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_seed12.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: 12
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=12-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed12.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.6894, 0.1972],
        [0.0697, 0.0438]])
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: 0.018 | Train Acc: 87.626 | Val Loss: 0.000 | Val Acc: 90.847
Training:
Accuracies by groups:
0, 0  acc: 109868 / 114878 =  95.639
0, 1  acc:  8686 /  9226 =  94.147
0, 2  acc: 14081 / 15158 =  92.895
0, 3  acc:  7233 /  7721 =  93.680
0, 4  acc:  2490 /  3108 =  80.116
0, 5  acc:   237 /   357 =  66.387
0, 6  acc:   352 /   420 =  83.810
0, 7  acc:   312 /   383 =  81.462
0, 8  acc: 11432 / 11976 =  95.458
0, 9  acc:   769 /   822 =  93.552
0, 10  acc:   838 /   885 =  94.689
0, 11  acc:   529 /   559 =  94.633
0, 12  acc:   489 /   599 =  81.636
0, 13  acc:    53 /    65 =  81.538
0, 14  acc:    89 /   103 =  86.408
0, 15  acc:    32 /    43 =  74.419
0, 16  acc:  6101 /  6993 =  87.244
0, 17  acc:   210 /   236 =  88.983
0, 18  acc:   622 /   698 =  89.112
0, 19  acc:   187 /   209 =  89.474
0, 20  acc:   109 /   155 =  70.323
0, 21  acc:    15 /    21 =  71.429
0, 22  acc:    31 /    44 =  70.455
0, 23  acc:     8 /    15 =  53.333
0, 24  acc:   769 /   915 =  84.044
0, 25  acc:    39 /    42 =  92.857
0, 26  acc:    71 /    76 =  93.421
0, 27  acc:    34 /    38 =  89.474
0, 28  acc:    36 /    46 =  78.261
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:     2 /     6 =  33.333
0, 31  acc:     2 /     2 = 100.000
0, 32  acc:  2230 /  2376 =  93.855
0, 33  acc:    91 /    96 =  94.792
0, 34  acc:    85 /    96 =  88.542
0, 35  acc:    38 /    39 =  97.436
0, 36  acc:    42 /    49 =  85.714
0, 37  acc:     4 /     6 =  66.667
0, 38  acc:    10 /    13 =  76.923
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   655 /   693 =  94.517
0, 41  acc:    37 /    37 = 100.000
0, 42  acc:    28 /    32 =  87.500
0, 43  acc:    33 /    34 =  97.059
0, 44  acc:    18 /    23 =  78.261
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    13 /    15 =  86.667
0, 47  acc:     3 /     4 =  75.000
0, 48  acc:   339 /   403 =  84.119
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    26 /    29 =  89.655
0, 51  acc:    15 /    16 =  93.750
0, 52  acc:     6 /     7 =  85.714
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     7 =  57.143
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   395 /   429 =  92.075
0, 57  acc:    14 /    15 =  93.333
0, 58  acc:    20 /    26 =  76.923
0, 59  acc:    25 /    25 = 100.000
0, 60  acc:    14 /    20 =  70.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     7 /    10 =  70.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2534 /  3106 =  81.584
0, 65  acc:   316 /   414 =  76.329
0, 66  acc:   233 /   289 =  80.623
0, 67  acc:   115 /   141 =  81.560
0, 68  acc:    55 /    72 =  76.389
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    28 /    32 =  87.500
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    68 /    76 =  89.474
0, 73  acc:     5 /     6 =  83.333
0, 74  acc:    17 /    17 = 100.000
0, 75  acc:    11 /    12 =  91.667
0, 76  acc:     4 /     7 =  57.143
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     2 =  50.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    76 /    93 =  81.720
0, 81  acc:     8 /    10 =  80.000
0, 82  acc:    15 /    17 =  88.235
0, 83  acc:    10 /    14 =  71.429
0, 84  acc:     5 /     7 =  71.429
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    12 /    17 =  70.588
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     9 =  77.778
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    62 /    74 =  83.784
0, 95  acc:     5 /     6 =  83.333
0, 96  acc:     2 /     5 =  40.000
0, 97  acc:     3 /     3 = 100.000
0, 98  acc:     9 /    11 =  81.818
0, 99  acc:     8 /     9 =  88.889
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     7 /     8 =  87.500
0, 102  acc:     5 /     5 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    15 /    18 =  83.333
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     8 =  25.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     6 =  83.333
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6263 /  7185 =  87.168
0, 118  acc:  1374 /  1634 =  84.088
0, 119  acc:   394 /   445 =  88.539
0, 120  acc:   361 /   417 =  86.571
0, 121  acc:    59 /    77 =  76.623
0, 122  acc:    26 /    34 =  76.471
0, 123  acc:     7 /     9 =  77.778
0, 124  acc:    17 /    20 =  85.000
0, 125  acc:   385 /   427 =  90.164
0, 126  acc:    96 /   116 =  82.759
0, 127  acc:    26 /    29 =  89.655
0, 128  acc:    37 /    42 =  88.095
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     6 /     7 =  85.714
0, 131  acc:     3 /     4 =  75.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   163 /   228 =  71.491
0, 134  acc:    30 /    47 =  63.830
0, 135  acc:    22 /    26 =  84.615
0, 136  acc:    19 /    21 =  90.476
0, 137  acc:     6 /    10 =  60.000
0, 138  acc:     0 /     2 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    61 =  70.492
0, 142  acc:     9 /    12 =  75.000
0, 143  acc:     1 /     2 =  50.000
0, 144  acc:     5 /     8 =  62.500
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   145 /   161 =  90.062
0, 149  acc:    12 /    16 =  75.000
0, 150  acc:     5 /     9 =  55.556
0, 151  acc:     5 /    16 =  31.250
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    27 /    36 =  75.000
0, 155  acc:     2 /     6 =  33.333
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    19 /    26 =  73.077
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    15 =  86.667
0, 165  acc:     0 /     1 =   0.000
0, 166  acc:     3 /     6 =  50.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1445 /  1881 =  76.821
0, 170  acc:   291 /   397 =  73.300
0, 171  acc:   125 /   164 =  76.220
0, 172  acc:   149 /   189 =  78.836
0, 173  acc:    23 /    27 =  85.185
0, 174  acc:     3 /     4 =  75.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    15 /    17 =  88.235
0, 177  acc:    55 /    69 =  79.710
0, 178  acc:     8 /     8 = 100.000
0, 179  acc:     6 /     6 = 100.000
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     3 /     4 =  75.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    49 /    61 =  80.328
0, 185  acc:     3 /     5 =  60.000
0, 186  acc:     3 /     5 =  60.000
0, 187  acc:     5 /    11 =  45.455
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     6 /     7 =  85.714
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    25 /    35 =  71.429
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    31 /    48 =  64.583
0, 197  acc:     9 /    12 =  75.000
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     3 /     5 =  60.000
0, 200  acc:     8 /     8 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    29 /    31 =  93.548
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     4 =   0.000
0, 214  acc:     1 /     3 =  33.333
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     8 =  75.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     8 /     8 = 100.000
1, 0  acc: 22757 / 29800 =  76.366
1, 1  acc:  2524 /  3358 =  75.164
1, 2  acc:  3874 /  5548 =  69.827
1, 3  acc:  1508 /  2265 =  66.578
1, 4  acc:  1871 /  2596 =  72.072
1, 5  acc:   344 /   445 =  77.303
1, 6  acc:   191 /   261 =  73.180
1, 7  acc:   232 /   328 =  70.732
1, 8  acc:  1792 /  2777 =  64.530
1, 9  acc:   145 /   210 =  69.048
1, 10  acc:   182 /   267 =  68.165
1, 11  acc:    56 /   112 =  50.000
1, 12  acc:   305 /   411 =  74.209
1, 13  acc:    40 /    57 =  70.175
1, 14  acc:    30 /    59 =  50.847
1, 15  acc:    36 /    68 =  52.941
1, 16  acc:  2745 /  4123 =  66.578
1, 17  acc:   109 /   151 =  72.185
1, 18  acc:   212 /   317 =  66.877
1, 19  acc:    67 /   104 =  64.423
1, 20  acc:   111 /   141 =  78.723
1, 21  acc:    14 /    16 =  87.500
1, 22  acc:    51 /    67 =  76.119
1, 23  acc:    26 /    31 =  83.871
1, 24  acc:   354 /   553 =  64.014
1, 25  acc:     7 /    10 =  70.000
1, 26  acc:    42 /    60 =  70.000
1, 27  acc:     2 /     5 =  40.000
1, 28  acc:    74 /    98 =  75.510
1, 29  acc:     5 /     6 =  83.333
1, 30  acc:     8 /    12 =  66.667
1, 31  acc:     2 /     3 =  66.667
1, 32  acc:   513 /   813 =  63.100
1, 33  acc:    19 /    31 =  61.290
1, 34  acc:    24 /    36 =  66.667
1, 35  acc:    10 /    13 =  76.923
1, 36  acc:    17 /    20 =  85.000
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    12 /    19 =  63.158
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   137 /   206 =  66.505
1, 41  acc:     5 /     6 =  83.333
1, 42  acc:     0 /     6 =   0.000
1, 43  acc:     9 /    15 =  60.000
1, 44  acc:     7 /    14 =  50.000
1, 45  acc:     0 /     4 =   0.000
1, 46  acc:     3 /     6 =  50.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   149 /   265 =  56.226
1, 49  acc:     3 /     6 =  50.000
1, 50  acc:    13 /    21 =  61.905
1, 51  acc:    12 /    13 =  92.308
1, 52  acc:     5 /     6 =  83.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    11 /    23 =  47.826
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   138 /   208 =  66.346
1, 57  acc:     5 /     7 =  71.429
1, 58  acc:     6 /     9 =  66.667
1, 59  acc:     4 /     7 =  57.143
1, 60  acc:    11 /    18 =  61.111
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    15 =  66.667
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  1973 /  2747 =  71.824
1, 65  acc:   280 /   410 =  68.293
1, 66  acc:   152 /   230 =  66.087
1, 67  acc:    61 /    89 =  68.539
1, 68  acc:   102 /   124 =  82.258
1, 69  acc:    18 /    20 =  90.000
1, 70  acc:    30 /    38 =  78.947
1, 71  acc:    13 /    14 =  92.857
1, 72  acc:    48 /    60 =  80.000
1, 73  acc:     2 /     3 =  66.667
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:     8 /    14 =  57.143
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:    65 /   100 =  65.000
1, 81  acc:     9 /    15 =  60.000
1, 82  acc:    24 /    32 =  75.000
1, 83  acc:     3 /     7 =  42.857
1, 84  acc:     3 /     5 =  60.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     6 /     8 =  75.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     2 /     8 =  25.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     3 =   0.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    47 /    69 =  68.116
1, 95  acc:     3 /     8 =  37.500
1, 96  acc:     2 /     2 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /    10 =  80.000
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:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     5 /     9 =  55.556
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    14 =  92.857
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     2 /     4 =  50.000
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:  2885 /  4384 =  65.807
1, 118  acc:   689 /  1034 =  66.634
1, 119  acc:   186 /   269 =  69.145
1, 120  acc:   177 /   282 =  62.766
1, 121  acc:    51 /    73 =  69.863
1, 122  acc:    32 /    42 =  76.190
1, 123  acc:     3 /    14 =  21.429
1, 124  acc:    12 /    21 =  57.143
1, 125  acc:   147 /   251 =  58.566
1, 126  acc:    42 /    67 =  62.687
1, 127  acc:     5 /    11 =  45.455
1, 128  acc:    10 /    22 =  45.455
1, 129  acc:    15 /    16 =  93.750
1, 130  acc:     3 /     6 =  50.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /     7 =   0.000
1, 133  acc:   156 /   238 =  65.546
1, 134  acc:    26 /    38 =  68.421
1, 135  acc:    14 /    22 =  63.636
1, 136  acc:    12 /    19 =  63.158
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     0 /     2 =   0.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    35 /    64 =  54.688
1, 142  acc:     6 /     8 =  75.000
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     2 /     3 =  66.667
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     2 =   0.000
1, 148  acc:    50 /   102 =  49.020
1, 149  acc:     3 /     6 =  50.000
1, 150  acc:     3 /     3 = 100.000
1, 151  acc:     3 /    12 =  25.000
1, 152  acc:     3 /     7 =  42.857
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    10 /    15 =  66.667
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /    10 =  60.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    17 =  82.353
1, 160  acc:     0 /     3 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     3 =  66.667
1, 164  acc:     6 /    13 =  46.154
1, 165  acc:     2 /     4 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1223 /  1782 =  68.631
1, 170  acc:   261 /   368 =  70.924
1, 171  acc:    74 /   107 =  69.159
1, 172  acc:    71 /   110 =  64.545
1, 173  acc:    19 /    29 =  65.517
1, 174  acc:     2 /     5 =  40.000
1, 175  acc:     1 /     5 =  20.000
1, 176  acc:    15 /    33 =  45.455
1, 177  acc:    28 /    47 =  59.574
1, 178  acc:     2 /     6 =  33.333
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     3 /     5 =  60.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:     4 /     7 =  57.143
1, 184  acc:    44 /    63 =  69.841
1, 185  acc:    14 /    22 =  63.636
1, 186  acc:     9 /    12 =  75.000
1, 187  acc:     4 /     5 =  80.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     0 /     0 =     nan
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     3 /     3 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    20 /    43 =  46.512
1, 197  acc:     3 /     7 =  42.857
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:     1 /     8 =  12.500
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    14 =  78.571
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     3 /     4 =  75.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 235747 / 269038 =  87.626
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 22987 / 25373 =  90.596
0, 1  acc: 28331 / 31282 =  90.566
0, 2  acc:  5611 /  6155 =  91.162
0, 3  acc: 22101 / 24292 =  90.981
0, 4  acc:  9845 / 10829 =  90.913
0, 5  acc:  5030 /  5541 =  90.778
0, 6  acc:  6151 /  6785 =  90.656
0, 7  acc: 10906 / 12016 =  90.762
1, 0  acc:  4045 /  4437 =  91.165
1, 1  acc:  4507 /  4962 =  90.830
1, 2  acc:  2036 /  2265 =  89.890
1, 3  acc:  2249 /  2446 =  91.946
1, 4  acc:  2872 /  3125 =  91.904
1, 5  acc:   912 /  1003 =  90.927
1, 6  acc:  2828 /  3111 =  90.903
1, 7  acc:  4257 /  4682 =  90.923
--------------------------------------
Average acc: 134668 / 148304 =  90.805
Robust  acc:  2036 /  2265 =  89.890
--------------------------------------
New max robust acc: 89.88962472406182
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed12.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed12.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 64.858 | Best Acc: 91.331
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10485 / 12092 =  86.710
0, 1  acc: 12489 / 14179 =  88.081
0, 2  acc:  2104 /  3210 =  65.545
0, 3  acc: 11052 / 12101 =  91.331
0, 4  acc:  4111 /  5355 =  76.769
0, 5  acc:  2531 /  2980 =  84.933
0, 6  acc:  2163 /  3335 =  64.858
0, 7  acc:  4129 /  5723 =  72.147
1, 0  acc:  1717 /  2203 =  77.939
1, 1  acc:  1735 /  2270 =  76.432
1, 2  acc:   999 /  1216 =  82.155
1, 3  acc:   932 /  1260 =  73.968
1, 4  acc:  1248 /  1627 =  76.706
1, 5  acc:   403 /   520 =  77.500
1, 6  acc:  1291 /  1537 =  83.995
1, 7  acc:  1749 /  2246 =  77.872
------------------------------------
Average acc: 59138 / 71854 =  82.303
Robust  acc:  2163 /  3335 =  64.858
------------------------------------
Accuracies by groups:
0, 0  acc: 10485 / 12092 =  86.710
0, 1  acc: 12489 / 14179 =  88.081
0, 2  acc:  2104 /  3210 =  65.545
0, 3  acc: 11052 / 12101 =  91.331
0, 4  acc:  4111 /  5355 =  76.769
0, 5  acc:  2531 /  2980 =  84.933
0, 6  acc:  2163 /  3335 =  64.858
0, 7  acc:  4129 /  5723 =  72.147
1, 0  acc:  1717 /  2203 =  77.939
1, 1  acc:  1735 /  2270 =  76.432
1, 2  acc:   999 /  1216 =  82.155
1, 3  acc:   932 /  1260 =  73.968
1, 4  acc:  1248 /  1627 =  76.706
1, 5  acc:   403 /   520 =  77.500
1, 6  acc:  1291 /  1537 =  83.995
1, 7  acc:  1749 /  2246 =  77.872
------------------------------------
Average acc: 59138 / 71854 =  82.303
Robust  acc:  2163 /  3335 =  64.858
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10485 / 12092 =  86.710
0, 1  acc: 12489 / 14179 =  88.081
0, 2  acc:  2104 /  3210 =  65.545
0, 3  acc: 11052 / 12101 =  91.331
0, 4  acc:  4111 /  5355 =  76.769
0, 5  acc:  2531 /  2980 =  84.933
0, 6  acc:  2163 /  3335 =  64.858
0, 7  acc:  4129 /  5723 =  72.147
1, 0  acc:  1717 /  2203 =  77.939
1, 1  acc:  1735 /  2270 =  76.432
1, 2  acc:   999 /  1216 =  82.155
1, 3  acc:   932 /  1260 =  73.968
1, 4  acc:  1248 /  1627 =  76.706
1, 5  acc:   403 /   520 =  77.500
1, 6  acc:  1291 /  1537 =  83.995
1, 7  acc:  1749 /  2246 =  77.872
------------------------------------
Average acc: 59138 / 71854 =  82.303
Robust  acc:  2163 /  3335 =  64.858
------------------------------------

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: 93.352 | Val Loss: 0.000 | Val Acc: 96.415
Training:
Accuracies by groups:
0, 0  acc: 111768 / 114813 =  97.348
0, 1  acc:  8906 /  9240 =  96.385
0, 2  acc: 14442 / 15080 =  95.769
0, 3  acc:  7389 /  7689 =  96.098
0, 4  acc:  2752 /  3106 =  88.603
0, 5  acc:   267 /   334 =  79.940
0, 6  acc:   341 /   381 =  89.501
0, 7  acc:   353 /   396 =  89.141
0, 8  acc: 11556 / 11929 =  96.873
0, 9  acc:   762 /   804 =  94.776
0, 10  acc:   800 /   835 =  95.808
0, 11  acc:   535 /   555 =  96.396
0, 12  acc:   498 /   565 =  88.142
0, 13  acc:    69 /    77 =  89.610
0, 14  acc:    84 /    89 =  94.382
0, 15  acc:    48 /    55 =  87.273
0, 16  acc:  6271 /  6830 =  91.816
0, 17  acc:   204 /   231 =  88.312
0, 18  acc:   626 /   668 =  93.713
0, 19  acc:   205 /   222 =  92.342
0, 20  acc:   109 /   133 =  81.955
0, 21  acc:    15 /    15 = 100.000
0, 22  acc:    53 /    61 =  86.885
0, 23  acc:     9 /    14 =  64.286
0, 24  acc:   884 /   961 =  91.988
0, 25  acc:    40 /    44 =  90.909
0, 26  acc:    84 /    90 =  93.333
0, 27  acc:    29 /    30 =  96.667
0, 28  acc:    32 /    39 =  82.051
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     7 /    12 =  58.333
0, 31  acc:     6 /     7 =  85.714
0, 32  acc:  2378 /  2463 =  96.549
0, 33  acc:   113 /   118 =  95.763
0, 34  acc:    97 /   104 =  93.269
0, 35  acc:    30 /    30 = 100.000
0, 36  acc:    44 /    45 =  97.778
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    23 /    28 =  82.143
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   703 /   721 =  97.503
0, 41  acc:    27 /    29 =  93.103
0, 42  acc:    24 /    25 =  96.000
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    20 /    21 =  95.238
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    12 /    15 =  80.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   436 /   476 =  91.597
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    20 /    21 =  95.238
0, 51  acc:    20 /    21 =  95.238
0, 52  acc:    11 /    11 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   422 /   447 =  94.407
0, 57  acc:    16 /    16 = 100.000
0, 58  acc:    19 /    24 =  79.167
0, 59  acc:    20 /    21 =  95.238
0, 60  acc:    20 /    22 =  90.909
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     4 /     6 =  66.667
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2672 /  3026 =  88.301
0, 65  acc:   393 /   439 =  89.522
0, 66  acc:   259 /   293 =  88.396
0, 67  acc:   146 /   163 =  89.571
0, 68  acc:    67 /    76 =  88.158
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    32 /    36 =  88.889
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    82 /    82 = 100.000
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    16 /    16 = 100.000
0, 76  acc:     6 /     8 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    89 /   109 =  81.651
0, 81  acc:     5 /     6 =  83.333
0, 82  acc:    11 /    12 =  91.667
0, 83  acc:     8 /    10 =  80.000
0, 84  acc:     6 /     8 =  75.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     8 /     8 = 100.000
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:    10 /    11 =  90.909
0, 89  acc:     1 /     2 =  50.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    81 /    89 =  91.011
0, 95  acc:     4 /     5 =  80.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     9 /    15 =  60.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     6 /     7 =  85.714
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    23 /    25 =  92.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     4 /     4 = 100.000
0, 110  acc:     1 /     6 =  16.667
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     4 /     6 =  66.667
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:  6592 /  7156 =  92.119
0, 118  acc:  1493 /  1664 =  89.724
0, 119  acc:   392 /   431 =  90.951
0, 120  acc:   386 /   420 =  91.905
0, 121  acc:    62 /    78 =  79.487
0, 122  acc:    32 /    38 =  84.211
0, 123  acc:     6 /     8 =  75.000
0, 124  acc:    26 /    30 =  86.667
0, 125  acc:   463 /   495 =  93.535
0, 126  acc:   126 /   142 =  88.732
0, 127  acc:    28 /    31 =  90.323
0, 128  acc:    40 /    45 =  88.889
0, 129  acc:    10 /    10 = 100.000
0, 130  acc:     7 /     8 =  87.500
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   167 /   197 =  84.772
0, 134  acc:    47 /    63 =  74.603
0, 135  acc:    24 /    27 =  88.889
0, 136  acc:    18 /    21 =  85.714
0, 137  acc:     8 /    10 =  80.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    55 =  81.818
0, 142  acc:     9 /    11 =  81.818
0, 143  acc:     1 /     2 =  50.000
0, 144  acc:     7 /    10 =  70.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   148 /   154 =  96.104
0, 149  acc:    17 /    21 =  80.952
0, 150  acc:     6 /     7 =  85.714
0, 151  acc:    15 /    20 =  75.000
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    39 /    42 =  92.857
0, 155  acc:     5 /     8 =  62.500
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     3 /     3 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    21 /    24 =  87.500
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 /    20 =  85.000
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1610 /  1881 =  85.593
0, 170  acc:   297 /   369 =  80.488
0, 171  acc:   109 /   127 =  85.827
0, 172  acc:   149 /   174 =  85.632
0, 173  acc:    28 /    31 =  90.323
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:     2 /     4 =  50.000
0, 176  acc:     8 /    15 =  53.333
0, 177  acc:    76 /    82 =  92.683
0, 178  acc:     9 /     9 = 100.000
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:     3 /     4 =  75.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    39 /    46 =  84.783
0, 185  acc:     6 /     7 =  85.714
0, 186  acc:     9 /    10 =  90.000
0, 187  acc:     5 /     7 =  71.429
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    29 =  79.310
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    39 /    43 =  90.698
0, 197  acc:     9 /    10 =  90.000
0, 198  acc:     3 /     4 =  75.000
0, 199  acc:     5 /     8 =  62.500
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    19 /    20 =  95.000
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:     5 /     5 = 100.000
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     3 /     4 =  75.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     9 =  77.778
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 26958 / 30258 =  89.094
1, 1  acc:  2777 /  3139 =  88.468
1, 2  acc:  4734 /  5509 =  85.932
1, 3  acc:  1902 /  2292 =  82.984
1, 4  acc:  2179 /  2523 =  86.365
1, 5  acc:   389 /   452 =  86.062
1, 6  acc:   245 /   282 =  86.879
1, 7  acc:   253 /   294 =  86.054
1, 8  acc:  2249 /  2696 =  83.420
1, 9  acc:   156 /   187 =  83.422
1, 10  acc:   191 /   232 =  82.328
1, 11  acc:    87 /   115 =  75.652
1, 12  acc:   363 /   438 =  82.877
1, 13  acc:    48 /    57 =  84.211
1, 14  acc:    52 /    66 =  78.788
1, 15  acc:    50 /    65 =  76.923
1, 16  acc:  3522 /  4195 =  83.957
1, 17  acc:   134 /   148 =  90.541
1, 18  acc:   280 /   328 =  85.366
1, 19  acc:   100 /   128 =  78.125
1, 20  acc:   135 /   152 =  88.816
1, 21  acc:    23 /    23 = 100.000
1, 22  acc:    68 /    80 =  85.000
1, 23  acc:    21 /    23 =  91.304
1, 24  acc:   424 /   533 =  79.550
1, 25  acc:    11 /    14 =  78.571
1, 26  acc:    39 /    46 =  84.783
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:    78 /    80 =  97.500
1, 29  acc:     2 /     3 =  66.667
1, 30  acc:    10 /    10 = 100.000
1, 31  acc:     3 /     5 =  60.000
1, 32  acc:   705 /   836 =  84.330
1, 33  acc:    30 /    40 =  75.000
1, 34  acc:    29 /    37 =  78.378
1, 35  acc:    12 /    17 =  70.588
1, 36  acc:    22 /    27 =  81.481
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    14 /    14 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   156 /   198 =  78.788
1, 41  acc:     6 /     6 = 100.000
1, 42  acc:     9 /    13 =  69.231
1, 43  acc:     4 /     5 =  80.000
1, 44  acc:    14 /    17 =  82.353
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     3 /     4 =  75.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   218 /   264 =  82.576
1, 49  acc:     7 /     9 =  77.778
1, 50  acc:    15 /    20 =  75.000
1, 51  acc:    13 /    16 =  81.250
1, 52  acc:     9 /    11 =  81.818
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    12 /    14 =  85.714
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   178 /   221 =  80.543
1, 57  acc:     8 /     8 = 100.000
1, 58  acc:     7 /     7 = 100.000
1, 59  acc:     0 /     2 =   0.000
1, 60  acc:    15 /    15 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2438 /  2811 =  86.731
1, 65  acc:   336 /   400 =  84.000
1, 66  acc:   189 /   227 =  83.260
1, 67  acc:    77 /    96 =  80.208
1, 68  acc:    98 /   121 =  80.992
1, 69  acc:    21 /    22 =  95.455
1, 70  acc:    32 /    38 =  84.211
1, 71  acc:    12 /    16 =  75.000
1, 72  acc:    53 /    59 =  89.831
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     0 /     3 =   0.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:     5 /     6 =  83.333
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    70 /    91 =  76.923
1, 81  acc:     4 /     8 =  50.000
1, 82  acc:    16 /    18 =  88.889
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    16 /    17 =  94.118
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /     8 =  62.500
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    66 /    85 =  77.647
1, 95  acc:     5 /     8 =  62.500
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    13 =  92.308
1, 101  acc:     3 /     3 = 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:    11 /    16 =  68.750
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     5 /     6 =  83.333
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     9 /    10 =  90.000
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:  3444 /  4218 =  81.650
1, 118  acc:   891 /  1053 =  84.615
1, 119  acc:   207 /   253 =  81.818
1, 120  acc:   248 /   294 =  84.354
1, 121  acc:    75 /    80 =  93.750
1, 122  acc:    26 /    35 =  74.286
1, 123  acc:     5 /     6 =  83.333
1, 124  acc:    16 /    18 =  88.889
1, 125  acc:   227 /   283 =  80.212
1, 126  acc:    73 /    86 =  84.884
1, 127  acc:    11 /    13 =  84.615
1, 128  acc:    15 /    22 =  68.182
1, 129  acc:     4 /     4 = 100.000
1, 130  acc:     1 /     1 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     8 =  75.000
1, 133  acc:   185 /   230 =  80.435
1, 134  acc:    32 /    41 =  78.049
1, 135  acc:    18 /    22 =  81.818
1, 136  acc:    13 /    18 =  72.222
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    50 /    68 =  73.529
1, 142  acc:    12 /    15 =  80.000
1, 143  acc:     4 /     5 =  80.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:    65 /    96 =  67.708
1, 149  acc:     6 /     8 =  75.000
1, 150  acc:     6 /     7 =  85.714
1, 151  acc:     2 /     5 =  40.000
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    15 /    21 =  71.429
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     7 =  85.714
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    16 =  93.750
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    16 /    22 =  72.727
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1565 /  1877 =  83.378
1, 170  acc:   317 /   373 =  84.987
1, 171  acc:   129 /   152 =  84.868
1, 172  acc:   121 /   145 =  83.448
1, 173  acc:    26 /    34 =  76.471
1, 174  acc:     3 /     4 =  75.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    14 /    18 =  77.778
1, 177  acc:    46 /    50 =  92.000
1, 178  acc:     7 /     9 =  77.778
1, 179  acc:     0 /     1 =   0.000
1, 180  acc:     1 /     5 =  20.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     2 /     3 =  66.667
1, 183  acc:     9 /    11 =  81.818
1, 184  acc:    64 /    75 =  85.333
1, 185  acc:    21 /    25 =  84.000
1, 186  acc:     4 /     6 =  66.667
1, 187  acc:     7 /     9 =  77.778
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     0 /     3 =   0.000
1, 190  acc:     3 /     3 = 100.000
1, 191  acc:     1 /     1 = 100.000
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    47 /    61 =  77.049
1, 197  acc:     7 /     8 =  87.500
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:     3 /     7 =  42.857
1, 205  acc:     3 /     4 =  75.000
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:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     5 /     6 =  83.333
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: 251152 / 269038 =  93.352
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24492 / 25373 =  96.528
0, 1  acc: 30216 / 31282 =  96.592
0, 2  acc:  5927 /  6155 =  96.296
0, 3  acc: 23419 / 24292 =  96.406
0, 4  acc: 10453 / 10829 =  96.528
0, 5  acc:  5316 /  5541 =  95.939
0, 6  acc:  6520 /  6785 =  96.094
0, 7  acc: 11565 / 12016 =  96.247
1, 0  acc:  4265 /  4437 =  96.124
1, 1  acc:  4793 /  4962 =  96.594
1, 2  acc:  2169 /  2265 =  95.762
1, 3  acc:  2356 /  2446 =  96.321
1, 4  acc:  3021 /  3125 =  96.672
1, 5  acc:   974 /  1003 =  97.109
1, 6  acc:  3000 /  3111 =  96.432
1, 7  acc:  4518 /  4682 =  96.497
--------------------------------------
Average acc: 143004 / 148304 =  96.426
Robust  acc:  2169 /  2265 =  95.762
--------------------------------------
New max robust acc: 95.76158940397352
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed12.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed12.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: 56.746 | Best Acc: 94.744
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11181 / 12092 =  92.466
0, 1  acc: 13175 / 14179 =  92.919
0, 2  acc:  2601 /  3210 =  81.028
0, 3  acc: 11465 / 12101 =  94.744
0, 4  acc:  4686 /  5355 =  87.507
0, 5  acc:  2712 /  2980 =  91.007
0, 6  acc:  2720 /  3335 =  81.559
0, 7  acc:  4806 /  5723 =  83.977
1, 0  acc:  1403 /  2203 =  63.686
1, 1  acc:  1406 /  2270 =  61.938
1, 2  acc:   797 /  1216 =  65.543
1, 3  acc:   715 /  1260 =  56.746
1, 4  acc:   977 /  1627 =  60.049
1, 5  acc:   307 /   520 =  59.038
1, 6  acc:  1001 /  1537 =  65.127
1, 7  acc:  1387 /  2246 =  61.754
------------------------------------
Average acc: 61339 / 71854 =  85.366
Robust  acc:   715 /  1260 =  56.746
------------------------------------
Accuracies by groups:
0, 0  acc: 11181 / 12092 =  92.466
0, 1  acc: 13175 / 14179 =  92.919
0, 2  acc:  2601 /  3210 =  81.028
0, 3  acc: 11465 / 12101 =  94.744
0, 4  acc:  4686 /  5355 =  87.507
0, 5  acc:  2712 /  2980 =  91.007
0, 6  acc:  2720 /  3335 =  81.559
0, 7  acc:  4806 /  5723 =  83.977
1, 0  acc:  1403 /  2203 =  63.686
1, 1  acc:  1406 /  2270 =  61.938
1, 2  acc:   797 /  1216 =  65.543
1, 3  acc:   715 /  1260 =  56.746
1, 4  acc:   977 /  1627 =  60.049
1, 5  acc:   307 /   520 =  59.038
1, 6  acc:  1001 /  1537 =  65.127
1, 7  acc:  1387 /  2246 =  61.754
------------------------------------
Average acc: 61339 / 71854 =  85.366
Robust  acc:   715 /  1260 =  56.746
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11181 / 12092 =  92.466
0, 1  acc: 13175 / 14179 =  92.919
0, 2  acc:  2601 /  3210 =  81.028
0, 3  acc: 11465 / 12101 =  94.744
0, 4  acc:  4686 /  5355 =  87.507
0, 5  acc:  2712 /  2980 =  91.007
0, 6  acc:  2720 /  3335 =  81.559
0, 7  acc:  4806 /  5723 =  83.977
1, 0  acc:  1403 /  2203 =  63.686
1, 1  acc:  1406 /  2270 =  61.938
1, 2  acc:   797 /  1216 =  65.543
1, 3  acc:   715 /  1260 =  56.746
1, 4  acc:   977 /  1627 =  60.049
1, 5  acc:   307 /   520 =  59.038
1, 6  acc:  1001 /  1537 =  65.127
1, 7  acc:  1387 /  2246 =  61.754
------------------------------------
Average acc: 61339 / 71854 =  85.366
Robust  acc:   715 /  1260 =  56.746
------------------------------------

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: 96.368 | Val Loss: 0.000 | Val Acc: 97.564
Training:
Accuracies by groups:
0, 0  acc: 113227 / 115058 =  98.409
0, 1  acc:  9241 /  9470 =  97.582
0, 2  acc: 14438 / 14841 =  97.285
0, 3  acc:  7432 /  7651 =  97.138
0, 4  acc:  2724 /  2925 =  93.128
0, 5  acc:   334 /   367 =  91.008
0, 6  acc:   354 /   372 =  95.161
0, 7  acc:   359 /   387 =  92.765
0, 8  acc: 11748 / 11982 =  98.047
0, 9  acc:   790 /   811 =  97.411
0, 10  acc:   832 /   855 =  97.310
0, 11  acc:   536 /   547 =  97.989
0, 12  acc:   554 /   593 =  93.423
0, 13  acc:    63 /    69 =  91.304
0, 14  acc:    73 /    78 =  93.590
0, 15  acc:    55 /    68 =  80.882
0, 16  acc:  6357 /  6664 =  95.393
0, 17  acc:   217 /   226 =  96.018
0, 18  acc:   610 /   634 =  96.215
0, 19  acc:   199 /   210 =  94.762
0, 20  acc:   123 /   144 =  85.417
0, 21  acc:    19 /    20 =  95.000
0, 22  acc:    67 /    73 =  91.781
0, 23  acc:     5 /    11 =  45.455
0, 24  acc:   867 /   912 =  95.066
0, 25  acc:    41 /    45 =  91.111
0, 26  acc:    71 /    73 =  97.260
0, 27  acc:    29 /    29 = 100.000
0, 28  acc:    52 /    53 =  98.113
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     2 /     5 =  40.000
0, 31  acc:     1 /     2 =  50.000
0, 32  acc:  2380 /  2436 =  97.701
0, 33  acc:   104 /   108 =  96.296
0, 34  acc:   111 /   111 = 100.000
0, 35  acc:    25 /    26 =  96.154
0, 36  acc:    37 /    39 =  94.872
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    22 /    22 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   678 /   695 =  97.554
0, 41  acc:    24 /    24 = 100.000
0, 42  acc:    22 /    22 = 100.000
0, 43  acc:    36 /    37 =  97.297
0, 44  acc:    30 /    32 =  93.750
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   464 /   482 =  96.266
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    18 /    20 =  90.000
0, 52  acc:     2 /     2 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   440 /   465 =  94.624
0, 57  acc:     8 /     8 = 100.000
0, 58  acc:    21 /    26 =  80.769
0, 59  acc:    26 /    28 =  92.857
0, 60  acc:    23 /    24 =  95.833
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:    10 /    10 = 100.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2795 /  2996 =  93.291
0, 65  acc:   406 /   432 =  93.981
0, 66  acc:   255 /   274 =  93.066
0, 67  acc:   138 /   150 =  92.000
0, 68  acc:    56 /    64 =  87.500
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    31 /    34 =  91.176
0, 71  acc:    21 /    22 =  95.455
0, 72  acc:    86 /    87 =  98.851
0, 73  acc:    10 /    10 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    15 /    16 =  93.750
0, 76  acc:     2 /     2 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   110 /   114 =  96.491
0, 81  acc:     8 /    11 =  72.727
0, 82  acc:    14 /    14 = 100.000
0, 83  acc:    12 /    13 =  92.308
0, 84  acc:     4 /     5 =  80.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     3 /     3 = 100.000
0, 88  acc:     9 /    11 =  81.818
0, 89  acc:     4 /     4 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    66 /    75 =  88.000
0, 95  acc:     5 /     6 =  83.333
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    23 /    24 =  95.833
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    20 /    22 =  90.909
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     4 /     4 = 100.000
0, 110  acc:     4 /     5 =  80.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     3 /     3 = 100.000
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:  6936 /  7283 =  95.235
0, 118  acc:  1558 /  1622 =  96.054
0, 119  acc:   386 /   407 =  94.840
0, 120  acc:   395 /   424 =  93.160
0, 121  acc:    58 /    71 =  81.690
0, 122  acc:    29 /    30 =  96.667
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    25 /    27 =  92.593
0, 125  acc:   381 /   406 =  93.842
0, 126  acc:   136 /   145 =  93.793
0, 127  acc:    37 /    37 = 100.000
0, 128  acc:    34 /    34 = 100.000
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     6 /     6 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   190 /   207 =  91.787
0, 134  acc:    49 /    54 =  90.741
0, 135  acc:    25 /    25 = 100.000
0, 136  acc:    23 /    25 =  92.000
0, 137  acc:     8 /     9 =  88.889
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    65 /    71 =  91.549
0, 142  acc:    12 /    13 =  92.308
0, 143  acc:     4 /     5 =  80.000
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   127 /   135 =  94.074
0, 149  acc:    22 /    22 = 100.000
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:    15 /    19 =  78.947
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    44 /    46 =  95.652
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    36 /    37 =  97.297
0, 160  acc:     1 /     1 = 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:    19 /    20 =  95.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1724 /  1875 =  91.947
0, 170  acc:   395 /   423 =  93.381
0, 171  acc:   148 /   157 =  94.268
0, 172  acc:   145 /   157 =  92.357
0, 173  acc:    22 /    24 =  91.667
0, 174  acc:     5 /     7 =  71.429
0, 175  acc:     1 /     1 = 100.000
0, 176  acc:    18 /    22 =  81.818
0, 177  acc:    94 /    96 =  97.917
0, 178  acc:    13 /    14 =  92.857
0, 179  acc:     6 /     6 = 100.000
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    58 /    61 =  95.082
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     8 /     9 =  88.889
0, 187  acc:     6 /     7 =  85.714
0, 188  acc:     3 /     4 =  75.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    31 =  93.548
0, 192  acc:     2 /     3 =  66.667
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     5 =  60.000
0, 196  acc:    41 /    45 =  91.111
0, 197  acc:     9 /    10 =  90.000
0, 198  acc:     6 /     8 =  75.000
0, 199  acc:    12 /    12 = 100.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    17 /    18 =  94.444
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     3 /     4 =  75.000
0, 209  acc:     8 /     8 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     3 /     4 =  75.000
0, 214  acc:     2 /     3 =  66.667
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /     9 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 28480 / 30181 =  94.364
1, 1  acc:  2892 /  3098 =  93.351
1, 2  acc:  5115 /  5503 =  92.949
1, 3  acc:  2140 /  2333 =  91.727
1, 4  acc:  2465 /  2642 =  93.301
1, 5  acc:   430 /   470 =  91.489
1, 6  acc:   261 /   281 =  92.883
1, 7  acc:   303 /   332 =  91.265
1, 8  acc:  2515 /  2715 =  92.634
1, 9  acc:   162 /   179 =  90.503
1, 10  acc:   239 /   255 =  93.725
1, 11  acc:    97 /   112 =  86.607
1, 12  acc:   404 /   428 =  94.393
1, 13  acc:    66 /    72 =  91.667
1, 14  acc:    67 /    74 =  90.541
1, 15  acc:    56 /    63 =  88.889
1, 16  acc:  3867 /  4196 =  92.159
1, 17  acc:   160 /   167 =  95.808
1, 18  acc:   302 /   332 =  90.964
1, 19  acc:   116 /   127 =  91.339
1, 20  acc:   134 /   143 =  93.706
1, 21  acc:    22 /    22 = 100.000
1, 22  acc:    64 /    69 =  92.754
1, 23  acc:    23 /    25 =  92.000
1, 24  acc:   449 /   504 =  89.087
1, 25  acc:    15 /    17 =  88.235
1, 26  acc:    51 /    53 =  96.226
1, 27  acc:     9 /     9 = 100.000
1, 28  acc:    90 /    90 = 100.000
1, 29  acc:     1 /     1 = 100.000
1, 30  acc:    17 /    18 =  94.444
1, 31  acc:     2 /     3 =  66.667
1, 32  acc:   718 /   779 =  92.169
1, 33  acc:    44 /    48 =  91.667
1, 34  acc:    34 /    36 =  94.444
1, 35  acc:    21 /    22 =  95.455
1, 36  acc:    28 /    30 =  93.333
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    13 /    14 =  92.857
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   194 /   211 =  91.943
1, 41  acc:     4 /     4 = 100.000
1, 42  acc:     3 /     3 = 100.000
1, 43  acc:    12 /    15 =  80.000
1, 44  acc:    14 /    15 =  93.333
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   264 /   283 =  93.286
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:    20 /    26 =  76.923
1, 51  acc:    11 /    11 = 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:   203 /   237 =  85.654
1, 57  acc:    13 /    15 =  86.667
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:     2 /     4 =  50.000
1, 60  acc:    18 /    18 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     3 /     3 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2579 /  2758 =  93.510
1, 65  acc:   372 /   397 =  93.703
1, 66  acc:   216 /   238 =  90.756
1, 67  acc:    96 /   107 =  89.720
1, 68  acc:   127 /   134 =  94.776
1, 69  acc:    19 /    19 = 100.000
1, 70  acc:    37 /    38 =  97.368
1, 71  acc:    11 /    13 =  84.615
1, 72  acc:    64 /    65 =  98.462
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    16 /    18 =  88.889
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   131 /   137 =  95.620
1, 81  acc:     6 /     9 =  66.667
1, 82  acc:    13 /    17 =  76.471
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    15 /    15 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    15 /    16 =  93.750
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:     1 /     1 = 100.000
1, 94  acc:    63 /    74 =  85.135
1, 95  acc:    12 /    13 =  92.308
1, 96  acc:    11 /    11 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /     8 = 100.000
1, 101  acc:     0 /     0 =     nan
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 /     9 =  88.889
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     5 /     5 = 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:     3 /     4 =  75.000
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:  3869 /  4271 =  90.588
1, 118  acc:  1001 /  1067 =  93.814
1, 119  acc:   263 /   279 =  94.265
1, 120  acc:   262 /   295 =  88.814
1, 121  acc:    81 /    86 =  94.186
1, 122  acc:    36 /    40 =  90.000
1, 123  acc:     9 /    10 =  90.000
1, 124  acc:    23 /    23 = 100.000
1, 125  acc:   257 /   275 =  93.455
1, 126  acc:    80 /    82 =  97.561
1, 127  acc:     7 /    11 =  63.636
1, 128  acc:    20 /    23 =  86.957
1, 129  acc:     8 /     9 =  88.889
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     5 = 100.000
1, 133  acc:   239 /   257 =  92.996
1, 134  acc:    43 /    47 =  91.489
1, 135  acc:    15 /    16 =  93.750
1, 136  acc:    19 /    19 = 100.000
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     1 /     2 =  50.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    60 /    63 =  95.238
1, 142  acc:     5 /     6 =  83.333
1, 143  acc:     2 /     2 = 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 /     2 = 100.000
1, 148  acc:    78 /    91 =  85.714
1, 149  acc:    11 /    13 =  84.615
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     4 /     9 =  44.444
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    21 /    21 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     4 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    17 /    18 =  94.444
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    17 /    17 = 100.000
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1721 /  1871 =  91.983
1, 170  acc:   307 /   339 =  90.560
1, 171  acc:   129 /   137 =  94.161
1, 172  acc:   100 /   110 =  90.909
1, 173  acc:    27 /    30 =  90.000
1, 174  acc:     2 /     4 =  50.000
1, 175  acc:     4 /     5 =  80.000
1, 176  acc:    23 /    29 =  79.310
1, 177  acc:    48 /    52 =  92.308
1, 178  acc:     9 /    10 =  90.000
1, 179  acc:     1 /     4 =  25.000
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     1 /     1 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:     7 /     8 =  87.500
1, 184  acc:    54 /    62 =  87.097
1, 185  acc:    18 /    19 =  94.737
1, 186  acc:    11 /    11 = 100.000
1, 187  acc:     8 /     8 = 100.000
1, 188  acc:     1 /     2 =  50.000
1, 189  acc:     3 /     4 =  75.000
1, 190  acc:     0 /     1 =   0.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    40 /    46 =  86.957
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     3 /     5 =  60.000
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /     9 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     5 /     6 =  83.333
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     3 /     3 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259267 / 269038 =  96.368
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24779 / 25373 =  97.659
0, 1  acc: 30555 / 31282 =  97.676
0, 2  acc:  6018 /  6155 =  97.774
0, 3  acc: 23723 / 24292 =  97.658
0, 4  acc: 10577 / 10829 =  97.673
0, 5  acc:  5408 /  5541 =  97.600
0, 6  acc:  6637 /  6785 =  97.819
0, 7  acc: 11714 / 12016 =  97.487
1, 0  acc:  4322 /  4437 =  97.408
1, 1  acc:  4820 /  4962 =  97.138
1, 2  acc:  2211 /  2265 =  97.616
1, 3  acc:  2381 /  2446 =  97.343
1, 4  acc:  3048 /  3125 =  97.536
1, 5  acc:   974 /  1003 =  97.109
1, 6  acc:  3031 /  3111 =  97.428
1, 7  acc:  4578 /  4682 =  97.779
--------------------------------------
Average acc: 144776 / 148304 =  97.621
Robust  acc:   974 /  1003 =  97.109
--------------------------------------
New max robust acc: 97.10867397806581
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed12.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed12.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: 60.971 | Best Acc: 93.670
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10799 / 12092 =  89.307
0, 1  acc: 12878 / 14179 =  90.824
0, 2  acc:  2479 /  3210 =  77.227
0, 3  acc: 11335 / 12101 =  93.670
0, 4  acc:  4644 /  5355 =  86.723
0, 5  acc:  2667 /  2980 =  89.497
0, 6  acc:  2509 /  3335 =  75.232
0, 7  acc:  4408 /  5723 =  77.023
1, 0  acc:  1554 /  2203 =  70.540
1, 1  acc:  1562 /  2270 =  68.811
1, 2  acc:   851 /  1216 =  69.984
1, 3  acc:   802 /  1260 =  63.651
1, 4  acc:   992 /  1627 =  60.971
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1133 /  1537 =  73.715
1, 7  acc:  1639 /  2246 =  72.974
------------------------------------
Average acc: 60592 / 71854 =  84.327
Robust  acc:   992 /  1627 =  60.971
------------------------------------
Accuracies by groups:
0, 0  acc: 10799 / 12092 =  89.307
0, 1  acc: 12878 / 14179 =  90.824
0, 2  acc:  2479 /  3210 =  77.227
0, 3  acc: 11335 / 12101 =  93.670
0, 4  acc:  4644 /  5355 =  86.723
0, 5  acc:  2667 /  2980 =  89.497
0, 6  acc:  2509 /  3335 =  75.232
0, 7  acc:  4408 /  5723 =  77.023
1, 0  acc:  1554 /  2203 =  70.540
1, 1  acc:  1562 /  2270 =  68.811
1, 2  acc:   851 /  1216 =  69.984
1, 3  acc:   802 /  1260 =  63.651
1, 4  acc:   992 /  1627 =  60.971
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1133 /  1537 =  73.715
1, 7  acc:  1639 /  2246 =  72.974
------------------------------------
Average acc: 60592 / 71854 =  84.327
Robust  acc:   992 /  1627 =  60.971
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10799 / 12092 =  89.307
0, 1  acc: 12878 / 14179 =  90.824
0, 2  acc:  2479 /  3210 =  77.227
0, 3  acc: 11335 / 12101 =  93.670
0, 4  acc:  4644 /  5355 =  86.723
0, 5  acc:  2667 /  2980 =  89.497
0, 6  acc:  2509 /  3335 =  75.232
0, 7  acc:  4408 /  5723 =  77.023
1, 0  acc:  1554 /  2203 =  70.540
1, 1  acc:  1562 /  2270 =  68.811
1, 2  acc:   851 /  1216 =  69.984
1, 3  acc:   802 /  1260 =  63.651
1, 4  acc:   992 /  1627 =  60.971
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1133 /  1537 =  73.715
1, 7  acc:  1639 /  2246 =  72.974
------------------------------------
Average acc: 60592 / 71854 =  84.327
Robust  acc:   992 /  1627 =  60.971
------------------------------------

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: 97.788 | Val Loss: 0.000 | Val Acc: 98.891
Training:
Accuracies by groups:
0, 0  acc: 113797 / 115006 =  98.949
0, 1  acc:  9394 /  9526 =  98.614
0, 2  acc: 14881 / 15127 =  98.374
0, 3  acc:  7593 /  7719 =  98.368
0, 4  acc:  2879 /  3002 =  95.903
0, 5  acc:   368 /   382 =  96.335
0, 6  acc:   384 /   400 =  96.000
0, 7  acc:   375 /   391 =  95.908
0, 8  acc: 11809 / 11965 =  98.696
0, 9  acc:   814 /   831 =  97.954
0, 10  acc:   798 /   809 =  98.640
0, 11  acc:   586 /   601 =  97.504
0, 12  acc:   543 /   566 =  95.936
0, 13  acc:    71 /    74 =  95.946
0, 14  acc:    87 /    93 =  93.548
0, 15  acc:    61 /    64 =  95.312
0, 16  acc:  6420 /  6649 =  96.556
0, 17  acc:   244 /   251 =  97.211
0, 18  acc:   678 /   695 =  97.554
0, 19  acc:   189 /   197 =  95.939
0, 20  acc:   136 /   148 =  91.892
0, 21  acc:    19 /    19 = 100.000
0, 22  acc:    60 /    65 =  92.308
0, 23  acc:    10 /    13 =  76.923
0, 24  acc:   833 /   865 =  96.301
0, 25  acc:    43 /    43 = 100.000
0, 26  acc:    78 /    80 =  97.500
0, 27  acc:    27 /    28 =  96.429
0, 28  acc:    39 /    45 =  86.667
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     6 /     6 = 100.000
0, 31  acc:     7 /     9 =  77.778
0, 32  acc:  2306 /  2346 =  98.295
0, 33  acc:   100 /   102 =  98.039
0, 34  acc:   106 /   108 =  98.148
0, 35  acc:    35 /    35 = 100.000
0, 36  acc:    41 /    42 =  97.619
0, 37  acc:     5 /     7 =  71.429
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     6 /     6 = 100.000
0, 40  acc:   694 /   707 =  98.161
0, 41  acc:    32 /    32 = 100.000
0, 42  acc:    30 /    30 = 100.000
0, 43  acc:    41 /    41 = 100.000
0, 44  acc:    31 /    32 =  96.875
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   436 /   453 =  96.247
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    32 /    32 = 100.000
0, 51  acc:    26 /    26 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     4 /     4 = 100.000
0, 56  acc:   402 /   415 =  96.867
0, 57  acc:     8 /     8 = 100.000
0, 58  acc:    20 /    20 = 100.000
0, 59  acc:    22 /    22 = 100.000
0, 60  acc:    20 /    23 =  86.957
0, 61  acc:     6 /     6 = 100.000
0, 62  acc:    14 /    15 =  93.333
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2855 /  2977 =  95.902
0, 65  acc:   415 /   435 =  95.402
0, 66  acc:   311 /   325 =  95.692
0, 67  acc:   151 /   152 =  99.342
0, 68  acc:    72 /    77 =  93.506
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    30 /    30 = 100.000
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:   117 /   118 =  99.153
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    16 /    16 = 100.000
0, 76  acc:     7 /     7 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     2 /     2 = 100.000
0, 80  acc:    82 /    88 =  93.182
0, 81  acc:     8 /    10 =  80.000
0, 82  acc:     8 /     9 =  88.889
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:     9 /    11 =  81.818
0, 85  acc:     4 /     4 = 100.000
0, 86  acc:     7 /     8 =  87.500
0, 87  acc:     4 /     4 = 100.000
0, 88  acc:    12 /    12 = 100.000
0, 89  acc:     4 /     4 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    88 /    92 =  95.652
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    15 /    15 = 100.000
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     5 /     5 = 100.000
0, 101  acc:    15 /    16 =  93.750
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    23 /    24 =  95.833
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     5 /     6 =  83.333
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6954 /  7188 =  96.745
0, 118  acc:  1598 /  1652 =  96.731
0, 119  acc:   410 /   417 =  98.321
0, 120  acc:   407 /   422 =  96.445
0, 121  acc:    86 /    97 =  88.660
0, 122  acc:    38 /    41 =  92.683
0, 123  acc:     8 /     9 =  88.889
0, 124  acc:    24 /    27 =  88.889
0, 125  acc:   412 /   422 =  97.630
0, 126  acc:   111 /   116 =  95.690
0, 127  acc:    49 /    49 = 100.000
0, 128  acc:    40 /    41 =  97.561
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   213 /   221 =  96.380
0, 134  acc:    44 /    48 =  91.667
0, 135  acc:    31 /    31 = 100.000
0, 136  acc:    20 /    21 =  95.238
0, 137  acc:    14 /    14 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    59 /    61 =  96.721
0, 142  acc:     9 /     9 = 100.000
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:     8 /     8 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   114 /   118 =  96.610
0, 149  acc:    14 /    15 =  93.333
0, 150  acc:     7 /     7 = 100.000
0, 151  acc:     8 /    13 =  61.538
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    37 /    39 =  94.872
0, 155  acc:     8 /     8 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    30 /    32 =  93.750
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    16 =  93.750
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     4 /     4 = 100.000
0, 168  acc:     4 /     4 = 100.000
0, 169  acc:  1756 /  1829 =  96.009
0, 170  acc:   381 /   399 =  95.489
0, 171  acc:   165 /   171 =  96.491
0, 172  acc:   179 /   188 =  95.213
0, 173  acc:    16 /    16 = 100.000
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:    15 /    17 =  88.235
0, 177  acc:    88 /    92 =  95.652
0, 178  acc:    21 /    22 =  95.455
0, 179  acc:     4 /     6 =  66.667
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    70 /    72 =  97.222
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:    10 /    11 =  90.909
0, 187  acc:     6 /     6 = 100.000
0, 188  acc:     2 /     3 =  66.667
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    31 =  93.548
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    41 /    45 =  91.111
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     7 /     7 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    17 /    19 =  89.474
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:    10 /    12 =  83.333
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
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:     1 /     1 = 100.000
1, 0  acc: 28805 / 29793 =  96.684
1, 1  acc:  3060 /  3173 =  96.439
1, 2  acc:  5326 /  5545 =  96.050
1, 3  acc:  2204 /  2309 =  95.453
1, 4  acc:  2503 /  2596 =  96.418
1, 5  acc:   435 /   445 =  97.753
1, 6  acc:   258 /   269 =  95.911
1, 7  acc:   331 /   339 =  97.640
1, 8  acc:  2638 /  2777 =  94.995
1, 9  acc:   184 /   192 =  95.833
1, 10  acc:   212 /   221 =  95.928
1, 11  acc:    95 /   100 =  95.000
1, 12  acc:   455 /   475 =  95.789
1, 13  acc:    60 /    60 = 100.000
1, 14  acc:    64 /    66 =  96.970
1, 15  acc:    95 /    97 =  97.938
1, 16  acc:  3949 /  4146 =  95.248
1, 17  acc:   145 /   151 =  96.026
1, 18  acc:   298 /   313 =  95.208
1, 19  acc:   131 /   142 =  92.254
1, 20  acc:   158 /   166 =  95.181
1, 21  acc:    21 /    21 = 100.000
1, 22  acc:    65 /    68 =  95.588
1, 23  acc:    13 /    15 =  86.667
1, 24  acc:   489 /   518 =  94.402
1, 25  acc:    10 /    10 = 100.000
1, 26  acc:    46 /    46 = 100.000
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    74 /    76 =  97.368
1, 29  acc:     5 /     6 =  83.333
1, 30  acc:    10 /    10 = 100.000
1, 31  acc:     3 /     4 =  75.000
1, 32  acc:   791 /   826 =  95.763
1, 33  acc:    46 /    49 =  93.878
1, 34  acc:    28 /    29 =  96.552
1, 35  acc:    17 /    17 = 100.000
1, 36  acc:    39 /    39 = 100.000
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    18 /    19 =  94.737
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   220 /   230 =  95.652
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:     9 /    11 =  81.818
1, 43  acc:     7 /     7 = 100.000
1, 44  acc:    12 /    13 =  92.308
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:     4 /     4 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   263 /   277 =  94.946
1, 49  acc:     6 /     8 =  75.000
1, 50  acc:    11 /    12 =  91.667
1, 51  acc:    13 /    14 =  92.857
1, 52  acc:     4 /     5 =  80.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    17 =  94.118
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   189 /   201 =  94.030
1, 57  acc:    14 /    14 = 100.000
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:     3 /     4 =  75.000
1, 60  acc:    10 /    11 =  90.909
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    11 =  90.909
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2684 /  2786 =  96.339
1, 65  acc:   367 /   380 =  96.579
1, 66  acc:   225 /   237 =  94.937
1, 67  acc:    98 /   102 =  96.078
1, 68  acc:   131 /   139 =  94.245
1, 69  acc:    14 /    15 =  93.333
1, 70  acc:    50 /    52 =  96.154
1, 71  acc:     5 /     7 =  71.429
1, 72  acc:    57 /    59 =  96.610
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     9 /    10 =  90.000
1, 77  acc:     1 /     2 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:    92 /    95 =  96.842
1, 81  acc:     8 /    10 =  80.000
1, 82  acc:    28 /    28 = 100.000
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     8 /     9 =  88.889
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    16 /    17 =  94.118
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    76 /    79 =  96.203
1, 95  acc:     7 /     7 = 100.000
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    15 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    12 = 100.000
1, 101  acc:     3 /     4 =  75.000
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:    15 /    15 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    10 /    10 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4084 /  4295 =  95.087
1, 118  acc:  1051 /  1100 =  95.545
1, 119  acc:   240 /   257 =  93.385
1, 120  acc:   267 /   275 =  97.091
1, 121  acc:    84 /    86 =  97.674
1, 122  acc:    32 /    36 =  88.889
1, 123  acc:    10 /    11 =  90.909
1, 124  acc:    14 /    14 = 100.000
1, 125  acc:   248 /   264 =  93.939
1, 126  acc:    65 /    67 =  97.015
1, 127  acc:    13 /    14 =  92.857
1, 128  acc:    20 /    21 =  95.238
1, 129  acc:     5 /     6 =  83.333
1, 130  acc:     7 /     8 =  87.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     5 = 100.000
1, 133  acc:   231 /   243 =  95.062
1, 134  acc:    44 /    46 =  95.652
1, 135  acc:    23 /    23 = 100.000
1, 136  acc:    16 /    19 =  84.211
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    66 /    72 =  91.667
1, 142  acc:    11 /    12 =  91.667
1, 143  acc:     3 /     3 = 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:     1 /     1 = 100.000
1, 148  acc:    90 /    96 =  93.750
1, 149  acc:    14 /    14 = 100.000
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     5 /     7 =  71.429
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    24 /    27 =  88.889
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:    20 /    22 =  90.909
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:    11 /    11 = 100.000
1, 165  acc:     3 /     4 =  75.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1762 /  1841 =  95.709
1, 170  acc:   354 /   371 =  95.418
1, 171  acc:   132 /   135 =  97.778
1, 172  acc:    99 /   103 =  96.117
1, 173  acc:    30 /    32 =  93.750
1, 174  acc:     5 /     5 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    20 /    21 =  95.238
1, 177  acc:    42 /    43 =  97.674
1, 178  acc:    11 /    11 = 100.000
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     5 /     6 =  83.333
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     6 /     7 =  85.714
1, 184  acc:    72 /    76 =  94.737
1, 185  acc:    23 /    23 = 100.000
1, 186  acc:    10 /    12 =  83.333
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     3 /     4 =  75.000
1, 189  acc:     0 /     0 =     nan
1, 190  acc:     3 /     3 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    52 /    57 =  91.228
1, 197  acc:    11 /    11 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     6 /     6 = 100.000
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:    11 /    11 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     5 /     5 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     1 /     1 = 100.000
1, 218  acc:     3 /     3 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263086 / 269038 =  97.788
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25091 / 25373 =  98.889
0, 1  acc: 30920 / 31282 =  98.843
0, 2  acc:  6096 /  6155 =  99.041
0, 3  acc: 24030 / 24292 =  98.921
0, 4  acc: 10701 / 10829 =  98.818
0, 5  acc:  5478 /  5541 =  98.863
0, 6  acc:  6712 /  6785 =  98.924
0, 7  acc: 11886 / 12016 =  98.918
1, 0  acc:  4397 /  4437 =  99.098
1, 1  acc:  4901 /  4962 =  98.771
1, 2  acc:  2247 /  2265 =  99.205
1, 3  acc:  2424 /  2446 =  99.101
1, 4  acc:  3095 /  3125 =  99.040
1, 5  acc:   993 /  1003 =  99.003
1, 6  acc:  3081 /  3111 =  99.036
1, 7  acc:  4628 /  4682 =  98.847
--------------------------------------
Average acc: 146680 / 148304 =  98.905
Robust  acc:  4901 /  4962 =  98.771
--------------------------------------
New max robust acc: 98.77065699314792
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed12.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed12.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.714 | Best Acc: 94.546
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11108 / 12092 =  91.862
0, 1  acc: 13160 / 14179 =  92.813
0, 2  acc:  2504 /  3210 =  78.006
0, 3  acc: 11441 / 12101 =  94.546
0, 4  acc:  4712 /  5355 =  87.993
0, 5  acc:  2710 /  2980 =  90.940
0, 6  acc:  2756 /  3335 =  82.639
0, 7  acc:  4868 /  5723 =  85.060
1, 0  acc:  1419 /  2203 =  64.412
1, 1  acc:  1449 /  2270 =  63.833
1, 2  acc:   811 /  1216 =  66.694
1, 3  acc:   753 /  1260 =  59.762
1, 4  acc:   939 /  1627 =  57.714
1, 5  acc:   318 /   520 =  61.154
1, 6  acc:   979 /  1537 =  63.696
1, 7  acc:  1412 /  2246 =  62.867
------------------------------------
Average acc: 61339 / 71854 =  85.366
Robust  acc:   939 /  1627 =  57.714
------------------------------------
Accuracies by groups:
0, 0  acc: 11108 / 12092 =  91.862
0, 1  acc: 13160 / 14179 =  92.813
0, 2  acc:  2504 /  3210 =  78.006
0, 3  acc: 11441 / 12101 =  94.546
0, 4  acc:  4712 /  5355 =  87.993
0, 5  acc:  2710 /  2980 =  90.940
0, 6  acc:  2756 /  3335 =  82.639
0, 7  acc:  4868 /  5723 =  85.060
1, 0  acc:  1419 /  2203 =  64.412
1, 1  acc:  1449 /  2270 =  63.833
1, 2  acc:   811 /  1216 =  66.694
1, 3  acc:   753 /  1260 =  59.762
1, 4  acc:   939 /  1627 =  57.714
1, 5  acc:   318 /   520 =  61.154
1, 6  acc:   979 /  1537 =  63.696
1, 7  acc:  1412 /  2246 =  62.867
------------------------------------
Average acc: 61339 / 71854 =  85.366
Robust  acc:   939 /  1627 =  57.714
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11108 / 12092 =  91.862
0, 1  acc: 13160 / 14179 =  92.813
0, 2  acc:  2504 /  3210 =  78.006
0, 3  acc: 11441 / 12101 =  94.546
0, 4  acc:  4712 /  5355 =  87.993
0, 5  acc:  2710 /  2980 =  90.940
0, 6  acc:  2756 /  3335 =  82.639
0, 7  acc:  4868 /  5723 =  85.060
1, 0  acc:  1419 /  2203 =  64.412
1, 1  acc:  1449 /  2270 =  63.833
1, 2  acc:   811 /  1216 =  66.694
1, 3  acc:   753 /  1260 =  59.762
1, 4  acc:   939 /  1627 =  57.714
1, 5  acc:   318 /   520 =  61.154
1, 6  acc:   979 /  1537 =  63.696
1, 7  acc:  1412 /  2246 =  62.867
------------------------------------
Average acc: 61339 / 71854 =  85.366
Robust  acc:   939 /  1627 =  57.714
------------------------------------

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: 98.524 | Val Loss: 0.000 | Val Acc: 99.324
Training:
Accuracies by groups:
0, 0  acc: 113828 / 114640 =  99.292
0, 1  acc:  9326 /  9413 =  99.076
0, 2  acc: 15000 / 15164 =  98.918
0, 3  acc:  7426 /  7518 =  98.776
0, 4  acc:  2959 /  3042 =  97.272
0, 5  acc:   329 /   347 =  94.813
0, 6  acc:   367 /   383 =  95.822
0, 7  acc:   407 /   420 =  96.905
0, 8  acc: 11934 / 12027 =  99.227
0, 9  acc:   780 /   785 =  99.363
0, 10  acc:   857 /   866 =  98.961
0, 11  acc:   585 /   591 =  98.985
0, 12  acc:   582 /   597 =  97.487
0, 13  acc:    60 /    62 =  96.774
0, 14  acc:    80 /    83 =  96.386
0, 15  acc:    70 /    70 = 100.000
0, 16  acc:  6703 /  6846 =  97.911
0, 17  acc:   234 /   241 =  97.095
0, 18  acc:   651 /   663 =  98.190
0, 19  acc:   205 /   210 =  97.619
0, 20  acc:   105 /   110 =  95.455
0, 21  acc:    17 /    17 = 100.000
0, 22  acc:    39 /    39 = 100.000
0, 23  acc:    11 /    13 =  84.615
0, 24  acc:   896 /   922 =  97.180
0, 25  acc:    53 /    53 = 100.000
0, 26  acc:    85 /    86 =  98.837
0, 27  acc:    24 /    24 = 100.000
0, 28  acc:    47 /    51 =  92.157
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     5 /     5 = 100.000
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  2386 /  2409 =  99.045
0, 33  acc:    92 /    95 =  96.842
0, 34  acc:    89 /    89 = 100.000
0, 35  acc:    44 /    45 =  97.778
0, 36  acc:    42 /    42 = 100.000
0, 37  acc:     9 /     9 = 100.000
0, 38  acc:    19 /    19 = 100.000
0, 39  acc:     4 /     4 = 100.000
0, 40  acc:   744 /   756 =  98.413
0, 41  acc:    39 /    39 = 100.000
0, 42  acc:    30 /    33 =  90.909
0, 43  acc:    29 /    30 =  96.667
0, 44  acc:    18 /    18 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   447 /   457 =  97.812
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    23 /    24 =  95.833
0, 51  acc:    22 /    22 = 100.000
0, 52  acc:    11 /    11 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   393 /   403 =  97.519
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    27 /    28 =  96.429
0, 59  acc:    18 /    18 = 100.000
0, 60  acc:    18 /    19 =  94.737
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     3 /     3 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  3101 /  3190 =  97.210
0, 65  acc:   424 /   441 =  96.145
0, 66  acc:   280 /   286 =  97.902
0, 67  acc:   157 /   158 =  99.367
0, 68  acc:    69 /    71 =  97.183
0, 69  acc:     8 /     8 = 100.000
0, 70  acc:    21 /    22 =  95.455
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    77 /    77 = 100.000
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:    11 /    11 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    83 /    89 =  93.258
0, 81  acc:     1 /     2 =  50.000
0, 82  acc:     9 /     9 = 100.000
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    10 /    10 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    12 /    12 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     3 /     3 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    81 /    83 =  97.590
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     4 /     4 = 100.000
0, 98  acc:    14 /    16 =  87.500
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     3 /     3 = 100.000
0, 101  acc:    15 /    16 =  93.750
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:    20 /    22 =  90.909
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     6 /     6 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     9 /    10 =  90.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7057 /  7213 =  97.837
0, 118  acc:  1591 /  1626 =  97.847
0, 119  acc:   443 /   453 =  97.792
0, 120  acc:   406 /   411 =  98.783
0, 121  acc:    70 /    76 =  92.105
0, 122  acc:    30 /    30 = 100.000
0, 123  acc:     2 /     2 = 100.000
0, 124  acc:    22 /    24 =  91.667
0, 125  acc:   468 /   472 =  99.153
0, 126  acc:   109 /   111 =  98.198
0, 127  acc:    28 /    28 = 100.000
0, 128  acc:    43 /    45 =  95.556
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   201 /   213 =  94.366
0, 134  acc:    52 /    55 =  94.545
0, 135  acc:    33 /    34 =  97.059
0, 136  acc:    24 /    25 =  96.000
0, 137  acc:     8 /     8 = 100.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    52 /    53 =  98.113
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     2 /     3 =  66.667
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   121 /   124 =  97.581
0, 149  acc:    21 /    21 = 100.000
0, 150  acc:    10 /    10 = 100.000
0, 151  acc:    13 /    16 =  81.250
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     4 /     4 = 100.000
0, 154  acc:    44 /    45 =  97.778
0, 155  acc:     7 /     7 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    33 /    33 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    14 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1817 /  1879 =  96.700
0, 170  acc:   399 /   412 =  96.845
0, 171  acc:   114 /   117 =  97.436
0, 172  acc:   159 /   165 =  96.364
0, 173  acc:    22 /    24 =  91.667
0, 174  acc:     8 /     9 =  88.889
0, 175  acc:     2 /     3 =  66.667
0, 176  acc:    11 /    14 =  78.571
0, 177  acc:    94 /    94 = 100.000
0, 178  acc:     8 /     8 = 100.000
0, 179  acc:     6 /     6 = 100.000
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    67 /    67 = 100.000
0, 185  acc:     1 /     1 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     5 /     6 =  83.333
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    20 /    20 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    45 /    45 = 100.000
0, 197  acc:     7 /     7 = 100.000
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    25 /    26 =  96.154
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:    10 /    11 =  90.909
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     4 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     5 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 29400 / 30039 =  97.873
1, 1  acc:  3142 /  3217 =  97.669
1, 2  acc:  5434 /  5558 =  97.769
1, 3  acc:  2279 /  2341 =  97.352
1, 4  acc:  2596 /  2653 =  97.851
1, 5  acc:   467 /   472 =  98.941
1, 6  acc:   247 /   254 =  97.244
1, 7  acc:   332 /   339 =  97.935
1, 8  acc:  2603 /  2703 =  96.300
1, 9  acc:   183 /   189 =  96.825
1, 10  acc:   227 /   234 =  97.009
1, 11  acc:   112 /   123 =  91.057
1, 12  acc:   419 /   429 =  97.669
1, 13  acc:    60 /    61 =  98.361
1, 14  acc:    59 /    61 =  96.721
1, 15  acc:    68 /    69 =  98.551
1, 16  acc:  4022 /  4139 =  97.173
1, 17  acc:   128 /   133 =  96.241
1, 18  acc:   302 /   313 =  96.486
1, 19  acc:   121 /   127 =  95.276
1, 20  acc:   140 /   145 =  96.552
1, 21  acc:    24 /    25 =  96.000
1, 22  acc:    63 /    67 =  94.030
1, 23  acc:    19 /    21 =  90.476
1, 24  acc:   518 /   536 =  96.642
1, 25  acc:    10 /    10 = 100.000
1, 26  acc:    42 /    44 =  95.455
1, 27  acc:     4 /     4 = 100.000
1, 28  acc:    72 /    73 =  98.630
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    13 /    13 = 100.000
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:   769 /   798 =  96.366
1, 33  acc:    51 /    51 = 100.000
1, 34  acc:    30 /    31 =  96.774
1, 35  acc:    13 /    13 = 100.000
1, 36  acc:    39 /    39 = 100.000
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    21 /    22 =  95.455
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   188 /   196 =  95.918
1, 41  acc:    11 /    12 =  91.667
1, 42  acc:     5 /     6 =  83.333
1, 43  acc:    10 /    10 = 100.000
1, 44  acc:     9 /     9 = 100.000
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:     3 /     3 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   281 /   294 =  95.578
1, 49  acc:     5 /     5 = 100.000
1, 50  acc:    16 /    18 =  88.889
1, 51  acc:    10 /    10 = 100.000
1, 52  acc:     7 /     7 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    19 /    19 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   198 /   206 =  96.117
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:    13 /    13 = 100.000
1, 60  acc:    12 /    13 =  92.308
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     7 /     7 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2788 /  2868 =  97.211
1, 65  acc:   357 /   367 =  97.275
1, 66  acc:   242 /   252 =  96.032
1, 67  acc:   119 /   121 =  98.347
1, 68  acc:   111 /   113 =  98.230
1, 69  acc:    25 /    26 =  96.154
1, 70  acc:    40 /    40 = 100.000
1, 71  acc:    12 /    12 = 100.000
1, 72  acc:    73 /    74 =  98.649
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    15 /    16 =  93.750
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   113 /   115 =  98.261
1, 81  acc:     7 /     7 = 100.000
1, 82  acc:    23 /    24 =  95.833
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    14 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    10 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    54 /    59 =  91.525
1, 95  acc:    10 /    10 = 100.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     5 /     5 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     6 /     6 = 100.000
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    18 /    19 =  94.737
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:     7 /     7 = 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:  4153 /  4329 =  95.934
1, 118  acc:  1023 /  1048 =  97.615
1, 119  acc:   260 /   271 =  95.941
1, 120  acc:   274 /   281 =  97.509
1, 121  acc:    74 /    77 =  96.104
1, 122  acc:    39 /    40 =  97.500
1, 123  acc:    12 /    14 =  85.714
1, 124  acc:    14 /    15 =  93.333
1, 125  acc:   263 /   272 =  96.691
1, 126  acc:    63 /    66 =  95.455
1, 127  acc:    15 /    16 =  93.750
1, 128  acc:    22 /    23 =  95.652
1, 129  acc:     5 /     5 = 100.000
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   220 /   224 =  98.214
1, 134  acc:    42 /    44 =  95.455
1, 135  acc:    23 /    23 = 100.000
1, 136  acc:    12 /    13 =  92.308
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    62 /    62 = 100.000
1, 142  acc:     5 /     6 =  83.333
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:   107 /   113 =  94.690
1, 149  acc:     8 /     8 = 100.000
1, 150  acc:     2 /     2 = 100.000
1, 151  acc:     6 /    10 =  60.000
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    17 /    18 =  94.444
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    22 /    22 = 100.000
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    16 /    16 = 100.000
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1773 /  1825 =  97.151
1, 170  acc:   343 /   351 =  97.721
1, 171  acc:   149 /   150 =  99.333
1, 172  acc:   109 /   111 =  98.198
1, 173  acc:    28 /    32 =  87.500
1, 174  acc:     4 /     4 = 100.000
1, 175  acc:     0 /     0 =     nan
1, 176  acc:    23 /    27 =  85.185
1, 177  acc:    51 /    51 = 100.000
1, 178  acc:     5 /     5 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     2 /     2 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:    11 /    11 = 100.000
1, 184  acc:    73 /    73 = 100.000
1, 185  acc:    17 /    18 =  94.444
1, 186  acc:     7 /     7 = 100.000
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    44 /    48 =  91.667
1, 197  acc:     7 /     8 =  87.500
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /     5 = 100.000
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     0 /     2 =   0.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 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: 265068 / 269038 =  98.524
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25199 / 25373 =  99.314
0, 1  acc: 31061 / 31282 =  99.294
0, 2  acc:  6119 /  6155 =  99.415
0, 3  acc: 24121 / 24292 =  99.296
0, 4  acc: 10746 / 10829 =  99.234
0, 5  acc:  5499 /  5541 =  99.242
0, 6  acc:  6733 /  6785 =  99.234
0, 7  acc: 11933 / 12016 =  99.309
1, 0  acc:  4401 /  4437 =  99.189
1, 1  acc:  4932 /  4962 =  99.395
1, 2  acc:  2250 /  2265 =  99.338
1, 3  acc:  2427 /  2446 =  99.223
1, 4  acc:  3105 /  3125 =  99.360
1, 5  acc:   994 /  1003 =  99.103
1, 6  acc:  3093 /  3111 =  99.421
1, 7  acc:  4651 /  4682 =  99.338
--------------------------------------
Average acc: 147264 / 148304 =  99.299
Robust  acc:   994 /  1003 =  99.103
--------------------------------------
New max robust acc: 99.10269192422732
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed12.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed12.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: 55.238 | Best Acc: 95.562
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11237 / 12092 =  92.929
0, 1  acc: 13295 / 14179 =  93.765
0, 2  acc:  2784 /  3210 =  86.729
0, 3  acc: 11564 / 12101 =  95.562
0, 4  acc:  4732 /  5355 =  88.366
0, 5  acc:  2748 /  2980 =  92.215
0, 6  acc:  2796 /  3335 =  83.838
0, 7  acc:  4990 /  5723 =  87.192
1, 0  acc:  1371 /  2203 =  62.233
1, 1  acc:  1375 /  2270 =  60.573
1, 2  acc:   672 /  1216 =  55.263
1, 3  acc:   696 /  1260 =  55.238
1, 4  acc:   946 /  1627 =  58.144
1, 5  acc:   312 /   520 =  60.000
1, 6  acc:   947 /  1537 =  61.614
1, 7  acc:  1347 /  2246 =  59.973
------------------------------------
Average acc: 61812 / 71854 =  86.024
Robust  acc:   696 /  1260 =  55.238
------------------------------------
Accuracies by groups:
0, 0  acc: 11237 / 12092 =  92.929
0, 1  acc: 13295 / 14179 =  93.765
0, 2  acc:  2784 /  3210 =  86.729
0, 3  acc: 11564 / 12101 =  95.562
0, 4  acc:  4732 /  5355 =  88.366
0, 5  acc:  2748 /  2980 =  92.215
0, 6  acc:  2796 /  3335 =  83.838
0, 7  acc:  4990 /  5723 =  87.192
1, 0  acc:  1371 /  2203 =  62.233
1, 1  acc:  1375 /  2270 =  60.573
1, 2  acc:   672 /  1216 =  55.263
1, 3  acc:   696 /  1260 =  55.238
1, 4  acc:   946 /  1627 =  58.144
1, 5  acc:   312 /   520 =  60.000
1, 6  acc:   947 /  1537 =  61.614
1, 7  acc:  1347 /  2246 =  59.973
------------------------------------
Average acc: 61812 / 71854 =  86.024
Robust  acc:   696 /  1260 =  55.238
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11237 / 12092 =  92.929
0, 1  acc: 13295 / 14179 =  93.765
0, 2  acc:  2784 /  3210 =  86.729
0, 3  acc: 11564 / 12101 =  95.562
0, 4  acc:  4732 /  5355 =  88.366
0, 5  acc:  2748 /  2980 =  92.215
0, 6  acc:  2796 /  3335 =  83.838
0, 7  acc:  4990 /  5723 =  87.192
1, 0  acc:  1371 /  2203 =  62.233
1, 1  acc:  1375 /  2270 =  60.573
1, 2  acc:   672 /  1216 =  55.263
1, 3  acc:   696 /  1260 =  55.238
1, 4  acc:   946 /  1627 =  58.144
1, 5  acc:   312 /   520 =  60.000
1, 6  acc:   947 /  1537 =  61.614
1, 7  acc:  1347 /  2246 =  59.973
------------------------------------
Average acc: 61812 / 71854 =  86.024
Robust  acc:   696 /  1260 =  55.238
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed12.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed12.pt
