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_seed31.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: 31
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 12
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=31-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed31.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.021 | Train Acc: 85.113 | Val Loss: 0.000 | Val Acc: 92.596
Training:
Accuracies by groups:
0, 0  acc: 65178 / 72802 =  89.528
0, 1  acc:  6521 /  7334 =  88.915
0, 2  acc:  9483 / 11128 =  85.217
0, 3  acc:  4879 /  5722 =  85.267
0, 4  acc:  1387 /  2221 =  62.449
0, 5  acc:   162 /   286 =  56.643
0, 6  acc:   224 /   338 =  66.272
0, 7  acc:   184 /   313 =  58.786
0, 8  acc:  5948 /  6833 =  87.048
0, 9  acc:   390 /   480 =  81.250
0, 10  acc:   413 /   490 =  84.286
0, 11  acc:   291 /   356 =  81.742
0, 12  acc:   274 /   443 =  61.851
0, 13  acc:    13 /    33 =  39.394
0, 14  acc:    22 /    37 =  59.459
0, 15  acc:    15 /    36 =  41.667
0, 16  acc:  3713 /  5275 =  70.389
0, 17  acc:   134 /   188 =  71.277
0, 18  acc:   399 /   522 =  76.437
0, 19  acc:   118 /   151 =  78.146
0, 20  acc:    58 /   112 =  51.786
0, 21  acc:     9 /    21 =  42.857
0, 22  acc:    39 /    66 =  59.091
0, 23  acc:     6 /    20 =  30.000
0, 24  acc:   462 /   661 =  69.894
0, 25  acc:    40 /    45 =  88.889
0, 26  acc:    67 /    83 =  80.723
0, 27  acc:    22 /    30 =  73.333
0, 28  acc:    42 /    54 =  77.778
0, 29  acc:     4 /     5 =  80.000
0, 30  acc:     9 /    20 =  45.000
0, 31  acc:     6 /     9 =  66.667
0, 32  acc:  1445 /  1721 =  83.963
0, 33  acc:    73 /    82 =  89.024
0, 34  acc:    74 /    87 =  85.057
0, 35  acc:    15 /    17 =  88.235
0, 36  acc:    19 /    31 =  61.290
0, 37  acc:    11 /    16 =  68.750
0, 38  acc:     7 /    13 =  53.846
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   343 /   411 =  83.455
0, 41  acc:    18 /    21 =  85.714
0, 42  acc:    18 /    18 = 100.000
0, 43  acc:     7 /     7 = 100.000
0, 44  acc:    10 /    16 =  62.500
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     5 /     6 =  83.333
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   231 /   338 =  68.343
0, 49  acc:     2 /     3 =  66.667
0, 50  acc:    11 /    16 =  68.750
0, 51  acc:    14 /    20 =  70.000
0, 52  acc:     2 /     5 =  40.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     2 /     5 =  40.000
0, 55  acc:     2 /     3 =  66.667
0, 56  acc:   245 /   323 =  75.851
0, 57  acc:     8 /    10 =  80.000
0, 58  acc:     9 /    14 =  64.286
0, 59  acc:    10 /    13 =  76.923
0, 60  acc:    10 /    17 =  58.824
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     9 /    17 =  52.941
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  1576 /  2487 =  63.370
0, 65  acc:   264 /   407 =  64.865
0, 66  acc:   178 /   259 =  68.726
0, 67  acc:    55 /    89 =  61.798
0, 68  acc:    38 /    59 =  64.407
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:     9 /    20 =  45.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    58 /    71 =  81.690
0, 73  acc:     2 /     4 =  50.000
0, 74  acc:     5 /     7 =  71.429
0, 75  acc:     5 /     7 =  71.429
0, 76  acc:     5 /     8 =  62.500
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    66 /   107 =  61.682
0, 81  acc:     5 /     8 =  62.500
0, 82  acc:     5 /     6 =  83.333
0, 83  acc:     7 /    11 =  63.636
0, 84  acc:     1 /     4 =  25.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     4 /     6 =  66.667
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     7 /    10 =  70.000
0, 89  acc:     3 /     4 =  75.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    51 /    70 =  72.857
0, 95  acc:     7 /     8 =  87.500
0, 96  acc:     2 /     4 =  50.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    14 /    19 =  73.684
0, 99  acc:     0 /     2 =   0.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     8 /    13 =  61.538
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    11 /    16 =  68.750
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     6 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /    12 =  58.333
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5261 /  6922 =  76.004
0, 118  acc:  1270 /  1689 =  75.192
0, 119  acc:   316 /   415 =  76.145
0, 120  acc:   333 /   416 =  80.048
0, 121  acc:    61 /    99 =  61.616
0, 122  acc:    34 /    45 =  75.556
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    21 /    28 =  75.000
0, 125  acc:   317 /   418 =  75.837
0, 126  acc:    94 /   127 =  74.016
0, 127  acc:    23 /    31 =  74.194
0, 128  acc:    28 /    43 =  65.116
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     6 /     8 =  75.000
0, 131  acc:     1 /     3 =  33.333
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   154 /   241 =  63.900
0, 134  acc:    42 /    71 =  59.155
0, 135  acc:    19 /    22 =  86.364
0, 136  acc:    21 /    30 =  70.000
0, 137  acc:     5 /    16 =  31.250
0, 138  acc:     6 /     6 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    50 /    85 =  58.824
0, 142  acc:     4 /     9 =  44.444
0, 143  acc:     4 /     9 =  44.444
0, 144  acc:    14 /    16 =  87.500
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   115 /   133 =  86.466
0, 149  acc:    13 /    19 =  68.421
0, 150  acc:     3 /     3 = 100.000
0, 151  acc:    15 /    24 =  62.500
0, 152  acc:     2 /     4 =  50.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    37 /    42 =  88.095
0, 155  acc:     1 /     5 =  20.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    17 /    26 =  65.385
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     4 /     5 =  80.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    19 =  73.684
0, 165  acc:     0 /     2 =   0.000
0, 166  acc:    12 /    15 =  80.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     1 =   0.000
0, 169  acc:  1138 /  1836 =  61.983
0, 170  acc:   270 /   452 =  59.735
0, 171  acc:    63 /   103 =  61.165
0, 172  acc:   108 /   167 =  64.671
0, 173  acc:    13 /    22 =  59.091
0, 174  acc:     7 /    12 =  58.333
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:     3 /     6 =  50.000
0, 177  acc:    51 /    62 =  82.258
0, 178  acc:     8 /    10 =  80.000
0, 179  acc:     9 /    14 =  64.286
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     0 /     2 =   0.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     4 =  75.000
0, 184  acc:    50 /    80 =  62.500
0, 185  acc:     1 /     2 =  50.000
0, 186  acc:     3 /     6 =  50.000
0, 187  acc:     3 /     4 =  75.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    10 /    24 =  41.667
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     2 =  50.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    27 /    46 =  58.696
0, 197  acc:    10 /    16 =  62.500
0, 198  acc:     0 /     7 =   0.000
0, 199  acc:     3 /     3 = 100.000
0, 200  acc:     5 /     8 =  62.500
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:    13 /    17 =  76.471
0, 205  acc:     5 /     6 =  83.333
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     2 /     5 =  40.000
0, 209  acc:     5 /     8 =  62.500
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     4 /     6 =  66.667
0, 212  acc:     0 /     1 =   0.000
0, 213  acc:     0 /     4 =   0.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     7 =  57.143
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 50128 / 56892 =  88.111
1, 1  acc:  4975 /  5863 =  84.854
1, 2  acc:  8672 / 10382 =  83.529
1, 3  acc:  3480 /  4255 =  81.786
1, 4  acc:  4425 /  4914 =  90.049
1, 5  acc:   769 /   837 =  91.876
1, 6  acc:   441 /   501 =  88.024
1, 7  acc:   549 /   599 =  91.653
1, 8  acc:  4192 /  5132 =  81.684
1, 9  acc:   314 /   376 =  83.511
1, 10  acc:   339 /   431 =  78.654
1, 11  acc:   199 /   243 =  81.893
1, 12  acc:   714 /   780 =  91.538
1, 13  acc:    97 /   111 =  87.387
1, 14  acc:   107 /   133 =  80.451
1, 15  acc:   103 /   130 =  79.231
1, 16  acc:  6748 /  7950 =  84.881
1, 17  acc:   259 /   291 =  89.003
1, 18  acc:   466 /   558 =  83.513
1, 19  acc:   158 /   206 =  76.699
1, 20  acc:   262 /   284 =  92.254
1, 21  acc:    45 /    48 =  93.750
1, 22  acc:   116 /   128 =  90.625
1, 23  acc:    33 /    36 =  91.667
1, 24  acc:   799 /  1015 =  78.719
1, 25  acc:     8 /    15 =  53.333
1, 26  acc:    88 /   108 =  81.481
1, 27  acc:    15 /    16 =  93.750
1, 28  acc:   118 /   127 =  92.913
1, 29  acc:     9 /    10 =  90.000
1, 30  acc:    20 /    25 =  80.000
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:  1252 /  1531 =  81.777
1, 33  acc:    75 /    93 =  80.645
1, 34  acc:    44 /    50 =  88.000
1, 35  acc:    22 /    25 =  88.000
1, 36  acc:    47 /    51 =  92.157
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    27 /    32 =  84.375
1, 39  acc:     2 /     4 =  50.000
1, 40  acc:   314 /   374 =  83.957
1, 41  acc:    13 /    16 =  81.250
1, 42  acc:    11 /    20 =  55.000
1, 43  acc:    13 /    17 =  76.471
1, 44  acc:    25 /    27 =  92.593
1, 45  acc:     3 /     4 =  75.000
1, 46  acc:     7 /    11 =  63.636
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   427 /   519 =  82.274
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    25 /    33 =  75.758
1, 51  acc:    27 /    29 =  93.103
1, 52  acc:    24 /    25 =  96.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    27 /    31 =  87.097
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   335 /   410 =  81.707
1, 57  acc:    13 /    16 =  81.250
1, 58  acc:    12 /    14 =  85.714
1, 59  acc:    11 /    13 =  84.615
1, 60  acc:    21 /    28 =  75.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    17 /    18 =  94.444
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4637 /  5208 =  89.036
1, 65  acc:   657 /   777 =  84.556
1, 66  acc:   390 /   451 =  86.475
1, 67  acc:   154 /   190 =  81.053
1, 68  acc:   198 /   221 =  89.593
1, 69  acc:    39 /    42 =  92.857
1, 70  acc:    53 /    59 =  89.831
1, 71  acc:    23 /    28 =  82.143
1, 72  acc:   103 /   113 =  91.150
1, 73  acc:     3 /     5 =  60.000
1, 74  acc:     1 /     5 =  20.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    22 /    22 = 100.000
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   161 /   184 =  87.500
1, 81  acc:    23 /    25 =  92.000
1, 82  acc:    42 /    46 =  91.304
1, 83  acc:     2 /     4 =  50.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    23 /    23 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    23 =  73.913
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     5 =  80.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   104 /   124 =  83.871
1, 95  acc:    10 /    18 =  55.556
1, 96  acc:     7 /     8 =  87.500
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    15 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    19 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     6 /     6 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    35 /    38 =  92.105
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    18 =  88.889
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     0 /     2 =   0.000
1, 112  acc:    15 /    16 =  93.750
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  6423 /  8063 =  79.660
1, 118  acc:  1633 /  2013 =  81.123
1, 119  acc:   431 /   514 =  83.852
1, 120  acc:   412 /   520 =  79.231
1, 121  acc:   125 /   146 =  85.616
1, 122  acc:    56 /    66 =  84.848
1, 123  acc:    19 /    26 =  73.077
1, 124  acc:    42 /    45 =  93.333
1, 125  acc:   412 /   510 =  80.784
1, 126  acc:    89 /   106 =  83.962
1, 127  acc:    24 /    37 =  64.865
1, 128  acc:    22 /    37 =  59.459
1, 129  acc:    21 /    22 =  95.455
1, 130  acc:     6 /     9 =  66.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    16 =  87.500
1, 133  acc:   380 /   453 =  83.885
1, 134  acc:    72 /    84 =  85.714
1, 135  acc:    28 /    29 =  96.552
1, 136  acc:    17 /    26 =  65.385
1, 137  acc:     4 /     5 =  80.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    81 /   106 =  76.415
1, 142  acc:    19 /    24 =  79.167
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     4 =   0.000
1, 148  acc:   133 /   186 =  71.505
1, 149  acc:    14 /    19 =  73.684
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:     3 /    14 =  21.429
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     1 /     4 =  25.000
1, 154  acc:    29 /    36 =  80.556
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /    10 =  90.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    28 /    30 =  93.333
1, 160  acc:     0 /     4 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     2 =   0.000
1, 164  acc:    14 /    22 =  63.636
1, 165  acc:     2 /     3 =  66.667
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2901 /  3380 =  85.828
1, 170  acc:   546 /   618 =  88.350
1, 171  acc:   227 /   263 =  86.312
1, 172  acc:   170 /   206 =  82.524
1, 173  acc:    54 /    63 =  85.714
1, 174  acc:     4 /    10 =  40.000
1, 175  acc:     9 /    11 =  81.818
1, 176  acc:    32 /    48 =  66.667
1, 177  acc:    65 /    73 =  89.041
1, 178  acc:     5 /    11 =  45.455
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     4 /     6 =  66.667
1, 181  acc:     9 /     9 = 100.000
1, 182  acc:     1 /     2 =  50.000
1, 183  acc:     5 /     9 =  55.556
1, 184  acc:    86 /    99 =  86.869
1, 185  acc:    40 /    45 =  88.889
1, 186  acc:    11 /    17 =  64.706
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     0 /     2 =   0.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     7 /     8 =  87.500
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     3 /     4 =  75.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    73 /    91 =  80.220
1, 197  acc:    15 /    16 =  93.750
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:     9 /    15 =  60.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    23 /    24 =  95.833
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     7 /    10 =  70.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:    13 /    13 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 228987 / 269038 =  85.113
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23537 / 25373 =  92.764
0, 1  acc: 28957 / 31282 =  92.568
0, 2  acc:  5716 /  6155 =  92.868
0, 3  acc: 22586 / 24292 =  92.977
0, 4  acc: 10042 / 10829 =  92.732
0, 5  acc:  5137 /  5541 =  92.709
0, 6  acc:  6283 /  6785 =  92.601
0, 7  acc: 11112 / 12016 =  92.477
1, 0  acc:  4109 /  4437 =  92.608
1, 1  acc:  4607 /  4962 =  92.846
1, 2  acc:  2117 /  2265 =  93.466
1, 3  acc:  2265 /  2446 =  92.600
1, 4  acc:  2890 /  3125 =  92.480
1, 5  acc:   933 /  1003 =  93.021
1, 6  acc:  2845 /  3111 =  91.450
1, 7  acc:  4331 /  4682 =  92.503
--------------------------------------
Average acc: 137467 / 148304 =  92.693
Robust  acc:  2845 /  3111 =  91.450
--------------------------------------
New max robust acc: 91.44969463195113
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed31.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 56.137 | Best Acc: 88.389
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10177 / 12092 =  84.163
0, 1  acc: 12201 / 14179 =  86.050
0, 2  acc:  1802 /  3210 =  56.137
0, 3  acc: 10696 / 12101 =  88.389
0, 4  acc:  3982 /  5355 =  74.360
0, 5  acc:  2435 /  2980 =  81.711
0, 6  acc:  1897 /  3335 =  56.882
0, 7  acc:  3633 /  5723 =  63.481
1, 0  acc:  1663 /  2203 =  75.488
1, 1  acc:  1663 /  2270 =  73.260
1, 2  acc:  1019 /  1216 =  83.799
1, 3  acc:   918 /  1260 =  72.857
1, 4  acc:  1175 /  1627 =  72.219
1, 5  acc:   393 /   520 =  75.577
1, 6  acc:  1257 /  1537 =  81.783
1, 7  acc:  1697 /  2246 =  75.557
------------------------------------
Average acc: 56608 / 71854 =  78.782
Robust  acc:  1802 /  3210 =  56.137
------------------------------------
Accuracies by groups:
0, 0  acc: 10177 / 12092 =  84.163
0, 1  acc: 12201 / 14179 =  86.050
0, 2  acc:  1802 /  3210 =  56.137
0, 3  acc: 10696 / 12101 =  88.389
0, 4  acc:  3982 /  5355 =  74.360
0, 5  acc:  2435 /  2980 =  81.711
0, 6  acc:  1897 /  3335 =  56.882
0, 7  acc:  3633 /  5723 =  63.481
1, 0  acc:  1663 /  2203 =  75.488
1, 1  acc:  1663 /  2270 =  73.260
1, 2  acc:  1019 /  1216 =  83.799
1, 3  acc:   918 /  1260 =  72.857
1, 4  acc:  1175 /  1627 =  72.219
1, 5  acc:   393 /   520 =  75.577
1, 6  acc:  1257 /  1537 =  81.783
1, 7  acc:  1697 /  2246 =  75.557
------------------------------------
Average acc: 56608 / 71854 =  78.782
Robust  acc:  1802 /  3210 =  56.137
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10177 / 12092 =  84.163
0, 1  acc: 12201 / 14179 =  86.050
0, 2  acc:  1802 /  3210 =  56.137
0, 3  acc: 10696 / 12101 =  88.389
0, 4  acc:  3982 /  5355 =  74.360
0, 5  acc:  2435 /  2980 =  81.711
0, 6  acc:  1897 /  3335 =  56.882
0, 7  acc:  3633 /  5723 =  63.481
1, 0  acc:  1663 /  2203 =  75.488
1, 1  acc:  1663 /  2270 =  73.260
1, 2  acc:  1019 /  1216 =  83.799
1, 3  acc:   918 /  1260 =  72.857
1, 4  acc:  1175 /  1627 =  72.219
1, 5  acc:   393 /   520 =  75.577
1, 6  acc:  1257 /  1537 =  81.783
1, 7  acc:  1697 /  2246 =  75.557
------------------------------------
Average acc: 56608 / 71854 =  78.782
Robust  acc:  1802 /  3210 =  56.137
------------------------------------

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: 93.956 | Val Loss: 0.000 | Val Acc: 96.128
Training:
Accuracies by groups:
0, 0  acc: 68779 / 72377 =  95.029
0, 1  acc:  7082 /  7476 =  94.730
0, 2  acc: 10579 / 11352 =  93.191
0, 3  acc:  5343 /  5728 =  93.279
0, 4  acc:  1725 /  2143 =  80.495
0, 5  acc:   210 /   285 =  73.684
0, 6  acc:   266 /   307 =  86.645
0, 7  acc:   263 /   337 =  78.042
0, 8  acc:  6462 /  6936 =  93.166
0, 9  acc:   459 /   498 =  92.169
0, 10  acc:   475 /   518 =  91.699
0, 11  acc:   276 /   306 =  90.196
0, 12  acc:   322 /   409 =  78.729
0, 13  acc:    38 /    47 =  80.851
0, 14  acc:    32 /    45 =  71.111
0, 15  acc:    28 /    37 =  75.676
0, 16  acc:  4488 /  5155 =  87.061
0, 17  acc:   193 /   223 =  86.547
0, 18  acc:   420 /   470 =  89.362
0, 19  acc:   128 /   158 =  81.013
0, 20  acc:   103 /   137 =  75.182
0, 21  acc:     9 /    11 =  81.818
0, 22  acc:    54 /    65 =  83.077
0, 23  acc:    10 /    16 =  62.500
0, 24  acc:   555 /   650 =  85.385
0, 25  acc:    45 /    52 =  86.538
0, 26  acc:    87 /    88 =  98.864
0, 27  acc:    19 /    23 =  82.609
0, 28  acc:    39 /    47 =  82.979
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     7 /     7 = 100.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1512 /  1632 =  92.647
0, 33  acc:    69 /    74 =  93.243
0, 34  acc:    58 /    59 =  98.305
0, 35  acc:    23 /    25 =  92.000
0, 36  acc:    25 /    28 =  89.286
0, 37  acc:    14 /    14 = 100.000
0, 38  acc:    13 /    14 =  92.857
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   395 /   422 =  93.602
0, 41  acc:    17 /    17 = 100.000
0, 42  acc:    16 /    18 =  88.889
0, 43  acc:     9 /     9 = 100.000
0, 44  acc:    13 /    16 =  81.250
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     8 /    10 =  80.000
0, 47  acc:     8 /     9 =  88.889
0, 48  acc:   316 /   360 =  87.778
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    13 /    16 =  81.250
0, 51  acc:    19 /    19 = 100.000
0, 52  acc:     4 /     6 =  66.667
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     6 /     7 =  85.714
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   281 /   317 =  88.644
0, 57  acc:     5 /     6 =  83.333
0, 58  acc:    21 /    24 =  87.500
0, 59  acc:     8 /     8 = 100.000
0, 60  acc:    11 /    16 =  68.750
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    11 /    11 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2138 /  2538 =  84.240
0, 65  acc:   345 /   409 =  84.352
0, 66  acc:   231 /   268 =  86.194
0, 67  acc:   107 /   119 =  89.916
0, 68  acc:    36 /    49 =  73.469
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    23 /    30 =  76.667
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    69 /    72 =  95.833
0, 73  acc:     2 /     2 = 100.000
0, 74  acc:     3 /     3 = 100.000
0, 75  acc:     5 /     5 = 100.000
0, 76  acc:     6 /     8 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    74 /    97 =  76.289
0, 81  acc:     9 /    11 =  81.818
0, 82  acc:     9 /    10 =  90.000
0, 83  acc:     7 /     9 =  77.778
0, 84  acc:     1 /     1 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     4 /     7 =  57.143
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     5 /     6 =  83.333
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    76 /    85 =  89.412
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    14 /    16 =  87.500
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:    16 /    16 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    15 /    22 =  68.182
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
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:  6392 /  7143 =  89.486
0, 118  acc:  1509 /  1701 =  88.713
0, 119  acc:   385 /   431 =  89.327
0, 120  acc:   342 /   376 =  90.957
0, 121  acc:    54 /    70 =  77.143
0, 122  acc:    42 /    45 =  93.333
0, 123  acc:    17 /    17 = 100.000
0, 124  acc:    26 /    27 =  96.296
0, 125  acc:   395 /   416 =  94.952
0, 126  acc:   111 /   117 =  94.872
0, 127  acc:    23 /    24 =  95.833
0, 128  acc:    34 /    37 =  91.892
0, 129  acc:     3 /     4 =  75.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   209 /   255 =  81.961
0, 134  acc:    55 /    71 =  77.465
0, 135  acc:    24 /    27 =  88.889
0, 136  acc:    37 /    46 =  80.435
0, 137  acc:     5 /     7 =  71.429
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    76 /    86 =  88.372
0, 142  acc:    20 /    22 =  90.909
0, 143  acc:     2 /     3 =  66.667
0, 144  acc:    13 /    13 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     1 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   114 /   128 =  89.062
0, 149  acc:    15 /    16 =  93.750
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:    23 /    27 =  85.185
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     2 =  50.000
0, 154  acc:    53 /    57 =  92.982
0, 155  acc:     3 /     5 =  60.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     6 /     6 = 100.000
0, 159  acc:    24 /    29 =  82.759
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     5 /     5 = 100.000
0, 162  acc:     4 /     5 =  80.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /     8 = 100.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:    11 /    11 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1475 /  1786 =  82.587
0, 170  acc:   358 /   411 =  87.105
0, 171  acc:    89 /   111 =  80.180
0, 172  acc:   142 /   166 =  85.542
0, 173  acc:    14 /    21 =  66.667
0, 174  acc:     7 /    11 =  63.636
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:    11 /    13 =  84.615
0, 177  acc:    56 /    71 =  78.873
0, 178  acc:    13 /    14 =  92.857
0, 179  acc:     9 /     9 = 100.000
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     6 /     7 =  85.714
0, 184  acc:    60 /    65 =  92.308
0, 185  acc:     6 /     7 =  85.714
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     4 /     5 =  80.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     9 /     9 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    35 =  74.286
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    39 /    50 =  78.000
0, 197  acc:    14 /    15 =  93.333
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:     8 /     9 =  88.889
0, 200  acc:     7 /     7 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     6 /     6 = 100.000
0, 204  acc:    14 /    19 =  73.684
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     1 /     3 =  33.333
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     3 /     5 =  60.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     5 =  80.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     2 =  50.000
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 54981 / 57113 =  96.267
1, 1  acc:  5732 /  5990 =  95.693
1, 2  acc:  9662 / 10205 =  94.679
1, 3  acc:  4134 /  4382 =  94.340
1, 4  acc:  4832 /  5043 =  95.816
1, 5  acc:   869 /   899 =  96.663
1, 6  acc:   467 /   491 =  95.112
1, 7  acc:   577 /   606 =  95.215
1, 8  acc:  4681 /  4976 =  94.072
1, 9  acc:   367 /   378 =  97.090
1, 10  acc:   438 /   475 =  92.211
1, 11  acc:   227 /   243 =  93.416
1, 12  acc:   732 /   770 =  95.065
1, 13  acc:   111 /   118 =  94.068
1, 14  acc:   121 /   132 =  91.667
1, 15  acc:   112 /   119 =  94.118
1, 16  acc:  7422 /  7833 =  94.753
1, 17  acc:   259 /   277 =  93.502
1, 18  acc:   606 /   646 =  93.808
1, 19  acc:   207 /   221 =  93.665
1, 20  acc:   294 /   299 =  98.328
1, 21  acc:    43 /    43 = 100.000
1, 22  acc:   133 /   140 =  95.000
1, 23  acc:    27 /    29 =  93.103
1, 24  acc:   915 /   978 =  93.558
1, 25  acc:    19 /    21 =  90.476
1, 26  acc:   106 /   108 =  98.148
1, 27  acc:    24 /    24 = 100.000
1, 28  acc:   135 /   145 =  93.103
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    20 /    20 = 100.000
1, 31  acc:    12 /    14 =  85.714
1, 32  acc:  1442 /  1511 =  95.433
1, 33  acc:    86 /    89 =  96.629
1, 34  acc:    61 /    69 =  88.406
1, 35  acc:    24 /    25 =  96.000
1, 36  acc:    50 /    50 = 100.000
1, 37  acc:     9 /     9 = 100.000
1, 38  acc:    41 /    42 =  97.619
1, 39  acc:     3 /     6 =  50.000
1, 40  acc:   387 /   406 =  95.320
1, 41  acc:    22 /    22 = 100.000
1, 42  acc:    11 /    13 =  84.615
1, 43  acc:     9 /    11 =  81.818
1, 44  acc:    37 /    38 =  97.368
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:     8 /     9 =  88.889
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   540 /   572 =  94.406
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:    28 /    32 =  87.500
1, 51  acc:    25 /    26 =  96.154
1, 52  acc:    10 /    10 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    17 /    19 =  89.474
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   381 /   402 =  94.776
1, 57  acc:    16 /    18 =  88.889
1, 58  acc:    18 /    18 = 100.000
1, 59  acc:    13 /    18 =  72.222
1, 60  acc:    23 /    27 =  85.185
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4867 /  5091 =  95.600
1, 65  acc:   714 /   751 =  95.073
1, 66  acc:   423 /   451 =  93.792
1, 67  acc:   176 /   192 =  91.667
1, 68  acc:   205 /   218 =  94.037
1, 69  acc:    49 /    49 = 100.000
1, 70  acc:    72 /    73 =  98.630
1, 71  acc:    20 /    21 =  95.238
1, 72  acc:    91 /    95 =  95.789
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     2 /     5 =  40.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    30 /    30 = 100.000
1, 77  acc:     1 /     2 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   154 /   165 =  93.333
1, 81  acc:    17 /    24 =  70.833
1, 82  acc:    39 /    44 =  88.636
1, 83  acc:     1 /     3 =  33.333
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    26 /    26 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    19 /    19 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     4 =  75.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:   133 /   150 =  88.667
1, 95  acc:    11 /    15 =  73.333
1, 96  acc:    10 /    11 =  90.909
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    18 /    19 =  94.737
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    19 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    29 /    30 =  96.667
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    16 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     3 /     4 =  75.000
1, 112  acc:    14 /    14 = 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:  7367 /  7944 =  92.737
1, 118  acc:  1840 /  1976 =  93.117
1, 119  acc:   442 /   472 =  93.644
1, 120  acc:   472 /   509 =  92.731
1, 121  acc:   131 /   141 =  92.908
1, 122  acc:    58 /    63 =  92.063
1, 123  acc:    19 /    22 =  86.364
1, 124  acc:    25 /    28 =  89.286
1, 125  acc:   483 /   516 =  93.605
1, 126  acc:   118 /   128 =  92.188
1, 127  acc:    25 /    25 = 100.000
1, 128  acc:    34 /    41 =  82.927
1, 129  acc:    17 /    17 = 100.000
1, 130  acc:     7 /    10 =  70.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   420 /   444 =  94.595
1, 134  acc:    75 /    80 =  93.750
1, 135  acc:    33 /    35 =  94.286
1, 136  acc:    27 /    34 =  79.412
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     9 /     9 = 100.000
1, 140  acc:     7 /     7 = 100.000
1, 141  acc:   108 /   120 =  90.000
1, 142  acc:    11 /    12 =  91.667
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   169 /   187 =  90.374
1, 149  acc:    21 /    21 = 100.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     4 /    14 =  28.571
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     1 /     3 =  33.333
1, 154  acc:    34 /    39 =  87.179
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     4 =  75.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    29 /    30 =  96.667
1, 160  acc:     3 /     5 =  60.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     5 =  60.000
1, 164  acc:    15 /    17 =  88.235
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3166 /  3381 =  93.641
1, 170  acc:   608 /   652 =  93.252
1, 171  acc:   237 /   250 =  94.800
1, 172  acc:   198 /   209 =  94.737
1, 173  acc:    54 /    55 =  98.182
1, 174  acc:    11 /    12 =  91.667
1, 175  acc:     8 /     9 =  88.889
1, 176  acc:    41 /    45 =  91.111
1, 177  acc:    90 /    94 =  95.745
1, 178  acc:    13 /    13 = 100.000
1, 179  acc:     4 /     5 =  80.000
1, 180  acc:    11 /    13 =  84.615
1, 181  acc:     4 /     5 =  80.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:     9 /    10 =  90.000
1, 184  acc:   100 /   114 =  87.719
1, 185  acc:    40 /    43 =  93.023
1, 186  acc:    17 /    20 =  85.000
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     7 /     8 =  87.500
1, 190  acc:     5 /     6 =  83.333
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:    11 /    12 =  91.667
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   107 /   109 =  98.165
1, 197  acc:     7 /     7 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     5 /     5 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    18 /    19 =  94.737
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:    19 /    19 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:     5 /     6 =  83.333
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 252778 / 269038 =  93.956
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24377 / 25373 =  96.075
0, 1  acc: 30072 / 31282 =  96.132
0, 2  acc:  5948 /  6155 =  96.637
0, 3  acc: 23342 / 24292 =  96.089
0, 4  acc: 10424 / 10829 =  96.260
0, 5  acc:  5322 /  5541 =  96.048
0, 6  acc:  6525 /  6785 =  96.168
0, 7  acc: 11556 / 12016 =  96.172
1, 0  acc:  4250 /  4437 =  95.785
1, 1  acc:  4744 /  4962 =  95.607
1, 2  acc:  2168 /  2265 =  95.717
1, 3  acc:  2348 /  2446 =  95.993
1, 4  acc:  3001 /  3125 =  96.032
1, 5  acc:   955 /  1003 =  95.214
1, 6  acc:  3004 /  3111 =  96.561
1, 7  acc:  4503 /  4682 =  96.177
--------------------------------------
Average acc: 142539 / 148304 =  96.113
Robust  acc:   955 /  1003 =  95.214
--------------------------------------
New max robust acc: 95.21435692921236
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed31.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed31.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: 60.300 | Best Acc: 88.513
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10246 / 12092 =  84.734
0, 1  acc: 12212 / 14179 =  86.127
0, 2  acc:  2017 /  3210 =  62.835
0, 3  acc: 10711 / 12101 =  88.513
0, 4  acc:  3983 /  5355 =  74.379
0, 5  acc:  2401 /  2980 =  80.570
0, 6  acc:  2011 /  3335 =  60.300
0, 7  acc:  3838 /  5723 =  67.063
1, 0  acc:  1670 /  2203 =  75.806
1, 1  acc:  1688 /  2270 =  74.361
1, 2  acc:   944 /  1216 =  77.632
1, 3  acc:   923 /  1260 =  73.254
1, 4  acc:  1189 /  1627 =  73.079
1, 5  acc:   392 /   520 =  75.385
1, 6  acc:  1230 /  1537 =  80.026
1, 7  acc:  1677 /  2246 =  74.666
------------------------------------
Average acc: 57132 / 71854 =  79.511
Robust  acc:  2011 /  3335 =  60.300
------------------------------------
Accuracies by groups:
0, 0  acc: 10246 / 12092 =  84.734
0, 1  acc: 12212 / 14179 =  86.127
0, 2  acc:  2017 /  3210 =  62.835
0, 3  acc: 10711 / 12101 =  88.513
0, 4  acc:  3983 /  5355 =  74.379
0, 5  acc:  2401 /  2980 =  80.570
0, 6  acc:  2011 /  3335 =  60.300
0, 7  acc:  3838 /  5723 =  67.063
1, 0  acc:  1670 /  2203 =  75.806
1, 1  acc:  1688 /  2270 =  74.361
1, 2  acc:   944 /  1216 =  77.632
1, 3  acc:   923 /  1260 =  73.254
1, 4  acc:  1189 /  1627 =  73.079
1, 5  acc:   392 /   520 =  75.385
1, 6  acc:  1230 /  1537 =  80.026
1, 7  acc:  1677 /  2246 =  74.666
------------------------------------
Average acc: 57132 / 71854 =  79.511
Robust  acc:  2011 /  3335 =  60.300
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10246 / 12092 =  84.734
0, 1  acc: 12212 / 14179 =  86.127
0, 2  acc:  2017 /  3210 =  62.835
0, 3  acc: 10711 / 12101 =  88.513
0, 4  acc:  3983 /  5355 =  74.379
0, 5  acc:  2401 /  2980 =  80.570
0, 6  acc:  2011 /  3335 =  60.300
0, 7  acc:  3838 /  5723 =  67.063
1, 0  acc:  1670 /  2203 =  75.806
1, 1  acc:  1688 /  2270 =  74.361
1, 2  acc:   944 /  1216 =  77.632
1, 3  acc:   923 /  1260 =  73.254
1, 4  acc:  1189 /  1627 =  73.079
1, 5  acc:   392 /   520 =  75.385
1, 6  acc:  1230 /  1537 =  80.026
1, 7  acc:  1677 /  2246 =  74.666
------------------------------------
Average acc: 57132 / 71854 =  79.511
Robust  acc:  2011 /  3335 =  60.300
------------------------------------

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: 96.820 | Val Loss: 0.000 | Val Acc: 98.258
Training:
Accuracies by groups:
0, 0  acc: 70471 / 72534 =  97.156
0, 1  acc:  7174 /  7404 =  96.894
0, 2  acc: 10808 / 11244 =  96.122
0, 3  acc:  5652 /  5872 =  96.253
0, 4  acc:  1985 /  2203 =  90.104
0, 5  acc:   248 /   282 =  87.943
0, 6  acc:   316 /   343 =  92.128
0, 7  acc:   280 /   296 =  94.595
0, 8  acc:  6554 /  6812 =  96.213
0, 9  acc:   467 /   492 =  94.919
0, 10  acc:   476 /   494 =  96.356
0, 11  acc:   334 /   357 =  93.557
0, 12  acc:   389 /   429 =  90.676
0, 13  acc:    39 /    47 =  82.979
0, 14  acc:    42 /    47 =  89.362
0, 15  acc:    23 /    26 =  88.462
0, 16  acc:  4810 /  5132 =  93.726
0, 17  acc:   166 /   178 =  93.258
0, 18  acc:   468 /   496 =  94.355
0, 19  acc:   139 /   147 =  94.558
0, 20  acc:   109 /   128 =  85.156
0, 21  acc:    15 /    18 =  83.333
0, 22  acc:    52 /    57 =  91.228
0, 23  acc:    10 /    16 =  62.500
0, 24  acc:   635 /   689 =  92.163
0, 25  acc:    42 /    43 =  97.674
0, 26  acc:    72 /    75 =  96.000
0, 27  acc:    17 /    18 =  94.444
0, 28  acc:    33 /    37 =  89.189
0, 29  acc:     3 /     5 =  60.000
0, 30  acc:     5 /     6 =  83.333
0, 31  acc:    10 /    11 =  90.909
0, 32  acc:  1620 /  1693 =  95.688
0, 33  acc:    71 /    75 =  94.667
0, 34  acc:    65 /    67 =  97.015
0, 35  acc:    22 /    22 = 100.000
0, 36  acc:    37 /    39 =  94.872
0, 37  acc:    10 /    10 = 100.000
0, 38  acc:    12 /    13 =  92.308
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   420 /   435 =  96.552
0, 41  acc:    18 /    19 =  94.737
0, 42  acc:    19 /    20 =  95.000
0, 43  acc:    12 /    13 =  92.308
0, 44  acc:    25 /    25 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     4 /     5 =  80.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   339 /   365 =  92.877
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    19 /    20 =  95.000
0, 51  acc:    21 /    22 =  95.455
0, 52  acc:     6 /     7 =  85.714
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   293 /   315 =  93.016
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    15 /    18 =  83.333
0, 59  acc:    15 /    16 =  93.750
0, 60  acc:    16 /    22 =  72.727
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    10 /    10 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2297 /  2521 =  91.115
0, 65  acc:   354 /   382 =  92.670
0, 66  acc:   234 /   252 =  92.857
0, 67  acc:    97 /   101 =  96.040
0, 68  acc:    33 /    39 =  84.615
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    15 /    17 =  88.235
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    85 /    85 = 100.000
0, 73  acc:    10 /    11 =  90.909
0, 74  acc:     7 /     8 =  87.500
0, 75  acc:    18 /    18 = 100.000
0, 76  acc:     8 /     9 =  88.889
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    96 /   104 =  92.308
0, 81  acc:     9 /    14 =  64.286
0, 82  acc:     7 /     8 =  87.500
0, 83  acc:    18 /    19 =  94.737
0, 84  acc:     5 /     6 =  83.333
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    10 /    11 =  90.909
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    10 /    11 =  90.909
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     2 =  50.000
0, 94  acc:    80 /    91 =  87.912
0, 95  acc:    11 /    11 = 100.000
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    20 /    20 = 100.000
0, 99  acc:     1 /     3 =  33.333
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:     4 /     4 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     2 =  50.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    17 /    19 =  89.474
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    11 /    11 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6736 /  7145 =  94.276
0, 118  acc:  1589 /  1673 =  94.979
0, 119  acc:   397 /   423 =  93.853
0, 120  acc:   353 /   376 =  93.883
0, 121  acc:    71 /    82 =  86.585
0, 122  acc:    39 /    40 =  97.500
0, 123  acc:    12 /    12 = 100.000
0, 124  acc:    27 /    29 =  93.103
0, 125  acc:   429 /   445 =  96.404
0, 126  acc:   122 /   130 =  93.846
0, 127  acc:    31 /    31 = 100.000
0, 128  acc:    44 /    51 =  86.275
0, 129  acc:     2 /     3 =  66.667
0, 130  acc:     3 /     4 =  75.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   227 /   238 =  95.378
0, 134  acc:    87 /    93 =  93.548
0, 135  acc:    26 /    26 = 100.000
0, 136  acc:    30 /    32 =  93.750
0, 137  acc:    12 /    12 = 100.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    64 /    66 =  96.970
0, 142  acc:    17 /    17 = 100.000
0, 143  acc:     7 /     8 =  87.500
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     5 /     5 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   119 /   125 =  95.200
0, 149  acc:    24 /    24 = 100.000
0, 150  acc:     1 /     4 =  25.000
0, 151  acc:    21 /    24 =  87.500
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    44 /    46 =  95.652
0, 155  acc:     6 /     7 =  85.714
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    30 /    30 = 100.000
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:    17 /    17 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1634 /  1793 =  91.132
0, 170  acc:   392 /   424 =  92.453
0, 171  acc:   110 /   118 =  93.220
0, 172  acc:   150 /   166 =  90.361
0, 173  acc:    16 /    18 =  88.889
0, 174  acc:    14 /    14 = 100.000
0, 175  acc:     9 /     9 = 100.000
0, 176  acc:    12 /    18 =  66.667
0, 177  acc:    69 /    73 =  94.521
0, 178  acc:    13 /    13 = 100.000
0, 179  acc:     5 /     5 = 100.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     7 /     8 =  87.500
0, 184  acc:    65 /    69 =  94.203
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     7 /     8 =  87.500
0, 187  acc:     4 /     7 =  57.143
0, 188  acc:     0 /     0 =     nan
0, 189  acc:    10 /    10 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    33 =  90.909
0, 192  acc:     2 /     3 =  66.667
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    54 /    58 =  93.103
0, 197  acc:    20 /    20 = 100.000
0, 198  acc:     2 /     3 =  66.667
0, 199  acc:    13 /    13 = 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:     3 /     3 = 100.000
0, 204  acc:    23 /    23 = 100.000
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     0 /     1 =   0.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     6 /     6 = 100.000
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     3 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 55824 / 56909 =  98.093
1, 1  acc:  5836 /  5953 =  98.035
1, 2  acc: 10146 / 10397 =  97.586
1, 3  acc:  4107 /  4226 =  97.184
1, 4  acc:  4837 /  4945 =  97.816
1, 5  acc:   868 /   890 =  97.528
1, 6  acc:   490 /   500 =  98.000
1, 7  acc:   609 /   623 =  97.753
1, 8  acc:  4948 /  5120 =  96.641
1, 9  acc:   355 /   364 =  97.527
1, 10  acc:   440 /   446 =  98.655
1, 11  acc:   207 /   218 =  94.954
1, 12  acc:   792 /   819 =  96.703
1, 13  acc:   106 /   110 =  96.364
1, 14  acc:   110 /   111 =  99.099
1, 15  acc:   125 /   133 =  93.985
1, 16  acc:  7593 /  7774 =  97.672
1, 17  acc:   271 /   279 =  97.133
1, 18  acc:   578 /   592 =  97.635
1, 19  acc:   206 /   218 =  94.495
1, 20  acc:   285 /   291 =  97.938
1, 21  acc:    45 /    45 = 100.000
1, 22  acc:   118 /   119 =  99.160
1, 23  acc:    34 /    39 =  87.179
1, 24  acc:   949 /   976 =  97.234
1, 25  acc:    23 /    23 = 100.000
1, 26  acc:    94 /    94 = 100.000
1, 27  acc:    22 /    22 = 100.000
1, 28  acc:   151 /   153 =  98.693
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    21 /    21 = 100.000
1, 31  acc:     8 /     9 =  88.889
1, 32  acc:  1549 /  1600 =  96.812
1, 33  acc:    77 /    79 =  97.468
1, 34  acc:    51 /    53 =  96.226
1, 35  acc:    32 /    33 =  96.970
1, 36  acc:    51 /    51 = 100.000
1, 37  acc:     6 /     6 = 100.000
1, 38  acc:    19 /    19 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   399 /   411 =  97.080
1, 41  acc:    20 /    21 =  95.238
1, 42  acc:    10 /    10 = 100.000
1, 43  acc:    26 /    26 = 100.000
1, 44  acc:    24 /    25 =  96.000
1, 45  acc:     4 /     5 =  80.000
1, 46  acc:    11 /    11 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   467 /   484 =  96.488
1, 49  acc:    17 /    17 = 100.000
1, 50  acc:    29 /    31 =  93.548
1, 51  acc:    18 /    19 =  94.737
1, 52  acc:    18 /    18 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    36 /    37 =  97.297
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   385 /   398 =  96.734
1, 57  acc:    17 /    17 = 100.000
1, 58  acc:    19 /    19 = 100.000
1, 59  acc:    13 /    17 =  76.471
1, 60  acc:    15 /    16 =  93.750
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    15 /    16 =  93.750
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5156 /  5285 =  97.559
1, 65  acc:   709 /   726 =  97.658
1, 66  acc:   452 /   462 =  97.835
1, 67  acc:   162 /   171 =  94.737
1, 68  acc:   220 /   228 =  96.491
1, 69  acc:    29 /    29 = 100.000
1, 70  acc:    71 /    73 =  97.260
1, 71  acc:    29 /    29 = 100.000
1, 72  acc:   102 /   104 =  98.077
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     2 /     3 =  66.667
1, 75  acc:     8 /     8 = 100.000
1, 76  acc:    19 /    19 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   182 /   194 =  93.814
1, 81  acc:    32 /    34 =  94.118
1, 82  acc:    57 /    58 =  98.276
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    11 /    11 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    31 /    31 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    21 /    23 =  91.304
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   128 /   133 =  96.241
1, 95  acc:    10 /    11 =  90.909
1, 96  acc:    18 /    18 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    18 /    18 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    17 =  94.118
1, 101  acc:     5 /     5 = 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:    24 /    25 =  96.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    14 /    14 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     5 /     5 = 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:  7842 /  8101 =  96.803
1, 118  acc:  1864 /  1919 =  97.134
1, 119  acc:   473 /   487 =  97.125
1, 120  acc:   507 /   521 =  97.313
1, 121  acc:   120 /   129 =  93.023
1, 122  acc:    74 /    76 =  97.368
1, 123  acc:    25 /    27 =  92.593
1, 124  acc:    35 /    36 =  97.222
1, 125  acc:   483 /   497 =  97.183
1, 126  acc:   102 /   106 =  96.226
1, 127  acc:    18 /    20 =  90.000
1, 128  acc:    40 /    40 = 100.000
1, 129  acc:    20 /    20 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     8 =  87.500
1, 133  acc:   407 /   416 =  97.837
1, 134  acc:    72 /    73 =  98.630
1, 135  acc:    31 /    31 = 100.000
1, 136  acc:    20 /    22 =  90.909
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   103 /   107 =  96.262
1, 142  acc:    14 /    15 =  93.333
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     2 = 100.000
1, 148  acc:   184 /   190 =  96.842
1, 149  acc:    14 /    16 =  87.500
1, 150  acc:    13 /    13 = 100.000
1, 151  acc:     5 /    10 =  50.000
1, 152  acc:     8 /     8 = 100.000
1, 153  acc:     8 /     8 = 100.000
1, 154  acc:    32 /    35 =  91.429
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    11 =  90.909
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:    27 /    28 =  96.429
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3279 /  3370 =  97.300
1, 170  acc:   618 /   638 =  96.865
1, 171  acc:   232 /   236 =  98.305
1, 172  acc:   207 /   216 =  95.833
1, 173  acc:    62 /    63 =  98.413
1, 174  acc:    12 /    12 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    41 /    42 =  97.619
1, 177  acc:    75 /    78 =  96.154
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    12 /    14 =  85.714
1, 184  acc:   131 /   137 =  95.620
1, 185  acc:    36 /    36 = 100.000
1, 186  acc:    21 /    22 =  95.455
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:    12 /    12 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   105 /   114 =  92.105
1, 197  acc:     7 /     8 =  87.500
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    15 /    15 = 100.000
1, 205  acc:     7 /     7 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    19 /    20 =  95.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     4 /     4 = 100.000
1, 213  acc:     5 /     5 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260483 / 269038 =  96.820
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24936 / 25373 =  98.278
0, 1  acc: 30742 / 31282 =  98.274
0, 2  acc:  6053 /  6155 =  98.343
0, 3  acc: 23832 / 24292 =  98.106
0, 4  acc: 10622 / 10829 =  98.088
0, 5  acc:  5434 /  5541 =  98.069
0, 6  acc:  6669 /  6785 =  98.290
0, 7  acc: 11829 / 12016 =  98.444
1, 0  acc:  4374 /  4437 =  98.580
1, 1  acc:  4885 /  4962 =  98.448
1, 2  acc:  2228 /  2265 =  98.366
1, 3  acc:  2402 /  2446 =  98.201
1, 4  acc:  3071 /  3125 =  98.272
1, 5  acc:   986 /  1003 =  98.305
1, 6  acc:  3059 /  3111 =  98.329
1, 7  acc:  4598 /  4682 =  98.206
--------------------------------------
Average acc: 145720 / 148304 =  98.258
Robust  acc:  5434 /  5541 =  98.069
--------------------------------------
New max robust acc: 98.06894062443602
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed31.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed31.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: 65.461 | Best Acc: 92.463
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10874 / 12092 =  89.927
0, 1  acc: 12940 / 14179 =  91.262
0, 2  acc:  2498 /  3210 =  77.819
0, 3  acc: 11189 / 12101 =  92.463
0, 4  acc:  4334 /  5355 =  80.934
0, 5  acc:  2616 /  2980 =  87.785
0, 6  acc:  2415 /  3335 =  72.414
0, 7  acc:  4423 /  5723 =  77.285
1, 0  acc:  1479 /  2203 =  67.136
1, 1  acc:  1490 /  2270 =  65.639
1, 2  acc:   796 /  1216 =  65.461
1, 3  acc:   835 /  1260 =  66.270
1, 4  acc:  1084 /  1627 =  66.626
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1116 /  1537 =  72.609
1, 7  acc:  1535 /  2246 =  68.344
------------------------------------
Average acc: 59969 / 71854 =  83.460
Robust  acc:   796 /  1216 =  65.461
------------------------------------
Accuracies by groups:
0, 0  acc: 10874 / 12092 =  89.927
0, 1  acc: 12940 / 14179 =  91.262
0, 2  acc:  2498 /  3210 =  77.819
0, 3  acc: 11189 / 12101 =  92.463
0, 4  acc:  4334 /  5355 =  80.934
0, 5  acc:  2616 /  2980 =  87.785
0, 6  acc:  2415 /  3335 =  72.414
0, 7  acc:  4423 /  5723 =  77.285
1, 0  acc:  1479 /  2203 =  67.136
1, 1  acc:  1490 /  2270 =  65.639
1, 2  acc:   796 /  1216 =  65.461
1, 3  acc:   835 /  1260 =  66.270
1, 4  acc:  1084 /  1627 =  66.626
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1116 /  1537 =  72.609
1, 7  acc:  1535 /  2246 =  68.344
------------------------------------
Average acc: 59969 / 71854 =  83.460
Robust  acc:   796 /  1216 =  65.461
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10874 / 12092 =  89.927
0, 1  acc: 12940 / 14179 =  91.262
0, 2  acc:  2498 /  3210 =  77.819
0, 3  acc: 11189 / 12101 =  92.463
0, 4  acc:  4334 /  5355 =  80.934
0, 5  acc:  2616 /  2980 =  87.785
0, 6  acc:  2415 /  3335 =  72.414
0, 7  acc:  4423 /  5723 =  77.285
1, 0  acc:  1479 /  2203 =  67.136
1, 1  acc:  1490 /  2270 =  65.639
1, 2  acc:   796 /  1216 =  65.461
1, 3  acc:   835 /  1260 =  66.270
1, 4  acc:  1084 /  1627 =  66.626
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1116 /  1537 =  72.609
1, 7  acc:  1535 /  2246 =  68.344
------------------------------------
Average acc: 59969 / 71854 =  83.460
Robust  acc:   796 /  1216 =  65.461
------------------------------------

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: 97.967 | Val Loss: 0.000 | Val Acc: 99.003
Training:
Accuracies by groups:
0, 0  acc: 71377 / 72664 =  98.229
0, 1  acc:  7284 /  7417 =  98.207
0, 2  acc: 11004 / 11271 =  97.631
0, 3  acc:  5500 /  5630 =  97.691
0, 4  acc:  2049 /  2198 =  93.221
0, 5  acc:   279 /   305 =  91.475
0, 6  acc:   307 /   327 =  93.884
0, 7  acc:   291 /   311 =  93.569
0, 8  acc:  6638 /  6799 =  97.632
0, 9  acc:   491 /   504 =  97.421
0, 10  acc:   446 /   461 =  96.746
0, 11  acc:   339 /   352 =  96.307
0, 12  acc:   404 /   432 =  93.519
0, 13  acc:    33 /    38 =  86.842
0, 14  acc:    31 /    33 =  93.939
0, 15  acc:    29 /    33 =  87.879
0, 16  acc:  4956 /  5207 =  95.180
0, 17  acc:   175 /   183 =  95.628
0, 18  acc:   513 /   539 =  95.176
0, 19  acc:   159 /   165 =  96.364
0, 20  acc:   101 /   112 =  90.179
0, 21  acc:    15 /    15 = 100.000
0, 22  acc:    75 /    78 =  96.154
0, 23  acc:    19 /    22 =  86.364
0, 24  acc:   662 /   688 =  96.221
0, 25  acc:    47 /    47 = 100.000
0, 26  acc:    58 /    62 =  93.548
0, 27  acc:    19 /    20 =  95.000
0, 28  acc:    36 /    39 =  92.308
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     7 /     8 =  87.500
0, 31  acc:     7 /     8 =  87.500
0, 32  acc:  1641 /  1679 =  97.737
0, 33  acc:    89 /    90 =  98.889
0, 34  acc:    80 /    85 =  94.118
0, 35  acc:    14 /    15 =  93.333
0, 36  acc:    33 /    34 =  97.059
0, 37  acc:     9 /     9 = 100.000
0, 38  acc:    19 /    19 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   417 /   427 =  97.658
0, 41  acc:    23 /    24 =  95.833
0, 42  acc:    12 /    12 = 100.000
0, 43  acc:    10 /    11 =  90.909
0, 44  acc:    25 /    25 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   354 /   372 =  95.161
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    18 /    19 =  94.737
0, 51  acc:    17 /    17 = 100.000
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     1 /     2 =  50.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   314 /   323 =  97.214
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    13 /    14 =  92.857
0, 59  acc:     9 /     9 = 100.000
0, 60  acc:    18 /    22 =  81.818
0, 61  acc:     2 /     3 =  66.667
0, 62  acc:    14 /    14 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2351 /  2482 =  94.722
0, 65  acc:   397 /   419 =  94.749
0, 66  acc:   226 /   237 =  95.359
0, 67  acc:   116 /   120 =  96.667
0, 68  acc:    53 /    58 =  91.379
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    18 /    19 =  94.737
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    64 /    67 =  95.522
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:    11 /    11 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:   102 /   110 =  92.727
0, 81  acc:     8 /    11 =  72.727
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:     9 /    10 =  90.000
0, 84  acc:     2 /     5 =  40.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     6 /     6 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    59 /    64 =  92.188
0, 95  acc:    10 /    10 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    13 /    13 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    16 /    16 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     4 /     5 =  80.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    10 /    10 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6900 /  7141 =  96.625
0, 118  acc:  1600 /  1647 =  97.146
0, 119  acc:   403 /   419 =  96.181
0, 120  acc:   372 /   384 =  96.875
0, 121  acc:    58 /    65 =  89.231
0, 122  acc:    40 /    41 =  97.561
0, 123  acc:    12 /    12 = 100.000
0, 124  acc:    28 /    29 =  96.552
0, 125  acc:   394 /   417 =  94.484
0, 126  acc:   116 /   119 =  97.479
0, 127  acc:    20 /    20 = 100.000
0, 128  acc:    50 /    50 = 100.000
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:    13 /    13 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   238 /   247 =  96.356
0, 134  acc:    80 /    83 =  96.386
0, 135  acc:    21 /    22 =  95.455
0, 136  acc:    34 /    36 =  94.444
0, 137  acc:    10 /    10 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    88 /    90 =  97.778
0, 142  acc:     5 /     5 = 100.000
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:    11 /    11 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   130 /   133 =  97.744
0, 149  acc:    11 /    12 =  91.667
0, 150  acc:     1 /     3 =  33.333
0, 151  acc:    20 /    22 =  90.909
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    47 /    49 =  95.918
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     8 /     8 = 100.000
0, 159  acc:    20 /    22 =  90.909
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    10 =  90.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    19 /    19 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1729 /  1830 =  94.481
0, 170  acc:   424 /   443 =  95.711
0, 171  acc:   117 /   123 =  95.122
0, 172  acc:   172 /   180 =  95.556
0, 173  acc:    14 /    16 =  87.500
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     8 /     8 = 100.000
0, 176  acc:    14 /    17 =  82.353
0, 177  acc:    75 /    78 =  96.154
0, 178  acc:    20 /    21 =  95.238
0, 179  acc:    11 /    15 =  73.333
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    71 /    73 =  97.260
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:    10 /    10 = 100.000
0, 188  acc:     2 /     3 =  66.667
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    34 /    34 = 100.000
0, 192  acc:     4 /     4 = 100.000
0, 193  acc:     2 /     3 =  66.667
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    59 /    59 = 100.000
0, 197  acc:    14 /    15 =  93.333
0, 198  acc:     7 /     7 = 100.000
0, 199  acc:    12 /    12 = 100.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    21 /    24 =  87.500
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     4 /     5 =  80.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     5 /     5 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     7 /     7 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 56255 / 56971 =  98.743
1, 1  acc:  5943 /  6037 =  98.443
1, 2  acc: 10029 / 10185 =  98.468
1, 3  acc:  4237 /  4293 =  98.696
1, 4  acc:  4822 /  4893 =  98.549
1, 5  acc:   867 /   880 =  98.523
1, 6  acc:   488 /   493 =  98.986
1, 7  acc:   598 /   610 =  98.033
1, 8  acc:  5042 /  5127 =  98.342
1, 9  acc:   368 /   372 =  98.925
1, 10  acc:   466 /   474 =  98.312
1, 11  acc:   234 /   238 =  98.319
1, 12  acc:   758 /   762 =  99.475
1, 13  acc:   127 /   128 =  99.219
1, 14  acc:   120 /   123 =  97.561
1, 15  acc:   109 /   112 =  97.321
1, 16  acc:  7674 /  7826 =  98.058
1, 17  acc:   301 /   304 =  99.013
1, 18  acc:   553 /   563 =  98.224
1, 19  acc:   220 /   226 =  97.345
1, 20  acc:   292 /   294 =  99.320
1, 21  acc:    41 /    41 = 100.000
1, 22  acc:   127 /   130 =  97.692
1, 23  acc:    29 /    32 =  90.625
1, 24  acc:   978 /   998 =  97.996
1, 25  acc:    23 /    23 = 100.000
1, 26  acc:   114 /   116 =  98.276
1, 27  acc:    13 /    13 = 100.000
1, 28  acc:   158 /   160 =  98.750
1, 29  acc:    12 /    12 = 100.000
1, 30  acc:    29 /    29 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:  1532 /  1560 =  98.205
1, 33  acc:    69 /    71 =  97.183
1, 34  acc:    54 /    55 =  98.182
1, 35  acc:    24 /    24 = 100.000
1, 36  acc:    51 /    51 = 100.000
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    26 /    27 =  96.296
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   362 /   367 =  98.638
1, 41  acc:    14 /    14 = 100.000
1, 42  acc:    12 /    12 = 100.000
1, 43  acc:    16 /    16 = 100.000
1, 44  acc:    21 /    21 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     9 /    10 =  90.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   502 /   510 =  98.431
1, 49  acc:    12 /    12 = 100.000
1, 50  acc:    35 /    36 =  97.222
1, 51  acc:    20 /    22 =  90.909
1, 52  acc:    19 /    19 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    33 /    33 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   403 /   414 =  97.343
1, 57  acc:    17 /    17 = 100.000
1, 58  acc:    15 /    15 = 100.000
1, 59  acc:    11 /    11 = 100.000
1, 60  acc:    33 /    34 =  97.059
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5261 /  5344 =  98.447
1, 65  acc:   679 /   693 =  97.980
1, 66  acc:   481 /   488 =  98.566
1, 67  acc:   177 /   180 =  98.333
1, 68  acc:   209 /   213 =  98.122
1, 69  acc:    44 /    45 =  97.778
1, 70  acc:    77 /    77 = 100.000
1, 71  acc:    26 /    27 =  96.296
1, 72  acc:   119 /   123 =  96.748
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     5 /     5 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    21 /    21 = 100.000
1, 77  acc:     4 /     5 =  80.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   179 /   182 =  98.352
1, 81  acc:    15 /    20 =  75.000
1, 82  acc:    41 /    41 = 100.000
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    36 /    36 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    34 /    34 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     5 /     5 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:   127 /   130 =  97.692
1, 95  acc:    26 /    27 =  96.296
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    20 /    20 = 100.000
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:    37 /    39 =  94.872
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    18 =  94.444
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    13 /    13 = 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:  7701 /  7870 =  97.853
1, 118  acc:  1932 /  1973 =  97.922
1, 119  acc:   493 /   503 =  98.012
1, 120  acc:   507 /   516 =  98.256
1, 121  acc:   135 /   138 =  97.826
1, 122  acc:    67 /    70 =  95.714
1, 123  acc:    19 /    20 =  95.000
1, 124  acc:    32 /    33 =  96.970
1, 125  acc:   433 /   441 =  98.186
1, 126  acc:    98 /    99 =  98.990
1, 127  acc:    23 /    25 =  92.000
1, 128  acc:    47 /    48 =  97.917
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     9 /     9 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    15 /    15 = 100.000
1, 133  acc:   431 /   439 =  98.178
1, 134  acc:    75 /    76 =  98.684
1, 135  acc:    33 /    33 = 100.000
1, 136  acc:    27 /    28 =  96.429
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     8 /     8 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:   102 /   105 =  97.143
1, 142  acc:    15 /    15 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     6 = 100.000
1, 148  acc:   185 /   189 =  97.884
1, 149  acc:    15 /    16 =  93.750
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:     5 /    11 =  45.455
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    43 /    45 =  95.556
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     1 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    25 /    26 =  96.154
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:    25 /    25 = 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:  3384 /  3457 =  97.888
1, 170  acc:   643 /   659 =  97.572
1, 171  acc:   287 /   290 =  98.966
1, 172  acc:   228 /   232 =  98.276
1, 173  acc:    67 /    69 =  97.101
1, 174  acc:     6 /     6 = 100.000
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    39 /    40 =  97.500
1, 177  acc:    88 /    90 =  97.778
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     6 /     7 =  85.714
1, 181  acc:     9 /     9 = 100.000
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    11 /    12 =  91.667
1, 184  acc:   119 /   122 =  97.541
1, 185  acc:    28 /    28 = 100.000
1, 186  acc:    12 /    13 =  92.308
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   101 /   105 =  96.190
1, 197  acc:     8 /     8 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    10 = 100.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    12 /    13 =  92.308
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    15 /    15 = 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:     9 /     9 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263569 / 269038 =  97.967
Robust  acc:     1 /     3 =  33.333
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25138 / 25373 =  99.074
0, 1  acc: 30972 / 31282 =  99.009
0, 2  acc:  6101 /  6155 =  99.123
0, 3  acc: 24031 / 24292 =  98.926
0, 4  acc: 10721 / 10829 =  99.003
0, 5  acc:  5493 /  5541 =  99.134
0, 6  acc:  6723 /  6785 =  99.086
0, 7  acc: 11888 / 12016 =  98.935
1, 0  acc:  4381 /  4437 =  98.738
1, 1  acc:  4909 /  4962 =  98.932
1, 2  acc:  2239 /  2265 =  98.852
1, 3  acc:  2424 /  2446 =  99.101
1, 4  acc:  3090 /  3125 =  98.880
1, 5  acc:   989 /  1003 =  98.604
1, 6  acc:  3083 /  3111 =  99.100
1, 7  acc:  4637 /  4682 =  99.039
--------------------------------------
Average acc: 146819 / 148304 =  98.999
Robust  acc:   989 /  1003 =  98.604
--------------------------------------
New max robust acc: 98.60418743768695
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed31.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed31.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: 61.429 | Best Acc: 93.389
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10981 / 12092 =  90.812
0, 1  acc: 13023 / 14179 =  91.847
0, 2  acc:  2524 /  3210 =  78.629
0, 3  acc: 11301 / 12101 =  93.389
0, 4  acc:  4558 /  5355 =  85.117
0, 5  acc:  2660 /  2980 =  89.262
0, 6  acc:  2610 /  3335 =  78.261
0, 7  acc:  4691 /  5723 =  81.967
1, 0  acc:  1453 /  2203 =  65.956
1, 1  acc:  1462 /  2270 =  64.405
1, 2  acc:   808 /  1216 =  66.447
1, 3  acc:   774 /  1260 =  61.429
1, 4  acc:  1009 /  1627 =  62.016
1, 5  acc:   330 /   520 =  63.462
1, 6  acc:  1083 /  1537 =  70.462
1, 7  acc:  1438 /  2246 =  64.025
------------------------------------
Average acc: 60705 / 71854 =  84.484
Robust  acc:   774 /  1260 =  61.429
------------------------------------
Accuracies by groups:
0, 0  acc: 10981 / 12092 =  90.812
0, 1  acc: 13023 / 14179 =  91.847
0, 2  acc:  2524 /  3210 =  78.629
0, 3  acc: 11301 / 12101 =  93.389
0, 4  acc:  4558 /  5355 =  85.117
0, 5  acc:  2660 /  2980 =  89.262
0, 6  acc:  2610 /  3335 =  78.261
0, 7  acc:  4691 /  5723 =  81.967
1, 0  acc:  1453 /  2203 =  65.956
1, 1  acc:  1462 /  2270 =  64.405
1, 2  acc:   808 /  1216 =  66.447
1, 3  acc:   774 /  1260 =  61.429
1, 4  acc:  1009 /  1627 =  62.016
1, 5  acc:   330 /   520 =  63.462
1, 6  acc:  1083 /  1537 =  70.462
1, 7  acc:  1438 /  2246 =  64.025
------------------------------------
Average acc: 60705 / 71854 =  84.484
Robust  acc:   774 /  1260 =  61.429
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10981 / 12092 =  90.812
0, 1  acc: 13023 / 14179 =  91.847
0, 2  acc:  2524 /  3210 =  78.629
0, 3  acc: 11301 / 12101 =  93.389
0, 4  acc:  4558 /  5355 =  85.117
0, 5  acc:  2660 /  2980 =  89.262
0, 6  acc:  2610 /  3335 =  78.261
0, 7  acc:  4691 /  5723 =  81.967
1, 0  acc:  1453 /  2203 =  65.956
1, 1  acc:  1462 /  2270 =  64.405
1, 2  acc:   808 /  1216 =  66.447
1, 3  acc:   774 /  1260 =  61.429
1, 4  acc:  1009 /  1627 =  62.016
1, 5  acc:   330 /   520 =  63.462
1, 6  acc:  1083 /  1537 =  70.462
1, 7  acc:  1438 /  2246 =  64.025
------------------------------------
Average acc: 60705 / 71854 =  84.484
Robust  acc:   774 /  1260 =  61.429
------------------------------------

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: 98.560 | Val Loss: 0.000 | Val Acc: 98.808
Training:
Accuracies by groups:
0, 0  acc: 71351 / 72262 =  98.739
0, 1  acc:  7390 /  7501 =  98.520
0, 2  acc: 11116 / 11304 =  98.337
0, 3  acc:  5537 /  5640 =  98.174
0, 4  acc:  2155 /  2255 =  95.565
0, 5  acc:   284 /   308 =  92.208
0, 6  acc:   338 /   349 =  96.848
0, 7  acc:   330 /   345 =  95.652
0, 8  acc:  6718 /  6811 =  98.635
0, 9  acc:   476 /   483 =  98.551
0, 10  acc:   460 /   467 =  98.501
0, 11  acc:   329 /   341 =  96.481
0, 12  acc:   423 /   445 =  95.056
0, 13  acc:    43 /    48 =  89.583
0, 14  acc:    36 /    44 =  81.818
0, 15  acc:    22 /    22 = 100.000
0, 16  acc:  4986 /  5148 =  96.853
0, 17  acc:   233 /   239 =  97.490
0, 18  acc:   488 /   508 =  96.063
0, 19  acc:   145 /   152 =  95.395
0, 20  acc:   100 /   108 =  92.593
0, 21  acc:    25 /    25 = 100.000
0, 22  acc:    61 /    61 = 100.000
0, 23  acc:    24 /    28 =  85.714
0, 24  acc:   641 /   666 =  96.246
0, 25  acc:    41 /    42 =  97.619
0, 26  acc:    80 /    84 =  95.238
0, 27  acc:    24 /    24 = 100.000
0, 28  acc:    45 /    47 =  95.745
0, 29  acc:     7 /     8 =  87.500
0, 30  acc:     4 /     4 = 100.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1705 /  1734 =  98.328
0, 33  acc:    91 /    93 =  97.849
0, 34  acc:    85 /    86 =  98.837
0, 35  acc:    18 /    18 = 100.000
0, 36  acc:    61 /    62 =  98.387
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    11 /    12 =  91.667
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   457 /   462 =  98.918
0, 41  acc:    11 /    12 =  91.667
0, 42  acc:    11 /    12 =  91.667
0, 43  acc:    12 /    12 = 100.000
0, 44  acc:    20 /    20 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:    12 /    12 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   334 /   340 =  98.235
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    15 /    15 = 100.000
0, 51  acc:     6 /     6 = 100.000
0, 52  acc:     6 /     6 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   303 /   311 =  97.428
0, 57  acc:     7 /     8 =  87.500
0, 58  acc:    18 /    20 =  90.000
0, 59  acc:    10 /    10 = 100.000
0, 60  acc:    12 /    12 = 100.000
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     8 /     8 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2445 /  2511 =  97.372
0, 65  acc:   401 /   413 =  97.094
0, 66  acc:   244 /   252 =  96.825
0, 67  acc:   100 /   106 =  94.340
0, 68  acc:    49 /    54 =  90.741
0, 69  acc:     2 /     3 =  66.667
0, 70  acc:    28 /    31 =  90.323
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    54 /    58 =  93.103
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     4 /     4 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    91 /    95 =  95.789
0, 81  acc:     8 /    12 =  66.667
0, 82  acc:     6 /     8 =  75.000
0, 83  acc:    12 /    12 = 100.000
0, 84  acc:     3 /     4 =  75.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    16 /    16 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    11 /    11 = 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:    75 /    76 =  98.684
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     4 /     5 =  80.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    13 /    14 =  92.857
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    11 /    13 =  84.615
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    15 /    15 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     5 /     5 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    12 /    12 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6939 /  7109 =  97.609
0, 118  acc:  1665 /  1698 =  98.057
0, 119  acc:   397 /   401 =  99.002
0, 120  acc:   355 /   371 =  95.687
0, 121  acc:    55 /    59 =  93.220
0, 122  acc:    53 /    53 = 100.000
0, 123  acc:    18 /    19 =  94.737
0, 124  acc:    35 /    35 = 100.000
0, 125  acc:   406 /   418 =  97.129
0, 126  acc:   156 /   159 =  98.113
0, 127  acc:    16 /    17 =  94.118
0, 128  acc:    50 /    50 = 100.000
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   236 /   246 =  95.935
0, 134  acc:    67 /    68 =  98.529
0, 135  acc:    29 /    29 = 100.000
0, 136  acc:    30 /    30 = 100.000
0, 137  acc:    13 /    13 = 100.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    84 /    86 =  97.674
0, 142  acc:    11 /    12 =  91.667
0, 143  acc:     5 /     6 =  83.333
0, 144  acc:    21 /    21 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   124 /   128 =  96.875
0, 149  acc:    25 /    25 = 100.000
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:    15 /    18 =  83.333
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    45 /    45 = 100.000
0, 155  acc:     5 /     6 =  83.333
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     8 /     8 = 100.000
0, 159  acc:    23 /    24 =  95.833
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    23 /    24 =  95.833
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    19 /    19 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     1 =   0.000
0, 169  acc:  1743 /  1808 =  96.405
0, 170  acc:   447 /   466 =  95.923
0, 171  acc:   111 /   113 =  98.230
0, 172  acc:   156 /   163 =  95.706
0, 173  acc:    13 /    15 =  86.667
0, 174  acc:    11 /    11 = 100.000
0, 175  acc:     9 /    10 =  90.000
0, 176  acc:     9 /    12 =  75.000
0, 177  acc:    70 /    71 =  98.592
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:    13 /    13 = 100.000
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    67 /    70 =  95.714
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    39 /    39 = 100.000
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     5 /     5 = 100.000
0, 196  acc:    77 /    79 =  97.468
0, 197  acc:    22 /    22 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    19 /    20 =  95.000
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     9 /     9 = 100.000
0, 208  acc:     8 /     9 =  88.889
0, 209  acc:     8 /     8 = 100.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     6 /     6 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    16 /    16 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 56404 / 56912 =  99.107
1, 1  acc:  5918 /  5978 =  98.996
1, 2  acc: 10209 / 10327 =  98.857
1, 3  acc:  4218 /  4282 =  98.505
1, 4  acc:  4915 /  4967 =  98.953
1, 5  acc:   881 /   892 =  98.767
1, 6  acc:   487 /   495 =  98.384
1, 7  acc:   586 /   598 =  97.993
1, 8  acc:  5059 /  5130 =  98.616
1, 9  acc:   379 /   381 =  99.475
1, 10  acc:   420 /   422 =  99.526
1, 11  acc:   226 /   230 =  98.261
1, 12  acc:   791 /   803 =  98.506
1, 13  acc:   113 /   113 = 100.000
1, 14  acc:   134 /   140 =  95.714
1, 15  acc:   124 /   129 =  96.124
1, 16  acc:  7757 /  7860 =  98.690
1, 17  acc:   306 /   311 =  98.392
1, 18  acc:   553 /   560 =  98.750
1, 19  acc:   219 /   221 =  99.095
1, 20  acc:   254 /   258 =  98.450
1, 21  acc:    39 /    40 =  97.500
1, 22  acc:   128 /   128 = 100.000
1, 23  acc:    43 /    44 =  97.727
1, 24  acc:   951 /   962 =  98.857
1, 25  acc:    26 /    26 = 100.000
1, 26  acc:   104 /   104 = 100.000
1, 27  acc:    15 /    15 = 100.000
1, 28  acc:   147 /   150 =  98.000
1, 29  acc:    13 /    13 = 100.000
1, 30  acc:    25 /    25 = 100.000
1, 31  acc:     9 /     9 = 100.000
1, 32  acc:  1606 /  1615 =  99.443
1, 33  acc:    72 /    73 =  98.630
1, 34  acc:    63 /    64 =  98.438
1, 35  acc:    27 /    27 = 100.000
1, 36  acc:    52 /    53 =  98.113
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    37 /    38 =  97.368
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   409 /   414 =  98.792
1, 41  acc:    17 /    17 = 100.000
1, 42  acc:    16 /    16 = 100.000
1, 43  acc:    23 /    23 = 100.000
1, 44  acc:    22 /    23 =  95.652
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:    10 /    11 =  90.909
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   552 /   559 =  98.748
1, 49  acc:     8 /     9 =  88.889
1, 50  acc:    32 /    32 = 100.000
1, 51  acc:    29 /    30 =  96.667
1, 52  acc:    16 /    16 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    30 /    30 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   378 /   385 =  98.182
1, 57  acc:    17 /    17 = 100.000
1, 58  acc:    16 /    16 = 100.000
1, 59  acc:     8 /     8 = 100.000
1, 60  acc:    23 /    23 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5109 /  5166 =  98.897
1, 65  acc:   744 /   749 =  99.332
1, 66  acc:   435 /   443 =  98.194
1, 67  acc:   180 /   185 =  97.297
1, 68  acc:   235 /   237 =  99.156
1, 69  acc:    38 /    39 =  97.436
1, 70  acc:    86 /    87 =  98.851
1, 71  acc:    32 /    32 = 100.000
1, 72  acc:   128 /   129 =  99.225
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    24 /    24 = 100.000
1, 77  acc:     3 /     3 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   151 /   157 =  96.178
1, 81  acc:    20 /    21 =  95.238
1, 82  acc:    45 /    46 =  97.826
1, 83  acc:     7 /     7 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    22 /    22 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    13 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     4 /     5 =  80.000
1, 94  acc:   121 /   122 =  99.180
1, 95  acc:     9 /     9 = 100.000
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    11 =  90.909
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    25 /    25 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    26 /    26 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    14 /    14 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     3 /     3 = 100.000
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:  7971 /  8089 =  98.541
1, 118  acc:  1852 /  1872 =  98.932
1, 119  acc:   499 /   508 =  98.228
1, 120  acc:   507 /   516 =  98.256
1, 121  acc:   143 /   144 =  99.306
1, 122  acc:    81 /    83 =  97.590
1, 123  acc:    30 /    30 = 100.000
1, 124  acc:    27 /    27 = 100.000
1, 125  acc:   503 /   510 =  98.627
1, 126  acc:   131 /   133 =  98.496
1, 127  acc:    36 /    36 = 100.000
1, 128  acc:    41 /    42 =  97.619
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /     9 = 100.000
1, 133  acc:   373 /   379 =  98.417
1, 134  acc:    89 /    91 =  97.802
1, 135  acc:    28 /    28 = 100.000
1, 136  acc:    32 /    32 = 100.000
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   115 /   116 =  99.138
1, 142  acc:    24 /    24 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     5 /     5 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     5 = 100.000
1, 148  acc:   189 /   192 =  98.438
1, 149  acc:    10 /    11 =  90.909
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     6 /    11 =  54.545
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     6 /     6 = 100.000
1, 154  acc:    25 /    26 =  96.154
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    14 /    14 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    32 = 100.000
1, 160  acc:     5 /     5 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    28 /    30 =  93.333
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:  3323 /  3371 =  98.576
1, 170  acc:   623 /   629 =  99.046
1, 171  acc:   215 /   216 =  99.537
1, 172  acc:   209 /   212 =  98.585
1, 173  acc:    62 /    62 = 100.000
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    51 /    53 =  96.226
1, 177  acc:    93 /    93 = 100.000
1, 178  acc:    14 /    14 = 100.000
1, 179  acc:     4 /     5 =  80.000
1, 180  acc:     7 /     7 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    14 /    14 = 100.000
1, 184  acc:   135 /   136 =  99.265
1, 185  acc:    38 /    38 = 100.000
1, 186  acc:    20 /    20 = 100.000
1, 187  acc:    14 /    14 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     6 /     6 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     8 /     8 = 100.000
1, 192  acc:    10 /    10 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    93 /    98 =  94.898
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    15 /    16 =  93.750
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    23 /    24 =  95.833
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265164 / 269038 =  98.560
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25086 / 25373 =  98.869
0, 1  acc: 30915 / 31282 =  98.827
0, 2  acc:  6080 /  6155 =  98.781
0, 3  acc: 23999 / 24292 =  98.794
0, 4  acc: 10682 / 10829 =  98.643
0, 5  acc:  5465 /  5541 =  98.628
0, 6  acc:  6698 /  6785 =  98.718
0, 7  acc: 11878 / 12016 =  98.852
1, 0  acc:  4391 /  4437 =  98.963
1, 1  acc:  4899 /  4962 =  98.730
1, 2  acc:  2235 /  2265 =  98.675
1, 3  acc:  2415 /  2446 =  98.733
1, 4  acc:  3090 /  3125 =  98.880
1, 5  acc:   991 /  1003 =  98.804
1, 6  acc:  3074 /  3111 =  98.811
1, 7  acc:  4635 /  4682 =  98.996
--------------------------------------
Average acc: 146533 / 148304 =  98.806
Robust  acc:  5465 /  5541 =  98.628
--------------------------------------
New max robust acc: 98.62840642483306
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed31.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed31.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: 66.380 | Best Acc: 91.802
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10689 / 12092 =  88.397
0, 1  acc: 12721 / 14179 =  89.717
0, 2  acc:  2453 /  3210 =  76.417
0, 3  acc: 11109 / 12101 =  91.802
0, 4  acc:  4385 /  5355 =  81.886
0, 5  acc:  2575 /  2980 =  86.409
0, 6  acc:  2370 /  3335 =  71.064
0, 7  acc:  4194 /  5723 =  73.283
1, 0  acc:  1555 /  2203 =  70.586
1, 1  acc:  1574 /  2270 =  69.339
1, 2  acc:   821 /  1216 =  67.516
1, 3  acc:   861 /  1260 =  68.333
1, 4  acc:  1080 /  1627 =  66.380
1, 5  acc:   355 /   520 =  68.269
1, 6  acc:  1150 /  1537 =  74.821
1, 7  acc:  1631 /  2246 =  72.618
------------------------------------
Average acc: 59523 / 71854 =  82.839
Robust  acc:  1080 /  1627 =  66.380
------------------------------------
Accuracies by groups:
0, 0  acc: 10689 / 12092 =  88.397
0, 1  acc: 12721 / 14179 =  89.717
0, 2  acc:  2453 /  3210 =  76.417
0, 3  acc: 11109 / 12101 =  91.802
0, 4  acc:  4385 /  5355 =  81.886
0, 5  acc:  2575 /  2980 =  86.409
0, 6  acc:  2370 /  3335 =  71.064
0, 7  acc:  4194 /  5723 =  73.283
1, 0  acc:  1555 /  2203 =  70.586
1, 1  acc:  1574 /  2270 =  69.339
1, 2  acc:   821 /  1216 =  67.516
1, 3  acc:   861 /  1260 =  68.333
1, 4  acc:  1080 /  1627 =  66.380
1, 5  acc:   355 /   520 =  68.269
1, 6  acc:  1150 /  1537 =  74.821
1, 7  acc:  1631 /  2246 =  72.618
------------------------------------
Average acc: 59523 / 71854 =  82.839
Robust  acc:  1080 /  1627 =  66.380
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10689 / 12092 =  88.397
0, 1  acc: 12721 / 14179 =  89.717
0, 2  acc:  2453 /  3210 =  76.417
0, 3  acc: 11109 / 12101 =  91.802
0, 4  acc:  4385 /  5355 =  81.886
0, 5  acc:  2575 /  2980 =  86.409
0, 6  acc:  2370 /  3335 =  71.064
0, 7  acc:  4194 /  5723 =  73.283
1, 0  acc:  1555 /  2203 =  70.586
1, 1  acc:  1574 /  2270 =  69.339
1, 2  acc:   821 /  1216 =  67.516
1, 3  acc:   861 /  1260 =  68.333
1, 4  acc:  1080 /  1627 =  66.380
1, 5  acc:   355 /   520 =  68.269
1, 6  acc:  1150 /  1537 =  74.821
1, 7  acc:  1631 /  2246 =  72.618
------------------------------------
Average acc: 59523 / 71854 =  82.839
Robust  acc:  1080 /  1627 =  66.380
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed31.pt
