 =     nan
1, 190  acc:     4 /     8 =  50.000
1, 191  acc:     1 /     2 =  50.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    35 /    53 =  66.038
1, 197  acc:     2 /     5 =  40.000
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:     4 /    10 =  40.000
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /    12 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:     2 /     3 =  66.667
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:    10 /    11 =  90.909
1, 219  acc:     6 /     7 =  85.714
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 233943 / 269038 =  86.955
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23246 / 25373 =  91.617
0, 1  acc: 28544 / 31282 =  91.247
0, 2  acc:  5653 /  6155 =  91.844
0, 3  acc: 22191 / 24292 =  91.351
0, 4  acc:  9970 / 10829 =  92.068
0, 5  acc:  5008 /  5541 =  90.381
0, 6  acc:  6188 /  6785 =  91.201
0, 7  acc: 11020 / 12016 =  91.711
1, 0  acc:  4076 /  4437 =  91.864
1, 1  acc:  4545 /  4962 =  91.596
1, 2  acc:  2066 /  2265 =  91.214
1, 3  acc:  2263 /  2446 =  92.518
1, 4  acc:  2865 /  3125 =  91.680
1, 5  acc:   925 /  1003 =  92.223
1, 6  acc:  2867 /  3111 =  92.157
1, 7  acc:  4278 /  4682 =  91.371
--------------------------------------
Average acc: 135705 / 148304 =  91.505
Robust  acc:  5008 /  5541 =  90.381
--------------------------------------
New max robust acc: 90.38079768994767
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed22.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed22.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: 65.667 | Best Acc: 91.968
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10718 / 12092 =  88.637
0, 1  acc: 12887 / 14179 =  90.888
0, 2  acc:  2305 /  3210 =  71.807
0, 3  acc: 11129 / 12101 =  91.968
0, 4  acc:  4268 /  5355 =  79.701
0, 5  acc:  2627 /  2980 =  88.154
0, 6  acc:  2190 /  3335 =  65.667
0, 7  acc:  4177 /  5723 =  72.986
1, 0  acc:  1609 /  2203 =  73.037
1, 1  acc:  1593 /  2270 =  70.176
1, 2  acc:   933 /  1216 =  76.727
1, 3  acc:   893 /  1260 =  70.873
1, 4  acc:  1212 /  1627 =  74.493
1, 5  acc:   367 /   520 =  70.577
1, 6  acc:  1273 /  1537 =  82.824
1, 7  acc:  1727 /  2246 =  76.892
------------------------------------
Average acc: 59908 / 71854 =  83.375
Robust  acc:  2190 /  3335 =  65.667
------------------------------------
Accuracies by groups:
0, 0  acc: 10718 / 12092 =  88.637
0, 1  acc: 12887 / 14179 =  90.888
0, 2  acc:  2305 /  3210 =  71.807
0, 3  acc: 11129 / 12101 =  91.968
0, 4  acc:  4268 /  5355 =  79.701
0, 5  acc:  2627 /  2980 =  88.154
0, 6  acc:  2190 /  3335 =  65.667
0, 7  acc:  4177 /  5723 =  72.986
1, 0  acc:  1609 /  2203 =  73.037
1, 1  acc:  1593 /  2270 =  70.176
1, 2  acc:   933 /  1216 =  76.727
1, 3  acc:   893 /  1260 =  70.873
1, 4  acc:  1212 /  1627 =  74.493
1, 5  acc:   367 /   520 =  70.577
1, 6  acc:  1273 /  1537 =  82.824
1, 7  acc:  1727 /  2246 =  76.892
------------------------------------
Average acc: 59908 / 71854 =  83.375
Robust  acc:  2190 /  3335 =  65.667
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10718 / 12092 =  88.637
0, 1  acc: 12887 / 14179 =  90.888
0, 2  acc:  2305 /  3210 =  71.807
0, 3  acc: 11129 / 12101 =  91.968
0, 4  acc:  4268 /  5355 =  79.701
0, 5  acc:  2627 /  2980 =  88.154
0, 6  acc:  2190 /  3335 =  65.667
0, 7  acc:  4177 /  5723 =  72.986
1, 0  acc:  1609 /  2203 =  73.037
1, 1  acc:  1593 /  2270 =  70.176
1, 2  acc:   933 /  1216 =  76.727
1, 3  acc:   893 /  1260 =  70.873
1, 4  acc:  1212 /  1627 =  74.493
1, 5  acc:   367 /   520 =  70.577
1, 6  acc:  1273 /  1537 =  82.824
1, 7  acc:  1727 /  2246 =  76.892
------------------------------------
Average acc: 59908 / 71854 =  83.375
Robust  acc:  2190 /  3335 =  65.667
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.378 | Val Loss: 0.000 | Val Acc: 96.472
Training:
Accuracies by groups:
0, 0  acc: 108291 / 111491 =  97.130
0, 1  acc:  8979 /  9349 =  96.042
0, 2  acc: 14231 / 14955 =  95.159
0, 3  acc:  7181 /  7501 =  95.734
0, 4  acc:  2679 /  3071 =  87.235
0, 5  acc:   285 /   358 =  79.609
0, 6  acc:   333 /   388 =  85.825
0, 7  acc:   369 /   407 =  90.663
0, 8  acc: 11019 / 11423 =  96.463
0, 9  acc:   697 /   745 =  93.557
0, 10  acc:   770 /   804 =  95.771
0, 11  acc:   543 /   575 =  94.435
0, 12  acc:   543 /   612 =  88.725
0, 13  acc:    53 /    66 =  80.303
0, 14  acc:    81 /    89 =  91.011
0, 15  acc:    39 /    47 =  82.979
0, 16  acc:  6230 /  6821 =  91.336
0, 17  acc:   204 /   230 =  88.696
0, 18  acc:   653 /   682 =  95.748
0, 19  acc:   192 /   209 =  91.866
0, 20  acc:   127 /   150 =  84.667
0, 21  acc:    22 /    23 =  95.652
0, 22  acc:    63 /    70 =  90.000
0, 23  acc:    10 /    14 =  71.429
0, 24  acc:   825 /   917 =  89.967
0, 25  acc:    41 /    43 =  95.349
0, 26  acc:    73 /    78 =  93.590
0, 27  acc:    28 /    29 =  96.552
0, 28  acc:    38 /    46 =  82.609
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     4 /     6 =  66.667
0, 31  acc:    11 /    11 = 100.000
0, 32  acc:  2196 /  2301 =  95.437
0, 33  acc:   104 /   111 =  93.694
0, 34  acc:    77 /    81 =  95.062
0, 35  acc:    34 /    35 =  97.143
0, 36  acc:    29 /    32 =  90.625
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    15 /    16 =  93.750
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   703 /   730 =  96.301
0, 41  acc:    34 /    35 =  97.143
0, 42  acc:    25 /    26 =  96.154
0, 43  acc:    36 /    37 =  97.297
0, 44  acc:    20 /    21 =  95.238
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     4 /     4 = 100.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   400 /   431 =  92.807
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    21 /    25 =  84.000
0, 51  acc:    28 /    29 =  96.552
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   436 /   468 =  93.162
0, 57  acc:    20 /    20 = 100.000
0, 58  acc:    17 /    21 =  80.952
0, 59  acc:    20 /    20 = 100.000
0, 60  acc:    15 /    18 =  83.333
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     9 /    10 =  90.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2553 /  2923 =  87.342
0, 65  acc:   358 /   419 =  85.442
0, 66  acc:   275 /   316 =  87.025
0, 67  acc:   109 /   119 =  91.597
0, 68  acc:    57 /    71 =  80.282
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    23 /    27 =  85.185
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    82 /    86 =  95.349
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:     9 /    10 =  90.000
0, 76  acc:     6 /     9 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    79 /    99 =  79.798
0, 81  acc:     6 /     9 =  66.667
0, 82  acc:     8 /     9 =  88.889
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     8 /    12 =  66.667
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:    10 /    11 =  90.909
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    64 /    74 =  86.486
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    15 /    16 =  93.750
0, 99  acc:     2 /     3 =  66.667
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:     6 /     7 =  85.714
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     5 /     6 =  83.333
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    25 /    29 =  86.207
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     4 =  25.000
0, 111  acc:     3 /     3 = 100.000
0, 112  acc:     7 /     9 =  77.778
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     3 /     3 = 100.000
0, 117  acc:  6602 /  7204 =  91.644
0, 118  acc:  1642 /  1799 =  91.273
0, 119  acc:   368 /   403 =  91.315
0, 120  acc:   381 /   422 =  90.284
0, 121  acc:    65 /    88 =  73.864
0, 122  acc:    27 /    31 =  87.097
0, 123  acc:    20 /    21 =  95.238
0, 124  acc:    19 /    22 =  86.364
0, 125  acc:   397 /   433 =  91.686
0, 126  acc:   115 /   125 =  92.000
0, 127  acc:    27 /    31 =  87.097
0, 128  acc:    37 /    41 =  90.244
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     4 /     5 =  80.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   168 /   206 =  81.553
0, 134  acc:    40 /    56 =  71.429
0, 135  acc:    23 /    26 =  88.462
0, 136  acc:    16 /    22 =  72.727
0, 137  acc:     8 /    11 =  72.727
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    57 =  78.947
0, 142  acc:    11 /    13 =  84.615
0, 143  acc:    10 /    11 =  90.909
0, 144  acc:     5 /     8 =  62.500
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     1 /     3 =  33.333
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   136 /   144 =  94.444
0, 149  acc:    13 /    18 =  72.222
0, 150  acc:     8 /     8 = 100.000
0, 151  acc:     4 /     9 =  44.444
0, 152  acc:     4 /     5 =  80.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    42 /    44 =  95.455
0, 155  acc:     7 /     7 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     3 =  66.667
0, 159  acc:    32 /    41 =  78.049
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    18 =  72.222
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     6 =  83.333
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1583 /  1851 =  85.521
0, 170  acc:   349 /   414 =  84.300
0, 171  acc:   116 /   141 =  82.270
0, 172  acc:   164 /   186 =  88.172
0, 173  acc:    17 /    21 =  80.952
0, 174  acc:     7 /     9 =  77.778
0, 175  acc:     8 /     9 =  88.889
0, 176  acc:    10 /    16 =  62.500
0, 177  acc:    73 /    81 =  90.123
0, 178  acc:    16 /    17 =  94.118
0, 179  acc:    12 /    12 = 100.000
0, 180  acc:     2 /     3 =  66.667
0, 181  acc:     4 /     5 =  80.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    60 /    63 =  95.238
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     4 /     6 =  66.667
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    34 =  88.235
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     1 /     3 =  33.333
0, 196  acc:    33 /    41 =  80.488
0, 197  acc:    13 /    14 =  92.857
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     4 /     5 =  80.000
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     1 =   0.000
0, 204  acc:    18 /    22 =  81.818
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     7 /     8 =  87.500
0, 209  acc:     9 /     9 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     1 /     3 =  33.333
0, 214  acc:     2 /     3 =  66.667
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /    10 =  90.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 28900 / 31907 =  90.576
1, 1  acc:  3044 /  3409 =  89.293
1, 2  acc:  5180 /  5921 =  87.485
1, 3  acc:  2089 /  2455 =  85.092
1, 4  acc:  2483 /  2824 =  87.925
1, 5  acc:   436 /   492 =  88.618
1, 6  acc:   276 /   302 =  91.391
1, 7  acc:   316 /   361 =  87.535
1, 8  acc:  2443 /  2868 =  85.181
1, 9  acc:   187 /   225 =  83.111
1, 10  acc:   236 /   280 =  84.286
1, 11  acc:    92 /   112 =  82.143
1, 12  acc:   396 /   449 =  88.196
1, 13  acc:    53 /    72 =  73.611
1, 14  acc:    45 /    59 =  76.271
1, 15  acc:    56 /    67 =  83.582
1, 16  acc:  3772 /  4399 =  85.747
1, 17  acc:   131 /   153 =  85.621
1, 18  acc:   290 /   340 =  85.294
1, 19  acc:    94 /   112 =  83.929
1, 20  acc:   117 /   131 =  89.313
1, 21  acc:    26 /    27 =  96.296
1, 22  acc:    78 /    93 =  83.871
1, 23  acc:    14 /    18 =  77.778
1, 24  acc:   427 /   545 =  78.349
1, 25  acc:     8 /     8 = 100.000
1, 26  acc:    44 /    49 =  89.796
1, 27  acc:    10 /    11 =  90.909
1, 28  acc:    80 /    85 =  94.118
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    16 /    16 = 100.000
1, 31  acc:     1 /     2 =  50.000
1, 32  acc:   795 /   924 =  86.039
1, 33  acc:    34 /    47 =  72.340
1, 34  acc:    25 /    29 =  86.207
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    30 /    33 =  90.909
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    19 /    19 = 100.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   204 /   238 =  85.714
1, 41  acc:     9 /    10 =  90.000
1, 42  acc:     6 /    10 =  60.000
1, 43  acc:     8 /     8 = 100.000
1, 44  acc:    11 /    12 =  91.667
1, 45  acc:     0 /     3 =   0.000
1, 46  acc:     4 /     4 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   263 /   309 =  85.113
1, 49  acc:     3 /     5 =  60.000
1, 50  acc:    26 /    32 =  81.250
1, 51  acc:     9 /     9 = 100.000
1, 52  acc:     6 /     9 =  66.667
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    17 =  94.118
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   189 /   233 =  81.116
1, 57  acc:     4 /     4 = 100.000
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:     4 /     8 =  50.000
1, 60  acc:    12 /    15 =  80.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    10 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2649 /  2991 =  88.566
1, 65  acc:   384 /   436 =  88.073
1, 66  acc:   235 /   264 =  89.015
1, 67  acc:    85 /   102 =  83.333
1, 68  acc:   106 /   124 =  85.484
1, 69  acc:    30 /    34 =  88.235
1, 70  acc:    44 /    46 =  95.652
1, 71  acc:    12 /    14 =  85.714
1, 72  acc:    53 /    60 =  88.333
1, 73  acc:     9 /     9 = 100.000
1, 74  acc:     2 /     3 =  66.667
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    14 /    18 =  77.778
1, 77  acc:     1 /     2 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:    83 /    98 =  84.694
1, 81  acc:     6 /    10 =  60.000
1, 82  acc:    25 /    30 =  83.333
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     3 /     3 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    12 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    12 =  83.333
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    73 /    86 =  84.884
1, 95  acc:    11 /    12 =  91.667
1, 96  acc:     3 /     4 =  75.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     4 /     6 =  66.667
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /     9 =  88.889
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    12 /    12 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    11 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     5 /     5 = 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:  3771 /  4535 =  83.153
1, 118  acc:   887 /  1052 =  84.316
1, 119  acc:   199 /   246 =  80.894
1, 120  acc:   240 /   294 =  81.633
1, 121  acc:    66 /    73 =  90.411
1, 122  acc:    34 /    41 =  82.927
1, 123  acc:    13 /    18 =  72.222
1, 124  acc:    17 /    21 =  80.952
1, 125  acc:   229 /   282 =  81.206
1, 126  acc:    51 /    60 =  85.000
1, 127  acc:     5 /    10 =  50.000
1, 128  acc:    17 /    21 =  80.952
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     0 /     1 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     8 =  87.500
1, 133  acc:   193 /   231 =  83.550
1, 134  acc:    50 /    54 =  92.593
1, 135  acc:    26 /    28 =  92.857
1, 136  acc:    15 /    22 =  68.182
1, 137  acc:     4 /     5 =  80.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     2 /     3 =  66.667
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    39 /    52 =  75.000
1, 142  acc:     9 /    12 =  75.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:   103 /   121 =  85.124
1, 149  acc:    16 /    17 =  94.118
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:    11 /    15 =  73.333
1, 152  acc:     0 /     3 =   0.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    16 /    19 =  84.211
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     1 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    14 = 100.000
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    20 /    22 =  90.909
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1668 /  1946 =  85.714
1, 170  acc:   330 /   375 =  88.000
1, 171  acc:   140 /   159 =  88.050
1, 172  acc:    99 /   118 =  83.898
1, 173  acc:    22 /    27 =  81.481
1, 174  acc:     4 /     6 =  66.667
1, 175  acc:     3 /     4 =  75.000
1, 176  acc:    10 /    18 =  55.556
1, 177  acc:    45 /    48 =  93.750
1, 178  acc:     5 /     8 =  62.500
1, 179  acc:     3 /     5 =  60.000
1, 180  acc:     4 /     7 =  57.143
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:     6 /     9 =  66.667
1, 184  acc:    72 /    84 =  85.714
1, 185  acc:    18 /    20 =  90.000
1, 186  acc:     7 /     9 =  77.778
1, 187  acc:     2 /     3 =  66.667
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     0 /     3 =   0.000
1, 190  acc:     6 /     7 =  85.714
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    54 /    68 =  79.412
1, 197  acc:     5 /     7 =  71.429
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     8 /    11 =  72.727
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /    10 =  90.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     7 /     8 =  87.500
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251221 / 269038 =  93.378
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24416 / 25373 =  96.228
0, 1  acc: 30219 / 31282 =  96.602
0, 2  acc:  5947 /  6155 =  96.621
0, 3  acc: 23447 / 24292 =  96.521
0, 4  acc: 10424 / 10829 =  96.260
0, 5  acc:  5353 /  5541 =  96.607
0, 6  acc:  6551 /  6785 =  96.551
0, 7  acc: 11597 / 12016 =  96.513
1, 0  acc:  4288 /  4437 =  96.642
1, 1  acc:  4792 /  4962 =  96.574
1, 2  acc:  2188 /  2265 =  96.600
1, 3  acc:  2366 /  2446 =  96.729
1, 4  acc:  3008 /  3125 =  96.256
1, 5  acc:   970 /  1003 =  96.710
1, 6  acc:  3002 /  3111 =  96.496
1, 7  acc:  4507 /  4682 =  96.262
--------------------------------------
Average acc: 143075 / 148304 =  96.474
Robust  acc: 24416 / 25373 =  96.228
--------------------------------------
New max robust acc: 96.22827414968668
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed22.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed22.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 58.571 | Best Acc: 94.686
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11099 / 12092 =  91.788
0, 1  acc: 13114 / 14179 =  92.489
0, 2  acc:  2697 /  3210 =  84.019
0, 3  acc: 11458 / 12101 =  94.686
0, 4  acc:  4636 /  5355 =  86.573
0, 5  acc:  2699 /  2980 =  90.570
0, 6  acc:  2680 /  3335 =  80.360
0, 7  acc:  4773 /  5723 =  83.400
1, 0  acc:  1425 /  2203 =  64.685
1, 1  acc:  1444 /  2270 =  63.612
1, 2  acc:   715 /  1216 =  58.799
1, 3  acc:   738 /  1260 =  58.571
1, 4  acc:  1005 /  1627 =  61.770
1, 5  acc:   320 /   520 =  61.538
1, 6  acc:  1062 /  1537 =  69.096
1, 7  acc:  1421 /  2246 =  63.268
------------------------------------
Average acc: 61286 / 71854 =  85.292
Robust  acc:   738 /  1260 =  58.571
------------------------------------
Accuracies by groups:
0, 0  acc: 11099 / 12092 =  91.788
0, 1  acc: 13114 / 14179 =  92.489
0, 2  acc:  2697 /  3210 =  84.019
0, 3  acc: 11458 / 12101 =  94.686
0, 4  acc:  4636 /  5355 =  86.573
0, 5  acc:  2699 /  2980 =  90.570
0, 6  acc:  2680 /  3335 =  80.360
0, 7  acc:  4773 /  5723 =  83.400
1, 0  acc:  1425 /  2203 =  64.685
1, 1  acc:  1444 /  2270 =  63.612
1, 2  acc:   715 /  1216 =  58.799
1, 3  acc:   738 /  1260 =  58.571
1, 4  acc:  1005 /  1627 =  61.770
1, 5  acc:   320 /   520 =  61.538
1, 6  acc:  1062 /  1537 =  69.096
1, 7  acc:  1421 /  2246 =  63.268
------------------------------------
Average acc: 61286 / 71854 =  85.292
Robust  acc:   738 /  1260 =  58.571
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11099 / 12092 =  91.788
0, 1  acc: 13114 / 14179 =  92.489
0, 2  acc:  2697 /  3210 =  84.019
0, 3  acc: 11458 / 12101 =  94.686
0, 4  acc:  4636 /  5355 =  86.573
0, 5  acc:  2699 /  2980 =  90.570
0, 6  acc:  2680 /  3335 =  80.360
0, 7  acc:  4773 /  5723 =  83.400
1, 0  acc:  1425 /  2203 =  64.685
1, 1  acc:  1444 /  2270 =  63.612
1, 2  acc:   715 /  1216 =  58.799
1, 3  acc:   738 /  1260 =  58.571
1, 4  acc:  1005 /  1627 =  61.770
1, 5  acc:   320 /   520 =  61.538
1, 6  acc:  1062 /  1537 =  69.096
1, 7  acc:  1421 /  2246 =  63.268
------------------------------------
Average acc: 61286 / 71854 =  85.292
Robust  acc:   738 /  1260 =  58.571
------------------------------------

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: 96.415 | Val Loss: 0.000 | Val Acc: 98.092
Training:
Accuracies by groups:
0, 0  acc: 109075 / 110949 =  98.311
0, 1  acc:  9130 /  9349 =  97.658
0, 2  acc: 14595 / 14961 =  97.554
0, 3  acc:  7509 /  7704 =  97.469
0, 4  acc:  2856 /  3062 =  93.272
0, 5  acc:   352 /   395 =  89.114
0, 6  acc:   426 /   448 =  95.089
0, 7  acc:   384 /   419 =  91.647
0, 8  acc: 11625 / 11882 =  97.837
0, 9  acc:   757 /   776 =  97.552
0, 10  acc:   797 /   825 =  96.606
0, 11  acc:   536 /   548 =  97.810
0, 12  acc:   577 /   611 =  94.435
0, 13  acc:    61 /    64 =  95.312
0, 14  acc:    78 /    83 =  93.976
0, 15  acc:    61 /    67 =  91.045
0, 16  acc:  6450 /  6779 =  95.147
0, 17  acc:   213 /   231 =  92.208
0, 18  acc:   639 /   673 =  94.948
0, 19  acc:   198 /   210 =  94.286
0, 20  acc:   141 /   160 =  88.125
0, 21  acc:    12 /    14 =  85.714
0, 22  acc:    61 /    65 =  93.846
0, 23  acc:     9 /    12 =  75.000
0, 24  acc:   832 /   873 =  95.304
0, 25  acc:    52 /    53 =  98.113
0, 26  acc:    81 /    85 =  95.294
0, 27  acc:    32 /    34 =  94.118
0, 28  acc:    41 /    49 =  83.673
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:    11 /    11 = 100.000
0, 32  acc:  2304 /  2349 =  98.084
0, 33  acc:   100 /   102 =  98.039
0, 34  acc:    73 /    78 =  93.590
0, 35  acc:    39 /    39 = 100.000
0, 36  acc:    36 /    38 =  94.737
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    17 /    17 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   693 /   708 =  97.881
0, 41  acc:    46 /    46 = 100.000
0, 42  acc:    16 /    17 =  94.118
0, 43  acc:    36 /    36 = 100.000
0, 44  acc:    29 /    29 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:    12 /    12 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   419 /   442 =  94.796
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    26 /    27 =  96.296
0, 51  acc:    19 /    19 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   436 /   460 =  94.783
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    18 /    18 = 100.000
0, 59  acc:    26 /    26 = 100.000
0, 60  acc:    14 /    16 =  87.500
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    11 /    11 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2776 /  2990 =  92.843
0, 65  acc:   398 /   424 =  93.868
0, 66  acc:   279 /   298 =  93.624
0, 67  acc:   118 /   124 =  95.161
0, 68  acc:    55 /    63 =  87.302
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    24 /    24 = 100.000
0, 71  acc:    14 /    14 = 100.000
0, 72  acc:    71 /    74 =  95.946
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:    20 /    20 = 100.000
0, 75  acc:     4 /     4 = 100.000
0, 76  acc:     2 /     3 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    95 /   101 =  94.059
0, 81  acc:     5 /    10 =  50.000
0, 82  acc:    14 /    14 = 100.000
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:    10 /    11 =  90.909
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    11 /    12 =  91.667
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    77 /    78 =  98.718
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     7 /     7 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    19 /    19 = 100.000
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    10 /    11 =  90.909
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    14 /    17 =  82.353
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     2 /     4 =  50.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     9 /     9 = 100.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6845 /  7223 =  94.767
0, 118  acc:  1584 /  1673 =  94.680
0, 119  acc:   408 /   429 =  95.105
0, 120  acc:   390 /   409 =  95.355
0, 121  acc:    84 /    94 =  89.362
0, 122  acc:    31 /    33 =  93.939
0, 123  acc:    10 /    11 =  90.909
0, 124  acc:    28 /    30 =  93.333
0, 125  acc:   448 /   469 =  95.522
0, 126  acc:   104 /   112 =  92.857
0, 127  acc:    27 /    30 =  90.000
0, 128  acc:    29 /    33 =  87.879
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     7 /     9 =  77.778
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   196 /   224 =  87.500
0, 134  acc:    47 /    54 =  87.037
0, 135  acc:    23 /    23 = 100.000
0, 136  acc:    23 /    25 =  92.000
0, 137  acc:     1 /     2 =  50.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    56 /    61 =  91.803
0, 142  acc:    12 /    14 =  85.714
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    16 /    17 =  94.118
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   129 /   135 =  95.556
0, 149  acc:    22 /    23 =  95.652
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:     7 /    13 =  53.846
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    40 /    41 =  97.561
0, 155  acc:     5 /     6 =  83.333
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    29 /    29 = 100.000
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    12 =  91.667
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1787 /  1932 =  92.495
0, 170  acc:   379 /   426 =  88.967
0, 171  acc:   107 /   114 =  93.860
0, 172  acc:   169 /   184 =  91.848
0, 173  acc:    23 /    26 =  88.462
0, 174  acc:     5 /     7 =  71.429
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    12 /    13 =  92.308
0, 177  acc:    90 /    95 =  94.737
0, 178  acc:     9 /     9 = 100.000
0, 179  acc:    16 /    17 =  94.118
0, 180  acc:     3 /     4 =  75.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    50 /    56 =  89.286
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     6 /     8 =  75.000
0, 187  acc:     3 /     5 =  60.000
0, 188  acc:     4 /     4 = 100.000
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    28 /    29 =  96.552
0, 192  acc:     2 /     3 =  66.667
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     5 /     7 =  71.429
0, 196  acc:    63 /    70 =  90.000
0, 197  acc:    10 /    11 =  90.909
0, 198  acc:     7 /     8 =  87.500
0, 199  acc:     4 /     5 =  80.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    28 /    30 =  93.333
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     9 /     9 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /     9 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 30093 / 31649 =  95.084
1, 1  acc:  3224 /  3397 =  94.907
1, 2  acc:  5509 /  5879 =  93.706
1, 3  acc:  2275 /  2465 =  92.292
1, 4  acc:  2628 /  2810 =  93.523
1, 5  acc:   455 /   488 =  93.238
1, 6  acc:   262 /   275 =  95.273
1, 7  acc:   353 /   367 =  96.185
1, 8  acc:  2641 /  2844 =  92.862
1, 9  acc:   204 /   220 =  92.727
1, 10  acc:   237 /   250 =  94.800
1, 11  acc:   135 /   149 =  90.604
1, 12  acc:   412 /   441 =  93.424
1, 13  acc:    43 /    45 =  95.556
1, 14  acc:    58 /    65 =  89.231
1, 15  acc:    63 /    73 =  86.301
1, 16  acc:  4073 /  4371 =  93.182
1, 17  acc:   144 /   154 =  93.506
1, 18  acc:   313 /   339 =  92.330
1, 19  acc:   122 /   138 =  88.406
1, 20  acc:   164 /   178 =  92.135
1, 21  acc:    17 /    18 =  94.444
1, 22  acc:    75 /    80 =  93.750
1, 23  acc:    15 /    20 =  75.000
1, 24  acc:   441 /   491 =  89.817
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:    52 /    58 =  89.655
1, 27  acc:     4 /     4 = 100.000
1, 28  acc:    72 /    74 =  97.297
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    15 /    15 = 100.000
1, 31  acc:     0 /     0 =     nan
1, 32  acc:   778 /   843 =  92.289
1, 33  acc:    42 /    45 =  93.333
1, 34  acc:    38 /    43 =  88.372
1, 35  acc:    13 /    14 =  92.857
1, 36  acc:    27 /    29 =  93.103
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    19 /    19 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   206 /   222 =  92.793
1, 41  acc:     5 /     5 = 100.000
1, 42  acc:     6 /     9 =  66.667
1, 43  acc:    11 /    11 = 100.000
1, 44  acc:    28 /    30 =  93.333
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:     5 /     5 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   262 /   280 =  93.571
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    16 /    21 =  76.190
1, 51  acc:    11 /    12 =  91.667
1, 52  acc:     8 /     8 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    19 /    19 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   214 /   239 =  89.540
1, 57  acc:    16 /    17 =  94.118
1, 58  acc:     9 /    10 =  90.000
1, 59  acc:     5 /     7 =  71.429
1, 60  acc:    14 /    16 =  87.500
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    10 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2715 /  2895 =  93.782
1, 65  acc:   390 /   416 =  93.750
1, 66  acc:   268 /   280 =  95.714
1, 67  acc:    96 /   101 =  95.050
1, 68  acc:   116 /   131 =  88.550
1, 69  acc:    22 /    22 = 100.000
1, 70  acc:    43 /    45 =  95.556
1, 71  acc:    13 /    13 = 100.000
1, 72  acc:    57 /    60 =  95.000
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    12 /    13 =  92.308
1, 77  acc:     1 /     2 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   101 /   105 =  96.190
1, 81  acc:    18 /    23 =  78.261
1, 82  acc:    26 /    27 =  96.296
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     6 /     7 =  85.714
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    18 /    19 =  94.737
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     8 /     8 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     4 =  75.000
1, 93  acc:     3 /     4 =  75.000
1, 94  acc:    55 /    61 =  90.164
1, 95  acc:    15 /    17 =  88.235
1, 96  acc:     6 /     7 =  85.714
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     7 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /    11 =  72.727
1, 101  acc:     1 /     1 = 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:    21 /    21 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    12 /    12 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     7 =  85.714
1, 111  acc:     1 /     2 =  50.000
1, 112  acc:    10 /    11 =  90.909
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:  4242 /  4640 =  91.422
1, 118  acc:  1048 /  1125 =  93.156
1, 119  acc:   278 /   299 =  92.977
1, 120  acc:   297 /   326 =  91.104
1, 121  acc:    77 /    83 =  92.771
1, 122  acc:    35 /    36 =  97.222
1, 123  acc:    10 /    12 =  83.333
1, 124  acc:    14 /    18 =  77.778
1, 125  acc:   260 /   279 =  93.190
1, 126  acc:    71 /    77 =  92.208
1, 127  acc:    12 /    13 =  92.308
1, 128  acc:    22 /    25 =  88.000
1, 129  acc:     8 /     9 =  88.889
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     4 = 100.000
1, 133  acc:   250 /   264 =  94.697
1, 134  acc:    44 /    47 =  93.617
1, 135  acc:    20 /    21 =  95.238
1, 136  acc:    18 /    21 =  85.714
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    50 /    61 =  81.967
1, 142  acc:    11 /    12 =  91.667
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   121 /   128 =  94.531
1, 149  acc:     9 /    11 =  81.818
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:    10 /    16 =  62.500
1, 152  acc:     0 /     0 =     nan
1, 153  acc:     1 /     3 =  33.333
1, 154  acc:    17 /    21 =  80.952
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:    14 /    17 =  82.353
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    13 /    14 =  92.857
1, 165  acc:     4 /     5 =  80.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1808 /  1946 =  92.909
1, 170  acc:   336 /   369 =  91.057
1, 171  acc:   124 /   135 =  91.852
1, 172  acc:   129 /   134 =  96.269
1, 173  acc:    26 /    29 =  89.655
1, 174  acc:     5 /     6 =  83.333
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    19 /    23 =  82.609
1, 177  acc:    50 /    54 =  92.593
1, 178  acc:     5 /     7 =  71.429
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     8 /    10 =  80.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     3 /     4 =  75.000
1, 183  acc:    14 /    14 = 100.000
1, 184  acc:    72 /    82 =  87.805
1, 185  acc:    22 /    24 =  91.667
1, 186  acc:    14 /    15 =  93.333
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    58 /    65 =  89.231
1, 197  acc:     6 /     7 =  85.714
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /    10 =  90.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     6 /     7 =  85.714
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259392 / 269038 =  96.415
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24889 / 25373 =  98.092
0, 1  acc: 30682 / 31282 =  98.082
0, 2  acc:  6054 /  6155 =  98.359
0, 3  acc: 23768 / 24292 =  97.843
0, 4  acc: 10612 / 10829 =  97.996
0, 5  acc:  5413 /  5541 =  97.690
0, 6  acc:  6640 /  6785 =  97.863
0, 7  acc: 11800 / 12016 =  98.202
1, 0  acc:  4360 /  4437 =  98.265
1, 1  acc:  4880 /  4962 =  98.347
1, 2  acc:  2217 /  2265 =  97.881
1, 3  acc:  2400 /  2446 =  98.119
1, 4  acc:  3066 /  3125 =  98.112
1, 5  acc:   978 /  1003 =  97.507
1, 6  acc:  3052 /  3111 =  98.104
1, 7  acc:  4596 /  4682 =  98.163
--------------------------------------
Average acc: 145407 / 148304 =  98.047
Robust  acc:   978 /  1003 =  97.507
--------------------------------------
New max robust acc: 97.50747756729811
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed22.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed22.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 60.635 | Best Acc: 94.620
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10985 / 12092 =  90.845
0, 1  acc: 13090 / 14179 =  92.320
0, 2  acc:  2533 /  3210 =  78.910
0, 3  acc: 11450 / 12101 =  94.620
0, 4  acc:  4584 /  5355 =  85.602
0, 5  acc:  2675 /  2980 =  89.765
0, 6  acc:  2421 /  3335 =  72.594
0, 7  acc:  4489 /  5723 =  78.438
1, 0  acc:  1449 /  2203 =  65.774
1, 1  acc:  1451 /  2270 =  63.921
1, 2  acc:   802 /  1216 =  65.954
1, 3  acc:   764 /  1260 =  60.635
1, 4  acc:  1025 /  1627 =  62.999
1, 5  acc:   336 /   520 =  64.615
1, 6  acc:  1158 /  1537 =  75.342
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 60726 / 71854 =  84.513
Robust  acc:   764 /  1260 =  60.635
------------------------------------
Accuracies by groups:
0, 0  acc: 10985 / 12092 =  90.845
0, 1  acc: 13090 / 14179 =  92.320
0, 2  acc:  2533 /  3210 =  78.910
0, 3  acc: 11450 / 12101 =  94.620
0, 4  acc:  4584 /  5355 =  85.602
0, 5  acc:  2675 /  2980 =  89.765
0, 6  acc:  2421 /  3335 =  72.594
0, 7  acc:  4489 /  5723 =  78.438
1, 0  acc:  1449 /  2203 =  65.774
1, 1  acc:  1451 /  2270 =  63.921
1, 2  acc:   802 /  1216 =  65.954
1, 3  acc:   764 /  1260 =  60.635
1, 4  acc:  1025 /  1627 =  62.999
1, 5  acc:   336 /   520 =  64.615
1, 6  acc:  1158 /  1537 =  75.342
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 60726 / 71854 =  84.513
Robust  acc:   764 /  1260 =  60.635
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10985 / 12092 =  90.845
0, 1  acc: 13090 / 14179 =  92.320
0, 2  acc:  2533 /  3210 =  78.910
0, 3  acc: 11450 / 12101 =  94.620
0, 4  acc:  4584 /  5355 =  85.602
0, 5  acc:  2675 /  2980 =  89.765
0, 6  acc:  2421 /  3335 =  72.594
0, 7  acc:  4489 /  5723 =  78.438
1, 0  acc:  1449 /  2203 =  65.774
1, 1  acc:  1451 /  2270 =  63.921
1, 2  acc:   802 /  1216 =  65.954
1, 3  acc:   764 /  1260 =  60.635
1, 4  acc:  1025 /  1627 =  62.999
1, 5  acc:   336 /   520 =  64.615
1, 6  acc:  1158 /  1537 =  75.342
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 60726 / 71854 =  84.513
Robust  acc:   764 /  1260 =  60.635
------------------------------------

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: 97.806 | Val Loss: 0.000 | Val Acc: 99.050
Training:
Accuracies by groups:
0, 0  acc: 109748 / 111001 =  98.871
0, 1  acc:  9171 /  9288 =  98.740
0, 2  acc: 14742 / 15004 =  98.254
0, 3  acc:  7505 /  7635 =  98.297
0, 4  acc:  2970 /  3084 =  96.304
0, 5  acc:   365 /   383 =  95.300
0, 6  acc:   412 /   426 =  96.714
0, 7  acc:   399 /   412 =  96.845
0, 8  acc: 11415 / 11569 =  98.669
0, 9  acc:   768 /   779 =  98.588
0, 10  acc:   786 /   800 =  98.250
0, 11  acc:   533 /   541 =  98.521
0, 12  acc:   589 /   618 =  95.307
0, 13  acc:    54 /    61 =  88.525
0, 14  acc:    74 /    76 =  97.368
0, 15  acc:    65 /    68 =  95.588
0, 16  acc:  6559 /  6752 =  97.142
0, 17  acc:   234 /   243 =  96.296
0, 18  acc:   702 /   720 =  97.500
0, 19  acc:   202 /   207 =  97.585
0, 20  acc:   143 /   152 =  94.079
0, 21  acc:    18 /    19 =  94.737
0, 22  acc:    66 /    67 =  98.507
0, 23  acc:    13 /    15 =  86.667
0, 24  acc:   873 /   909 =  96.040
0, 25  acc:    45 /    47 =  95.745
0, 26  acc:    89 /    93 =  95.699
0, 27  acc:    29 /    29 = 100.000
0, 28  acc:    48 /    51 =  94.118
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     5 /     7 =  71.429
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2297 /  2329 =  98.626
0, 33  acc:   105 /   108 =  97.222
0, 34  acc:   103 /   103 = 100.000
0, 35  acc:    20 /    21 =  95.238
0, 36  acc:    41 /    44 =  93.182
0, 37  acc:     9 /     9 = 100.000
0, 38  acc:    11 /    14 =  78.571
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   662 /   679 =  97.496
0, 41  acc:    36 /    36 = 100.000
0, 42  acc:    33 /    34 =  97.059
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    23 /    23 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    11 /    11 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   415 /   430 =  96.512
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    31 /    32 =  96.875
0, 51  acc:    22 /    22 = 100.000
0, 52  acc:    11 /    11 = 100.000
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     7 /     8 =  87.500
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   456 /   469 =  97.228
0, 57  acc:    16 /    16 = 100.000
0, 58  acc:    20 /    21 =  95.238
0, 59  acc:    24 /    24 = 100.000
0, 60  acc:    15 /    17 =  88.235
0, 61  acc:     2 /     3 =  66.667
0, 62  acc:    10 /    11 =  90.909
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2983 /  3104 =  96.102
0, 65  acc:   411 /   429 =  95.804
0, 66  acc:   293 /   306 =  95.752
0, 67  acc:   115 /   119 =  96.639
0, 68  acc:    67 /    73 =  91.781
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    34 /    35 =  97.143
0, 71  acc:    19 /    19 = 100.000
0, 72  acc:    77 /    78 =  98.718
0, 73  acc:     6 /     7 =  85.714
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     5 /     6 =  83.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    98 /   102 =  96.078
0, 81  acc:    11 /    13 =  84.615
0, 82  acc:     9 /    10 =  90.000
0, 83  acc:     6 /     6 = 100.000
0, 84  acc:     9 /     9 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    16 /    17 =  94.118
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     5 /     5 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    87 /    88 =  98.864
0, 95  acc:     2 /     2 = 100.000
0, 96  acc:     7 /     8 =  87.500
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    14 /    15 =  93.333
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     4 /     4 = 100.000
0, 101  acc:    14 /    15 =  93.333
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    17 /    19 =  89.474
0, 107  acc:     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:     3 /     3 = 100.000
0, 112  acc:     7 /     8 =  87.500
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7050 /  7272 =  96.947
0, 118  acc:  1602 /  1653 =  96.915
0, 119  acc:   406 /   419 =  96.897
0, 120  acc:   386 /   400 =  96.500
0, 121  acc:    87 /    89 =  97.753
0, 122  acc:    35 /    36 =  97.222
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    24 /    26 =  92.308
0, 125  acc:   453 /   466 =  97.210
0, 126  acc:   114 /   118 =  96.610
0, 127  acc:    44 /    46 =  95.652
0, 128  acc:    44 /    45 =  97.778
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   211 /   226 =  93.363
0, 134  acc:    58 /    62 =  93.548
0, 135  acc:    39 /    39 = 100.000
0, 136  acc:    25 /    26 =  96.154
0, 137  acc:     9 /     9 = 100.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    64 /    67 =  95.522
0, 142  acc:     6 /     6 = 100.000
0, 143  acc:     0 /     0 =     nan
0, 144  acc:    12 /    12 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   119 /   125 =  95.200
0, 149  acc:    19 /    20 =  95.000
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:     6 /    16 =  37.500
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    43 /    46 =  93.478
0, 155  acc:     3 /     3 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    23 /    23 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    17 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1850 /  1933 =  95.706
0, 170  acc:   389 /   414 =  93.961
0, 171  acc:   112 /   117 =  95.726
0, 172  acc:   177 /   188 =  94.149
0, 173  acc:    27 /    27 = 100.000
0, 174  acc:     4 /     6 =  66.667
0, 175  acc:     2 /     3 =  66.667
0, 176  acc:    26 /    32 =  81.250
0, 177  acc:    77 /    79 =  97.468
0, 178  acc:    18 /    18 = 100.000
0, 179  acc:     4 /     4 = 100.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    50 /    52 =  96.154
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:    12 /    12 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    35 /    36 =  97.222
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     7 /     7 = 100.000
0, 196  acc:    50 /    53 =  94.340
0, 197  acc:    14 /    15 =  93.333
0, 198  acc:     6 /     6 = 100.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     6 /     6 = 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 /    22 =  90.909
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     4 /     4 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:    10 /    10 = 100.000
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     3 /     4 =  75.000
0, 212  acc:     4 /     4 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     5 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 30931 / 31918 =  96.908
1, 1  acc:  3299 /  3390 =  97.316
1, 2  acc:  5750 /  5957 =  96.525
1, 3  acc:  2263 /  2359 =  95.930
1, 4  acc:  2726 /  2811 =  96.976
1, 5  acc:   469 /   489 =  95.910
1, 6  acc:   288 /   298 =  96.644
1, 7  acc:   350 /   361 =  96.953
1, 8  acc:  2796 /  2907 =  96.182
1, 9  acc:   184 /   189 =  97.354
1, 10  acc:   266 /   279 =  95.341
1, 11  acc:   136 /   144 =  94.444
1, 12  acc:   404 /   420 =  96.190
1, 13  acc:    72 /    74 =  97.297
1, 14  acc:    62 /    68 =  91.176
1, 15  acc:    78 /    82 =  95.122
1, 16  acc:  4221 /  4396 =  96.019
1, 17  acc:   147 /   152 =  96.711
1, 18  acc:   326 /   341 =  95.601
1, 19  acc:   122 /   127 =  96.063
1, 20  acc:   141 /   148 =  95.270
1, 21  acc:    32 /    32 = 100.000
1, 22  acc:    78 /    83 =  93.976
1, 23  acc:    25 /    27 =  92.593
1, 24  acc:   559 /   584 =  95.719
1, 25  acc:    11 /    12 =  91.667
1, 26  acc:    52 /    54 =  96.296
1, 27  acc:    19 /    19 = 100.000
1, 28  acc:    83 /    91 =  91.209
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    14 /    14 = 100.000
1, 31  acc:     3 /     6 =  50.000
1, 32  acc:   834 /   872 =  95.642
1, 33  acc:    55 /    63 =  87.302
1, 34  acc:    31 /    33 =  93.939
1, 35  acc:    18 /    18 = 100.000
1, 36  acc:    36 /    37 =  97.297
1, 37  acc:     8 /     9 =  88.889
1, 38  acc:    17 /    18 =  94.444
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   218 /   226 =  96.460
1, 41  acc:     8 /     8 = 100.000
1, 42  acc:     7 /    10 =  70.000
1, 43  acc:     8 /     9 =  88.889
1, 44  acc:    10 /    10 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     5 /     6 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   277 /   290 =  95.517
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:    18 /    19 =  94.737
1, 51  acc:     5 /     5 = 100.000
1, 52  acc:     5 /     5 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    15 /    15 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   198 /   211 =  93.839
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:     7 /     7 = 100.000
1, 59  acc:     8 /     9 =  88.889
1, 60  acc:    10 /    13 =  76.923
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    10 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2827 /  2934 =  96.353
1, 65  acc:   370 /   380 =  97.368
1, 66  acc:   245 /   259 =  94.595
1, 67  acc:   100 /   103 =  97.087
1, 68  acc:   106 /   112 =  94.643
1, 69  acc:    23 /    23 = 100.000
1, 70  acc:    38 /    38 = 100.000
1, 71  acc:    19 /    20 =  95.000
1, 72  acc:    33 /    34 =  97.059
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    13 /    13 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    73 /    77 =  94.805
1, 81  acc:    13 /    15 =  86.667
1, 82  acc:    24 /    25 =  96.000
1, 83  acc:     3 /     4 =  75.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    12 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /     6 =  83.333
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:    69 /    71 =  97.183
1, 95  acc:     8 /     8 = 100.000
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    16 /    16 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    10 /    10 = 100.000
1, 101  acc:     1 /     1 = 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:    18 /    19 =  94.737
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     8 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     6 /     6 = 100.000
1, 112  acc:     9 /     9 = 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:  4366 /  4603 =  94.851
1, 118  acc:  1065 /  1105 =  96.380
1, 119  acc:   247 /   255 =  96.863
1, 120  acc:   258 /   273 =  94.505
1, 121  acc:    62 /    67 =  92.537
1, 122  acc:    41 /    43 =  95.349
1, 123  acc:     7 /     9 =  77.778
1, 124  acc:    12 /    14 =  85.714
1, 125  acc:   281 /   295 =  95.254
1, 126  acc:    62 /    64 =  96.875
1, 127  acc:    14 /    16 =  87.500
1, 128  acc:    29 /    33 =  87.879
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   225 /   235 =  95.745
1, 134  acc:    48 /    51 =  94.118
1, 135  acc:    22 /    23 =  95.652
1, 136  acc:    20 /    21 =  95.238
1, 137  acc:     2 /     3 =  66.667
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    62 /    65 =  95.385
1, 142  acc:    12 /    13 =  92.308
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:    86 /    93 =  92.473
1, 149  acc:     9 /     9 = 100.000
1, 150  acc:     4 /     4 = 100.000
1, 151  acc:    12 /    16 =  75.000
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    26 /    26 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     6 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    22 /    22 = 100.000
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    13 /    14 =  92.857
1, 165  acc:     1 /     1 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1865 /  1951 =  95.592
1, 170  acc:   388 /   406 =  95.567
1, 171  acc:   158 /   162 =  97.531
1, 172  acc:   119 /   124 =  95.968
1, 173  acc:    21 /    23 =  91.304
1, 174  acc:     6 /     7 =  85.714
1, 175  acc:    10 /    10 = 100.000
1, 176  acc:    16 /    22 =  72.727
1, 177  acc:    47 /    48 =  97.917
1, 178  acc:     4 /     5 =  80.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     0 /     0 =     nan
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     8 /     9 =  88.889
1, 184  acc:    64 /    66 =  96.970
1, 185  acc:    16 /    17 =  94.118
1, 186  acc:    12 /    13 =  92.308
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    45 /    49 =  91.837
1, 197  acc:     7 /     7 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    12 =  91.667
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     6 /     8 =  75.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     4 /     4 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     3 /     3 = 100.000
1, 219  acc:     1 /     1 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263134 / 269038 =  97.806
Robust  acc:     6 /    16 =  37.500
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25152 / 25373 =  99.129
0, 1  acc: 31005 / 31282 =  99.115
0, 2  acc:  6101 /  6155 =  99.123
0, 3  acc: 24092 / 24292 =  99.177
0, 4  acc: 10713 / 10829 =  98.929
0, 5  acc:  5485 /  5541 =  98.989
0, 6  acc:  6719 /  6785 =  99.027
0, 7  acc: 11911 / 12016 =  99.126
1, 0  acc:  4395 /  4437 =  99.053
1, 1  acc:  4923 /  4962 =  99.214
1, 2  acc:  2245 /  2265 =  99.117
1, 3  acc:  2422 /  2446 =  99.019
1, 4  acc:  3091 /  3125 =  98.912
1, 5  acc:   994 /  1003 =  99.103
1, 6  acc:  3085 /  3111 =  99.164
1, 7  acc:  4639 /  4682 =  99.082
--------------------------------------
Average acc: 146972 / 148304 =  99.102
Robust  acc:  3091 /  3125 =  98.912
--------------------------------------
New max robust acc: 98.912
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed22.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed22.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: 54.206 | Best Acc: 95.414
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11205 / 12092 =  92.665
0, 1  acc: 13355 / 14179 =  94.189
0, 2  acc:  2754 /  3210 =  85.794
0, 3  acc: 11546 / 12101 =  95.414
0, 4  acc:  4750 /  5355 =  88.702
0, 5  acc:  2744 /  2980 =  92.081
0, 6  acc:  2693 /  3335 =  80.750
0, 7  acc:  4666 /  5723 =  81.531
1, 0  acc:  1336 /  2203 =  60.645
1, 1  acc:  1346 /  2270 =  59.295
1, 2  acc:   682 /  1216 =  56.086
1, 3  acc:   683 /  1260 =  54.206
1, 4  acc:   937 /  1627 =  57.591
1, 5  acc:   297 /   520 =  57.115
1, 6  acc:  1022 /  1537 =  66.493
1, 7  acc:  1453 /  2246 =  64.693
------------------------------------
Average acc: 61469 / 71854 =  85.547
Robust  acc:   683 /  1260 =  54.206
------------------------------------
Accuracies by groups:
0, 0  acc: 11205 / 12092 =  92.665
0, 1  acc: 13355 / 14179 =  94.189
0, 2  acc:  2754 /  3210 =  85.794
0, 3  acc: 11546 / 12101 =  95.414
0, 4  acc:  4750 /  5355 =  88.702
0, 5  acc:  2744 /  2980 =  92.081
0, 6  acc:  2693 /  3335 =  80.750
0, 7  acc:  4666 /  5723 =  81.531
1, 0  acc:  1336 /  2203 =  60.645
1, 1  acc:  1346 /  2270 =  59.295
1, 2  acc:   682 /  1216 =  56.086
1, 3  acc:   683 /  1260 =  54.206
1, 4  acc:   937 /  1627 =  57.591
1, 5  acc:   297 /   520 =  57.115
1, 6  acc:  1022 /  1537 =  66.493
1, 7  acc:  1453 /  2246 =  64.693
------------------------------------
Average acc: 61469 / 71854 =  85.547
Robust  acc:   683 /  1260 =  54.206
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11205 / 12092 =  92.665
0, 1  acc: 13355 / 14179 =  94.189
0, 2  acc:  2754 /  3210 =  85.794
0, 3  acc: 11546 / 12101 =  95.414
0, 4  acc:  4750 /  5355 =  88.702
0, 5  acc:  2744 /  2980 =  92.081
0, 6  acc:  2693 /  3335 =  80.750
0, 7  acc:  4666 /  5723 =  81.531
1, 0  acc:  1336 /  2203 =  60.645
1, 1  acc:  1346 /  2270 =  59.295
1, 2  acc:   682 /  1216 =  56.086
1, 3  acc:   683 /  1260 =  54.206
1, 4  acc:   937 /  1627 =  57.591
1, 5  acc:   297 /   520 =  57.115
1, 6  acc:  1022 /  1537 =  66.493
1, 7  acc:  1453 /  2246 =  64.693
------------------------------------
Average acc: 61469 / 71854 =  85.547
Robust  acc:   683 /  1260 =  54.206
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   5 | Train Loss: 0.004 | Train Acc: 98.581 | Val Loss: 0.000 | Val Acc: 99.424
Training:
Accuracies by groups:
0, 0  acc: 110429 / 111249 =  99.263
0, 1  acc:  9257 /  9337 =  99.143
0, 2  acc: 14751 / 14888 =  99.080
0, 3  acc:  7420 /  7505 =  98.867
0, 4  acc:  3031 /  3110 =  97.460
0, 5  acc:   364 /   380 =  95.789
0, 6  acc:   398 /   406 =  98.030
0, 7  acc:   418 /   433 =  96.536
0, 8  acc: 11463 / 11561 =  99.152
0, 9  acc:   786 /   794 =  98.992
0, 10  acc:   794 /   799 =  99.374
0, 11  acc:   576 /   582 =  98.969
0, 12  acc:   564 /   581 =  97.074
0, 13  acc:    74 /    74 = 100.000
0, 14  acc:    82 /    85 =  96.471
0, 15  acc:    55 /    56 =  98.214
0, 16  acc:  6627 /  6780 =  97.743
0, 17  acc:   219 /   223 =  98.206
0, 18  acc:   694 /   706 =  98.300
0, 19  acc:   255 /   260 =  98.077
0, 20  acc:   134 /   146 =  91.781
0, 21  acc:    15 /    15 = 100.000
0, 22  acc:    58 /    59 =  98.305
0, 23  acc:    15 /    17 =  88.235
0, 24  acc:   853 /   875 =  97.486
0, 25  acc:    45 /    45 = 100.000
0, 26  acc:    75 /    75 = 100.000
0, 27  acc:    32 /    32 = 100.000
0, 28  acc:    45 /    46 =  97.826
0, 29  acc:     4 /     5 =  80.000
0, 30  acc:    17 /    18 =  94.444
0, 31  acc:    10 /    11 =  90.909
0, 32  acc:  2417 /  2441 =  99.017
0, 33  acc:   124 /   126 =  98.413
0, 34  acc:   110 /   110 = 100.000
0, 35  acc:    30 /    30 = 100.000
0, 36  acc:    40 /    41 =  97.561
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    20 /    20 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   723 /   729 =  99.177
0, 41  acc:    22 /    22 = 100.000
0, 42  acc:    30 /    31 =  96.774
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    24 /    24 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   429 /   441 =  97.279
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    18 /    18 = 100.000
0, 51  acc:    17 /    17 = 100.000
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     9 /     9 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   442 /   451 =  98.004
0, 57  acc:     9 /    10 =  90.000
0, 58  acc:    25 /    26 =  96.154
0, 59  acc:    20 /    20 = 100.000
0, 60  acc:    24 /    28 =  85.714
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2999 /  3094 =  96.930
0, 65  acc:   443 /   456 =  97.149
0, 66  acc:   266 /   275 =  96.727
0, 67  acc:   126 /   126 = 100.000
0, 68  acc:    72 /    74 =  97.297
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    22 /    23 =  95.652
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    65 /    65 = 100.000
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:    10 /    11 =  90.909
0, 75  acc:    15 /    16 =  93.750
0, 76  acc:     8 /     8 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    86 /    90 =  95.556
0, 81  acc:    16 /    19 =  84.211
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     4 /     4 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     6 /     6 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    70 /    72 =  97.222
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    18 /    19 =  94.737
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    18 /    19 =  94.737
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     4 /     5 =  80.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    21 /    23 =  91.304
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     5 /     6 =  83.333
0, 111  acc:     3 /     3 = 100.000
0, 112  acc:     9 /     9 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7097 /  7236 =  98.079
0, 118  acc:  1555 /  1592 =  97.676
0, 119  acc:   423 /   435 =  97.241
0, 120  acc:   399 /   406 =  98.276
0, 121  acc:    69 /    76 =  90.789
0, 122  acc:    36 /    37 =  97.297
0, 123  acc:     5 /     6 =  83.333
0, 124  acc:    23 /    23 = 100.000
0, 125  acc:   443 /   453 =  97.792
0, 126  acc:   109 /   114 =  95.614
0, 127  acc:    29 /    31 =  93.548
0, 128  acc:    44 /    45 =  97.778
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   227 /   231 =  98.268
0, 134  acc:    46 /    50 =  92.000
0, 135  acc:    24 /    25 =  96.000
0, 136  acc:    22 /    22 = 100.000
0, 137  acc:     4 /     5 =  80.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    65 /    67 =  97.015
0, 142  acc:    15 /    15 = 100.000
0, 143  acc:     8 /     8 = 100.000
0, 144  acc:    12 /    12 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   132 /   133 =  99.248
0, 149  acc:    11 /    11 = 100.000
0, 150  acc:     5 /     5 = 100.000
0, 151  acc:     7 /    10 =  70.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    41 /    43 =  95.349
0, 155  acc:     3 /     5 =  60.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    24 /    27 =  88.889
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    16 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1857 /  1920 =  96.719
0, 170  acc:   419 /   436 =  96.101
0, 171  acc:   113 /   116 =  97.414
0, 172  acc:   214 /   221 =  96.833
0, 173  acc:    29 /    30 =  96.667
0, 174  acc:     8 /     9 =  88.889
0, 175  acc:     8 /     8 = 100.000
0, 176  acc:    19 /    19 = 100.000
0, 177  acc:    74 /    75 =  98.667
0, 178  acc:     9 /     9 = 100.000
0, 179  acc:     5 /     6 =  83.333
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    56 /    58 =  96.552
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:    12 /    12 = 100.000
0, 187  acc:     7 /     9 =  77.778
0, 188  acc:     2 /     3 =  66.667
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    31 =  96.774
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    40 /    42 =  95.238
0, 197  acc:    15 /    15 = 100.000
0, 198  acc:     6 /     6 = 100.000
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     7 /     8 =  87.500
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    14 /    16 =  87.500
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     3 /     3 = 100.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     7 /     7 = 100.000
0, 214  acc:     4 /     4 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     4 /     4 = 100.000
0, 221  acc:     5 /     5 = 100.000
1, 0  acc: 31112 / 31706 =  98.127
1, 1  acc:  3264 /  3330 =  98.018
1, 2  acc:  5704 /  5830 =  97.839
1, 3  acc:  2559 /  2616 =  97.821
1, 4  acc:  2694 /  2760 =  97.609
1, 5  acc:   445 /   455 =  97.802
1, 6  acc:   293 /   303 =  96.700
1, 7  acc:   301 /   311 =  96.785
1, 8  acc:  2755 /  2814 =  97.903
1, 9  acc:   184 /   190 =  96.842
1, 10  acc:   266 /   272 =  97.794
1, 11  acc:   148 /   153 =  96.732
1, 12  acc:   408 /   417 =  97.842
1, 13  acc:    60 /    61 =  98.361
1, 14  acc:    69 /    70 =  98.571
1, 15  acc:    74 /    77 =  96.104
1, 16  acc:  4298 /  4435 =  96.911
1, 17  acc:   153 /   156 =  98.077
1, 18  acc:   329 /   341 =  96.481
1, 19  acc:   123 /   128 =  96.094
1, 20  acc:   180 /   188 =  95.745
1, 21  acc:    22 /    22 = 100.000
1, 22  acc:    74 /    77 =  96.104
1, 23  acc:    15 /    16 =  93.750
1, 24  acc:   532 /   549 =  96.903
1, 25  acc:    11 /    11 = 100.000
1, 26  acc:    65 /    67 =  97.015
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    84 /    85 =  98.824
1, 29  acc:     3 /     3 = 100.000
1, 30  acc:    18 /    18 = 100.000
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:   862 /   889 =  96.963
1, 33  acc:    38 /    38 = 100.000
1, 34  acc:    34 /    36 =  94.444
1, 35  acc:    12 /    12 = 100.000
1, 36  acc:    30 /    30 = 100.000
1, 37  acc:     1 /     1 = 100.000
1, 38  acc:    13 /    14 =  92.857
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   249 /   253 =  98.419
1, 41  acc:     6 /     6 = 100.000
1, 42  acc:     6 /     6 = 100.000
1, 43  acc:    15 /    15 = 100.000
1, 44  acc:    19 /    19 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     3 /     4 =  75.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   275 /   285 =  96.491
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    20 /    22 =  90.909
1, 51  acc:    11 /    11 = 100.000
1, 52  acc:    11 /    11 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    22 /    22 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   211 /   221 =  95.475
1, 57  acc:     8 /     9 =  88.889
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:     7 /     7 = 100.000
1, 60  acc:    20 /    20 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    10 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2973 /  3034 =  97.989
1, 65  acc:   412 /   424 =  97.170
1, 66  acc:   248 /   253 =  98.024
1, 67  acc:   112 /   114 =  98.246
1, 68  acc:   135 /   141 =  95.745
1, 69  acc:    24 /    25 =  96.000
1, 70  acc:    42 /    43 =  97.674
1, 71  acc:    15 /    15 = 100.000
1, 72  acc:    56 /    57 =  98.246
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     5 /     5 = 100.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    14 /    14 = 100.000
1, 77  acc:     6 /     6 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    79 /    83 =  95.181
1, 81  acc:     9 /    13 =  69.231
1, 82  acc:    27 /    27 = 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:    12 /    12 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    17 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    85 /    87 =  97.701
1, 95  acc:     6 /     6 = 100.000
1, 96  acc:     3 /     3 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     7 /     7 = 100.000
1, 101  acc:     1 /     1 = 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:    12 /    12 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     7 /     7 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:     9 /     9 = 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:  4463 /  4598 =  97.064
1, 118  acc:  1103 /  1134 =  97.266
1, 119  acc:   266 /   277 =  96.029
1, 120  acc:   262 /   270 =  97.037
1, 121  acc:    71 /    74 =  95.946
1, 122  acc:    43 /    45 =  95.556
1, 123  acc:    16 /    16 = 100.000
1, 124  acc:    27 /    27 = 100.000
1, 125  acc:   278 /   287 =  96.864
1, 126  acc:    56 /    57 =  98.246
1, 127  acc:    19 /    20 =  95.000
1, 128  acc:    19 /    19 = 100.000
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     4 =  75.000
1, 133  acc:   252 /   259 =  97.297
1, 134  acc:    43 /    43 = 100.000
1, 135  acc:    17 /    17 = 100.000
1, 136  acc:    23 /    23 = 100.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    64 /    66 =  96.970
1, 142  acc:     5 /     5 = 100.000
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   115 /   122 =  94.262
1, 149  acc:     9 /     9 = 100.000
1, 150  acc:     4 /     4 = 100.000
1, 151  acc:     7 /     8 =  87.500
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    21 /    22 =  95.455
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     6 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    13 /    13 = 100.000
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    17 /    17 = 100.000
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1876 /  1928 =  97.303
1, 170  acc:   389 /   397 =  97.985
1, 171  acc:   147 /   148 =  99.324
1, 172  acc:   116 /   118 =  98.305
1, 173  acc:    46 /    46 = 100.000
1, 174  acc:     9 /    10 =  90.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    33 /    35 =  94.286
1, 177  acc:    46 /    47 =  97.872
1, 178  acc:     7 /     7 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    12 /    12 = 100.000
1, 184  acc:    67 /    69 =  97.101
1, 185  acc:    22 /    23 =  95.652
1, 186  acc:     3 /     3 = 100.000
1, 187  acc:    15 /    15 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    50 /    54 =  92.593
1, 197  acc:     8 /     8 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /     9 =  77.778
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:     5 /     6 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265221 / 269038 =  98.581
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25236 / 25373 =  99.460
0, 1  acc: 31099 / 31282 =  99.415
0, 2  acc:  6125 /  6155 =  99.513
0, 3  acc: 24175 / 24292 =  99.518
0, 4  acc: 10763 / 10829 =  99.391
0, 5  acc:  5507 /  5541 =  99.386
0, 6  acc:  6748 /  6785 =  99.455
0, 7  acc: 11959 / 12016 =  99.526
1, 0  acc:  4411 /  4437 =  99.414
1, 1  acc:  4929 /  4962 =  99.335
1, 2  acc:  2246 /  2265 =  99.161
1, 3  acc:  2428 /  2446 =  99.264
1, 4  acc:  3105 /  3125 =  99.360
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3089 /  3111 =  99.293
1, 7  acc:  4651 /  4682 =  99.338
--------------------------------------
Average acc: 147469 / 148304 =  99.437
Robust  acc:  2246 /  2265 =  99.161
--------------------------------------
New max robust acc: 99.16114790286976
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed22.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed22.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: 47.944 | Best Acc: 96.447
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11491 / 12092 =  95.030
0, 1  acc: 13570 / 14179 =  95.705
0, 2  acc:  2928 /  3210 =  91.215
0, 3  acc: 11671 / 12101 =  96.447
0, 4  acc:  4877 /  5355 =  91.074
0, 5  acc:  2788 /  2980 =  93.557
0, 6  acc:  2892 /  3335 =  86.717
0, 7  acc:  5099 /  5723 =  89.097
1, 0  acc:  1193 /  2203 =  54.153
1, 1  acc:  1212 /  2270 =  53.392
1, 2  acc:   583 /  1216 =  47.944
1, 3  acc:   638 /  1260 =  50.635
1, 4  acc:   830 /  1627 =  51.014
1, 5  acc:   268 /   520 =  51.538
1, 6  acc:   875 /  1537 =  56.929
1, 7  acc:  1197 /  2246 =  53.295
------------------------------------
Average acc: 62112 / 71854 =  86.442
Robust  acc:   583 /  1216 =  47.944
------------------------------------
Accuracies by groups:
0, 0  acc: 11491 / 12092 =  95.030
0, 1  acc: 13570 / 14179 =  95.705
0, 2  acc:  2928 /  3210 =  91.215
0, 3  acc: 11671 / 12101 =  96.447
0, 4  acc:  4877 /  5355 =  91.074
0, 5  acc:  2788 /  2980 =  93.557
0, 6  acc:  2892 /  3335 =  86.717
0, 7  acc:  5099 /  5723 =  89.097
1, 0  acc:  1193 /  2203 =  54.153
1, 1  acc:  1212 /  2270 =  53.392
1, 2  acc:   583 /  1216 =  47.944
1, 3  acc:   638 /  1260 =  50.635
1, 4  acc:   830 /  1627 =  51.014
1, 5  acc:   268 /   520 =  51.538
1, 6  acc:   875 /  1537 =  56.929
1, 7  acc:  1197 /  2246 =  53.295
------------------------------------
Average acc: 62112 / 71854 =  86.442
Robust  acc:   583 /  1216 =  47.944
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11491 / 12092 =  95.030
0, 1  acc: 13570 / 14179 =  95.705
0, 2  acc:  2928 /  3210 =  91.215
0, 3  acc: 11671 / 12101 =  96.447
0, 4  acc:  4877 /  5355 =  91.074
0, 5  acc:  2788 /  2980 =  93.557
0, 6  acc:  2892 /  3335 =  86.717
0, 7  acc:  5099 /  5723 =  89.097
1, 0  acc:  1193 /  2203 =  54.153
1, 1  acc:  1212 /  2270 =  53.392
1, 2  acc:   583 /  1216 =  47.944
1, 3  acc:   638 /  1260 =  50.635
1, 4  acc:   830 /  1627 =  51.014
1, 5  acc:   268 /   520 =  51.538
1, 6  acc:   875 /  1537 =  56.929
1, 7  acc:  1197 /  2246 =  53.295
------------------------------------
Average acc: 62112 / 71854 =  86.442
Robust  acc:   583 /  1216 =  47.944
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed22.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed22.pt
