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_seed15.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: 15
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=15-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed15.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7137, 0.1728],
        [0.0709, 0.0425]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 86.716 | Val Loss: 0.000 | Val Acc: 91.788
Training:
Accuracies by groups:
0, 0  acc: 102640 / 108195 =  94.866
0, 1  acc:  8711 /  9282 =  93.848
0, 2  acc: 13323 / 14538 =  91.643
0, 3  acc:  6907 /  7462 =  92.562
0, 4  acc:  2322 /  3032 =  76.583
0, 5  acc:   265 /   390 =  67.949
0, 6  acc:   300 /   375 =  80.000
0, 7  acc:   331 /   417 =  79.376
0, 8  acc: 10874 / 11486 =  94.672
0, 9  acc:   739 /   816 =  90.564
0, 10  acc:   767 /   824 =  93.083
0, 11  acc:   518 /   568 =  91.197
0, 12  acc:   445 /   601 =  74.043
0, 13  acc:    43 /    58 =  74.138
0, 14  acc:    94 /   104 =  90.385
0, 15  acc:    48 /    65 =  73.846
0, 16  acc:  5738 /  6780 =  84.631
0, 17  acc:   165 /   205 =  80.488
0, 18  acc:   540 /   625 =  86.400
0, 19  acc:   189 /   209 =  90.431
0, 20  acc:    96 /   150 =  64.000
0, 21  acc:    10 /    13 =  76.923
0, 22  acc:    57 /    83 =  68.675
0, 23  acc:    10 /    18 =  55.556
0, 24  acc:   764 /   904 =  84.513
0, 25  acc:    42 /    44 =  95.455
0, 26  acc:    64 /    70 =  91.429
0, 27  acc:    28 /    30 =  93.333
0, 28  acc:    29 /    36 =  80.556
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     0 /     2 =   0.000
0, 31  acc:     6 /     9 =  66.667
0, 32  acc:  2191 /  2361 =  92.800
0, 33  acc:   104 /   110 =  94.545
0, 34  acc:    87 /    99 =  87.879
0, 35  acc:    33 /    34 =  97.059
0, 36  acc:    35 /    42 =  83.333
0, 37  acc:     3 /     7 =  42.857
0, 38  acc:    21 /    29 =  72.414
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   689 /   734 =  93.869
0, 41  acc:    22 /    22 = 100.000
0, 42  acc:    39 /    41 =  95.122
0, 43  acc:    24 /    25 =  96.000
0, 44  acc:    30 /    36 =  83.333
0, 45  acc:     0 /     1 =   0.000
0, 46  acc:     9 /    10 =  90.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   355 /   424 =  83.726
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    24 /    26 =  92.308
0, 51  acc:    24 /    24 = 100.000
0, 52  acc:     4 /     6 =  66.667
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   389 /   441 =  88.209
0, 57  acc:    16 /    16 = 100.000
0, 58  acc:    24 /    30 =  80.000
0, 59  acc:    15 /    16 =  93.750
0, 60  acc:    13 /    18 =  72.222
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     7 /     9 =  77.778
0, 63  acc:     3 /     4 =  75.000
0, 64  acc:  2354 /  3006 =  78.310
0, 65  acc:   355 /   451 =  78.714
0, 66  acc:   255 /   307 =  83.062
0, 67  acc:    99 /   120 =  82.500
0, 68  acc:    54 /    75 =  72.000
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    22 /    32 =  68.750
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    58 /    70 =  82.857
0, 73  acc:     6 /     7 =  85.714
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:    18 /    18 = 100.000
0, 76  acc:     4 /     5 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    72 /   100 =  72.000
0, 81  acc:    12 /    13 =  92.308
0, 82  acc:     8 /    11 =  72.727
0, 83  acc:    12 /    14 =  85.714
0, 84  acc:     7 /    10 =  70.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     5 /    10 =  50.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     6 /     7 =  85.714
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    57 /    73 =  78.082
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     8 /    13 =  61.538
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     7 /     9 =  77.778
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     3 /     4 =  75.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    15 /    21 =  71.429
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     4 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     4 /     7 =  57.143
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6177 /  7237 =  85.353
0, 118  acc:  1454 /  1747 =  83.228
0, 119  acc:   345 /   406 =  84.975
0, 120  acc:   329 /   398 =  82.663
0, 121  acc:    53 /    75 =  70.667
0, 122  acc:    22 /    35 =  62.857
0, 123  acc:    12 /    15 =  80.000
0, 124  acc:    24 /    32 =  75.000
0, 125  acc:   388 /   449 =  86.414
0, 126  acc:    97 /   121 =  80.165
0, 127  acc:    36 /    39 =  92.308
0, 128  acc:    24 /    30 =  80.000
0, 129  acc:     5 /     6 =  83.333
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   144 /   215 =  66.977
0, 134  acc:    24 /    48 =  50.000
0, 135  acc:    14 /    18 =  77.778
0, 136  acc:    14 /    17 =  82.353
0, 137  acc:     7 /    10 =  70.000
0, 138  acc:     0 /     1 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    54 /    74 =  72.973
0, 142  acc:     4 /     8 =  50.000
0, 143  acc:     2 /     4 =  50.000
0, 144  acc:    11 /    13 =  84.615
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     4 =  50.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   119 /   134 =  88.806
0, 149  acc:    11 /    14 =  78.571
0, 150  acc:     7 /     9 =  77.778
0, 151  acc:     5 /    12 =  41.667
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     4 /     4 = 100.000
0, 154  acc:    35 /    40 =  87.500
0, 155  acc:     2 /     8 =  25.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    28 /    33 =  84.848
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    21 =  90.476
0, 165  acc:     0 /     0 =     nan
0, 166  acc:    10 /    12 =  83.333
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1409 /  1928 =  73.081
0, 170  acc:   257 /   365 =  70.411
0, 171  acc:    88 /   131 =  67.176
0, 172  acc:   161 /   204 =  78.922
0, 173  acc:    23 /    32 =  71.875
0, 174  acc:     5 /     7 =  71.429
0, 175  acc:     1 /     5 =  20.000
0, 176  acc:     9 /    17 =  52.941
0, 177  acc:    70 /    79 =  88.608
0, 178  acc:    18 /    20 =  90.000
0, 179  acc:     8 /    10 =  80.000
0, 180  acc:     4 /     5 =  80.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     3 /     3 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    37 /    51 =  72.549
0, 185  acc:     3 /     6 =  50.000
0, 186  acc:     7 /     9 =  77.778
0, 187  acc:     4 /     5 =  80.000
0, 188  acc:     2 /     5 =  40.000
0, 189  acc:     6 /     7 =  85.714
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    36 =  66.667
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     2 /     3 =  66.667
0, 195  acc:     1 /     3 =  33.333
0, 196  acc:    31 /    47 =  65.957
0, 197  acc:    12 /    17 =  70.588
0, 198  acc:     0 /     2 =   0.000
0, 199  acc:     6 /    11 =  54.545
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     4 =  75.000
0, 204  acc:    15 /    16 =  93.750
0, 205  acc:     1 /     2 =  50.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     2 /     3 =  66.667
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /     3 =  66.667
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     3 =  33.333
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 25931 / 33340 =  77.777
1, 1  acc:  2659 /  3515 =  75.647
1, 2  acc:  4556 /  6226 =  73.177
1, 3  acc:  1759 /  2597 =  67.732
1, 4  acc:  2230 /  2999 =  74.358
1, 5  acc:   365 /   491 =  74.338
1, 6  acc:   224 /   291 =  76.976
1, 7  acc:   223 /   320 =  69.688
1, 8  acc:  2075 /  3093 =  67.087
1, 9  acc:   145 /   211 =  68.720
1, 10  acc:   202 /   298 =  67.785
1, 11  acc:    72 /   125 =  57.600
1, 12  acc:   343 /   464 =  73.922
1, 13  acc:    37 /    63 =  58.730
1, 14  acc:    40 /    58 =  68.966
1, 15  acc:    42 /    78 =  53.846
1, 16  acc:  3184 /  4640 =  68.621
1, 17  acc:   121 /   171 =  70.760
1, 18  acc:   253 /   377 =  67.109
1, 19  acc:    73 /   125 =  58.400
1, 20  acc:   128 /   163 =  78.528
1, 21  acc:    28 /    29 =  96.552
1, 22  acc:    52 /    68 =  76.471
1, 23  acc:    18 /    22 =  81.818
1, 24  acc:   363 /   558 =  65.054
1, 25  acc:     7 /    11 =  63.636
1, 26  acc:    44 /    61 =  72.131
1, 27  acc:     4 /     7 =  57.143
1, 28  acc:    67 /    81 =  82.716
1, 29  acc:     7 /     9 =  77.778
1, 30  acc:    11 /    11 = 100.000
1, 31  acc:     7 /     9 =  77.778
1, 32  acc:   599 /   931 =  64.339
1, 33  acc:    29 /    39 =  74.359
1, 34  acc:    27 /    41 =  65.854
1, 35  acc:     7 /    13 =  53.846
1, 36  acc:    21 /    26 =  80.769
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    13 /    18 =  72.222
1, 39  acc:     0 /     0 =     nan
1, 40  acc:   174 /   243 =  71.605
1, 41  acc:     7 /     9 =  77.778
1, 42  acc:     1 /     7 =  14.286
1, 43  acc:    11 /    13 =  84.615
1, 44  acc:     7 /    14 =  50.000
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     5 /    10 =  50.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   214 /   328 =  65.244
1, 49  acc:     0 /     0 =     nan
1, 50  acc:    10 /    19 =  52.632
1, 51  acc:    11 /    14 =  78.571
1, 52  acc:     7 /    11 =  63.636
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    12 /    17 =  70.588
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   143 /   229 =  62.445
1, 57  acc:    10 /    11 =  90.909
1, 58  acc:    10 /    11 =  90.909
1, 59  acc:     5 /    10 =  50.000
1, 60  acc:    14 /    19 =  73.684
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    13 =  92.308
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2360 /  3076 =  76.723
1, 65  acc:   335 /   453 =  73.951
1, 66  acc:   198 /   265 =  74.717
1, 67  acc:    72 /   111 =  64.865
1, 68  acc:   109 /   138 =  78.986
1, 69  acc:    17 /    20 =  85.000
1, 70  acc:    40 /    52 =  76.923
1, 71  acc:    22 /    23 =  95.652
1, 72  acc:    49 /    60 =  81.667
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     1 /     5 =  20.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    11 /    15 =  73.333
1, 77  acc:     1 /     2 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    70 /    99 =  70.707
1, 81  acc:    11 /    14 =  78.571
1, 82  acc:    25 /    35 =  71.429
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:     1 /     1 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    13 =  92.308
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /    14 =  35.714
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     3 =  33.333
1, 93  acc:     1 /     2 =  50.000
1, 94  acc:    55 /    92 =  59.783
1, 95  acc:     4 /     8 =  50.000
1, 96  acc:     9 /    10 =  90.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     9 =  66.667
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    18 =  88.889
1, 101  acc:     1 /     2 =  50.000
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:    14 /    20 =  70.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    17 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     8 /     9 =  88.889
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:  3220 /  4819 =  66.819
1, 118  acc:   829 /  1185 =  69.958
1, 119  acc:   195 /   280 =  69.643
1, 120  acc:   233 /   336 =  69.345
1, 121  acc:    47 /    67 =  70.149
1, 122  acc:    34 /    45 =  75.556
1, 123  acc:    10 /    25 =  40.000
1, 124  acc:    20 /    26 =  76.923
1, 125  acc:   203 /   295 =  68.814
1, 126  acc:    68 /    92 =  73.913
1, 127  acc:    11 /    16 =  68.750
1, 128  acc:    15 /    28 =  53.571
1, 129  acc:     5 /     8 =  62.500
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     1 /     3 =  33.333
1, 133  acc:   196 /   262 =  74.809
1, 134  acc:    40 /    50 =  80.000
1, 135  acc:    17 /    24 =  70.833
1, 136  acc:    16 /    22 =  72.727
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     1 /     3 =  33.333
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     3 =  66.667
1, 141  acc:    39 /    69 =  56.522
1, 142  acc:     9 /    10 =  90.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:    59 /   110 =  53.636
1, 149  acc:     8 /     9 =  88.889
1, 150  acc:     0 /     0 =     nan
1, 151  acc:     3 /    15 =  20.000
1, 152  acc:     3 /     5 =  60.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:     8 /    24 =  33.333
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     9 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    10 /    16 =  62.500
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     4 =  75.000
1, 164  acc:    19 /    23 =  82.609
1, 165  acc:     1 /     2 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1553 /  2075 =  74.843
1, 170  acc:   294 /   388 =  75.773
1, 171  acc:   106 /   140 =  75.714
1, 172  acc:   109 /   147 =  74.150
1, 173  acc:    23 /    30 =  76.667
1, 174  acc:     6 /    10 =  60.000
1, 175  acc:     3 /     4 =  75.000
1, 176  acc:    20 /    32 =  62.500
1, 177  acc:    33 /    51 =  64.706
1, 178  acc:     5 /     6 =  83.333
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     2 /     7 =  28.571
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:     8 /    14 =  57.143
1, 184  acc:    58 /    80 =  72.500
1, 185  acc:    15 /    19 =  78.947
1, 186  acc:     9 /    13 =  69.231
1, 187  acc:     3 /     6 =  50.000
1, 188  acc:     0 /     2 =   0.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     6 /    10 =  60.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     1 /     2 =  50.000
1, 193  acc:     0 /     0 =     nan
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:    33 /    50 =  66.000
1, 197  acc:     3 /     5 =  60.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     3 /     6 =  50.000
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:    10 /    12 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     4 /     4 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     1 /     3 =  33.333
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 233299 / 269038 =  86.716
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23287 / 25373 =  91.779
0, 1  acc: 28740 / 31282 =  91.874
0, 2  acc:  5645 /  6155 =  91.714
0, 3  acc: 22346 / 24292 =  91.989
0, 4  acc:  9922 / 10829 =  91.624
0, 5  acc:  5091 /  5541 =  91.879
0, 6  acc:  6232 /  6785 =  91.850
0, 7  acc: 11094 / 12016 =  92.327
1, 0  acc:  4070 /  4437 =  91.729
1, 1  acc:  4593 /  4962 =  92.563
1, 2  acc:  2064 /  2265 =  91.126
1, 3  acc:  2240 /  2446 =  91.578
1, 4  acc:  2899 /  3125 =  92.768
1, 5  acc:   933 /  1003 =  93.021
1, 6  acc:  2864 /  3111 =  92.060
1, 7  acc:  4299 /  4682 =  91.820
--------------------------------------
Average acc: 136319 / 148304 =  91.919
Robust  acc:  2064 /  2265 =  91.126
--------------------------------------
New max robust acc: 91.12582781456953
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed15.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed15.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: 68.254 | Best Acc: 92.720
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10805 / 12092 =  89.357
0, 1  acc: 12836 / 14179 =  90.528
0, 2  acc:  2513 /  3210 =  78.287
0, 3  acc: 11220 / 12101 =  92.720
0, 4  acc:  4269 /  5355 =  79.720
0, 5  acc:  2605 /  2980 =  87.416
0, 6  acc:  2451 /  3335 =  73.493
0, 7  acc:  4565 /  5723 =  79.766
1, 0  acc:  1571 /  2203 =  71.312
1, 1  acc:  1606 /  2270 =  70.749
1, 2  acc:   870 /  1216 =  71.546
1, 3  acc:   860 /  1260 =  68.254
1, 4  acc:  1222 /  1627 =  75.108
1, 5  acc:   372 /   520 =  71.538
1, 6  acc:  1194 /  1537 =  77.684
1, 7  acc:  1591 /  2246 =  70.837
------------------------------------
Average acc: 60550 / 71854 =  84.268
Robust  acc:   860 /  1260 =  68.254
------------------------------------
Accuracies by groups:
0, 0  acc: 10805 / 12092 =  89.357
0, 1  acc: 12836 / 14179 =  90.528
0, 2  acc:  2513 /  3210 =  78.287
0, 3  acc: 11220 / 12101 =  92.720
0, 4  acc:  4269 /  5355 =  79.720
0, 5  acc:  2605 /  2980 =  87.416
0, 6  acc:  2451 /  3335 =  73.493
0, 7  acc:  4565 /  5723 =  79.766
1, 0  acc:  1571 /  2203 =  71.312
1, 1  acc:  1606 /  2270 =  70.749
1, 2  acc:   870 /  1216 =  71.546
1, 3  acc:   860 /  1260 =  68.254
1, 4  acc:  1222 /  1627 =  75.108
1, 5  acc:   372 /   520 =  71.538
1, 6  acc:  1194 /  1537 =  77.684
1, 7  acc:  1591 /  2246 =  70.837
------------------------------------
Average acc: 60550 / 71854 =  84.268
Robust  acc:   860 /  1260 =  68.254
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10805 / 12092 =  89.357
0, 1  acc: 12836 / 14179 =  90.528
0, 2  acc:  2513 /  3210 =  78.287
0, 3  acc: 11220 / 12101 =  92.720
0, 4  acc:  4269 /  5355 =  79.720
0, 5  acc:  2605 /  2980 =  87.416
0, 6  acc:  2451 /  3335 =  73.493
0, 7  acc:  4565 /  5723 =  79.766
1, 0  acc:  1571 /  2203 =  71.312
1, 1  acc:  1606 /  2270 =  70.749
1, 2  acc:   870 /  1216 =  71.546
1, 3  acc:   860 /  1260 =  68.254
1, 4  acc:  1222 /  1627 =  75.108
1, 5  acc:   372 /   520 =  71.538
1, 6  acc:  1194 /  1537 =  77.684
1, 7  acc:  1591 /  2246 =  70.837
------------------------------------
Average acc: 60550 / 71854 =  84.268
Robust  acc:   860 /  1260 =  68.254
------------------------------------

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: 93.410 | Val Loss: 0.000 | Val Acc: 96.571
Training:
Accuracies by groups:
0, 0  acc: 105284 / 108482 =  97.052
0, 1  acc:  8953 /  9310 =  96.165
0, 2  acc: 13968 / 14655 =  95.312
0, 3  acc:  7149 /  7474 =  95.652
0, 4  acc:  2567 /  2957 =  86.811
0, 5  acc:   325 /   398 =  81.658
0, 6  acc:   336 /   394 =  85.279
0, 7  acc:   371 /   421 =  88.124
0, 8  acc: 11093 / 11490 =  96.545
0, 9  acc:   756 /   794 =  95.214
0, 10  acc:   737 /   767 =  96.089
0, 11  acc:   509 /   540 =  94.259
0, 12  acc:   547 /   617 =  88.655
0, 13  acc:    55 /    64 =  85.938
0, 14  acc:    75 /    78 =  96.154
0, 15  acc:    40 /    46 =  86.957
0, 16  acc:  6177 /  6792 =  90.945
0, 17  acc:   181 /   202 =  89.604
0, 18  acc:   626 /   669 =  93.572
0, 19  acc:   199 /   212 =  93.868
0, 20  acc:   113 /   151 =  74.834
0, 21  acc:    14 /    16 =  87.500
0, 22  acc:    58 /    64 =  90.625
0, 23  acc:     8 /    12 =  66.667
0, 24  acc:   783 /   883 =  88.675
0, 25  acc:    46 /    52 =  88.462
0, 26  acc:    75 /    78 =  96.154
0, 27  acc:    44 /    45 =  97.778
0, 28  acc:    34 /    41 =  82.927
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     3 /    10 =  30.000
0, 31  acc:     4 /     5 =  80.000
0, 32  acc:  2236 /  2337 =  95.678
0, 33  acc:    93 /    98 =  94.898
0, 34  acc:   100 /   102 =  98.039
0, 35  acc:    33 /    35 =  94.286
0, 36  acc:    34 /    38 =  89.474
0, 37  acc:     4 /     6 =  66.667
0, 38  acc:    11 /    13 =  84.615
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   640 /   665 =  96.241
0, 41  acc:    25 /    25 = 100.000
0, 42  acc:    24 /    25 =  96.000
0, 43  acc:    27 /    27 = 100.000
0, 44  acc:    25 /    29 =  86.207
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:    16 /    17 =  94.118
0, 47  acc:     2 /     4 =  50.000
0, 48  acc:   390 /   437 =  89.245
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    27 /    30 =  90.000
0, 51  acc:    22 /    25 =  88.000
0, 52  acc:     1 /     3 =  33.333
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     6 /     9 =  66.667
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   424 /   456 =  92.982
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    16 /    20 =  80.000
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    13 /    17 =  76.471
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     7 /     8 =  87.500
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2562 /  2931 =  87.410
0, 65  acc:   358 /   405 =  88.395
0, 66  acc:   286 /   321 =  89.097
0, 67  acc:   103 /   114 =  90.351
0, 68  acc:    54 /    72 =  75.000
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    17 /    22 =  77.273
0, 71  acc:    10 /    11 =  90.909
0, 72  acc:    78 /    82 =  95.122
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     1 /     2 =  50.000
0, 80  acc:    67 /    86 =  77.907
0, 81  acc:     5 /     7 =  71.429
0, 82  acc:    17 /    17 = 100.000
0, 83  acc:    11 /    12 =  91.667
0, 84  acc:     6 /     7 =  85.714
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     8 /     9 =  88.889
0, 87  acc:     0 /     3 =   0.000
0, 88  acc:     9 /    11 =  81.818
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    80 /    88 =  90.909
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     8 /     9 =  88.889
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     8 /     9 =  88.889
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     2 /     2 = 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:    16 /    20 =  80.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     4 /     4 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6537 /  7181 =  91.032
0, 118  acc:  1554 /  1718 =  90.454
0, 119  acc:   383 /   424 =  90.330
0, 120  acc:   394 /   442 =  89.140
0, 121  acc:    68 /    82 =  82.927
0, 122  acc:    33 /    35 =  94.286
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    23 /    26 =  88.462
0, 125  acc:   384 /   416 =  92.308
0, 126  acc:   108 /   124 =  87.097
0, 127  acc:    34 /    37 =  91.892
0, 128  acc:    50 /    58 =  86.207
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     1 /     2 =  50.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   214 /   251 =  85.259
0, 134  acc:    42 /    62 =  67.742
0, 135  acc:    21 /    22 =  95.455
0, 136  acc:    26 /    35 =  74.286
0, 137  acc:    10 /    15 =  66.667
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    49 /    60 =  81.667
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     6 /     7 =  85.714
0, 144  acc:     4 /     4 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     4 /     4 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   123 /   133 =  92.481
0, 149  acc:    21 /    21 = 100.000
0, 150  acc:     4 /     8 =  50.000
0, 151  acc:     8 /    17 =  47.059
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    51 /    53 =  96.226
0, 155  acc:     3 /     4 =  75.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     3 /     3 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    21 /    26 =  80.769
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     4 /     5 =  80.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    19 =  84.211
0, 165  acc:     1 /     1 = 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:  1617 /  1901 =  85.060
0, 170  acc:   321 /   400 =  80.250
0, 171  acc:   121 /   138 =  87.681
0, 172  acc:   137 /   158 =  86.709
0, 173  acc:    19 /    25 =  76.000
0, 174  acc:     1 /     3 =  33.333
0, 175  acc:     4 /     5 =  80.000
0, 176  acc:    19 /    25 =  76.000
0, 177  acc:    68 /    74 =  91.892
0, 178  acc:    12 /    14 =  85.714
0, 179  acc:     8 /     9 =  88.889
0, 180  acc:     2 /     3 =  66.667
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    39 /    50 =  78.000
0, 185  acc:     9 /     9 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     5 /     7 =  71.429
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    17 /    25 =  68.000
0, 192  acc:     3 /     4 =  75.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    46 /    54 =  85.185
0, 197  acc:    12 /    14 =  85.714
0, 198  acc:     4 /     8 =  50.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     1 /     2 =  50.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    16 /    19 =  84.211
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     2 /     2 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     2 /     3 =  66.667
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     1 =   0.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     8 =  75.000
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: 30679 / 33642 =  91.193
1, 1  acc:  3157 /  3526 =  89.535
1, 2  acc:  5690 /  6402 =  88.878
1, 3  acc:  2108 /  2486 =  84.795
1, 4  acc:  2535 /  2886 =  87.838
1, 5  acc:   432 /   502 =  86.056
1, 6  acc:   221 /   258 =  85.659
1, 7  acc:   319 /   362 =  88.122
1, 8  acc:  2502 /  2909 =  86.009
1, 9  acc:   183 /   216 =  84.722
1, 10  acc:   222 /   266 =  83.459
1, 11  acc:   118 /   137 =  86.131
1, 12  acc:   391 /   437 =  89.474
1, 13  acc:    55 /    66 =  83.333
1, 14  acc:    51 /    63 =  80.952
1, 15  acc:    69 /    91 =  75.824
1, 16  acc:  3958 /  4583 =  86.363
1, 17  acc:   136 /   152 =  89.474
1, 18  acc:   311 /   366 =  84.973
1, 19  acc:   118 /   140 =  84.286
1, 20  acc:   151 /   162 =  93.210
1, 21  acc:    17 /    17 = 100.000
1, 22  acc:    79 /    96 =  82.292
1, 23  acc:    25 /    26 =  96.154
1, 24  acc:   494 /   587 =  84.157
1, 25  acc:    11 /    14 =  78.571
1, 26  acc:    52 /    56 =  92.857
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    88 /    97 =  90.722
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    11 /    11 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   773 /   879 =  87.941
1, 33  acc:    36 /    46 =  78.261
1, 34  acc:    30 /    35 =  85.714
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    25 /    27 =  92.593
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    20 /    22 =  90.909
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   197 /   229 =  86.026
1, 41  acc:    11 /    12 =  91.667
1, 42  acc:     2 /     5 =  40.000
1, 43  acc:     4 /     7 =  57.143
1, 44  acc:    14 /    17 =  82.353
1, 45  acc:     0 /     0 =     nan
1, 46  acc:    15 /    16 =  93.750
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   258 /   292 =  88.356
1, 49  acc:     6 /     7 =  85.714
1, 50  acc:    11 /    16 =  68.750
1, 51  acc:    17 /    18 =  94.444
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    25 /    28 =  89.286
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   186 /   227 =  81.938
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:     7 /     8 =  87.500
1, 59  acc:     5 /    11 =  45.455
1, 60  acc:    14 /    15 =  93.333
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    16 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2797 /  3137 =  89.162
1, 65  acc:   380 /   440 =  86.364
1, 66  acc:   245 /   278 =  88.129
1, 67  acc:   110 /   128 =  85.938
1, 68  acc:   107 /   123 =  86.992
1, 69  acc:    24 /    26 =  92.308
1, 70  acc:    43 /    48 =  89.583
1, 71  acc:    19 /    20 =  95.000
1, 72  acc:    52 /    57 =  91.228
1, 73  acc:     0 /     0 =     nan
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    15 /    17 =  88.235
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    86 /    99 =  86.869
1, 81  acc:    13 /    15 =  86.667
1, 82  acc:    28 /    34 =  82.353
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    17 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    16 =  62.500
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    84 /    98 =  85.714
1, 95  acc:     8 /    10 =  80.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     8 =  87.500
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    17 =  82.353
1, 101  acc:     1 /     1 = 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:    15 /    15 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /     9 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:    12 /    12 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4088 /  4836 =  84.533
1, 118  acc:   981 /  1135 =  86.432
1, 119  acc:   264 /   300 =  88.000
1, 120  acc:   270 /   321 =  84.112
1, 121  acc:    86 /    92 =  93.478
1, 122  acc:    29 /    35 =  82.857
1, 123  acc:    11 /    13 =  84.615
1, 124  acc:    22 /    24 =  91.667
1, 125  acc:   253 /   310 =  81.613
1, 126  acc:    56 /    62 =  90.323
1, 127  acc:    12 /    18 =  66.667
1, 128  acc:    27 /    31 =  87.097
1, 129  acc:     6 /     6 = 100.000
1, 130  acc:     5 /     6 =  83.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     7 =  42.857
1, 133  acc:   221 /   266 =  83.083
1, 134  acc:    41 /    44 =  93.182
1, 135  acc:    14 /    16 =  87.500
1, 136  acc:    16 /    23 =  69.565
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     2 =   0.000
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     2 /     3 =  66.667
1, 141  acc:    70 /    84 =  83.333
1, 142  acc:    11 /    16 =  68.750
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:    92 /   117 =  78.632
1, 149  acc:     6 /     7 =  85.714
1, 150  acc:     8 /     9 =  88.889
1, 151  acc:     8 /    12 =  66.667
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    20 /    24 =  83.333
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    14 = 100.000
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    13 /    16 =  81.250
1, 165  acc:     1 /     2 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1718 /  1990 =  86.332
1, 170  acc:   371 /   420 =  88.333
1, 171  acc:   134 /   155 =  86.452
1, 172  acc:   106 /   114 =  92.982
1, 173  acc:    36 /    41 =  87.805
1, 174  acc:     2 /     3 =  66.667
1, 175  acc:     2 /     3 =  66.667
1, 176  acc:    28 /    30 =  93.333
1, 177  acc:    44 /    49 =  89.796
1, 178  acc:     5 /    10 =  50.000
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     1 /     5 =  20.000
1, 181  acc:     1 /     1 = 100.000
1, 182  acc:     2 /     3 =  66.667
1, 183  acc:     4 /     8 =  50.000
1, 184  acc:    74 /    84 =  88.095
1, 185  acc:    19 /    19 = 100.000
1, 186  acc:     8 /     9 =  88.889
1, 187  acc:     2 /     3 =  66.667
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     5 =  60.000
1, 190  acc:     4 /     5 =  80.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    40 /    51 =  78.431
1, 197  acc:     2 /     5 =  40.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     4 /     9 =  44.444
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:    12 /    13 =  92.308
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 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:     5 /     5 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251308 / 269038 =  93.410
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24488 / 25373 =  96.512
0, 1  acc: 30237 / 31282 =  96.659
0, 2  acc:  5975 /  6155 =  97.076
0, 3  acc: 23401 / 24292 =  96.332
0, 4  acc: 10482 / 10829 =  96.796
0, 5  acc:  5339 /  5541 =  96.354
0, 6  acc:  6573 /  6785 =  96.875
0, 7  acc: 11605 / 12016 =  96.580
1, 0  acc:  4271 /  4437 =  96.259
1, 1  acc:  4795 /  4962 =  96.634
1, 2  acc:  2201 /  2265 =  97.174
1, 3  acc:  2365 /  2446 =  96.688
1, 4  acc:  3012 /  3125 =  96.384
1, 5  acc:   976 /  1003 =  97.308
1, 6  acc:  3014 /  3111 =  96.882
1, 7  acc:  4514 /  4682 =  96.412
--------------------------------------
Average acc: 143248 / 148304 =  96.591
Robust  acc:  4271 /  4437 =  96.259
--------------------------------------
New max robust acc: 96.25873337840883
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed15.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed15.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: 60.317 | Best Acc: 94.306
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11138 / 12092 =  92.110
0, 1  acc: 13212 / 14179 =  93.180
0, 2  acc:  2495 /  3210 =  77.726
0, 3  acc: 11412 / 12101 =  94.306
0, 4  acc:  4648 /  5355 =  86.797
0, 5  acc:  2699 /  2980 =  90.570
0, 6  acc:  2597 /  3335 =  77.871
0, 7  acc:  4741 /  5723 =  82.841
1, 0  acc:  1390 /  2203 =  63.096
1, 1  acc:  1420 /  2270 =  62.555
1, 2  acc:   831 /  1216 =  68.339
1, 3  acc:   760 /  1260 =  60.317
1, 4  acc:  1037 /  1627 =  63.737
1, 5  acc:   327 /   520 =  62.885
1, 6  acc:  1080 /  1537 =  70.267
1, 7  acc:  1445 /  2246 =  64.337
------------------------------------
Average acc: 61232 / 71854 =  85.217
Robust  acc:   760 /  1260 =  60.317
------------------------------------
Accuracies by groups:
0, 0  acc: 11138 / 12092 =  92.110
0, 1  acc: 13212 / 14179 =  93.180
0, 2  acc:  2495 /  3210 =  77.726
0, 3  acc: 11412 / 12101 =  94.306
0, 4  acc:  4648 /  5355 =  86.797
0, 5  acc:  2699 /  2980 =  90.570
0, 6  acc:  2597 /  3335 =  77.871
0, 7  acc:  4741 /  5723 =  82.841
1, 0  acc:  1390 /  2203 =  63.096
1, 1  acc:  1420 /  2270 =  62.555
1, 2  acc:   831 /  1216 =  68.339
1, 3  acc:   760 /  1260 =  60.317
1, 4  acc:  1037 /  1627 =  63.737
1, 5  acc:   327 /   520 =  62.885
1, 6  acc:  1080 /  1537 =  70.267
1, 7  acc:  1445 /  2246 =  64.337
------------------------------------
Average acc: 61232 / 71854 =  85.217
Robust  acc:   760 /  1260 =  60.317
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11138 / 12092 =  92.110
0, 1  acc: 13212 / 14179 =  93.180
0, 2  acc:  2495 /  3210 =  77.726
0, 3  acc: 11412 / 12101 =  94.306
0, 4  acc:  4648 /  5355 =  86.797
0, 5  acc:  2699 /  2980 =  90.570
0, 6  acc:  2597 /  3335 =  77.871
0, 7  acc:  4741 /  5723 =  82.841
1, 0  acc:  1390 /  2203 =  63.096
1, 1  acc:  1420 /  2270 =  62.555
1, 2  acc:   831 /  1216 =  68.339
1, 3  acc:   760 /  1260 =  60.317
1, 4  acc:  1037 /  1627 =  63.737
1, 5  acc:   327 /   520 =  62.885
1, 6  acc:  1080 /  1537 =  70.267
1, 7  acc:  1445 /  2246 =  64.337
------------------------------------
Average acc: 61232 / 71854 =  85.217
Robust  acc:   760 /  1260 =  60.317
------------------------------------

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: 96.413 | Val Loss: 0.000 | Val Acc: 97.445
Training:
Accuracies by groups:
0, 0  acc: 106524 / 108496 =  98.182
0, 1  acc:  9120 /  9345 =  97.592
0, 2  acc: 14322 / 14678 =  97.575
0, 3  acc:  7190 /  7372 =  97.531
0, 4  acc:  2993 /  3222 =  92.893
0, 5  acc:   379 /   411 =  92.214
0, 6  acc:   348 /   371 =  93.801
0, 7  acc:   353 /   375 =  94.133
0, 8  acc: 11154 / 11391 =  97.919
0, 9  acc:   775 /   795 =  97.484
0, 10  acc:   775 /   794 =  97.607
0, 11  acc:   534 /   545 =  97.982
0, 12  acc:   539 /   577 =  93.414
0, 13  acc:    54 /    57 =  94.737
0, 14  acc:    75 /    80 =  93.750
0, 15  acc:    38 /    45 =  84.444
0, 16  acc:  6430 /  6775 =  94.908
0, 17  acc:   230 /   243 =  94.650
0, 18  acc:   644 /   667 =  96.552
0, 19  acc:   181 /   192 =  94.271
0, 20  acc:   144 /   158 =  91.139
0, 21  acc:    19 /    22 =  86.364
0, 22  acc:    43 /    49 =  87.755
0, 23  acc:    13 /    19 =  68.421
0, 24  acc:   822 /   883 =  93.092
0, 25  acc:    51 /    51 = 100.000
0, 26  acc:    76 /    79 =  96.203
0, 27  acc:    37 /    38 =  97.368
0, 28  acc:    42 /    44 =  95.455
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     3 /     4 =  75.000
0, 31  acc:     2 /     2 = 100.000
0, 32  acc:  2202 /  2274 =  96.834
0, 33  acc:    90 /    96 =  93.750
0, 34  acc:    96 /    97 =  98.969
0, 35  acc:    26 /    26 = 100.000
0, 36  acc:    43 /    45 =  95.556
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   646 /   669 =  96.562
0, 41  acc:    31 /    31 = 100.000
0, 42  acc:    27 /    30 =  90.000
0, 43  acc:    23 /    23 = 100.000
0, 44  acc:    32 /    32 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     6 /     6 = 100.000
0, 48  acc:   428 /   449 =  95.323
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    34 /    35 =  97.143
0, 51  acc:    18 /    18 = 100.000
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   389 /   409 =  95.110
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    14 /    18 =  77.778
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    19 /    21 =  90.476
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     8 /    10 =  80.000
0, 63  acc:     4 /     4 = 100.000
0, 64  acc:  2805 /  3006 =  93.313
0, 65  acc:   366 /   400 =  91.500
0, 66  acc:   288 /   307 =  93.811
0, 67  acc:   112 /   123 =  91.057
0, 68  acc:    77 /    83 =  92.771
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    21 /    25 =  84.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    82 /    85 =  96.471
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    14 /    14 = 100.000
0, 76  acc:     3 /     5 =  60.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    86 /   101 =  85.149
0, 81  acc:     9 /    11 =  81.818
0, 82  acc:    13 /    14 =  92.857
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     6 /     7 =  85.714
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    13 /    14 =  92.857
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     2 /     2 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     3 /     3 = 100.000
0, 94  acc:    79 /    88 =  89.773
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    15 /    19 =  78.947
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     5 /     6 =  83.333
0, 101  acc:     5 /     6 =  83.333
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    19 /    22 =  86.364
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     5 /    11 =  45.455
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     8 =  87.500
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6984 /  7349 =  95.033
0, 118  acc:  1550 /  1642 =  94.397
0, 119  acc:   413 /   437 =  94.508
0, 120  acc:   348 /   366 =  95.082
0, 121  acc:    77 /    91 =  84.615
0, 122  acc:    27 /    31 =  87.097
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    23 /    24 =  95.833
0, 125  acc:   427 /   440 =  97.045
0, 126  acc:   124 /   134 =  92.537
0, 127  acc:    32 /    33 =  96.970
0, 128  acc:    31 /    35 =  88.571
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   202 /   224 =  90.179
0, 134  acc:    56 /    63 =  88.889
0, 135  acc:    36 /    37 =  97.297
0, 136  acc:    23 /    24 =  95.833
0, 137  acc:     6 /     7 =  85.714
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    50 /    57 =  87.719
0, 142  acc:    12 /    13 =  92.308
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   137 /   145 =  94.483
0, 149  acc:    22 /    22 = 100.000
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:    19 /    21 =  90.476
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    30 /    32 =  93.750
0, 155  acc:    12 /    14 =  85.714
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    31 /    34 =  91.176
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    23 /    24 =  95.833
0, 165  acc:     5 /     5 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     3 /     3 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1691 /  1866 =  90.622
0, 170  acc:   375 /   419 =  89.499
0, 171  acc:   120 /   126 =  95.238
0, 172  acc:   174 /   188 =  92.553
0, 173  acc:    30 /    32 =  93.750
0, 174  acc:     2 /     3 =  66.667
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    20 /    24 =  83.333
0, 177  acc:    95 /    96 =  98.958
0, 178  acc:    24 /    24 = 100.000
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     2 /     2 = 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:    48 /    56 =  85.714
0, 185  acc:     7 /     8 =  87.500
0, 186  acc:     5 /     6 =  83.333
0, 187  acc:     7 /    10 =  70.000
0, 188  acc:     4 /     4 = 100.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    35 /    37 =  94.595
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     4 =  75.000
0, 196  acc:    30 /    34 =  88.235
0, 197  acc:    17 /    17 = 100.000
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:     5 /     6 =  83.333
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     4 =  75.000
0, 204  acc:    26 /    28 =  92.857
0, 205  acc:     5 /     5 = 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:     1 /     1 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     2 /     3 =  66.667
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 31798 / 33299 =  95.492
1, 1  acc:  3402 /  3604 =  94.395
1, 2  acc:  5724 /  6086 =  94.052
1, 3  acc:  2368 /  2540 =  93.228
1, 4  acc:  2787 /  2959 =  94.187
1, 5  acc:   475 /   505 =  94.059
1, 6  acc:   310 /   330 =  93.939
1, 7  acc:   341 /   360 =  94.722
1, 8  acc:  2879 /  3080 =  93.474
1, 9  acc:   203 /   216 =  93.981
1, 10  acc:   267 /   283 =  94.346
1, 11  acc:   137 /   152 =  90.132
1, 12  acc:   423 /   457 =  92.560
1, 13  acc:    54 /    60 =  90.000
1, 14  acc:    60 /    74 =  81.081
1, 15  acc:    75 /    79 =  94.937
1, 16  acc:  4242 /  4523 =  93.787
1, 17  acc:   161 /   166 =  96.988
1, 18  acc:   282 /   304 =  92.763
1, 19  acc:   115 /   122 =  94.262
1, 20  acc:   171 /   177 =  96.610
1, 21  acc:    20 /    21 =  95.238
1, 22  acc:    74 /    79 =  93.671
1, 23  acc:    18 /    19 =  94.737
1, 24  acc:   559 /   604 =  92.550
1, 25  acc:     5 /     6 =  83.333
1, 26  acc:    64 /    68 =  94.118
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    84 /    88 =  95.455
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    16 /    18 =  88.889
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:   867 /   927 =  93.528
1, 33  acc:    48 /    50 =  96.000
1, 34  acc:    43 /    49 =  87.755
1, 35  acc:    18 /    19 =  94.737
1, 36  acc:    33 /    33 = 100.000
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    17 /    18 =  94.444
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   225 /   242 =  92.975
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:     4 /     6 =  66.667
1, 43  acc:    10 /    13 =  76.923
1, 44  acc:    16 /    17 =  94.118
1, 45  acc:     4 /     5 =  80.000
1, 46  acc:     3 /     3 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   284 /   306 =  92.810
1, 49  acc:     5 /     6 =  83.333
1, 50  acc:    14 /    17 =  82.353
1, 51  acc:    14 /    15 =  93.333
1, 52  acc:    11 /    11 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    24 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   236 /   248 =  95.161
1, 57  acc:     9 /    11 =  81.818
1, 58  acc:     9 /     9 = 100.000
1, 59  acc:     8 /     8 = 100.000
1, 60  acc:     9 /    11 =  81.818
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     7 /     7 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2891 /  3075 =  94.016
1, 65  acc:   398 /   420 =  94.762
1, 66  acc:   254 /   271 =  93.727
1, 67  acc:   110 /   115 =  95.652
1, 68  acc:   116 /   130 =  89.231
1, 69  acc:    26 /    26 = 100.000
1, 70  acc:    31 /    35 =  88.571
1, 71  acc:     9 /    10 =  90.000
1, 72  acc:    49 /    54 =  90.741
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:     9 /    11 =  81.818
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:    84 /    93 =  90.323
1, 81  acc:    12 /    13 =  92.308
1, 82  acc:    23 /    26 =  88.462
1, 83  acc:     8 /     8 = 100.000
1, 84  acc:    10 /    11 =  90.909
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    20 /    21 =  95.238
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:     2 /     3 =  66.667
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    84 /    91 =  92.308
1, 95  acc:     7 /    10 =  70.000
1, 96  acc:     3 /     4 =  75.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    13 = 100.000
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    17 /    17 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     7 /     7 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     8 /     8 = 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:  4522 /  4909 =  92.117
1, 118  acc:  1134 /  1213 =  93.487
1, 119  acc:   251 /   273 =  91.941
1, 120  acc:   295 /   317 =  93.060
1, 121  acc:    90 /    97 =  92.784
1, 122  acc:    35 /    38 =  92.105
1, 123  acc:    12 /    15 =  80.000
1, 124  acc:    24 /    25 =  96.000
1, 125  acc:   268 /   283 =  94.700
1, 126  acc:    87 /    94 =  92.553
1, 127  acc:    12 /    13 =  92.308
1, 128  acc:    28 /    29 =  96.552
1, 129  acc:     7 /     7 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     7 =  85.714
1, 133  acc:   226 /   239 =  94.561
1, 134  acc:    52 /    55 =  94.545
1, 135  acc:    22 /    22 = 100.000
1, 136  acc:    22 /    25 =  88.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    67 /    71 =  94.366
1, 142  acc:     8 /    10 =  80.000
1, 143  acc:     1 /     2 =  50.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     3 =  33.333
1, 148  acc:   104 /   118 =  88.136
1, 149  acc:    10 /    11 =  90.909
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:     2 /     8 =  25.000
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    29 /    30 =  96.667
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    16 /    17 =  94.118
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    16 /    18 =  88.889
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:  1934 /  2066 =  93.611
1, 170  acc:   380 /   408 =  93.137
1, 171  acc:   139 /   150 =  92.667
1, 172  acc:   119 /   130 =  91.538
1, 173  acc:    28 /    33 =  84.848
1, 174  acc:     4 /     6 =  66.667
1, 175  acc:    10 /    10 = 100.000
1, 176  acc:    14 /    17 =  82.353
1, 177  acc:    39 /    46 =  84.783
1, 178  acc:     6 /     7 =  85.714
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     5 /     7 =  71.429
1, 181  acc:     2 /     3 =  66.667
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:     7 /     8 =  87.500
1, 184  acc:    59 /    65 =  90.769
1, 185  acc:    22 /    23 =  95.652
1, 186  acc:     7 /     7 = 100.000
1, 187  acc:     6 /     7 =  85.714
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    56 /    64 =  87.500
1, 197  acc:    10 /    11 =  90.909
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /     8 =  62.500
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:     4 /     6 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     3 /     4 =  75.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     2 /     2 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259388 / 269038 =  96.413
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24752 / 25373 =  97.553
0, 1  acc: 30476 / 31282 =  97.423
0, 2  acc:  5999 /  6155 =  97.465
0, 3  acc: 23715 / 24292 =  97.625
0, 4  acc: 10559 / 10829 =  97.507
0, 5  acc:  5390 /  5541 =  97.275
0, 6  acc:  6593 /  6785 =  97.170
0, 7  acc: 11685 / 12016 =  97.245
1, 0  acc:  4325 /  4437 =  97.476
1, 1  acc:  4827 /  4962 =  97.279
1, 2  acc:  2200 /  2265 =  97.130
1, 3  acc:  2377 /  2446 =  97.179
1, 4  acc:  3044 /  3125 =  97.408
1, 5  acc:   973 /  1003 =  97.009
1, 6  acc:  3025 /  3111 =  97.236
1, 7  acc:  4552 /  4682 =  97.223
--------------------------------------
Average acc: 144492 / 148304 =  97.430
Robust  acc:   973 /  1003 =  97.009
--------------------------------------
New max robust acc: 97.00897308075773
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed15.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed15.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: 64.843 | Best Acc: 91.728
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10807 / 12092 =  89.373
0, 1  acc: 12772 / 14179 =  90.077
0, 2  acc:  2554 /  3210 =  79.564
0, 3  acc: 11100 / 12101 =  91.728
0, 4  acc:  4495 /  5355 =  83.940
0, 5  acc:  2600 /  2980 =  87.248
0, 6  acc:  2579 /  3335 =  77.331
0, 7  acc:  4437 /  5723 =  77.529
1, 0  acc:  1528 /  2203 =  69.360
1, 1  acc:  1543 /  2270 =  67.974
1, 2  acc:   809 /  1216 =  66.530
1, 3  acc:   856 /  1260 =  67.937
1, 4  acc:  1055 /  1627 =  64.843
1, 5  acc:   358 /   520 =  68.846
1, 6  acc:  1069 /  1537 =  69.551
1, 7  acc:  1554 /  2246 =  69.190
------------------------------------
Average acc: 60116 / 71854 =  83.664
Robust  acc:  1055 /  1627 =  64.843
------------------------------------
Accuracies by groups:
0, 0  acc: 10807 / 12092 =  89.373
0, 1  acc: 12772 / 14179 =  90.077
0, 2  acc:  2554 /  3210 =  79.564
0, 3  acc: 11100 / 12101 =  91.728
0, 4  acc:  4495 /  5355 =  83.940
0, 5  acc:  2600 /  2980 =  87.248
0, 6  acc:  2579 /  3335 =  77.331
0, 7  acc:  4437 /  5723 =  77.529
1, 0  acc:  1528 /  2203 =  69.360
1, 1  acc:  1543 /  2270 =  67.974
1, 2  acc:   809 /  1216 =  66.530
1, 3  acc:   856 /  1260 =  67.937
1, 4  acc:  1055 /  1627 =  64.843
1, 5  acc:   358 /   520 =  68.846
1, 6  acc:  1069 /  1537 =  69.551
1, 7  acc:  1554 /  2246 =  69.190
------------------------------------
Average acc: 60116 / 71854 =  83.664
Robust  acc:  1055 /  1627 =  64.843
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10807 / 12092 =  89.373
0, 1  acc: 12772 / 14179 =  90.077
0, 2  acc:  2554 /  3210 =  79.564
0, 3  acc: 11100 / 12101 =  91.728
0, 4  acc:  4495 /  5355 =  83.940
0, 5  acc:  2600 /  2980 =  87.248
0, 6  acc:  2579 /  3335 =  77.331
0, 7  acc:  4437 /  5723 =  77.529
1, 0  acc:  1528 /  2203 =  69.360
1, 1  acc:  1543 /  2270 =  67.974
1, 2  acc:   809 /  1216 =  66.530
1, 3  acc:   856 /  1260 =  67.937
1, 4  acc:  1055 /  1627 =  64.843
1, 5  acc:   358 /   520 =  68.846
1, 6  acc:  1069 /  1537 =  69.551
1, 7  acc:  1554 /  2246 =  69.190
------------------------------------
Average acc: 60116 / 71854 =  83.664
Robust  acc:  1055 /  1627 =  64.843
------------------------------------

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: 97.858 | Val Loss: 0.000 | Val Acc: 98.234
Training:
Accuracies by groups:
0, 0  acc: 107061 / 108273 =  98.881
0, 1  acc:  9178 /  9307 =  98.614
0, 2  acc: 14409 / 14653 =  98.335
0, 3  acc:  7244 /  7356 =  98.477
0, 4  acc:  2912 /  3043 =  95.695
0, 5  acc:   344 /   358 =  96.089
0, 6  acc:   405 /   415 =  97.590
0, 7  acc:   375 /   399 =  93.985
0, 8  acc: 11193 / 11343 =  98.678
0, 9  acc:   798 /   814 =  98.034
0, 10  acc:   755 /   768 =  98.307
0, 11  acc:   555 /   560 =  99.107
0, 12  acc:   560 /   592 =  94.595
0, 13  acc:    49 /    54 =  90.741
0, 14  acc:    96 /   100 =  96.000
0, 15  acc:    43 /    48 =  89.583
0, 16  acc:  6471 /  6669 =  97.031
0, 17  acc:   231 /   236 =  97.881
0, 18  acc:   626 /   643 =  97.356
0, 19  acc:   224 /   229 =  97.817
0, 20  acc:   136 /   143 =  95.105
0, 21  acc:    16 /    17 =  94.118
0, 22  acc:    43 /    48 =  89.583
0, 23  acc:    14 /    15 =  93.333
0, 24  acc:   903 /   933 =  96.785
0, 25  acc:    53 /    53 = 100.000
0, 26  acc:    80 /    84 =  95.238
0, 27  acc:    27 /    27 = 100.000
0, 28  acc:    43 /    48 =  89.583
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     5 /     7 =  71.429
0, 31  acc:     5 /     6 =  83.333
0, 32  acc:  2373 /  2418 =  98.139
0, 33  acc:   111 /   113 =  98.230
0, 34  acc:   107 /   110 =  97.273
0, 35  acc:    35 /    36 =  97.222
0, 36  acc:    39 /    39 = 100.000
0, 37  acc:     1 /     1 = 100.000
0, 38  acc:    16 /    16 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   671 /   679 =  98.822
0, 41  acc:    32 /    34 =  94.118
0, 42  acc:    35 /    35 = 100.000
0, 43  acc:    29 /    29 = 100.000
0, 44  acc:    24 /    25 =  96.000
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:    13 /    13 = 100.000
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   438 /   452 =  96.903
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    20 /    20 = 100.000
0, 51  acc:    30 /    30 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   384 /   395 =  97.215
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    20 /    22 =  90.909
0, 59  acc:    20 /    20 = 100.000
0, 60  acc:    13 /    15 =  86.667
0, 61  acc:     6 /     6 = 100.000
0, 62  acc:    12 /    12 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2755 /  2863 =  96.228
0, 65  acc:   437 /   454 =  96.256
0, 66  acc:   292 /   305 =  95.738
0, 67  acc:   140 /   145 =  96.552
0, 68  acc:    64 /    66 =  96.970
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    27 /    31 =  87.097
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    78 /    79 =  98.734
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     8 /     8 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   106 /   110 =  96.364
0, 81  acc:     5 /     8 =  62.500
0, 82  acc:    15 /    15 = 100.000
0, 83  acc:     4 /     4 = 100.000
0, 84  acc:     3 /     3 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    10 /    10 = 100.000
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     8 /     8 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    81 /    85 =  95.294
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     3 /     3 = 100.000
0, 98  acc:    17 /    18 =  94.444
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    10 /    11 =  90.909
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    17 = 100.000
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     8 /     8 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    10 /    10 = 100.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6882 /  7081 =  97.190
0, 118  acc:  1576 /  1637 =  96.274
0, 119  acc:   423 /   435 =  97.241
0, 120  acc:   389 /   403 =  96.526
0, 121  acc:    76 /    85 =  89.412
0, 122  acc:    28 /    29 =  96.552
0, 123  acc:    10 /    10 = 100.000
0, 124  acc:    27 /    27 = 100.000
0, 125  acc:   428 /   444 =  96.396
0, 126  acc:   122 /   126 =  96.825
0, 127  acc:    30 /    32 =  93.750
0, 128  acc:    45 /    47 =  95.745
0, 129  acc:    11 /    11 = 100.000
0, 130  acc:     8 /     8 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   234 /   242 =  96.694
0, 134  acc:    47 /    51 =  92.157
0, 135  acc:    35 /    35 = 100.000
0, 136  acc:    25 /    26 =  96.154
0, 137  acc:     8 /     9 =  88.889
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    71 /    71 = 100.000
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     4 /     5 =  80.000
0, 144  acc:     9 /    10 =  90.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   121 /   124 =  97.581
0, 149  acc:    21 /    22 =  95.455
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:     9 /    12 =  75.000
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     6 /     6 = 100.000
0, 154  acc:    43 /    43 = 100.000
0, 155  acc:    15 /    16 =  93.750
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     3 /     3 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    22 /    24 =  91.667
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    16 = 100.000
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     5 /     5 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1817 /  1895 =  95.884
0, 170  acc:   390 /   415 =  93.976
0, 171  acc:   109 /   116 =  93.966
0, 172  acc:   191 /   198 =  96.465
0, 173  acc:    15 /    17 =  88.235
0, 174  acc:     4 /     5 =  80.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    16 /    18 =  88.889
0, 177  acc:    85 /    90 =  94.444
0, 178  acc:    15 /    15 = 100.000
0, 179  acc:    12 /    12 = 100.000
0, 180  acc:     1 /     1 = 100.000
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    62 /    63 =  98.413
0, 185  acc:    10 /    10 = 100.000
0, 186  acc:     6 /     8 =  75.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    41 /    43 =  95.349
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    52 /    55 =  94.545
0, 197  acc:     5 /     5 = 100.000
0, 198  acc:     4 /     5 =  80.000
0, 199  acc:     3 /     3 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    25 /    28 =  89.286
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     7 /     7 = 100.000
0, 209  acc:    13 /    15 =  86.667
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     5 =  80.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 32499 / 33456 =  97.140
1, 1  acc:  3372 /  3479 =  96.924
1, 2  acc:  5978 /  6176 =  96.794
1, 3  acc:  2374 /  2467 =  96.230
1, 4  acc:  2896 /  3000 =  96.533
1, 5  acc:   521 /   545 =  95.596
1, 6  acc:   300 /   310 =  96.774
1, 7  acc:   369 /   380 =  97.105
1, 8  acc:  2969 /  3090 =  96.084
1, 9  acc:   197 /   205 =  96.098
1, 10  acc:   279 /   284 =  98.239
1, 11  acc:   137 /   141 =  97.163
1, 12  acc:   415 /   438 =  94.749
1, 13  acc:    57 /    59 =  96.610
1, 14  acc:    74 /    77 =  96.104
1, 15  acc:    64 /    69 =  92.754
1, 16  acc:  4580 /  4768 =  96.057
1, 17  acc:   155 /   160 =  96.875
1, 18  acc:   326 /   336 =  97.024
1, 19  acc:   133 /   138 =  96.377
1, 20  acc:   172 /   181 =  95.028
1, 21  acc:    19 /    19 = 100.000
1, 22  acc:    80 /    83 =  96.386
1, 23  acc:    24 /    26 =  92.308
1, 24  acc:   597 /   628 =  95.064
1, 25  acc:    12 /    13 =  92.308
1, 26  acc:    59 /    60 =  98.333
1, 27  acc:     6 /     6 = 100.000
1, 28  acc:    88 /    89 =  98.876
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    16 /    17 =  94.118
1, 31  acc:     2 /     2 = 100.000
1, 32  acc:   873 /   900 =  97.000
1, 33  acc:    43 /    47 =  91.489
1, 34  acc:    32 /    34 =  94.118
1, 35  acc:    10 /    10 = 100.000
1, 36  acc:    25 /    25 = 100.000
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    15 /    16 =  93.750
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   230 /   239 =  96.234
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:     6 /     7 =  85.714
1, 43  acc:    10 /    11 =  90.909
1, 44  acc:    13 /    13 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:    10 /    10 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   309 /   317 =  97.476
1, 49  acc:     8 /     9 =  88.889
1, 50  acc:    27 /    28 =  96.429
1, 51  acc:    12 /    13 =  92.308
1, 52  acc:     8 /     8 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    27 /    27 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   239 /   249 =  95.984
1, 57  acc:    12 /    12 = 100.000
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:     6 /     6 = 100.000
1, 60  acc:    22 /    23 =  95.652
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    16 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3084 /  3180 =  96.981
1, 65  acc:   409 /   427 =  95.785
1, 66  acc:   276 /   288 =  95.833
1, 67  acc:   120 /   128 =  93.750
1, 68  acc:   132 /   137 =  96.350
1, 69  acc:    19 /    20 =  95.000
1, 70  acc:    44 /    47 =  93.617
1, 71  acc:    10 /    10 = 100.000
1, 72  acc:    52 /    55 =  94.545
1, 73  acc:     4 /     5 =  80.000
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    16 /    16 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   102 /   107 =  95.327
1, 81  acc:    11 /    12 =  91.667
1, 82  acc:    31 /    32 =  96.875
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    16 /    16 = 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:     1 /     1 = 100.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:    85 /    87 =  97.701
1, 95  acc:    13 /    14 =  92.857
1, 96  acc:    14 /    14 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /    10 =  90.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    11 = 100.000
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    17 /    18 =  94.444
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    11 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     3 /     3 = 100.000
1, 112  acc:    12 /    13 =  92.308
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:  4699 /  4926 =  95.392
1, 118  acc:  1124 /  1168 =  96.233
1, 119  acc:   305 /   319 =  95.611
1, 120  acc:   293 /   303 =  96.700
1, 121  acc:    88 /    90 =  97.778
1, 122  acc:    45 /    47 =  95.745
1, 123  acc:    11 /    11 = 100.000
1, 124  acc:    19 /    19 = 100.000
1, 125  acc:   297 /   314 =  94.586
1, 126  acc:    77 /    82 =  93.902
1, 127  acc:    13 /    14 =  92.857
1, 128  acc:    26 /    27 =  96.296
1, 129  acc:     6 /     6 = 100.000
1, 130  acc:     8 /     9 =  88.889
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     4 = 100.000
1, 133  acc:   266 /   278 =  95.683
1, 134  acc:    44 /    47 =  93.617
1, 135  acc:    19 /    19 = 100.000
1, 136  acc:    16 /    17 =  94.118
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     1 /     4 =  25.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    76 /    77 =  98.701
1, 142  acc:     9 /     9 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   127 /   130 =  97.692
1, 149  acc:    14 /    15 =  93.333
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     5 /     9 =  55.556
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    20 /    20 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    12 /    12 = 100.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    24 /    25 =  96.000
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:  1979 /  2049 =  96.584
1, 170  acc:   368 /   375 =  98.133
1, 171  acc:   177 /   186 =  95.161
1, 172  acc:   118 /   124 =  95.161
1, 173  acc:    38 /    38 = 100.000
1, 174  acc:     5 /     5 = 100.000
1, 175  acc:     1 /     1 = 100.000
1, 176  acc:    25 /    27 =  92.593
1, 177  acc:    57 /    60 =  95.000
1, 178  acc:     3 /     3 = 100.000
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:     2 /     2 = 100.000
1, 181  acc:     9 /     9 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     9 /     9 = 100.000
1, 184  acc:    83 /    87 =  95.402
1, 185  acc:    19 /    22 =  86.364
1, 186  acc:     9 /    10 =  90.000
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     1 /     1 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    49 /    56 =  87.500
1, 197  acc:     4 /     4 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    10 = 100.000
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     6 /     9 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     2 /     2 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263276 / 269038 =  97.858
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24913 / 25373 =  98.187
0, 1  acc: 30740 / 31282 =  98.267
0, 2  acc:  6045 /  6155 =  98.213
0, 3  acc: 23871 / 24292 =  98.267
0, 4  acc: 10657 / 10829 =  98.412
0, 5  acc:  5462 /  5541 =  98.574
0, 6  acc:  6665 /  6785 =  98.231
0, 7  acc: 11817 / 12016 =  98.344
1, 0  acc:  4347 /  4437 =  97.972
1, 1  acc:  4871 /  4962 =  98.166
1, 2  acc:  2225 /  2265 =  98.234
1, 3  acc:  2404 /  2446 =  98.283
1, 4  acc:  3076 /  3125 =  98.432
1, 5  acc:   986 /  1003 =  98.305
1, 6  acc:  3056 /  3111 =  98.232
1, 7  acc:  4587 /  4682 =  97.971
--------------------------------------
Average acc: 145722 / 148304 =  98.259
Robust  acc:  4587 /  4682 =  97.971
--------------------------------------
New max robust acc: 97.97095258436566
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed15.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed15.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 65.519 | Best Acc: 92.513
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10778 / 12092 =  89.133
0, 1  acc: 12854 / 14179 =  90.655
0, 2  acc:  2549 /  3210 =  79.408
0, 3  acc: 11195 / 12101 =  92.513
0, 4  acc:  4505 /  5355 =  84.127
0, 5  acc:  2611 /  2980 =  87.617
0, 6  acc:  2566 /  3335 =  76.942
0, 7  acc:  4581 /  5723 =  80.045
1, 0  acc:  1568 /  2203 =  71.176
1, 1  acc:  1575 /  2270 =  69.383
1, 2  acc:   820 /  1216 =  67.434
1, 3  acc:   839 /  1260 =  66.587
1, 4  acc:  1066 /  1627 =  65.519
1, 5  acc:   356 /   520 =  68.462
1, 6  acc:  1088 /  1537 =  70.787
1, 7  acc:  1548 /  2246 =  68.923
------------------------------------
Average acc: 60499 / 71854 =  84.197
Robust  acc:  1066 /  1627 =  65.519
------------------------------------
Accuracies by groups:
0, 0  acc: 10778 / 12092 =  89.133
0, 1  acc: 12854 / 14179 =  90.655
0, 2  acc:  2549 /  3210 =  79.408
0, 3  acc: 11195 / 12101 =  92.513
0, 4  acc:  4505 /  5355 =  84.127
0, 5  acc:  2611 /  2980 =  87.617
0, 6  acc:  2566 /  3335 =  76.942
0, 7  acc:  4581 /  5723 =  80.045
1, 0  acc:  1568 /  2203 =  71.176
1, 1  acc:  1575 /  2270 =  69.383
1, 2  acc:   820 /  1216 =  67.434
1, 3  acc:   839 /  1260 =  66.587
1, 4  acc:  1066 /  1627 =  65.519
1, 5  acc:   356 /   520 =  68.462
1, 6  acc:  1088 /  1537 =  70.787
1, 7  acc:  1548 /  2246 =  68.923
------------------------------------
Average acc: 60499 / 71854 =  84.197
Robust  acc:  1066 /  1627 =  65.519
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10778 / 12092 =  89.133
0, 1  acc: 12854 / 14179 =  90.655
0, 2  acc:  2549 /  3210 =  79.408
0, 3  acc: 11195 / 12101 =  92.513
0, 4  acc:  4505 /  5355 =  84.127
0, 5  acc:  2611 /  2980 =  87.617
0, 6  acc:  2566 /  3335 =  76.942
0, 7  acc:  4581 /  5723 =  80.045
1, 0  acc:  1568 /  2203 =  71.176
1, 1  acc:  1575 /  2270 =  69.383
1, 2  acc:   820 /  1216 =  67.434
1, 3  acc:   839 /  1260 =  66.587
1, 4  acc:  1066 /  1627 =  65.519
1, 5  acc:   356 /   520 =  68.462
1, 6  acc:  1088 /  1537 =  70.787
1, 7  acc:  1548 /  2246 =  68.923
------------------------------------
Average acc: 60499 / 71854 =  84.197
Robust  acc:  1066 /  1627 =  65.519
------------------------------------

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: 98.539 | Val Loss: 0.000 | Val Acc: 99.406
Training:
Accuracies by groups:
0, 0  acc: 107182 / 108054 =  99.193
0, 1  acc:  9229 /  9310 =  99.130
0, 2  acc: 14558 / 14708 =  98.980
0, 3  acc:  7383 /  7476 =  98.756
0, 4  acc:  3014 /  3101 =  97.194
0, 5  acc:   339 /   352 =  96.307
0, 6  acc:   391 /   399 =  97.995
0, 7  acc:   371 /   387 =  95.866
0, 8  acc: 11269 / 11381 =  99.016
0, 9  acc:   784 /   792 =  98.990
0, 10  acc:   746 /   750 =  99.467
0, 11  acc:   535 /   544 =  98.346
0, 12  acc:   593 /   609 =  97.373
0, 13  acc:    59 /    62 =  95.161
0, 14  acc:    87 /    90 =  96.667
0, 15  acc:    62 /    63 =  98.413
0, 16  acc:  6491 /  6629 =  97.918
0, 17  acc:   208 /   213 =  97.653
0, 18  acc:   672 /   688 =  97.674
0, 19  acc:   188 /   195 =  96.410
0, 20  acc:   143 /   152 =  94.079
0, 21  acc:    17 /    18 =  94.444
0, 22  acc:    44 /    45 =  97.778
0, 23  acc:     9 /     9 = 100.000
0, 24  acc:   879 /   899 =  97.775
0, 25  acc:    58 /    58 = 100.000
0, 26  acc:    70 /    73 =  95.890
0, 27  acc:    37 /    39 =  94.872
0, 28  acc:    61 /    65 =  93.846
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  2301 /  2329 =  98.798
0, 33  acc:    94 /    96 =  97.917
0, 34  acc:    89 /    89 = 100.000
0, 35  acc:    29 /    29 = 100.000
0, 36  acc:    32 /    32 = 100.000
0, 37  acc:     7 /     7 = 100.000
0, 38  acc:    21 /    22 =  95.455
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   679 /   684 =  99.269
0, 41  acc:    33 /    33 = 100.000
0, 42  acc:    27 /    27 = 100.000
0, 43  acc:    42 /    42 = 100.000
0, 44  acc:    28 /    28 = 100.000
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     3 /     4 =  75.000
0, 47  acc:     6 /     6 = 100.000
0, 48  acc:   423 /   431 =  98.144
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    28 /    29 =  96.552
0, 51  acc:    23 /    23 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   400 /   410 =  97.561
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    24 /    26 =  92.308
0, 59  acc:    21 /    21 = 100.000
0, 60  acc:    18 /    19 =  94.737
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    10 /    11 =  90.909
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2891 /  2981 =  96.981
0, 65  acc:   414 /   428 =  96.729
0, 66  acc:   281 /   291 =  96.564
0, 67  acc:   112 /   113 =  99.115
0, 68  acc:    61 /    63 =  96.825
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    27 /    28 =  96.429
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    80 /    83 =  96.386
0, 73  acc:    11 /    11 = 100.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:    13 /    13 = 100.000
0, 76  acc:     4 /     4 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    90 /    95 =  94.737
0, 81  acc:     6 /     8 =  75.000
0, 82  acc:    21 /    21 = 100.000
0, 83  acc:    12 /    12 = 100.000
0, 84  acc:     5 /     6 =  83.333
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:    10 /    10 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    86 /    88 =  97.727
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     9 /     9 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    16 /    16 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:    12 /    12 = 100.000
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    18 /    20 =  90.000
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     7 /     8 =  87.500
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    13 /    13 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  7216 /  7367 =  97.950
0, 118  acc:  1655 /  1688 =  98.045
0, 119  acc:   446 /   453 =  98.455
0, 120  acc:   387 /   401 =  96.509
0, 121  acc:    70 /    72 =  97.222
0, 122  acc:    36 /    38 =  94.737
0, 123  acc:    15 /    15 = 100.000
0, 124  acc:    26 /    27 =  96.296
0, 125  acc:   417 /   423 =  98.582
0, 126  acc:    98 /   101 =  97.030
0, 127  acc:    33 /    34 =  97.059
0, 128  acc:    34 /    35 =  97.143
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     3 /     4 =  75.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   239 /   248 =  96.371
0, 134  acc:    64 /    66 =  96.970
0, 135  acc:    15 /    15 = 100.000
0, 136  acc:    26 /    26 = 100.000
0, 137  acc:    13 /    13 = 100.000
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    80 /    81 =  98.765
0, 142  acc:    17 /    17 = 100.000
0, 143  acc:     7 /     7 = 100.000
0, 144  acc:     6 /     6 = 100.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   129 /   136 =  94.853
0, 149  acc:    12 /    12 = 100.000
0, 150  acc:     5 /     5 = 100.000
0, 151  acc:    14 /    15 =  93.333
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    35 /    37 =  94.595
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    29 /    31 =  93.548
0, 160  acc:     5 /     5 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     7 /     7 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    20 =  95.000
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1839 /  1899 =  96.840
0, 170  acc:   389 /   404 =  96.287
0, 171  acc:   112 /   119 =  94.118
0, 172  acc:   184 /   190 =  96.842
0, 173  acc:    20 /    22 =  90.909
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    15 /    16 =  93.750
0, 177  acc:    81 /    81 = 100.000
0, 178  acc:    11 /    11 = 100.000
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    50 /    51 =  98.039
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:    13 /    13 = 100.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    36 /    37 =  97.297
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     4 /     4 = 100.000
0, 196  acc:    47 /    47 = 100.000
0, 197  acc:    17 /    18 =  94.444
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    30 /    30 = 100.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     9 /    10 =  90.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    11 /    11 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 32936 / 33552 =  98.164
1, 1  acc:  3562 /  3634 =  98.019
1, 2  acc:  6023 /  6161 =  97.760
1, 3  acc:  2433 /  2499 =  97.359
1, 4  acc:  2794 /  2865 =  97.522
1, 5  acc:   552 /   560 =  98.571
1, 6  acc:   304 /   312 =  97.436
1, 7  acc:   340 /   351 =  96.866
1, 8  acc:  2957 /  3038 =  97.334
1, 9  acc:   235 /   240 =  97.917
1, 10  acc:   273 /   277 =  98.556
1, 11  acc:   135 /   139 =  97.122
1, 12  acc:   436 /   449 =  97.105
1, 13  acc:    64 /    64 = 100.000
1, 14  acc:    65 /    68 =  95.588
1, 15  acc:    97 /    97 = 100.000
1, 16  acc:  4531 /  4650 =  97.441
1, 17  acc:   155 /   157 =  98.726
1, 18  acc:   355 /   365 =  97.260
1, 19  acc:   127 /   128 =  99.219
1, 20  acc:   135 /   138 =  97.826
1, 21  acc:    21 /    21 = 100.000
1, 22  acc:    78 /    80 =  97.500
1, 23  acc:    20 /    20 = 100.000
1, 24  acc:   570 /   582 =  97.938
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:    55 /    55 = 100.000
1, 27  acc:    11 /    11 = 100.000
1, 28  acc:    75 /    76 =  98.684
1, 29  acc:     3 /     3 = 100.000
1, 30  acc:    14 /    14 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   911 /   936 =  97.329
1, 33  acc:    44 /    44 = 100.000
1, 34  acc:    41 /    42 =  97.619
1, 35  acc:    11 /    11 = 100.000
1, 36  acc:    23 /    24 =  95.833
1, 37  acc:     1 /     1 = 100.000
1, 38  acc:    25 /    25 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   248 /   254 =  97.638
1, 41  acc:     9 /     9 = 100.000
1, 42  acc:     9 /     9 = 100.000
1, 43  acc:    14 /    15 =  93.333
1, 44  acc:    12 /    13 =  92.308
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     7 /     8 =  87.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   311 /   317 =  98.107
1, 49  acc:     2 /     2 = 100.000
1, 50  acc:    22 /    22 = 100.000
1, 51  acc:     8 /     9 =  88.889
1, 52  acc:     4 /     4 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    29 /    29 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   223 /   233 =  95.708
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:     9 /     9 = 100.000
1, 59  acc:     9 /     9 = 100.000
1, 60  acc:    13 /    13 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3064 /  3128 =  97.954
1, 65  acc:   462 /   473 =  97.674
1, 66  acc:   276 /   282 =  97.872
1, 67  acc:   113 /   115 =  98.261
1, 68  acc:   139 /   142 =  97.887
1, 69  acc:    22 /    22 = 100.000
1, 70  acc:    52 /    52 = 100.000
1, 71  acc:    12 /    13 =  92.308
1, 72  acc:    58 /    58 = 100.000
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     0 /     0 =     nan
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    13 /    13 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   102 /   105 =  97.143
1, 81  acc:    12 /    14 =  85.714
1, 82  acc:    36 /    37 =  97.297
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    11 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    12 /    13 =  92.308
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   106 /   107 =  99.065
1, 95  acc:    17 /    17 = 100.000
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     6 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    12 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    21 /    21 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     3 /     3 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     1 /     2 =  50.000
1, 112  acc:    11 /    11 = 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:  4847 /  4968 =  97.564
1, 118  acc:  1193 /  1220 =  97.787
1, 119  acc:   276 /   284 =  97.183
1, 120  acc:   304 /   312 =  97.436
1, 121  acc:    66 /    68 =  97.059
1, 122  acc:    34 /    35 =  97.143
1, 123  acc:    20 /    20 = 100.000
1, 124  acc:    17 /    19 =  89.474
1, 125  acc:   276 /   284 =  97.183
1, 126  acc:    81 /    83 =  97.590
1, 127  acc:    17 /    19 =  89.474
1, 128  acc:    30 /    31 =  96.774
1, 129  acc:     2 /     2 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     8 =  87.500
1, 133  acc:   247 /   254 =  97.244
1, 134  acc:    54 /    57 =  94.737
1, 135  acc:    33 /    33 = 100.000
1, 136  acc:    23 /    24 =  95.833
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    59 /    60 =  98.333
1, 142  acc:     6 /     6 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     3 /     3 = 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:   107 /   111 =  96.396
1, 149  acc:    11 /    12 =  91.667
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:     4 /     6 =  66.667
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    20 /    21 =  95.238
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     2 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    17 /    17 = 100.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    24 /    24 = 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:  1935 /  2006 =  96.461
1, 170  acc:   387 /   397 =  97.481
1, 171  acc:   141 /   144 =  97.917
1, 172  acc:   113 /   114 =  99.123
1, 173  acc:    30 /    32 =  93.750
1, 174  acc:    14 /    15 =  93.333
1, 175  acc:     2 /     3 =  66.667
1, 176  acc:    28 /    30 =  93.333
1, 177  acc:    50 /    53 =  94.340
1, 178  acc:     8 /     9 =  88.889
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     0 /     0 =     nan
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:     5 /     5 = 100.000
1, 184  acc:    72 /    78 =  92.308
1, 185  acc:    26 /    26 = 100.000
1, 186  acc:    15 /    16 =  93.750
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     1 /     3 =  33.333
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     0 /     0 =     nan
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    69 /    69 = 100.000
1, 197  acc:    11 /    12 =  91.667
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    11 /    11 = 100.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    11 /    12 =  91.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     2 /     2 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265108 / 269038 =  98.539
Robust  acc:     1 /     3 =  33.333
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25233 / 25373 =  99.448
0, 1  acc: 31103 / 31282 =  99.428
0, 2  acc:  6119 /  6155 =  99.415
0, 3  acc: 24166 / 24292 =  99.481
0, 4  acc: 10766 / 10829 =  99.418
0, 5  acc:  5507 /  5541 =  99.386
0, 6  acc:  6750 /  6785 =  99.484
0, 7  acc: 11947 / 12016 =  99.426
1, 0  acc:  4409 /  4437 =  99.369
1, 1  acc:  4933 /  4962 =  99.416
1, 2  acc:  2246 /  2265 =  99.161
1, 3  acc:  2427 /  2446 =  99.223
1, 4  acc:  3106 /  3125 =  99.392
1, 5  acc:   997 /  1003 =  99.402
1, 6  acc:  3093 /  3111 =  99.421
1, 7  acc:  4657 /  4682 =  99.466
--------------------------------------
Average acc: 147459 / 148304 =  99.430
Robust  acc:  2246 /  2265 =  99.161
--------------------------------------
New max robust acc: 99.16114790286976
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed15.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed15.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 47.862 | Best Acc: 96.546
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11469 / 12092 =  94.848
0, 1  acc: 13551 / 14179 =  95.571
0, 2  acc:  2951 /  3210 =  91.931
0, 3  acc: 11683 / 12101 =  96.546
0, 4  acc:  4975 /  5355 =  92.904
0, 5  acc:  2830 /  2980 =  94.966
0, 6  acc:  2964 /  3335 =  88.876
0, 7  acc:  5145 /  5723 =  89.900
1, 0  acc:  1219 /  2203 =  55.334
1, 1  acc:  1249 /  2270 =  55.022
1, 2  acc:   582 /  1216 =  47.862
1, 3  acc:   607 /  1260 =  48.175
1, 4  acc:   791 /  1627 =  48.617
1, 5  acc:   257 /   520 =  49.423
1, 6  acc:   845 /  1537 =  54.977
1, 7  acc:  1187 /  2246 =  52.850
------------------------------------
Average acc: 62305 / 71854 =  86.711
Robust  acc:   582 /  1216 =  47.862
------------------------------------
Accuracies by groups:
0, 0  acc: 11469 / 12092 =  94.848
0, 1  acc: 13551 / 14179 =  95.571
0, 2  acc:  2951 /  3210 =  91.931
0, 3  acc: 11683 / 12101 =  96.546
0, 4  acc:  4975 /  5355 =  92.904
0, 5  acc:  2830 /  2980 =  94.966
0, 6  acc:  2964 /  3335 =  88.876
0, 7  acc:  5145 /  5723 =  89.900
1, 0  acc:  1219 /  2203 =  55.334
1, 1  acc:  1249 /  2270 =  55.022
1, 2  acc:   582 /  1216 =  47.862
1, 3  acc:   607 /  1260 =  48.175
1, 4  acc:   791 /  1627 =  48.617
1, 5  acc:   257 /   520 =  49.423
1, 6  acc:   845 /  1537 =  54.977
1, 7  acc:  1187 /  2246 =  52.850
------------------------------------
Average acc: 62305 / 71854 =  86.711
Robust  acc:   582 /  1216 =  47.862
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11469 / 12092 =  94.848
0, 1  acc: 13551 / 14179 =  95.571
0, 2  acc:  2951 /  3210 =  91.931
0, 3  acc: 11683 / 12101 =  96.546
0, 4  acc:  4975 /  5355 =  92.904
0, 5  acc:  2830 /  2980 =  94.966
0, 6  acc:  2964 /  3335 =  88.876
0, 7  acc:  5145 /  5723 =  89.900
1, 0  acc:  1219 /  2203 =  55.334
1, 1  acc:  1249 /  2270 =  55.022
1, 2  acc:   582 /  1216 =  47.862
1, 3  acc:   607 /  1260 =  48.175
1, 4  acc:   791 /  1627 =  48.617
1, 5  acc:   257 /   520 =  49.423
1, 6  acc:   845 /  1537 =  54.977
1, 7  acc:  1187 /  2246 =  52.850
------------------------------------
Average acc: 62305 / 71854 =  86.711
Robust  acc:   582 /  1216 =  47.862
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed15.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed15.pt
