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_seed27.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: 27
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 32
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Tau: 2.0
Gamma: None
Remove label noise: False
Model for remove samples: 
Remove ratio: 0.03
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=27-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed27.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.6941, 0.1925],
        [0.0686, 0.0448]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.018 | Train Acc: 87.377 | Val Loss: 0.000 | Val Acc: 91.758
Training:
Accuracies by groups:
0, 0  acc: 107910 / 113069 =  95.437
0, 1  acc:  8997 /  9573 =  93.983
0, 2  acc: 14037 / 15151 =  92.647
0, 3  acc:  7308 /  7822 =  93.429
0, 4  acc:  2512 /  3081 =  81.532
0, 5  acc:   256 /   379 =  67.546
0, 6  acc:   348 /   412 =  84.466
0, 7  acc:   319 /   386 =  82.642
0, 8  acc: 11495 / 12059 =  95.323
0, 9  acc:   761 /   819 =  92.918
0, 10  acc:   730 /   785 =  92.994
0, 11  acc:   521 /   549 =  94.900
0, 12  acc:   528 /   643 =  82.115
0, 13  acc:    47 /    64 =  73.438
0, 14  acc:    67 /    74 =  90.541
0, 15  acc:    38 /    51 =  74.510
0, 16  acc:  6215 /  7049 =  88.169
0, 17  acc:   218 /   247 =  88.259
0, 18  acc:   628 /   693 =  90.620
0, 19  acc:   205 /   221 =  92.760
0, 20  acc:   125 /   171 =  73.099
0, 21  acc:    16 /    21 =  76.190
0, 22  acc:    51 /    70 =  72.857
0, 23  acc:     4 /     9 =  44.444
0, 24  acc:   802 /   933 =  85.959
0, 25  acc:    40 /    43 =  93.023
0, 26  acc:    70 /    77 =  90.909
0, 27  acc:    31 /    38 =  81.579
0, 28  acc:    37 /    41 =  90.244
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     4 /     7 =  57.143
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  2305 /  2459 =  93.737
0, 33  acc:    88 /    97 =  90.722
0, 34  acc:    69 /    78 =  88.462
0, 35  acc:    28 /    29 =  96.552
0, 36  acc:    30 /    34 =  88.235
0, 37  acc:     3 /     5 =  60.000
0, 38  acc:    21 /    24 =  87.500
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   669 /   703 =  95.164
0, 41  acc:    25 /    25 = 100.000
0, 42  acc:    31 /    35 =  88.571
0, 43  acc:    28 /    29 =  96.552
0, 44  acc:    24 /    30 =  80.000
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   403 /   460 =  87.609
0, 49  acc:     9 /     9 = 100.000
0, 50  acc:    26 /    26 = 100.000
0, 51  acc:    22 /    25 =  88.000
0, 52  acc:     4 /     6 =  66.667
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     5 =  40.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   419 /   472 =  88.771
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:    21 /    27 =  77.778
0, 59  acc:    22 /    24 =  91.667
0, 60  acc:    19 /    26 =  73.077
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:     7 /     8 =  87.500
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  2497 /  3057 =  81.681
0, 65  acc:   354 /   445 =  79.551
0, 66  acc:   236 /   285 =  82.807
0, 67  acc:   113 /   131 =  86.260
0, 68  acc:    59 /    85 =  69.412
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    19 /    23 =  82.609
0, 71  acc:     8 /     9 =  88.889
0, 72  acc:    75 /    84 =  89.286
0, 73  acc:     3 /     6 =  50.000
0, 74  acc:    11 /    12 =  91.667
0, 75  acc:    11 /    13 =  84.615
0, 76  acc:     3 /     5 =  60.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    82 /   102 =  80.392
0, 81  acc:    10 /    11 =  90.909
0, 82  acc:    11 /    13 =  84.615
0, 83  acc:     6 /     8 =  75.000
0, 84  acc:     5 /     8 =  62.500
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     1 /     4 =  25.000
0, 87  acc:     1 /     3 =  33.333
0, 88  acc:     9 /    10 =  90.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    72 /    85 =  84.706
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     4 /     6 =  66.667
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    13 =  84.615
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     3 /     6 =  50.000
0, 101  acc:    12 /    13 =  92.308
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     4 /     4 = 100.000
0, 106  acc:    12 /    13 =  92.308
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     4 /     9 =  44.444
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     6 /     9 =  66.667
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6509 /  7414 =  87.793
0, 118  acc:  1477 /  1763 =  83.778
0, 119  acc:   361 /   418 =  86.364
0, 120  acc:   396 /   438 =  90.411
0, 121  acc:    53 /    78 =  67.949
0, 122  acc:    29 /    34 =  85.294
0, 123  acc:     9 /    10 =  90.000
0, 124  acc:    21 /    25 =  84.000
0, 125  acc:   397 /   451 =  88.027
0, 126  acc:   110 /   126 =  87.302
0, 127  acc:    26 /    28 =  92.857
0, 128  acc:    40 /    47 =  85.106
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     2 /     3 =  66.667
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   172 /   225 =  76.444
0, 134  acc:    33 /    60 =  55.000
0, 135  acc:    27 /    29 =  93.103
0, 136  acc:    22 /    28 =  78.571
0, 137  acc:     9 /    12 =  75.000
0, 138  acc:     1 /     2 =  50.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    55 /    75 =  73.333
0, 142  acc:    13 /    17 =  76.471
0, 143  acc:     3 /     4 =  75.000
0, 144  acc:     8 /     9 =  88.889
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     0 /     2 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   122 /   133 =  91.729
0, 149  acc:    20 /    20 = 100.000
0, 150  acc:     7 /    10 =  70.000
0, 151  acc:     9 /    14 =  64.286
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    31 /    37 =  83.784
0, 155  acc:     6 /     9 =  66.667
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    21 /    26 =  80.769
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /     8 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     3 /     6 =  50.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1557 /  1989 =  78.281
0, 170  acc:   324 /   451 =  71.840
0, 171  acc:    97 /   127 =  76.378
0, 172  acc:   151 /   189 =  79.894
0, 173  acc:    19 /    28 =  67.857
0, 174  acc:     4 /     5 =  80.000
0, 175  acc:     4 /     5 =  80.000
0, 176  acc:    16 /    24 =  66.667
0, 177  acc:    67 /    77 =  87.013
0, 178  acc:     8 /    10 =  80.000
0, 179  acc:    16 /    16 = 100.000
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    46 /    56 =  82.143
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:     6 /     8 =  75.000
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    32 =  75.000
0, 192  acc:     0 /     5 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     3 =  66.667
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    36 /    50 =  72.000
0, 197  acc:     7 /    10 =  70.000
0, 198  acc:     6 /     9 =  66.667
0, 199  acc:     3 /     5 =  60.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:    24 /    27 =  88.889
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     4 /     4 = 100.000
0, 213  acc:     2 /     3 =  66.667
0, 214  acc:     2 /     4 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     1 /     3 =  33.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     6 /     6 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     2 /     3 =  66.667
1, 0  acc: 23097 / 30317 =  76.185
1, 1  acc:  2360 /  3193 =  73.912
1, 2  acc:  3920 /  5589 =  70.138
1, 3  acc:  1552 /  2344 =  66.212
1, 4  acc:  1861 /  2628 =  70.814
1, 5  acc:   336 /   452 =  74.336
1, 6  acc:   170 /   247 =  68.826
1, 7  acc:   209 /   312 =  66.987
1, 8  acc:  1751 /  2786 =  62.850
1, 9  acc:   143 /   206 =  69.417
1, 10  acc:   155 /   230 =  67.391
1, 11  acc:    76 /   134 =  56.716
1, 12  acc:   284 /   402 =  70.647
1, 13  acc:    41 /    59 =  69.492
1, 14  acc:    39 /    61 =  63.934
1, 15  acc:    39 /    70 =  55.714
1, 16  acc:  2597 /  4046 =  64.187
1, 17  acc:    92 /   133 =  69.173
1, 18  acc:   189 /   306 =  61.765
1, 19  acc:    93 /   151 =  61.589
1, 20  acc:    96 /   123 =  78.049
1, 21  acc:    31 /    37 =  83.784
1, 22  acc:    56 /    84 =  66.667
1, 23  acc:    20 /    22 =  90.909
1, 24  acc:   328 /   538 =  60.967
1, 25  acc:     9 /    15 =  60.000
1, 26  acc:    24 /    45 =  53.333
1, 27  acc:     8 /    10 =  80.000
1, 28  acc:    62 /    89 =  69.663
1, 29  acc:     3 /     3 = 100.000
1, 30  acc:    12 /    13 =  92.308
1, 31  acc:     2 /     2 = 100.000
1, 32  acc:   528 /   832 =  63.462
1, 33  acc:    24 /    33 =  72.727
1, 34  acc:    23 /    35 =  65.714
1, 35  acc:    16 /    20 =  80.000
1, 36  acc:    18 /    21 =  85.714
1, 37  acc:     1 /     1 = 100.000
1, 38  acc:    16 /    24 =  66.667
1, 39  acc:     3 /     5 =  60.000
1, 40  acc:   146 /   227 =  64.317
1, 41  acc:     7 /    10 =  70.000
1, 42  acc:     3 /    13 =  23.077
1, 43  acc:     6 /     9 =  66.667
1, 44  acc:     8 /    13 =  61.538
1, 45  acc:     0 /     2 =   0.000
1, 46  acc:     3 /     5 =  60.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   172 /   278 =  61.871
1, 49  acc:     4 /     6 =  66.667
1, 50  acc:    11 /    15 =  73.333
1, 51  acc:    11 /    14 =  78.571
1, 52  acc:     6 /     9 =  66.667
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     9 /    14 =  64.286
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   141 /   226 =  62.389
1, 57  acc:     9 /    13 =  69.231
1, 58  acc:     8 /     9 =  88.889
1, 59  acc:     4 /     6 =  66.667
1, 60  acc:     6 /    12 =  50.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     2 /     3 =  66.667
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2012 /  2773 =  72.557
1, 65  acc:   268 /   387 =  69.251
1, 66  acc:   153 /   228 =  67.105
1, 67  acc:    57 /    99 =  57.576
1, 68  acc:    86 /   116 =  74.138
1, 69  acc:    21 /    23 =  91.304
1, 70  acc:    40 /    49 =  81.633
1, 71  acc:     4 /     6 =  66.667
1, 72  acc:    43 /    64 =  67.188
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     1 /     5 =  20.000
1, 75  acc:     4 /     5 =  80.000
1, 76  acc:     6 /     9 =  66.667
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    64 /    88 =  72.727
1, 81  acc:     8 /    14 =  57.143
1, 82  acc:    19 /    27 =  70.370
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:     4 /     5 =  80.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    14 =  92.857
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     3 /     8 =  37.500
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     2 =  50.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    51 /    77 =  66.234
1, 95  acc:     7 /    12 =  58.333
1, 96  acc:     6 /     7 =  85.714
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     6 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     9 /    11 =  81.818
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    15 /    18 =  83.333
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     8 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     1 /     1 = 100.000
1, 111  acc:     0 /     3 =   0.000
1, 112  acc:     6 /     8 =  75.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  2794 /  4365 =  64.009
1, 118  acc:   696 /  1056 =  65.909
1, 119  acc:   184 /   259 =  71.042
1, 120  acc:   197 /   294 =  67.007
1, 121  acc:    56 /    71 =  78.873
1, 122  acc:    24 /    35 =  68.571
1, 123  acc:     6 /    14 =  42.857
1, 124  acc:    18 /    25 =  72.000
1, 125  acc:   176 /   279 =  63.082
1, 126  acc:    41 /    69 =  59.420
1, 127  acc:     4 /    11 =  36.364
1, 128  acc:    11 /    29 =  37.931
1, 129  acc:     4 /     5 =  80.000
1, 130  acc:     1 /     3 =  33.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     1 /     6 =  16.667
1, 133  acc:   159 /   238 =  66.807
1, 134  acc:    25 /    41 =  60.976
1, 135  acc:    18 /    22 =  81.818
1, 136  acc:    11 /    21 =  52.381
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     0 /     3 =   0.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    38 /    67 =  56.716
1, 142  acc:     9 /    14 =  64.286
1, 143  acc:     2 /     2 = 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:     0 /     1 =   0.000
1, 148  acc:    57 /   110 =  51.818
1, 149  acc:     7 /    13 =  53.846
1, 150  acc:     3 /     6 =  50.000
1, 151  acc:     0 /     8 =   0.000
1, 152  acc:     0 /     0 =     nan
1, 153  acc:     0 /     3 =   0.000
1, 154  acc:     7 /    16 =  43.750
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     5 =  20.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    10 /    13 =  76.923
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     2 =  50.000
1, 164  acc:     6 /    11 =  54.545
1, 165  acc:     1 /     3 =  33.333
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1176 /  1762 =  66.742
1, 170  acc:   256 /   349 =  73.352
1, 171  acc:   110 /   152 =  72.368
1, 172  acc:   113 /   146 =  77.397
1, 173  acc:    23 /    36 =  63.889
1, 174  acc:     0 /     1 =   0.000
1, 175  acc:     1 /     2 =  50.000
1, 176  acc:    20 /    32 =  62.500
1, 177  acc:    27 /    41 =  65.854
1, 178  acc:     4 /     8 =  50.000
1, 179  acc:     5 /     5 = 100.000
1, 180  acc:     1 /     5 =  20.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     1 /     2 =  50.000
1, 183  acc:     5 /     9 =  55.556
1, 184  acc:    42 /    61 =  68.852
1, 185  acc:    12 /    16 =  75.000
1, 186  acc:     4 /     4 = 100.000
1, 187  acc:     9 /    11 =  81.818
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     0 /     3 =   0.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     3 /     3 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    37 /    72 =  51.389
1, 197  acc:     5 /     9 =  55.556
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     2 /     8 =  25.000
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /    10 =  70.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     4 /     5 =  80.000
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:     6 /     7 =  85.714
1, 219  acc:     3 /     4 =  75.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 235078 / 269038 =  87.377
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23268 / 25373 =  91.704
0, 1  acc: 28649 / 31282 =  91.583
0, 2  acc:  5673 /  6155 =  92.169
0, 3  acc: 22274 / 24292 =  91.693
0, 4  acc:  9914 / 10829 =  91.550
0, 5  acc:  5093 /  5541 =  91.915
0, 6  acc:  6265 /  6785 =  92.336
0, 7  acc: 11062 / 12016 =  92.061
1, 0  acc:  4079 /  4437 =  91.931
1, 1  acc:  4554 /  4962 =  91.778
1, 2  acc:  2094 /  2265 =  92.450
1, 3  acc:  2234 /  2446 =  91.333
1, 4  acc:  2876 /  3125 =  92.032
1, 5  acc:   925 /  1003 =  92.223
1, 6  acc:  2838 /  3111 =  91.225
1, 7  acc:  4274 /  4682 =  91.286
--------------------------------------
Average acc: 136072 / 148304 =  91.752
Robust  acc:  2838 /  3111 =  91.225
--------------------------------------
New max robust acc: 91.22468659594986
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed27.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed27.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: 48.753 | Best Acc: 96.430
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 11451 / 12092 =  94.699
0, 1  acc: 13486 / 14179 =  95.112
0, 2  acc:  2764 /  3210 =  86.106
0, 3  acc: 11669 / 12101 =  96.430
0, 4  acc:  4964 /  5355 =  92.698
0, 5  acc:  2836 /  2980 =  95.168
0, 6  acc:  3026 /  3335 =  90.735
0, 7  acc:  5299 /  5723 =  92.591
1, 0  acc:  1244 /  2203 =  56.468
1, 1  acc:  1320 /  2270 =  58.150
1, 2  acc:   708 /  1216 =  58.224
1, 3  acc:   643 /  1260 =  51.032
1, 4  acc:   814 /  1627 =  50.031
1, 5  acc:   272 /   520 =  52.308
1, 6  acc:   813 /  1537 =  52.895
1, 7  acc:  1095 /  2246 =  48.753
------------------------------------
Average acc: 62404 / 71854 =  86.848
Robust  acc:  1095 /  2246 =  48.753
------------------------------------
Accuracies by groups:
0, 0  acc: 11451 / 12092 =  94.699
0, 1  acc: 13486 / 14179 =  95.112
0, 2  acc:  2764 /  3210 =  86.106
0, 3  acc: 11669 / 12101 =  96.430
0, 4  acc:  4964 /  5355 =  92.698
0, 5  acc:  2836 /  2980 =  95.168
0, 6  acc:  3026 /  3335 =  90.735
0, 7  acc:  5299 /  5723 =  92.591
1, 0  acc:  1244 /  2203 =  56.468
1, 1  acc:  1320 /  2270 =  58.150
1, 2  acc:   708 /  1216 =  58.224
1, 3  acc:   643 /  1260 =  51.032
1, 4  acc:   814 /  1627 =  50.031
1, 5  acc:   272 /   520 =  52.308
1, 6  acc:   813 /  1537 =  52.895
1, 7  acc:  1095 /  2246 =  48.753
------------------------------------
Average acc: 62404 / 71854 =  86.848
Robust  acc:  1095 /  2246 =  48.753
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11451 / 12092 =  94.699
0, 1  acc: 13486 / 14179 =  95.112
0, 2  acc:  2764 /  3210 =  86.106
0, 3  acc: 11669 / 12101 =  96.430
0, 4  acc:  4964 /  5355 =  92.698
0, 5  acc:  2836 /  2980 =  95.168
0, 6  acc:  3026 /  3335 =  90.735
0, 7  acc:  5299 /  5723 =  92.591
1, 0  acc:  1244 /  2203 =  56.468
1, 1  acc:  1320 /  2270 =  58.150
1, 2  acc:   708 /  1216 =  58.224
1, 3  acc:   643 /  1260 =  51.032
1, 4  acc:   814 /  1627 =  50.031
1, 5  acc:   272 /   520 =  52.308
1, 6  acc:   813 /  1537 =  52.895
1, 7  acc:  1095 /  2246 =  48.753
------------------------------------
Average acc: 62404 / 71854 =  86.848
Robust  acc:  1095 /  2246 =  48.753
------------------------------------

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: 93.400 | Val Loss: 0.000 | Val Acc: 95.704
Training:
Accuracies by groups:
0, 0  acc: 110188 / 113248 =  97.298
0, 1  acc:  9089 /  9472 =  95.957
0, 2  acc: 14208 / 14897 =  95.375
0, 3  acc:  7537 /  7851 =  96.001
0, 4  acc:  2722 /  3109 =  87.552
0, 5  acc:   338 /   405 =  83.457
0, 6  acc:   368 /   403 =  91.315
0, 7  acc:   396 /   442 =  89.593
0, 8  acc: 11509 / 11862 =  97.024
0, 9  acc:   805 /   835 =  96.407
0, 10  acc:   766 /   802 =  95.511
0, 11  acc:   551 /   579 =  95.164
0, 12  acc:   572 /   642 =  89.097
0, 13  acc:    58 /    67 =  86.567
0, 14  acc:    70 /    72 =  97.222
0, 15  acc:    44 /    52 =  84.615
0, 16  acc:  6588 /  7118 =  92.554
0, 17  acc:   214 /   235 =  91.064
0, 18  acc:   607 /   650 =  93.385
0, 19  acc:   173 /   193 =  89.637
0, 20  acc:   119 /   141 =  84.397
0, 21  acc:    25 /    28 =  89.286
0, 22  acc:    50 /    61 =  81.967
0, 23  acc:    10 /    16 =  62.500
0, 24  acc:   861 /   936 =  91.987
0, 25  acc:    44 /    46 =  95.652
0, 26  acc:    97 /   103 =  94.175
0, 27  acc:    33 /    34 =  97.059
0, 28  acc:    38 /    41 =  92.683
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:     3 /     7 =  42.857
0, 31  acc:     8 /     9 =  88.889
0, 32  acc:  2347 /  2435 =  96.386
0, 33  acc:   123 /   130 =  94.615
0, 34  acc:   133 /   136 =  97.794
0, 35  acc:    21 /    21 = 100.000
0, 36  acc:    43 /    46 =  93.478
0, 37  acc:     5 /     7 =  71.429
0, 38  acc:     9 /    11 =  81.818
0, 39  acc:     5 /     5 = 100.000
0, 40  acc:   691 /   716 =  96.508
0, 41  acc:    36 /    36 = 100.000
0, 42  acc:    25 /    27 =  92.593
0, 43  acc:    29 /    29 = 100.000
0, 44  acc:    26 /    27 =  96.296
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /     7 =  85.714
0, 47  acc:     3 /     4 =  75.000
0, 48  acc:   408 /   446 =  91.480
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    34 /    36 =  94.444
0, 51  acc:    27 /    27 = 100.000
0, 52  acc:     9 /    11 =  81.818
0, 53  acc:     1 /     2 =  50.000
0, 54  acc:     6 /     7 =  85.714
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   425 /   451 =  94.235
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    21 /    25 =  84.000
0, 59  acc:    21 /    21 = 100.000
0, 60  acc:    21 /    22 =  95.455
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     2 /     3 =  66.667
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2728 /  3077 =  88.658
0, 65  acc:   383 /   443 =  86.456
0, 66  acc:   253 /   291 =  86.942
0, 67  acc:   125 /   143 =  87.413
0, 68  acc:    61 /    70 =  87.143
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    23 /    27 =  85.185
0, 71  acc:     7 /     7 = 100.000
0, 72  acc:    85 /    86 =  98.837
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     3 /     3 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    79 /    93 =  84.946
0, 81  acc:    11 /    12 =  91.667
0, 82  acc:     8 /     9 =  88.889
0, 83  acc:     5 /     6 =  83.333
0, 84  acc:     1 /     4 =  25.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    14 /    18 =  77.778
0, 87  acc:     3 /     3 = 100.000
0, 88  acc:    16 /    18 =  88.889
0, 89  acc:     4 /     4 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    77 /    87 =  88.506
0, 95  acc:     8 /     9 =  88.889
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    11 /    13 =  84.615
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    12 /    12 = 100.000
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    20 /    27 =  74.074
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     5 =  40.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:    14 /    14 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     3 /     3 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6868 /  7465 =  92.003
0, 118  acc:  1596 /  1738 =  91.830
0, 119  acc:   409 /   443 =  92.325
0, 120  acc:   364 /   403 =  90.323
0, 121  acc:    83 /   102 =  81.373
0, 122  acc:    31 /    35 =  88.571
0, 123  acc:    11 /    12 =  91.667
0, 124  acc:    18 /    19 =  94.737
0, 125  acc:   430 /   461 =  93.275
0, 126  acc:   113 /   129 =  87.597
0, 127  acc:    42 /    46 =  91.304
0, 128  acc:    36 /    38 =  94.737
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     5 /     6 =  83.333
0, 131  acc:     5 /     6 =  83.333
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   173 /   205 =  84.390
0, 134  acc:    49 /    61 =  80.328
0, 135  acc:    22 /    23 =  95.652
0, 136  acc:    23 /    26 =  88.462
0, 137  acc:     3 /     8 =  37.500
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    65 /    76 =  85.526
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:     2 /     3 =  66.667
0, 144  acc:    10 /    12 =  83.333
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   128 /   138 =  92.754
0, 149  acc:    19 /    22 =  86.364
0, 150  acc:     4 /     6 =  66.667
0, 151  acc:     7 /    13 =  53.846
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     2 /     3 =  66.667
0, 154  acc:    32 /    34 =  94.118
0, 155  acc:     8 /     9 =  88.889
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     0 /     0 =     nan
0, 159  acc:    22 /    25 =  88.000
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     5 /     6 =  83.333
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    18 =  88.889
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    10 /    10 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1735 /  1973 =  87.937
0, 170  acc:   369 /   427 =  86.417
0, 171  acc:   115 /   136 =  84.559
0, 172  acc:   168 /   184 =  91.304
0, 173  acc:    24 /    26 =  92.308
0, 174  acc:     5 /     9 =  55.556
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    12 /    15 =  80.000
0, 177  acc:    96 /   102 =  94.118
0, 178  acc:    12 /    13 =  92.308
0, 179  acc:    14 /    17 =  82.353
0, 180  acc:     3 /     4 =  75.000
0, 181  acc:     4 /     6 =  66.667
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     7 /     8 =  87.500
0, 184  acc:    45 /    49 =  91.837
0, 185  acc:     2 /     3 =  66.667
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     6 /     9 =  66.667
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    21 /    28 =  75.000
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    55 /    62 =  88.710
0, 197  acc:    10 /    13 =  76.923
0, 198  acc:     2 /     6 =  33.333
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     6 /     7 =  85.714
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    25 /    28 =  89.286
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     6 /     9 =  66.667
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     0 /     2 =   0.000
0, 212  acc:     3 /     4 =  75.000
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     8 =  50.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 27201 / 30421 =  89.415
1, 1  acc:  2845 /  3195 =  89.045
1, 2  acc:  4848 /  5618 =  86.294
1, 3  acc:  1998 /  2366 =  84.446
1, 4  acc:  2297 /  2664 =  86.224
1, 5  acc:   442 /   496 =  89.113
1, 6  acc:   248 /   290 =  85.517
1, 7  acc:   231 /   287 =  80.488
1, 8  acc:  2230 /  2667 =  83.615
1, 9  acc:   155 /   187 =  82.888
1, 10  acc:   215 /   253 =  84.980
1, 11  acc:   106 /   135 =  78.519
1, 12  acc:   366 /   424 =  86.321
1, 13  acc:    39 /    52 =  75.000
1, 14  acc:    44 /    60 =  73.333
1, 15  acc:    56 /    71 =  78.873
1, 16  acc:  3507 /  4147 =  84.567
1, 17  acc:   154 /   177 =  87.006
1, 18  acc:   290 /   346 =  83.815
1, 19  acc:    93 /   107 =  86.916
1, 20  acc:   124 /   145 =  85.517
1, 21  acc:    15 /    17 =  88.235
1, 22  acc:    76 /    81 =  93.827
1, 23  acc:    20 /    26 =  76.923
1, 24  acc:   419 /   519 =  80.732
1, 25  acc:    10 /    12 =  83.333
1, 26  acc:    56 /    63 =  88.889
1, 27  acc:    10 /    11 =  90.909
1, 28  acc:    73 /    79 =  92.405
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    15 /    16 =  93.750
1, 31  acc:     1 /     1 = 100.000
1, 32  acc:   728 /   853 =  85.346
1, 33  acc:    33 /    38 =  86.842
1, 34  acc:    34 /    41 =  82.927
1, 35  acc:    11 /    12 =  91.667
1, 36  acc:    17 /    18 =  94.444
1, 37  acc:     3 /     4 =  75.000
1, 38  acc:     5 /     9 =  55.556
1, 39  acc:     0 /     0 =     nan
1, 40  acc:   164 /   188 =  87.234
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:     3 /     5 =  60.000
1, 43  acc:     6 /     8 =  75.000
1, 44  acc:    10 /    13 =  76.923
1, 45  acc:     2 /     5 =  40.000
1, 46  acc:    10 /    12 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   228 /   262 =  87.023
1, 49  acc:     4 /     7 =  57.143
1, 50  acc:     8 /    15 =  53.333
1, 51  acc:    13 /    16 =  81.250
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    15 /    17 =  88.235
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   184 /   226 =  81.416
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    14 /    16 =  87.500
1, 59  acc:     2 /     5 =  40.000
1, 60  acc:     6 /     8 =  75.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2417 /  2765 =  87.414
1, 65  acc:   306 /   375 =  81.600
1, 66  acc:   210 /   253 =  83.004
1, 67  acc:    94 /   112 =  83.929
1, 68  acc:   119 /   137 =  86.861
1, 69  acc:    18 /    23 =  78.261
1, 70  acc:    27 /    29 =  93.103
1, 71  acc:    13 /    15 =  86.667
1, 72  acc:    52 /    56 =  92.857
1, 73  acc:     4 /     5 =  80.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     4 /     9 =  44.444
1, 77  acc:     0 /     2 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    80 /    92 =  86.957
1, 81  acc:    10 /    14 =  71.429
1, 82  acc:    30 /    33 =  90.909
1, 83  acc:     0 /     1 =   0.000
1, 84  acc:     6 /     7 =  85.714
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     9 /     9 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    12 =  91.667
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     2 =  50.000
1, 93  acc:     1 /     3 =  33.333
1, 94  acc:    57 /    67 =  85.075
1, 95  acc:     6 /    10 =  60.000
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /    10 =  80.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     5 /     5 = 100.000
1, 101  acc:     2 /     3 =  66.667
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:    19 /    19 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     4 /     5 =  80.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:    12 /    12 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  3426 /  4213 =  81.320
1, 118  acc:   901 /  1065 =  84.601
1, 119  acc:   193 /   229 =  84.279
1, 120  acc:   245 /   300 =  81.667
1, 121  acc:    64 /    71 =  90.141
1, 122  acc:    40 /    47 =  85.106
1, 123  acc:     6 /     9 =  66.667
1, 124  acc:    21 /    22 =  95.455
1, 125  acc:   206 /   260 =  79.231
1, 126  acc:    57 /    71 =  80.282
1, 127  acc:     9 /    14 =  64.286
1, 128  acc:    21 /    27 =  77.778
1, 129  acc:     9 /    10 =  90.000
1, 130  acc:     3 /     4 =  75.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     5 =  80.000
1, 133  acc:   199 /   237 =  83.966
1, 134  acc:    39 /    49 =  79.592
1, 135  acc:    19 /    20 =  95.000
1, 136  acc:    16 /    20 =  80.000
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     2 =   0.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    51 /    65 =  78.462
1, 142  acc:     6 /     8 =  75.000
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:     4 /     5 =  80.000
1, 148  acc:    72 /   104 =  69.231
1, 149  acc:     9 /    11 =  81.818
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     0 /     7 =   0.000
1, 152  acc:     2 /     3 =  66.667
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    14 /    18 =  77.778
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     4 =  50.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    12 /    14 =  85.714
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    16 /    20 =  80.000
1, 165  acc:     1 /     1 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1490 /  1821 =  81.823
1, 170  acc:   276 /   328 =  84.146
1, 171  acc:   118 /   135 =  87.407
1, 172  acc:    89 /   112 =  79.464
1, 173  acc:    29 /    31 =  93.548
1, 174  acc:     1 /     4 =  25.000
1, 175  acc:     4 /     5 =  80.000
1, 176  acc:    19 /    27 =  70.370
1, 177  acc:    31 /    40 =  77.500
1, 178  acc:     3 /     7 =  42.857
1, 179  acc:     1 /     1 = 100.000
1, 180  acc:     2 /     3 =  66.667
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     1 /     2 =  50.000
1, 183  acc:     7 /     9 =  77.778
1, 184  acc:    56 /    67 =  83.582
1, 185  acc:    14 /    19 =  73.684
1, 186  acc:     8 /    11 =  72.727
1, 187  acc:     4 /     6 =  66.667
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    46 /    57 =  80.702
1, 197  acc:    10 /    13 =  76.923
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     6 /     7 =  85.714
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /     8 =  87.500
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     4 /     4 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     4 /     5 =  80.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251282 / 269038 =  93.400
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24236 / 25373 =  95.519
0, 1  acc: 29898 / 31282 =  95.576
0, 2  acc:  5889 /  6155 =  95.678
0, 3  acc: 23237 / 24292 =  95.657
0, 4  acc: 10347 / 10829 =  95.549
0, 5  acc:  5272 /  5541 =  95.145
0, 6  acc:  6462 /  6785 =  95.239
0, 7  acc: 11497 / 12016 =  95.681
1, 0  acc:  4251 /  4437 =  95.808
1, 1  acc:  4763 /  4962 =  95.990
1, 2  acc:  2176 /  2265 =  96.071
1, 3  acc:  2346 /  2446 =  95.912
1, 4  acc:  2995 /  3125 =  95.840
1, 5  acc:   969 /  1003 =  96.610
1, 6  acc:  2981 /  3111 =  95.821
1, 7  acc:  4485 /  4682 =  95.792
--------------------------------------
Average acc: 141804 / 148304 =  95.617
Robust  acc:  5272 /  5541 =  95.145
--------------------------------------
New max robust acc: 95.1452806352644
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed27.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed27.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 64.843 | Best Acc: 92.224
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10818 / 12092 =  89.464
0, 1  acc: 12773 / 14179 =  90.084
0, 2  acc:  2410 /  3210 =  75.078
0, 3  acc: 11160 / 12101 =  92.224
0, 4  acc:  4517 /  5355 =  84.351
0, 5  acc:  2625 /  2980 =  88.087
0, 6  acc:  2586 /  3335 =  77.541
0, 7  acc:  4558 /  5723 =  79.644
1, 0  acc:  1518 /  2203 =  68.906
1, 1  acc:  1563 /  2270 =  68.855
1, 2  acc:   862 /  1216 =  70.888
1, 3  acc:   837 /  1260 =  66.429
1, 4  acc:  1055 /  1627 =  64.843
1, 5  acc:   355 /   520 =  68.269
1, 6  acc:  1084 /  1537 =  70.527
1, 7  acc:  1527 /  2246 =  67.988
------------------------------------
Average acc: 60248 / 71854 =  83.848
Robust  acc:  1055 /  1627 =  64.843
------------------------------------
Accuracies by groups:
0, 0  acc: 10818 / 12092 =  89.464
0, 1  acc: 12773 / 14179 =  90.084
0, 2  acc:  2410 /  3210 =  75.078
0, 3  acc: 11160 / 12101 =  92.224
0, 4  acc:  4517 /  5355 =  84.351
0, 5  acc:  2625 /  2980 =  88.087
0, 6  acc:  2586 /  3335 =  77.541
0, 7  acc:  4558 /  5723 =  79.644
1, 0  acc:  1518 /  2203 =  68.906
1, 1  acc:  1563 /  2270 =  68.855
1, 2  acc:   862 /  1216 =  70.888
1, 3  acc:   837 /  1260 =  66.429
1, 4  acc:  1055 /  1627 =  64.843
1, 5  acc:   355 /   520 =  68.269
1, 6  acc:  1084 /  1537 =  70.527
1, 7  acc:  1527 /  2246 =  67.988
------------------------------------
Average acc: 60248 / 71854 =  83.848
Robust  acc:  1055 /  1627 =  64.843
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10818 / 12092 =  89.464
0, 1  acc: 12773 / 14179 =  90.084
0, 2  acc:  2410 /  3210 =  75.078
0, 3  acc: 11160 / 12101 =  92.224
0, 4  acc:  4517 /  5355 =  84.351
0, 5  acc:  2625 /  2980 =  88.087
0, 6  acc:  2586 /  3335 =  77.541
0, 7  acc:  4558 /  5723 =  79.644
1, 0  acc:  1518 /  2203 =  68.906
1, 1  acc:  1563 /  2270 =  68.855
1, 2  acc:   862 /  1216 =  70.888
1, 3  acc:   837 /  1260 =  66.429
1, 4  acc:  1055 /  1627 =  64.843
1, 5  acc:   355 /   520 =  68.269
1, 6  acc:  1084 /  1537 =  70.527
1, 7  acc:  1527 /  2246 =  67.988
------------------------------------
Average acc: 60248 / 71854 =  83.848
Robust  acc:  1055 /  1627 =  64.843
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.008 | Train Acc: 96.515 | Val Loss: 0.000 | Val Acc: 98.046
Training:
Accuracies by groups:
0, 0  acc: 111433 / 113276 =  98.373
0, 1  acc:  9339 /  9540 =  97.893
0, 2  acc: 14794 / 15183 =  97.438
0, 3  acc:  7437 /  7631 =  97.458
0, 4  acc:  2845 /  3051 =  93.248
0, 5  acc:   380 /   420 =  90.476
0, 6  acc:   409 /   430 =  95.116
0, 7  acc:   378 /   404 =  93.564
0, 8  acc: 11585 / 11780 =  98.345
0, 9  acc:   799 /   810 =  98.642
0, 10  acc:   821 /   843 =  97.390
0, 11  acc:   583 /   594 =  98.148
0, 12  acc:   557 /   591 =  94.247
0, 13  acc:    62 /    65 =  95.385
0, 14  acc:    98 /   106 =  92.453
0, 15  acc:    70 /    73 =  95.890
0, 16  acc:  6709 /  7047 =  95.204
0, 17  acc:   214 /   228 =  93.860
0, 18  acc:   670 /   690 =  97.101
0, 19  acc:   196 /   209 =  93.780
0, 20  acc:   139 /   156 =  89.103
0, 21  acc:    19 /    19 = 100.000
0, 22  acc:    42 /    47 =  89.362
0, 23  acc:     9 /    13 =  69.231
0, 24  acc:   859 /   905 =  94.917
0, 25  acc:    39 /    40 =  97.500
0, 26  acc:    83 /    84 =  98.810
0, 27  acc:    29 /    31 =  93.548
0, 28  acc:    43 /    50 =  86.000
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:    10 /    10 = 100.000
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  2369 /  2432 =  97.410
0, 33  acc:   125 /   130 =  96.154
0, 34  acc:    88 /    92 =  95.652
0, 35  acc:    35 /    36 =  97.222
0, 36  acc:    44 /    44 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    14 /    14 = 100.000
0, 39  acc:     4 /     4 = 100.000
0, 40  acc:   712 /   727 =  97.937
0, 41  acc:    35 /    36 =  97.222
0, 42  acc:    24 /    25 =  96.000
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    24 /    25 =  96.000
0, 45  acc:     5 /     5 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   446 /   481 =  92.723
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    26 /    27 =  96.296
0, 51  acc:    29 /    29 = 100.000
0, 52  acc:    11 /    11 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:    10 /    10 = 100.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   438 /   452 =  96.903
0, 57  acc:     5 /     5 = 100.000
0, 58  acc:    20 /    21 =  95.238
0, 59  acc:    16 /    16 = 100.000
0, 60  acc:    25 /    27 =  92.593
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:    14 /    14 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2842 /  3032 =  93.734
0, 65  acc:   415 /   447 =  92.841
0, 66  acc:   284 /   302 =  94.040
0, 67  acc:   159 /   163 =  97.546
0, 68  acc:    64 /    68 =  94.118
0, 69  acc:     6 /     7 =  85.714
0, 70  acc:    25 /    28 =  89.286
0, 71  acc:    16 /    16 = 100.000
0, 72  acc:    82 /    86 =  95.349
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:    18 /    18 = 100.000
0, 76  acc:     7 /    10 =  70.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   101 /   110 =  91.818
0, 81  acc:     3 /     8 =  37.500
0, 82  acc:    17 /    17 = 100.000
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     9 /    10 =  90.000
0, 85  acc:     3 /     3 = 100.000
0, 86  acc:     4 /     5 =  80.000
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:    10 /    11 =  90.909
0, 89  acc:     5 /     5 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    72 /    77 =  93.506
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    17 /    19 =  89.474
0, 99  acc:     6 /     6 = 100.000
0, 100  acc:     3 /     3 = 100.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     6 /     6 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:    25 /    27 =  92.593
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     7 =  57.143
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     3 /     3 = 100.000
0, 117  acc:  7169 /  7520 =  95.332
0, 118  acc:  1635 /  1706 =  95.838
0, 119  acc:   415 /   438 =  94.749
0, 120  acc:   383 /   414 =  92.512
0, 121  acc:    74 /    84 =  88.095
0, 122  acc:    35 /    37 =  94.595
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    30 /    33 =  90.909
0, 125  acc:   412 /   427 =  96.487
0, 126  acc:   118 /   129 =  91.473
0, 127  acc:    30 /    31 =  96.774
0, 128  acc:    42 /    45 =  93.333
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   211 /   223 =  94.619
0, 134  acc:    53 /    61 =  86.885
0, 135  acc:    31 /    32 =  96.875
0, 136  acc:    30 /    34 =  88.235
0, 137  acc:    12 /    14 =  85.714
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    70 /    75 =  93.333
0, 142  acc:    22 /    22 = 100.000
0, 143  acc:     7 /     8 =  87.500
0, 144  acc:     5 /     5 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   126 /   135 =  93.333
0, 149  acc:    13 /    17 =  76.471
0, 150  acc:     3 /     5 =  60.000
0, 151  acc:    10 /    15 =  66.667
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    39 /    41 =  95.122
0, 155  acc:     9 /    10 =  90.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    30 /    32 =  93.750
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     9 /    10 =  90.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     7 /     8 =  87.500
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1825 /  1964 =  92.923
0, 170  acc:   399 /   424 =  94.104
0, 171  acc:   110 /   119 =  92.437
0, 172  acc:   186 /   198 =  93.939
0, 173  acc:    41 /    43 =  95.349
0, 174  acc:     3 /     6 =  50.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    17 /    19 =  89.474
0, 177  acc:    77 /    82 =  93.902
0, 178  acc:    16 /    17 =  94.118
0, 179  acc:    15 /    16 =  93.750
0, 180  acc:    12 /    12 = 100.000
0, 181  acc:     6 /     7 =  85.714
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    60 /    65 =  92.308
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     7 /     8 =  87.500
0, 187  acc:     9 /    11 =  81.818
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    34 /    36 =  94.444
0, 192  acc:     2 /     4 =  50.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    51 /    54 =  94.444
0, 197  acc:     9 /     9 = 100.000
0, 198  acc:     1 /     1 = 100.000
0, 199  acc:    13 /    14 =  92.857
0, 200  acc:     7 /     7 = 100.000
0, 201  acc:     3 /     3 = 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:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     7 /     7 = 100.000
0, 208  acc:     7 /     8 =  87.500
0, 209  acc:     3 /     4 =  75.000
0, 210  acc:     3 /     4 =  75.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    11 =  90.909
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 28826 / 30373 =  94.907
1, 1  acc:  2893 /  3086 =  93.746
1, 2  acc:  5189 /  5534 =  93.766
1, 3  acc:  2091 /  2274 =  91.953
1, 4  acc:  2543 /  2704 =  94.046
1, 5  acc:   438 /   474 =  92.405
1, 6  acc:   271 /   286 =  94.755
1, 7  acc:   279 /   296 =  94.257
1, 8  acc:  2481 /  2667 =  93.026
1, 9  acc:   183 /   197 =  92.893
1, 10  acc:   242 /   262 =  92.366
1, 11  acc:   124 /   134 =  92.537
1, 12  acc:   381 /   411 =  92.701
1, 13  acc:    53 /    57 =  92.982
1, 14  acc:    49 /    57 =  85.965
1, 15  acc:    70 /    84 =  83.333
1, 16  acc:  3764 /  4073 =  92.413
1, 17  acc:   139 /   147 =  94.558
1, 18  acc:   296 /   318 =  93.082
1, 19  acc:    98 /   107 =  91.589
1, 20  acc:   138 /   147 =  93.878
1, 21  acc:    11 /    13 =  84.615
1, 22  acc:    60 /    63 =  95.238
1, 23  acc:    16 /    18 =  88.889
1, 24  acc:   491 /   541 =  90.758
1, 25  acc:     8 /    10 =  80.000
1, 26  acc:    61 /    63 =  96.825
1, 27  acc:    12 /    12 = 100.000
1, 28  acc:    75 /    79 =  94.937
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    12 /    12 = 100.000
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:   758 /   810 =  93.580
1, 33  acc:    29 /    32 =  90.625
1, 34  acc:    22 /    25 =  88.000
1, 35  acc:     9 /     9 = 100.000
1, 36  acc:    22 /    24 =  91.667
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    15 /    17 =  88.235
1, 39  acc:     0 /     0 =     nan
1, 40  acc:   181 /   189 =  95.767
1, 41  acc:    11 /    12 =  91.667
1, 42  acc:     1 /     2 =  50.000
1, 43  acc:     6 /    10 =  60.000
1, 44  acc:    15 /    15 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     4 /     4 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   240 /   268 =  89.552
1, 49  acc:     3 /     3 = 100.000
1, 50  acc:    17 /    21 =  80.952
1, 51  acc:     7 /     7 = 100.000
1, 52  acc:     8 /     8 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    28 =  85.714
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   190 /   208 =  91.346
1, 57  acc:     6 /     7 =  85.714
1, 58  acc:     7 /     7 = 100.000
1, 59  acc:     2 /     4 =  50.000
1, 60  acc:    10 /    11 =  90.909
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     8 /     8 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2634 /  2822 =  93.338
1, 65  acc:   371 /   391 =  94.885
1, 66  acc:   237 /   252 =  94.048
1, 67  acc:    80 /    87 =  91.954
1, 68  acc:   124 /   130 =  95.385
1, 69  acc:    26 /    27 =  96.296
1, 70  acc:    38 /    43 =  88.372
1, 71  acc:    14 /    15 =  93.333
1, 72  acc:    56 /    58 =  96.552
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     4 /     4 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   102 /   107 =  95.327
1, 81  acc:    13 /    13 = 100.000
1, 82  acc:    22 /    23 =  95.652
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     6 /     7 =  85.714
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    11 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    14 =  92.857
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     3 =  33.333
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    78 /    86 =  90.698
1, 95  acc:     7 /     8 =  87.500
1, 96  acc:     7 /     8 =  87.500
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     7 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    12 = 100.000
1, 101  acc:     2 /     3 =  66.667
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:     7 /     7 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     7 /     8 =  87.500
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     8 /     9 =  88.889
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  3999 /  4398 =  90.928
1, 118  acc:   997 /  1081 =  92.229
1, 119  acc:   267 /   284 =  94.014
1, 120  acc:   274 /   294 =  93.197
1, 121  acc:    75 /    81 =  92.593
1, 122  acc:    47 /    50 =  94.000
1, 123  acc:    14 /    19 =  73.684
1, 124  acc:    19 /    20 =  95.000
1, 125  acc:   247 /   272 =  90.809
1, 126  acc:    68 /    69 =  98.551
1, 127  acc:    17 /    20 =  85.000
1, 128  acc:    25 /    27 =  92.593
1, 129  acc:     7 /     7 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     5 /     5 = 100.000
1, 133  acc:   214 /   230 =  93.043
1, 134  acc:    50 /    55 =  90.909
1, 135  acc:    23 /    24 =  95.833
1, 136  acc:    16 /    18 =  88.889
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     1 /     3 =  33.333
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    57 /    63 =  90.476
1, 142  acc:    11 /    12 =  91.667
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   101 /   113 =  89.381
1, 149  acc:    11 /    12 =  91.667
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     5 /     9 =  55.556
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    16 /    17 =  94.118
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    14 = 100.000
1, 160  acc:     3 /     4 =  75.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    11 /    13 =  84.615
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:  1693 /  1833 =  92.362
1, 170  acc:   305 /   340 =  89.706
1, 171  acc:   146 /   158 =  92.405
1, 172  acc:   123 /   132 =  93.182
1, 173  acc:    28 /    29 =  96.552
1, 174  acc:     5 /     6 =  83.333
1, 175  acc:     2 /     3 =  66.667
1, 176  acc:    14 /    17 =  82.353
1, 177  acc:    53 /    58 =  91.379
1, 178  acc:     5 /     5 = 100.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     5 /     7 =  71.429
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:    11 /    12 =  91.667
1, 184  acc:    67 /    71 =  94.366
1, 185  acc:    28 /    29 =  96.552
1, 186  acc:     8 /     9 =  88.889
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     2 /     3 =  66.667
1, 190  acc:     3 /     4 =  75.000
1, 191  acc:     2 /     3 =  66.667
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    50 /    57 =  87.719
1, 197  acc:     3 /     3 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     4 /     8 =  50.000
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /     9 =  88.889
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     4 /     6 =  66.667
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259663 / 269038 =  96.515
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24896 / 25373 =  98.120
0, 1  acc: 30655 / 31282 =  97.996
0, 2  acc:  6051 /  6155 =  98.310
0, 3  acc: 23811 / 24292 =  98.020
0, 4  acc: 10612 / 10829 =  97.996
0, 5  acc:  5421 /  5541 =  97.834
0, 6  acc:  6666 /  6785 =  98.246
0, 7  acc: 11787 / 12016 =  98.094
1, 0  acc:  4340 /  4437 =  97.814
1, 1  acc:  4870 /  4962 =  98.146
1, 2  acc:  2219 /  2265 =  97.969
1, 3  acc:  2392 /  2446 =  97.792
1, 4  acc:  3067 /  3125 =  98.144
1, 5  acc:   983 /  1003 =  98.006
1, 6  acc:  3047 /  3111 =  97.943
1, 7  acc:  4577 /  4682 =  97.757
--------------------------------------
Average acc: 145394 / 148304 =  98.038
Robust  acc:  4577 /  4682 =  97.757
--------------------------------------
New max robust acc: 97.75736864587783
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed27.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed27.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: 59.206 | Best Acc: 94.455
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 11076 / 12092 =  91.598
0, 1  acc: 13158 / 14179 =  92.799
0, 2  acc:  2661 /  3210 =  82.897
0, 3  acc: 11430 / 12101 =  94.455
0, 4  acc:  4648 /  5355 =  86.797
0, 5  acc:  2724 /  2980 =  91.409
0, 6  acc:  2623 /  3335 =  78.651
0, 7  acc:  4692 /  5723 =  81.985
1, 0  acc:  1452 /  2203 =  65.910
1, 1  acc:  1455 /  2270 =  64.097
1, 2  acc:   764 /  1216 =  62.829
1, 3  acc:   746 /  1260 =  59.206
1, 4  acc:  1021 /  1627 =  62.754
1, 5  acc:   334 /   520 =  64.231
1, 6  acc:  1082 /  1537 =  70.397
1, 7  acc:  1501 /  2246 =  66.830
------------------------------------
Average acc: 61367 / 71854 =  85.405
Robust  acc:   746 /  1260 =  59.206
------------------------------------
Accuracies by groups:
0, 0  acc: 11076 / 12092 =  91.598
0, 1  acc: 13158 / 14179 =  92.799
0, 2  acc:  2661 /  3210 =  82.897
0, 3  acc: 11430 / 12101 =  94.455
0, 4  acc:  4648 /  5355 =  86.797
0, 5  acc:  2724 /  2980 =  91.409
0, 6  acc:  2623 /  3335 =  78.651
0, 7  acc:  4692 /  5723 =  81.985
1, 0  acc:  1452 /  2203 =  65.910
1, 1  acc:  1455 /  2270 =  64.097
1, 2  acc:   764 /  1216 =  62.829
1, 3  acc:   746 /  1260 =  59.206
1, 4  acc:  1021 /  1627 =  62.754
1, 5  acc:   334 /   520 =  64.231
1, 6  acc:  1082 /  1537 =  70.397
1, 7  acc:  1501 /  2246 =  66.830
------------------------------------
Average acc: 61367 / 71854 =  85.405
Robust  acc:   746 /  1260 =  59.206
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11076 / 12092 =  91.598
0, 1  acc: 13158 / 14179 =  92.799
0, 2  acc:  2661 /  3210 =  82.897
0, 3  acc: 11430 / 12101 =  94.455
0, 4  acc:  4648 /  5355 =  86.797
0, 5  acc:  2724 /  2980 =  91.409
0, 6  acc:  2623 /  3335 =  78.651
0, 7  acc:  4692 /  5723 =  81.985
1, 0  acc:  1452 /  2203 =  65.910
1, 1  acc:  1455 /  2270 =  64.097
1, 2  acc:   764 /  1216 =  62.829
1, 3  acc:   746 /  1260 =  59.206
1, 4  acc:  1021 /  1627 =  62.754
1, 5  acc:   334 /   520 =  64.231
1, 6  acc:  1082 /  1537 =  70.397
1, 7  acc:  1501 /  2246 =  66.830
------------------------------------
Average acc: 61367 / 71854 =  85.405
Robust  acc:   746 /  1260 =  59.206
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.006 | Train Acc: 97.775 | Val Loss: 0.000 | Val Acc: 98.948
Training:
Accuracies by groups:
0, 0  acc: 111858 / 113072 =  98.926
0, 1  acc:  9275 /  9391 =  98.765
0, 2  acc: 14603 / 14837 =  98.423
0, 3  acc:  7568 /  7689 =  98.426
0, 4  acc:  3034 /  3145 =  96.471
0, 5  acc:   358 /   374 =  95.722
0, 6  acc:   416 /   434 =  95.853
0, 7  acc:   372 /   396 =  93.939
0, 8  acc: 11702 / 11853 =  98.726
0, 9  acc:   814 /   826 =  98.547
0, 10  acc:   810 /   824 =  98.301
0, 11  acc:   552 /   562 =  98.221
0, 12  acc:   602 /   625 =  96.320
0, 13  acc:    57 /    62 =  91.935
0, 14  acc:    91 /    91 = 100.000
0, 15  acc:    48 /    51 =  94.118
0, 16  acc:  6783 /  6996 =  96.955
0, 17  acc:   211 /   216 =  97.685
0, 18  acc:   627 /   651 =  96.313
0, 19  acc:   202 /   210 =  96.190
0, 20  acc:   157 /   166 =  94.578
0, 21  acc:    23 /    23 = 100.000
0, 22  acc:    69 /    73 =  94.521
0, 23  acc:    12 /    14 =  85.714
0, 24  acc:   874 /   906 =  96.468
0, 25  acc:    50 /    50 = 100.000
0, 26  acc:    83 /    87 =  95.402
0, 27  acc:    27 /    27 = 100.000
0, 28  acc:    40 /    44 =  90.909
0, 29  acc:     4 /     6 =  66.667
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2418 /  2467 =  98.014
0, 33  acc:   110 /   113 =  97.345
0, 34  acc:    89 /    90 =  98.889
0, 35  acc:    38 /    38 = 100.000
0, 36  acc:    47 /    50 =  94.000
0, 37  acc:     3 /     3 = 100.000
0, 38  acc:    16 /    17 =  94.118
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   706 /   713 =  99.018
0, 41  acc:    24 /    24 = 100.000
0, 42  acc:    29 /    29 = 100.000
0, 43  acc:    34 /    34 = 100.000
0, 44  acc:    22 /    23 =  95.652
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:    11 /    14 =  78.571
0, 47  acc:     6 /     6 = 100.000
0, 48  acc:   488 /   499 =  97.796
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    25 /    25 = 100.000
0, 52  acc:    11 /    11 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     8 /     8 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   460 /   474 =  97.046
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:    20 /    22 =  90.909
0, 59  acc:    26 /    26 = 100.000
0, 60  acc:    22 /    24 =  91.667
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:     8 /     9 =  88.889
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  3038 /  3167 =  95.927
0, 65  acc:   387 /   402 =  96.269
0, 66  acc:   286 /   297 =  96.296
0, 67  acc:   139 /   141 =  98.582
0, 68  acc:    55 /    65 =  84.615
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    21 /    22 =  95.455
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    83 /    85 =  97.647
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     2 /     2 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:   114 /   118 =  96.610
0, 81  acc:     9 /    12 =  75.000
0, 82  acc:    15 /    15 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:    11 /    11 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     9 /    10 =  90.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     4 /     4 = 100.000
0, 94  acc:    91 /    95 =  95.789
0, 95  acc:    11 /    11 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    14 /    14 = 100.000
0, 99  acc:     8 /     8 = 100.000
0, 100  acc:     5 /     5 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     5 /     5 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    29 /    31 =  93.548
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
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:     1 /     1 = 100.000
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7321 /  7540 =  97.095
0, 118  acc:  1746 /  1795 =  97.270
0, 119  acc:   436 /   451 =  96.674
0, 120  acc:   396 /   418 =  94.737
0, 121  acc:    88 /    96 =  91.667
0, 122  acc:    48 /    49 =  97.959
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    23 /    23 = 100.000
0, 125  acc:   450 /   460 =  97.826
0, 126  acc:   119 /   120 =  99.167
0, 127  acc:    38 /    39 =  97.436
0, 128  acc:    48 /    51 =  94.118
0, 129  acc:    11 /    11 = 100.000
0, 130  acc:     9 /     9 = 100.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   237 /   250 =  94.800
0, 134  acc:    42 /    43 =  97.674
0, 135  acc:    32 /    32 = 100.000
0, 136  acc:    20 /    20 = 100.000
0, 137  acc:     3 /     3 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    60 /    61 =  98.361
0, 142  acc:    13 /    13 = 100.000
0, 143  acc:     1 /     2 =  50.000
0, 144  acc:    14 /    14 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     4 /     4 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   133 /   137 =  97.080
0, 149  acc:    23 /    23 = 100.000
0, 150  acc:     9 /    10 =  90.000
0, 151  acc:    11 /    15 =  73.333
0, 152  acc:     6 /     6 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    40 /    42 =  95.238
0, 155  acc:     8 /     8 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    21 /    24 =  87.500
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    21 /    22 =  95.455
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1883 /  1966 =  95.778
0, 170  acc:   430 /   455 =  94.505
0, 171  acc:   143 /   149 =  95.973
0, 172  acc:   188 /   194 =  96.907
0, 173  acc:    28 /    29 =  96.552
0, 174  acc:    12 /    12 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    23 /    26 =  88.462
0, 177  acc:    75 /    77 =  97.403
0, 178  acc:    14 /    14 = 100.000
0, 179  acc:    15 /    15 = 100.000
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     4 /     4 = 100.000
0, 183  acc:     3 /     3 = 100.000
0, 184  acc:    39 /    39 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:     7 /     7 = 100.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    32 /    34 =  94.118
0, 192  acc:     5 /     5 = 100.000
0, 193  acc:     1 /     2 =  50.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    56 /    60 =  93.333
0, 197  acc:    15 /    15 = 100.000
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     8 /     8 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    26 /    26 = 100.000
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     7 /     7 = 100.000
0, 209  acc:    10 /    10 = 100.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     4 = 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: 29507 / 30508 =  96.719
1, 1  acc:  3091 /  3218 =  96.053
1, 2  acc:  5518 /  5746 =  96.032
1, 3  acc:  2190 /  2302 =  95.135
1, 4  acc:  2521 /  2631 =  95.819
1, 5  acc:   414 /   427 =  96.956
1, 6  acc:   260 /   272 =  95.588
1, 7  acc:   339 /   360 =  94.167
1, 8  acc:  2628 /  2761 =  95.183
1, 9  acc:   175 /   185 =  94.595
1, 10  acc:   213 /   226 =  94.248
1, 11  acc:   128 /   131 =  97.710
1, 12  acc:   360 /   374 =  96.257
1, 13  acc:    44 /    47 =  93.617
1, 14  acc:    68 /    73 =  93.151
1, 15  acc:    73 /    75 =  97.333
1, 16  acc:  3988 /  4190 =  95.179
1, 17  acc:   156 /   160 =  97.500
1, 18  acc:   286 /   297 =  96.296
1, 19  acc:   113 /   122 =  92.623
1, 20  acc:   134 /   140 =  95.714
1, 21  acc:    14 /    14 = 100.000
1, 22  acc:    80 /    82 =  97.561
1, 23  acc:    26 /    27 =  96.296
1, 24  acc:   471 /   499 =  94.389
1, 25  acc:     6 /     6 = 100.000
1, 26  acc:    58 /    59 =  98.305
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:    77 /    82 =  93.902
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    14 /    14 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:   762 /   803 =  94.894
1, 33  acc:    46 /    50 =  92.000
1, 34  acc:    33 /    34 =  97.059
1, 35  acc:     4 /     4 = 100.000
1, 36  acc:    14 /    15 =  93.333
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    21 /    21 = 100.000
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   175 /   191 =  91.623
1, 41  acc:    13 /    13 = 100.000
1, 42  acc:     8 /     8 = 100.000
1, 43  acc:    13 /    14 =  92.857
1, 44  acc:    12 /    13 =  92.308
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:     7 /     7 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   241 /   258 =  93.411
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    19 /    19 = 100.000
1, 51  acc:    12 /    14 =  85.714
1, 52  acc:    12 /    12 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    18 /    18 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   175 /   188 =  93.085
1, 57  acc:     5 /     5 = 100.000
1, 58  acc:     9 /     9 = 100.000
1, 59  acc:     3 /     7 =  42.857
1, 60  acc:    19 /    21 =  90.476
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2756 /  2864 =  96.229
1, 65  acc:   373 /   381 =  97.900
1, 66  acc:   208 /   220 =  94.545
1, 67  acc:    95 /   100 =  95.000
1, 68  acc:   100 /   107 =  93.458
1, 69  acc:    14 /    15 =  93.333
1, 70  acc:    42 /    45 =  93.333
1, 71  acc:    13 /    14 =  92.857
1, 72  acc:    54 /    54 = 100.000
1, 73  acc:     1 /     2 =  50.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    12 /    13 =  92.308
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:    82 /    91 =  90.110
1, 81  acc:    11 /    15 =  73.333
1, 82  acc:    25 /    28 =  89.286
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    14 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    12 /    13 =  92.308
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    92 /    93 =  98.925
1, 95  acc:    20 /    21 =  95.238
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /     9 =  88.889
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    11 /    12 =  91.667
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     6 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:     4 /     4 = 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:  4178 /  4396 =  95.041
1, 118  acc:  1014 /  1053 =  96.296
1, 119  acc:   262 /   277 =  94.585
1, 120  acc:   274 /   288 =  95.139
1, 121  acc:    71 /    73 =  97.260
1, 122  acc:    33 /    36 =  91.667
1, 123  acc:    10 /    10 = 100.000
1, 124  acc:    24 /    25 =  96.000
1, 125  acc:   249 /   266 =  93.609
1, 126  acc:    72 /    77 =  93.506
1, 127  acc:    12 /    15 =  80.000
1, 128  acc:    28 /    28 = 100.000
1, 129  acc:     9 /    10 =  90.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     5 =  80.000
1, 133  acc:   247 /   255 =  96.863
1, 134  acc:    30 /    32 =  93.750
1, 135  acc:    20 /    20 = 100.000
1, 136  acc:    15 /    18 =  83.333
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    47 /    49 =  95.918
1, 142  acc:     6 /     6 = 100.000
1, 143  acc:     0 /     1 =   0.000
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:   107 /   108 =  99.074
1, 149  acc:    13 /    14 =  92.857
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:     2 /     5 =  40.000
1, 152  acc:     0 /     0 =     nan
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    22 /    25 =  88.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    21 /    21 = 100.000
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    13 /    13 = 100.000
1, 165  acc:     1 /     2 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1698 /  1778 =  95.501
1, 170  acc:   337 /   350 =  96.286
1, 171  acc:   135 /   139 =  97.122
1, 172  acc:   107 /   114 =  93.860
1, 173  acc:    27 /    29 =  93.103
1, 174  acc:     2 /     3 =  66.667
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    12 /    16 =  75.000
1, 177  acc:    35 /    40 =  87.500
1, 178  acc:     0 /     1 =   0.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     0 /     0 =     nan
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:    10 /    11 =  90.909
1, 184  acc:    60 /    64 =  93.750
1, 185  acc:    14 /    15 =  93.333
1, 186  acc:    12 /    13 =  92.308
1, 187  acc:     7 /     8 =  87.500
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     6 /     7 =  85.714
1, 191  acc:     1 /     1 = 100.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    47 /    52 =  90.385
1, 197  acc:     3 /     3 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     4 /     5 =  80.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    14 /    15 =  93.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    11 /    11 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263053 / 269038 =  97.775
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25103 / 25373 =  98.936
0, 1  acc: 30948 / 31282 =  98.932
0, 2  acc:  6086 /  6155 =  98.879
0, 3  acc: 24062 / 24292 =  99.053
0, 4  acc: 10703 / 10829 =  98.836
0, 5  acc:  5478 /  5541 =  98.863
0, 6  acc:  6720 /  6785 =  99.042
0, 7  acc: 11893 / 12016 =  98.976
1, 0  acc:  4383 /  4437 =  98.783
1, 1  acc:  4902 /  4962 =  98.791
1, 2  acc:  2239 /  2265 =  98.852
1, 3  acc:  2419 /  2446 =  98.896
1, 4  acc:  3091 /  3125 =  98.912
1, 5  acc:   992 /  1003 =  98.903
1, 6  acc:  3072 /  3111 =  98.746
1, 7  acc:  4638 /  4682 =  99.060
--------------------------------------
Average acc: 146729 / 148304 =  98.938
Robust  acc:  3072 /  3111 =  98.746
--------------------------------------
New max robust acc: 98.74638379942141
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed27.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed27.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 55.000 | Best Acc: 95.248
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11143 / 12092 =  92.152
0, 1  acc: 13236 / 14179 =  93.349
0, 2  acc:  2702 /  3210 =  84.174
0, 3  acc: 11526 / 12101 =  95.248
0, 4  acc:  4782 /  5355 =  89.300
0, 5  acc:  2768 /  2980 =  92.886
0, 6  acc:  2712 /  3335 =  81.319
0, 7  acc:  4855 /  5723 =  84.833
1, 0  acc:  1389 /  2203 =  63.050
1, 1  acc:  1396 /  2270 =  61.498
1, 2  acc:   730 /  1216 =  60.033
1, 3  acc:   697 /  1260 =  55.317
1, 4  acc:   913 /  1627 =  56.116
1, 5  acc:   286 /   520 =  55.000
1, 6  acc:  1015 /  1537 =  66.038
1, 7  acc:  1389 /  2246 =  61.843
------------------------------------
Average acc: 61539 / 71854 =  85.645
Robust  acc:   286 /   520 =  55.000
------------------------------------
Accuracies by groups:
0, 0  acc: 11143 / 12092 =  92.152
0, 1  acc: 13236 / 14179 =  93.349
0, 2  acc:  2702 /  3210 =  84.174
0, 3  acc: 11526 / 12101 =  95.248
0, 4  acc:  4782 /  5355 =  89.300
0, 5  acc:  2768 /  2980 =  92.886
0, 6  acc:  2712 /  3335 =  81.319
0, 7  acc:  4855 /  5723 =  84.833
1, 0  acc:  1389 /  2203 =  63.050
1, 1  acc:  1396 /  2270 =  61.498
1, 2  acc:   730 /  1216 =  60.033
1, 3  acc:   697 /  1260 =  55.317
1, 4  acc:   913 /  1627 =  56.116
1, 5  acc:   286 /   520 =  55.000
1, 6  acc:  1015 /  1537 =  66.038
1, 7  acc:  1389 /  2246 =  61.843
------------------------------------
Average acc: 61539 / 71854 =  85.645
Robust  acc:   286 /   520 =  55.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11143 / 12092 =  92.152
0, 1  acc: 13236 / 14179 =  93.349
0, 2  acc:  2702 /  3210 =  84.174
0, 3  acc: 11526 / 12101 =  95.248
0, 4  acc:  4782 /  5355 =  89.300
0, 5  acc:  2768 /  2980 =  92.886
0, 6  acc:  2712 /  3335 =  81.319
0, 7  acc:  4855 /  5723 =  84.833
1, 0  acc:  1389 /  2203 =  63.050
1, 1  acc:  1396 /  2270 =  61.498
1, 2  acc:   730 /  1216 =  60.033
1, 3  acc:   697 /  1260 =  55.317
1, 4  acc:   913 /  1627 =  56.116
1, 5  acc:   286 /   520 =  55.000
1, 6  acc:  1015 /  1537 =  66.038
1, 7  acc:  1389 /  2246 =  61.843
------------------------------------
Average acc: 61539 / 71854 =  85.645
Robust  acc:   286 /   520 =  55.000
------------------------------------

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: 98.522 | Val Loss: 0.000 | Val Acc: 99.370
Training:
Accuracies by groups:
0, 0  acc: 111928 / 112779 =  99.245
0, 1  acc:  9271 /  9354 =  99.113
0, 2  acc: 14909 / 15056 =  99.024
0, 3  acc:  7560 /  7645 =  98.888
0, 4  acc:  3083 /  3172 =  97.194
0, 5  acc:   350 /   359 =  97.493
0, 6  acc:   428 /   439 =  97.494
0, 7  acc:   414 /   422 =  98.104
0, 8  acc: 12089 / 12195 =  99.131
0, 9  acc:   828 /   838 =  98.807
0, 10  acc:   802 /   808 =  99.257
0, 11  acc:   582 /   590 =  98.644
0, 12  acc:   610 /   623 =  97.913
0, 13  acc:    67 /    67 = 100.000
0, 14  acc:    80 /    80 = 100.000
0, 15  acc:    58 /    61 =  95.082
0, 16  acc:  7017 /  7148 =  98.167
0, 17  acc:   224 /   232 =  96.552
0, 18  acc:   677 /   686 =  98.688
0, 19  acc:   210 /   215 =  97.674
0, 20  acc:   150 /   156 =  96.154
0, 21  acc:    18 /    18 = 100.000
0, 22  acc:    78 /    78 = 100.000
0, 23  acc:     8 /    11 =  72.727
0, 24  acc:   885 /   904 =  97.898
0, 25  acc:    54 /    56 =  96.429
0, 26  acc:    85 /    87 =  97.701
0, 27  acc:    28 /    29 =  96.552
0, 28  acc:    40 /    44 =  90.909
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     3 /     4 =  75.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  2386 /  2414 =  98.840
0, 33  acc:    99 /   102 =  97.059
0, 34  acc:   100 /   103 =  97.087
0, 35  acc:    33 /    33 = 100.000
0, 36  acc:    53 /    53 = 100.000
0, 37  acc:     2 /     2 = 100.000
0, 38  acc:    25 /    25 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   705 /   711 =  99.156
0, 41  acc:    27 /    27 = 100.000
0, 42  acc:    27 /    30 =  90.000
0, 43  acc:    24 /    24 = 100.000
0, 44  acc:    26 /    26 = 100.000
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   468 /   476 =  98.319
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    24 /    24 = 100.000
0, 51  acc:    28 /    28 = 100.000
0, 52  acc:     6 /     6 = 100.000
0, 53  acc:     5 /     5 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     5 /     5 = 100.000
0, 56  acc:   460 /   473 =  97.252
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:    23 /    23 = 100.000
0, 59  acc:    24 /    24 = 100.000
0, 60  acc:    23 /    24 =  95.833
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:     8 /     8 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  3028 /  3114 =  97.238
0, 65  acc:   428 /   438 =  97.717
0, 66  acc:   303 /   308 =  98.377
0, 67  acc:   150 /   153 =  98.039
0, 68  acc:    76 /    81 =  93.827
0, 69  acc:     4 /     6 =  66.667
0, 70  acc:    18 /    19 =  94.737
0, 71  acc:    12 /    12 = 100.000
0, 72  acc:    68 /    68 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    13 /    13 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     7 /     9 =  77.778
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     6 /     6 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   108 /   113 =  95.575
0, 81  acc:     7 /    10 =  70.000
0, 82  acc:    18 /    18 = 100.000
0, 83  acc:     8 /     9 =  88.889
0, 84  acc:     6 /     8 =  75.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    14 /    14 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     9 /     9 = 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:     0 /     0 =     nan
0, 94  acc:    56 /    58 =  96.552
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     7 /     8 =  87.500
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    14 /    15 =  93.333
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     4 /     4 = 100.000
0, 101  acc:    15 /    17 =  88.235
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    22 /    23 =  95.652
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     4 /     5 =  80.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  7316 /  7440 =  98.333
0, 118  acc:  1780 /  1816 =  98.018
0, 119  acc:   446 /   452 =  98.673
0, 120  acc:   432 /   441 =  97.959
0, 121  acc:    74 /    75 =  98.667
0, 122  acc:    41 /    41 = 100.000
0, 123  acc:    17 /    17 = 100.000
0, 124  acc:    21 /    22 =  95.455
0, 125  acc:   465 /   471 =  98.726
0, 126  acc:   134 /   136 =  98.529
0, 127  acc:    30 /    30 = 100.000
0, 128  acc:    41 /    42 =  97.619
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   239 /   242 =  98.760
0, 134  acc:    69 /    71 =  97.183
0, 135  acc:    34 /    34 = 100.000
0, 136  acc:    29 /    29 = 100.000
0, 137  acc:     8 /     9 =  88.889
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    74 /    77 =  96.104
0, 142  acc:    11 /    12 =  91.667
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    12 /    12 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   149 /   153 =  97.386
0, 149  acc:    27 /    28 =  96.429
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:     3 /    10 =  30.000
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    39 /    39 = 100.000
0, 155  acc:     8 /     8 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    29 /    30 =  96.667
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    19 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1846 /  1897 =  97.312
0, 170  acc:   436 /   445 =  97.978
0, 171  acc:   115 /   121 =  95.041
0, 172  acc:   193 /   195 =  98.974
0, 173  acc:    21 /    23 =  91.304
0, 174  acc:     7 /     7 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    14 /    17 =  82.353
0, 177  acc:   106 /   107 =  99.065
0, 178  acc:    15 /    16 =  93.750
0, 179  acc:     7 /     7 = 100.000
0, 180  acc:    10 /    10 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    63 /    65 =  96.923
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:    10 /    10 = 100.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    44 /    46 =  95.652
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     3 /     3 = 100.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    64 /    64 = 100.000
0, 197  acc:    13 /    13 = 100.000
0, 198  acc:     9 /     9 = 100.000
0, 199  acc:    12 /    12 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    24 /    25 =  96.000
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     8 /     8 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     4 /     5 =  80.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    13 /    13 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     5 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 29822 / 30483 =  97.832
1, 1  acc:  3123 /  3203 =  97.502
1, 2  acc:  5411 /  5545 =  97.583
1, 3  acc:  2234 /  2298 =  97.215
1, 4  acc:  2563 /  2637 =  97.194
1, 5  acc:   448 /   459 =  97.603
1, 6  acc:   291 /   297 =  97.980
1, 7  acc:   317 /   325 =  97.538
1, 8  acc:  2526 /  2614 =  96.634
1, 9  acc:   207 /   214 =  96.729
1, 10  acc:   241 /   253 =  95.257
1, 11  acc:   114 /   121 =  94.215
1, 12  acc:   374 /   387 =  96.641
1, 13  acc:    55 /    57 =  96.491
1, 14  acc:    62 /    66 =  93.939
1, 15  acc:    78 /    80 =  97.500
1, 16  acc:  4001 /  4142 =  96.596
1, 17  acc:   151 /   154 =  98.052
1, 18  acc:   274 /   284 =  96.479
1, 19  acc:   113 /   116 =  97.414
1, 20  acc:   132 /   135 =  97.778
1, 21  acc:    23 /    23 = 100.000
1, 22  acc:    72 /    72 = 100.000
1, 23  acc:    23 /    26 =  88.462
1, 24  acc:   501 /   517 =  96.905
1, 25  acc:    11 /    11 = 100.000
1, 26  acc:    58 /    59 =  98.305
1, 27  acc:     9 /     9 = 100.000
1, 28  acc:    56 /    60 =  93.333
1, 29  acc:     1 /     1 = 100.000
1, 30  acc:     8 /     8 = 100.000
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:   868 /   896 =  96.875
1, 33  acc:    33 /    34 =  97.059
1, 34  acc:    23 /    25 =  92.000
1, 35  acc:    16 /    16 = 100.000
1, 36  acc:    27 /    28 =  96.429
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    15 /    16 =  93.750
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:   216 /   219 =  98.630
1, 41  acc:     8 /     8 = 100.000
1, 42  acc:     2 /     4 =  50.000
1, 43  acc:     6 /     7 =  85.714
1, 44  acc:    12 /    13 =  92.308
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     6 /     6 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   234 /   242 =  96.694
1, 49  acc:     4 /     5 =  80.000
1, 50  acc:    19 /    19 = 100.000
1, 51  acc:    13 /    15 =  86.667
1, 52  acc:     3 /     3 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    18 =  88.889
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   205 /   219 =  93.607
1, 57  acc:     8 /     9 =  88.889
1, 58  acc:     9 /     9 = 100.000
1, 59  acc:    11 /    11 = 100.000
1, 60  acc:    13 /    14 =  92.857
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     7 /     7 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2806 /  2880 =  97.431
1, 65  acc:   402 /   407 =  98.771
1, 66  acc:   240 /   246 =  97.561
1, 67  acc:   108 /   109 =  99.083
1, 68  acc:   114 /   119 =  95.798
1, 69  acc:    18 /    19 =  94.737
1, 70  acc:    36 /    38 =  94.737
1, 71  acc:    13 /    13 = 100.000
1, 72  acc:    40 /    42 =  95.238
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     8 /     9 =  88.889
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:    81 /    86 =  94.186
1, 81  acc:    16 /    19 =  84.211
1, 82  acc:    32 /    33 =  96.970
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    12 =  91.667
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    12 /    12 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     6 /     6 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    79 /    80 =  98.750
1, 95  acc:    12 /    12 = 100.000
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /     9 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     4 /     5 =  80.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    11 /    11 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     6 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     0 /     0 =     nan
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    10 /    10 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4219 /  4368 =  96.589
1, 118  acc:  1023 /  1050 =  97.429
1, 119  acc:   256 /   266 =  96.241
1, 120  acc:   280 /   293 =  95.563
1, 121  acc:    68 /    70 =  97.143
1, 122  acc:    32 /    32 = 100.000
1, 123  acc:    14 /    14 = 100.000
1, 124  acc:    18 /    19 =  94.737
1, 125  acc:   251 /   266 =  94.361
1, 126  acc:    61 /    62 =  98.387
1, 127  acc:     9 /     9 = 100.000
1, 128  acc:    12 /    13 =  92.308
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     7 /     7 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /     9 = 100.000
1, 133  acc:   252 /   262 =  96.183
1, 134  acc:    43 /    46 =  93.478
1, 135  acc:    18 /    18 = 100.000
1, 136  acc:    19 /    19 = 100.000
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    54 /    56 =  96.429
1, 142  acc:     4 /     5 =  80.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:   108 /   113 =  95.575
1, 149  acc:     5 /     5 = 100.000
1, 150  acc:    10 /    10 = 100.000
1, 151  acc:     8 /    12 =  66.667
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    18 /    19 =  94.737
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     4 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    11 /    12 =  91.667
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    12 /    13 =  92.308
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1744 /  1802 =  96.781
1, 170  acc:   352 /   363 =  96.970
1, 171  acc:   122 /   123 =  99.187
1, 172  acc:   119 /   122 =  97.541
1, 173  acc:    20 /    22 =  90.909
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     0 /     0 =     nan
1, 176  acc:    28 /    28 = 100.000
1, 177  acc:    43 /    43 = 100.000
1, 178  acc:     2 /     2 = 100.000
1, 179  acc:     2 /     3 =  66.667
1, 180  acc:     1 /     2 =  50.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     9 /     9 = 100.000
1, 184  acc:    61 /    61 = 100.000
1, 185  acc:    22 /    23 =  95.652
1, 186  acc:     9 /     9 = 100.000
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    48 /    48 = 100.000
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    12 /    12 = 100.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    12 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     3 /     3 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     1 /     1 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265062 / 269038 =  98.522
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25190 / 25373 =  99.279
0, 1  acc: 31071 / 31282 =  99.325
0, 2  acc:  6106 /  6155 =  99.204
0, 3  acc: 24135 / 24292 =  99.354
0, 4  acc: 10762 / 10829 =  99.381
0, 5  acc:  5510 /  5541 =  99.441
0, 6  acc:  6741 /  6785 =  99.352
0, 7  acc: 11931 / 12016 =  99.293
1, 0  acc:  4406 /  4437 =  99.301
1, 1  acc:  4926 /  4962 =  99.274
1, 2  acc:  2254 /  2265 =  99.514
1, 3  acc:  2431 /  2446 =  99.387
1, 4  acc:  3102 /  3125 =  99.264
1, 5  acc:   990 /  1003 =  98.704
1, 6  acc:  3083 /  3111 =  99.100
1, 7  acc:  4647 /  4682 =  99.252
--------------------------------------
Average acc: 147285 / 148304 =  99.313
Robust  acc:   990 /  1003 =  98.704
--------------------------------------
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.222 | Best Acc: 95.290
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11138 / 12092 =  92.110
0, 1  acc: 13254 / 14179 =  93.476
0, 2  acc:  2659 /  3210 =  82.835
0, 3  acc: 11531 / 12101 =  95.290
0, 4  acc:  4738 /  5355 =  88.478
0, 5  acc:  2778 /  2980 =  93.221
0, 6  acc:  2682 /  3335 =  80.420
0, 7  acc:  4790 /  5723 =  83.697
1, 0  acc:  1415 /  2203 =  64.231
1, 1  acc:  1406 /  2270 =  61.938
1, 2  acc:   801 /  1216 =  65.872
1, 3  acc:   721 /  1260 =  57.222
1, 4  acc:   939 /  1627 =  57.714
1, 5  acc:   301 /   520 =  57.885
1, 6  acc:  1056 /  1537 =  68.705
1, 7  acc:  1446 /  2246 =  64.381
------------------------------------
Average acc: 61655 / 71854 =  85.806
Robust  acc:   721 /  1260 =  57.222
------------------------------------
Accuracies by groups:
0, 0  acc: 11138 / 12092 =  92.110
0, 1  acc: 13254 / 14179 =  93.476
0, 2  acc:  2659 /  3210 =  82.835
0, 3  acc: 11531 / 12101 =  95.290
0, 4  acc:  4738 /  5355 =  88.478
0, 5  acc:  2778 /  2980 =  93.221
0, 6  acc:  2682 /  3335 =  80.420
0, 7  acc:  4790 /  5723 =  83.697
1, 0  acc:  1415 /  2203 =  64.231
1, 1  acc:  1406 /  2270 =  61.938
1, 2  acc:   801 /  1216 =  65.872
1, 3  acc:   721 /  1260 =  57.222
1, 4  acc:   939 /  1627 =  57.714
1, 5  acc:   301 /   520 =  57.885
1, 6  acc:  1056 /  1537 =  68.705
1, 7  acc:  1446 /  2246 =  64.381
------------------------------------
Average acc: 61655 / 71854 =  85.806
Robust  acc:   721 /  1260 =  57.222
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11138 / 12092 =  92.110
0, 1  acc: 13254 / 14179 =  93.476
0, 2  acc:  2659 /  3210 =  82.835
0, 3  acc: 11531 / 12101 =  95.290
0, 4  acc:  4738 /  5355 =  88.478
0, 5  acc:  2778 /  2980 =  93.221
0, 6  acc:  2682 /  3335 =  80.420
0, 7  acc:  4790 /  5723 =  83.697
1, 0  acc:  1415 /  2203 =  64.231
1, 1  acc:  1406 /  2270 =  61.938
1, 2  acc:   801 /  1216 =  65.872
1, 3  acc:   721 /  1260 =  57.222
1, 4  acc:   939 /  1627 =  57.714
1, 5  acc:   301 /   520 =  57.885
1, 6  acc:  1056 /  1537 =  68.705
1, 7  acc:  1446 /  2246 =  64.381
------------------------------------
Average acc: 61655 / 71854 =  85.806
Robust  acc:   721 /  1260 =  57.222
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed27.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed27.pt
