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_seed39.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: 39
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 12
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=39-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed39.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.022 | Train Acc: 84.998 | Val Loss: 0.000 | Val Acc: 91.827
Training:
Accuracies by groups:
0, 0  acc: 55559 / 63394 =  87.641
0, 1  acc:  5864 /  6804 =  86.185
0, 2  acc:  8549 / 10342 =  82.663
0, 3  acc:  4184 /  5062 =  82.655
0, 4  acc:  1227 /  2180 =  56.284
0, 5  acc:   140 /   304 =  46.053
0, 6  acc:   183 /   282 =  64.894
0, 7  acc:   164 /   294 =  55.782
0, 8  acc:  4863 /  5720 =  85.017
0, 9  acc:   353 /   426 =  82.864
0, 10  acc:   338 /   425 =  79.529
0, 11  acc:   221 /   277 =  79.783
0, 12  acc:   243 /   440 =  55.227
0, 13  acc:    12 /    21 =  57.143
0, 14  acc:    15 /    43 =  34.884
0, 15  acc:     8 /    22 =  36.364
0, 16  acc:  3623 /  5291 =  68.475
0, 17  acc:   125 /   172 =  72.674
0, 18  acc:   391 /   537 =  72.812
0, 19  acc:   115 /   147 =  78.231
0, 20  acc:    81 /   144 =  56.250
0, 21  acc:    10 /    16 =  62.500
0, 22  acc:    52 /    75 =  69.333
0, 23  acc:     6 /    15 =  40.000
0, 24  acc:   399 /   614 =  64.984
0, 25  acc:    23 /    31 =  74.194
0, 26  acc:    67 /    82 =  81.707
0, 27  acc:    11 /    16 =  68.750
0, 28  acc:    23 /    39 =  58.974
0, 29  acc:     1 /     4 =  25.000
0, 30  acc:     2 /     9 =  22.222
0, 31  acc:     4 /     7 =  57.143
0, 32  acc:  1344 /  1610 =  83.478
0, 33  acc:    69 /    78 =  88.462
0, 34  acc:    69 /    80 =  86.250
0, 35  acc:    21 /    25 =  84.000
0, 36  acc:    24 /    37 =  64.865
0, 37  acc:     5 /     8 =  62.500
0, 38  acc:    17 /    24 =  70.833
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   307 /   395 =  77.722
0, 41  acc:    16 /    18 =  88.889
0, 42  acc:    14 /    16 =  87.500
0, 43  acc:     5 /     5 = 100.000
0, 44  acc:     8 /    13 =  61.538
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     7 /    12 =  58.333
0, 47  acc:     1 /     7 =  14.286
0, 48  acc:   244 /   359 =  67.967
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    12 /    15 =  80.000
0, 51  acc:    15 /    17 =  88.235
0, 52  acc:     2 /     8 =  25.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     1 /     4 =  25.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   209 /   286 =  73.077
0, 57  acc:     9 /    11 =  81.818
0, 58  acc:    12 /    18 =  66.667
0, 59  acc:     9 /    13 =  69.231
0, 60  acc:    13 /    23 =  56.522
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     8 /    14 =  57.143
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  1524 /  2410 =  63.237
0, 65  acc:   211 /   348 =  60.632
0, 66  acc:   146 /   251 =  58.167
0, 67  acc:    67 /   115 =  58.261
0, 68  acc:    38 /    63 =  60.317
0, 69  acc:     2 /     3 =  66.667
0, 70  acc:    10 /    22 =  45.455
0, 71  acc:     3 /     5 =  60.000
0, 72  acc:    55 /    73 =  75.342
0, 73  acc:     4 /     6 =  66.667
0, 74  acc:     4 /     5 =  80.000
0, 75  acc:     3 /     4 =  75.000
0, 76  acc:     2 /     7 =  28.571
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    48 /    91 =  52.747
0, 81  acc:     6 /    16 =  37.500
0, 82  acc:     2 /     8 =  25.000
0, 83  acc:     6 /    12 =  50.000
0, 84  acc:     1 /     8 =  12.500
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     3 /    10 =  30.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     7 /    12 =  58.333
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    34 /    63 =  53.968
0, 95  acc:     7 /     8 =  87.500
0, 96  acc:     1 /     4 =  25.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    10 /    15 =  66.667
0, 99  acc:     2 /     3 =  66.667
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:     7 /    11 =  63.636
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     3 =  66.667
0, 106  acc:     9 /    15 =  60.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /    13 =  53.846
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5576 /  7281 =  76.583
0, 118  acc:  1221 /  1658 =  73.643
0, 119  acc:   300 /   395 =  75.949
0, 120  acc:   240 /   327 =  73.394
0, 121  acc:    41 /    72 =  56.944
0, 122  acc:    30 /    45 =  66.667
0, 123  acc:     5 /     9 =  55.556
0, 124  acc:    16 /    24 =  66.667
0, 125  acc:   301 /   406 =  74.138
0, 126  acc:    97 /   136 =  71.324
0, 127  acc:    20 /    27 =  74.074
0, 128  acc:    36 /    51 =  70.588
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     4 /     7 =  57.143
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   177 /   270 =  65.556
0, 134  acc:    52 /    89 =  58.427
0, 135  acc:    16 /    25 =  64.000
0, 136  acc:    22 /    34 =  64.706
0, 137  acc:    10 /    17 =  58.824
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    59 /    90 =  65.556
0, 142  acc:     7 /    11 =  63.636
0, 143  acc:     3 /     6 =  50.000
0, 144  acc:     9 /    12 =  75.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     1 /     3 =  33.333
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   114 /   136 =  83.824
0, 149  acc:     6 /    10 =  60.000
0, 150  acc:     3 /     6 =  50.000
0, 151  acc:    15 /    19 =  78.947
0, 152  acc:     2 /     4 =  50.000
0, 153  acc:     1 /     4 =  25.000
0, 154  acc:    49 /    54 =  90.741
0, 155  acc:     1 /     2 =  50.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    20 /    32 =  62.500
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     5 /     5 = 100.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    23 =  69.565
0, 165  acc:     1 /     3 =  33.333
0, 166  acc:    16 /    19 =  84.211
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     3 =  66.667
0, 169  acc:   997 /  1728 =  57.697
0, 170  acc:   214 /   387 =  55.297
0, 171  acc:    58 /   111 =  52.252
0, 172  acc:    96 /   168 =  57.143
0, 173  acc:    11 /    27 =  40.741
0, 174  acc:     0 /     5 =   0.000
0, 175  acc:     4 /     5 =  80.000
0, 176  acc:     4 /    19 =  21.053
0, 177  acc:    50 /    71 =  70.423
0, 178  acc:     8 /    12 =  66.667
0, 179  acc:     2 /     7 =  28.571
0, 180  acc:     4 /     5 =  80.000
0, 181  acc:     1 /     2 =  50.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     2 /     4 =  50.000
0, 184  acc:    46 /    56 =  82.143
0, 185  acc:     6 /     7 =  85.714
0, 186  acc:     7 /    10 =  70.000
0, 187  acc:     1 /     4 =  25.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     5 /     6 =  83.333
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    15 /    29 =  51.724
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    32 /    56 =  57.143
0, 197  acc:     8 /    14 =  57.143
0, 198  acc:     1 /     7 =  14.286
0, 199  acc:     4 /     5 =  80.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     2 =   0.000
0, 204  acc:    11 /    20 =  55.000
0, 205  acc:     4 /     5 =  80.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     1 /     3 =  33.333
0, 209  acc:     2 /     4 =  50.000
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     3 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     2 /    10 =  20.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     1 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     2 /     4 =  50.000
1, 0  acc: 55845 / 62436 =  89.444
1, 1  acc:  5638 /  6516 =  86.525
1, 2  acc:  9828 / 11436 =  85.939
1, 3  acc:  4078 /  4795 =  85.047
1, 4  acc:  4976 /  5424 =  91.740
1, 5  acc:   880 /   958 =  91.858
1, 6  acc:   467 /   531 =  87.947
1, 7  acc:   570 /   627 =  90.909
1, 8  acc:  4720 /  5603 =  84.241
1, 9  acc:   387 /   449 =  86.192
1, 10  acc:   431 /   505 =  85.347
1, 11  acc:   242 /   270 =  89.630
1, 12  acc:   793 /   841 =  94.293
1, 13  acc:   111 /   120 =  92.500
1, 14  acc:   125 /   147 =  85.034
1, 15  acc:   150 /   167 =  89.820
1, 16  acc:  7404 /  8576 =  86.334
1, 17  acc:   246 /   295 =  83.390
1, 18  acc:   575 /   673 =  85.438
1, 19  acc:   211 /   254 =  83.071
1, 20  acc:   268 /   288 =  93.056
1, 21  acc:    41 /    42 =  97.619
1, 22  acc:   141 /   158 =  89.241
1, 23  acc:    45 /    46 =  97.826
1, 24  acc:   930 /  1109 =  83.859
1, 25  acc:    21 /    25 =  84.000
1, 26  acc:   104 /   111 =  93.694
1, 27  acc:    23 /    24 =  95.833
1, 28  acc:   169 /   175 =  96.571
1, 29  acc:     5 /     7 =  71.429
1, 30  acc:    24 /    27 =  88.889
1, 31  acc:    11 /    11 = 100.000
1, 32  acc:  1429 /  1709 =  83.616
1, 33  acc:    64 /    75 =  85.333
1, 34  acc:    59 /    73 =  80.822
1, 35  acc:    20 /    28 =  71.429
1, 36  acc:    47 /    49 =  95.918
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    36 /    39 =  92.308
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   389 /   451 =  86.253
1, 41  acc:    11 /    14 =  78.571
1, 42  acc:     9 /    15 =  60.000
1, 43  acc:    29 /    35 =  82.857
1, 44  acc:    17 /    22 =  77.273
1, 45  acc:     2 /     4 =  50.000
1, 46  acc:    10 /    13 =  76.923
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   441 /   536 =  82.276
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    34 /    39 =  87.179
1, 51  acc:    33 /    33 = 100.000
1, 52  acc:     6 /     6 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    38 /    39 =  97.436
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   372 /   437 =  85.126
1, 57  acc:    17 /    18 =  94.444
1, 58  acc:    21 /    22 =  95.455
1, 59  acc:    17 /    21 =  80.952
1, 60  acc:    25 /    32 =  78.125
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    24 /    26 =  92.308
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5107 /  5645 =  90.469
1, 65  acc:   713 /   810 =  88.025
1, 66  acc:   432 /   493 =  87.627
1, 67  acc:   211 /   236 =  89.407
1, 68  acc:   233 /   254 =  91.732
1, 69  acc:    47 /    48 =  97.917
1, 70  acc:    92 /    96 =  95.833
1, 71  acc:    24 /    25 =  96.000
1, 72  acc:   104 /   114 =  91.228
1, 73  acc:     5 /     6 =  83.333
1, 74  acc:     3 /     8 =  37.500
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    28 /    31 =  90.323
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   168 /   192 =  87.500
1, 81  acc:    23 /    27 =  85.185
1, 82  acc:    52 /    55 =  94.545
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    19 /    19 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    15 /    20 =  75.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     4 =  75.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   126 /   152 =  82.895
1, 95  acc:    13 /    19 =  68.421
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    25 /    25 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    27 /    28 =  96.429
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    14 /    14 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    10 /    10 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    21 /    21 = 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:  7214 /  8899 =  81.065
1, 118  acc:  1759 /  2105 =  83.563
1, 119  acc:   444 /   530 =  83.774
1, 120  acc:   511 /   604 =  84.603
1, 121  acc:   115 /   129 =  89.147
1, 122  acc:    75 /    91 =  82.418
1, 123  acc:    21 /    30 =  70.000
1, 124  acc:    48 /    48 = 100.000
1, 125  acc:   417 /   512 =  81.445
1, 126  acc:   123 /   146 =  84.247
1, 127  acc:    12 /    22 =  54.545
1, 128  acc:    24 /    40 =  60.000
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     3 /     5 =  60.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     5 =  60.000
1, 133  acc:   412 /   486 =  84.774
1, 134  acc:    78 /    98 =  79.592
1, 135  acc:    38 /    41 =  92.683
1, 136  acc:    23 /    33 =  69.697
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     3 /     4 =  75.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     4 /     5 =  80.000
1, 141  acc:    86 /   111 =  77.477
1, 142  acc:    13 /    17 =  76.471
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:   159 /   203 =  78.325
1, 149  acc:    10 /    17 =  58.824
1, 150  acc:     9 /    10 =  90.000
1, 151  acc:     6 /    20 =  30.000
1, 152  acc:     2 /     3 =  66.667
1, 153  acc:     3 /     5 =  60.000
1, 154  acc:    24 /    36 =  66.667
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     8 =  75.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    47 /    49 =  95.918
1, 160  acc:     1 /     4 =  25.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    19 /    25 =  76.000
1, 165  acc:     5 /     6 =  83.333
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3301 /  3721 =  88.713
1, 170  acc:   609 /   695 =  87.626
1, 171  acc:   291 /   320 =  90.938
1, 172  acc:   237 /   263 =  90.114
1, 173  acc:    59 /    65 =  90.769
1, 174  acc:     2 /     5 =  40.000
1, 175  acc:     2 /     4 =  50.000
1, 176  acc:    34 /    47 =  72.340
1, 177  acc:    72 /    82 =  87.805
1, 178  acc:    12 /    16 =  75.000
1, 179  acc:    10 /    12 =  83.333
1, 180  acc:     8 /     9 =  88.889
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    11 /    13 =  84.615
1, 184  acc:   134 /   141 =  95.035
1, 185  acc:    44 /    45 =  97.778
1, 186  acc:    15 /    24 =  62.500
1, 187  acc:     6 /     8 =  75.000
1, 188  acc:     2 /     4 =  50.000
1, 189  acc:     1 /     3 =  33.333
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     7 /     8 =  87.500
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     7 /     7 = 100.000
1, 194  acc:     3 /     4 =  75.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    96 /   117 =  82.051
1, 197  acc:    13 /    14 =  92.857
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    15 /    19 =  78.947
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:     8 /    12 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    15 /    15 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 228677 / 269038 =  84.998
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23291 / 25373 =  91.794
0, 1  acc: 28686 / 31282 =  91.701
0, 2  acc:  5648 /  6155 =  91.763
0, 3  acc: 22351 / 24292 =  92.010
0, 4  acc:  9894 / 10829 =  91.366
0, 5  acc:  5068 /  5541 =  91.464
0, 6  acc:  6221 /  6785 =  91.688
0, 7  acc: 11041 / 12016 =  91.886
1, 0  acc:  4069 /  4437 =  91.706
1, 1  acc:  4553 /  4962 =  91.757
1, 2  acc:  2064 /  2265 =  91.126
1, 3  acc:  2238 /  2446 =  91.496
1, 4  acc:  2886 /  3125 =  92.352
1, 5  acc:   923 /  1003 =  92.024
1, 6  acc:  2859 /  3111 =  91.900
1, 7  acc:  4302 /  4682 =  91.884
--------------------------------------
Average acc: 136094 / 148304 =  91.767
Robust  acc:  2064 /  2265 =  91.126
--------------------------------------
New max robust acc: 91.12582781456953
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed39.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 47.046 | Best Acc: 87.313
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9492 / 12092 =  78.498
0, 1  acc: 11389 / 14179 =  80.323
0, 2  acc:  1623 /  3210 =  50.561
0, 3  acc:  9971 / 12101 =  82.398
0, 4  acc:  3349 /  5355 =  62.540
0, 5  acc:  2189 /  2980 =  73.456
0, 6  acc:  1569 /  3335 =  47.046
0, 7  acc:  3299 /  5723 =  57.645
1, 0  acc:  1805 /  2203 =  81.934
1, 1  acc:  1792 /  2270 =  78.943
1, 2  acc:  1030 /  1216 =  84.704
1, 3  acc:  1013 /  1260 =  80.397
1, 4  acc:  1326 /  1627 =  81.500
1, 5  acc:   420 /   520 =  80.769
1, 6  acc:  1342 /  1537 =  87.313
1, 7  acc:  1833 /  2246 =  81.612
------------------------------------
Average acc: 53442 / 71854 =  74.376
Robust  acc:  1569 /  3335 =  47.046
------------------------------------
Accuracies by groups:
0, 0  acc:  9492 / 12092 =  78.498
0, 1  acc: 11389 / 14179 =  80.323
0, 2  acc:  1623 /  3210 =  50.561
0, 3  acc:  9971 / 12101 =  82.398
0, 4  acc:  3349 /  5355 =  62.540
0, 5  acc:  2189 /  2980 =  73.456
0, 6  acc:  1569 /  3335 =  47.046
0, 7  acc:  3299 /  5723 =  57.645
1, 0  acc:  1805 /  2203 =  81.934
1, 1  acc:  1792 /  2270 =  78.943
1, 2  acc:  1030 /  1216 =  84.704
1, 3  acc:  1013 /  1260 =  80.397
1, 4  acc:  1326 /  1627 =  81.500
1, 5  acc:   420 /   520 =  80.769
1, 6  acc:  1342 /  1537 =  87.313
1, 7  acc:  1833 /  2246 =  81.612
------------------------------------
Average acc: 53442 / 71854 =  74.376
Robust  acc:  1569 /  3335 =  47.046
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9492 / 12092 =  78.498
0, 1  acc: 11389 / 14179 =  80.323
0, 2  acc:  1623 /  3210 =  50.561
0, 3  acc:  9971 / 12101 =  82.398
0, 4  acc:  3349 /  5355 =  62.540
0, 5  acc:  2189 /  2980 =  73.456
0, 6  acc:  1569 /  3335 =  47.046
0, 7  acc:  3299 /  5723 =  57.645
1, 0  acc:  1805 /  2203 =  81.934
1, 1  acc:  1792 /  2270 =  78.943
1, 2  acc:  1030 /  1216 =  84.704
1, 3  acc:  1013 /  1260 =  80.397
1, 4  acc:  1326 /  1627 =  81.500
1, 5  acc:   420 /   520 =  80.769
1, 6  acc:  1342 /  1537 =  87.313
1, 7  acc:  1833 /  2246 =  81.612
------------------------------------
Average acc: 53442 / 71854 =  74.376
Robust  acc:  1569 /  3335 =  47.046
------------------------------------

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: 94.142 | Val Loss: 0.000 | Val Acc: 96.839
Training:
Accuracies by groups:
0, 0  acc: 59518 / 62931 =  94.577
0, 1  acc:  6355 /  6733 =  94.386
0, 2  acc:  9623 / 10388 =  92.636
0, 3  acc:  4626 /  5004 =  92.446
0, 4  acc:  1795 /  2189 =  82.001
0, 5  acc:   230 /   302 =  76.159
0, 6  acc:   267 /   319 =  83.699
0, 7  acc:   213 /   272 =  78.309
0, 8  acc:  5449 /  5889 =  92.528
0, 9  acc:   400 /   444 =  90.090
0, 10  acc:   380 /   424 =  89.623
0, 11  acc:   249 /   282 =  88.298
0, 12  acc:   306 /   395 =  77.468
0, 13  acc:    23 /    36 =  63.889
0, 14  acc:    28 /    39 =  71.795
0, 15  acc:    19 /    25 =  76.000
0, 16  acc:  4586 /  5245 =  87.436
0, 17  acc:   177 /   192 =  92.188
0, 18  acc:   409 /   469 =  87.207
0, 19  acc:   125 /   147 =  85.034
0, 20  acc:    93 /   122 =  76.230
0, 21  acc:    14 /    20 =  70.000
0, 22  acc:    63 /    75 =  84.000
0, 23  acc:    12 /    18 =  66.667
0, 24  acc:   572 /   689 =  83.019
0, 25  acc:    36 /    41 =  87.805
0, 26  acc:    49 /    60 =  81.667
0, 27  acc:    11 /    15 =  73.333
0, 28  acc:    44 /    53 =  83.019
0, 29  acc:     0 /     3 =   0.000
0, 30  acc:     4 /    11 =  36.364
0, 31  acc:     6 /     8 =  75.000
0, 32  acc:  1509 /  1655 =  91.178
0, 33  acc:    62 /    68 =  91.176
0, 34  acc:    66 /    68 =  97.059
0, 35  acc:    20 /    23 =  86.957
0, 36  acc:    35 /    41 =  85.366
0, 37  acc:     5 /     6 =  83.333
0, 38  acc:    18 /    21 =  85.714
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   356 /   386 =  92.228
0, 41  acc:    13 /    13 = 100.000
0, 42  acc:    12 /    14 =  85.714
0, 43  acc:    12 /    13 =  92.308
0, 44  acc:    13 /    17 =  76.471
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   308 /   352 =  87.500
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    20 /    22 =  90.909
0, 51  acc:    20 /    21 =  95.238
0, 52  acc:     3 /     3 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     3 =  66.667
0, 55  acc:     2 /     3 =  66.667
0, 56  acc:   232 /   275 =  84.364
0, 57  acc:     5 /     5 = 100.000
0, 58  acc:    14 /    18 =  77.778
0, 59  acc:     7 /     7 = 100.000
0, 60  acc:    15 /    21 =  71.429
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     5 /     5 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1936 /  2361 =  81.999
0, 65  acc:   313 /   377 =  83.024
0, 66  acc:   206 /   249 =  82.731
0, 67  acc:    99 /   111 =  89.189
0, 68  acc:    38 /    55 =  69.091
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    21 /    25 =  84.000
0, 71  acc:     5 /     6 =  83.333
0, 72  acc:    78 /    84 =  92.857
0, 73  acc:     7 /     8 =  87.500
0, 74  acc:     7 /     8 =  87.500
0, 75  acc:     3 /     4 =  75.000
0, 76  acc:     2 /     3 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     1 =   0.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    68 /    92 =  73.913
0, 81  acc:     6 /     8 =  75.000
0, 82  acc:     8 /     9 =  88.889
0, 83  acc:     6 /     9 =  66.667
0, 84  acc:     2 /     6 =  33.333
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     8 /     9 =  88.889
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    12 /    12 = 100.000
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    76 /    88 =  86.364
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    15 /    19 =  78.947
0, 99  acc:     2 /     3 =  66.667
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    16 /    19 =  84.211
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    22 /    25 =  88.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    14 /    14 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6607 /  7306 =  90.433
0, 118  acc:  1477 /  1651 =  89.461
0, 119  acc:   343 /   386 =  88.860
0, 120  acc:   301 /   331 =  90.937
0, 121  acc:    47 /    64 =  73.438
0, 122  acc:    45 /    50 =  90.000
0, 123  acc:     8 /    10 =  80.000
0, 124  acc:    16 /    21 =  76.190
0, 125  acc:   333 /   371 =  89.757
0, 126  acc:   126 /   140 =  90.000
0, 127  acc:    24 /    25 =  96.000
0, 128  acc:    39 /    43 =  90.698
0, 129  acc:     2 /     3 =  66.667
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     4 /     5 =  80.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   213 /   252 =  84.524
0, 134  acc:    69 /    80 =  86.250
0, 135  acc:    24 /    26 =  92.308
0, 136  acc:    33 /    36 =  91.667
0, 137  acc:    15 /    16 =  93.750
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    77 /    81 =  95.062
0, 142  acc:     7 /     7 = 100.000
0, 143  acc:     5 /     6 =  83.333
0, 144  acc:     9 /    11 =  81.818
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   127 /   141 =  90.071
0, 149  acc:    10 /    12 =  83.333
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:     8 /    16 =  50.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    56 /    56 = 100.000
0, 155  acc:     5 /     7 =  71.429
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    27 /    29 =  93.103
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    15 =  86.667
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    18 /    18 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1515 /  1817 =  83.379
0, 170  acc:   335 /   403 =  83.127
0, 171  acc:    82 /   103 =  79.612
0, 172  acc:   161 /   182 =  88.462
0, 173  acc:    10 /    15 =  66.667
0, 174  acc:     5 /     6 =  83.333
0, 175  acc:    11 /    11 = 100.000
0, 176  acc:     9 /    15 =  60.000
0, 177  acc:    57 /    69 =  82.609
0, 178  acc:    13 /    16 =  81.250
0, 179  acc:     9 /    10 =  90.000
0, 180  acc:     3 /     4 =  75.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     3 /     5 =  60.000
0, 184  acc:    58 /    66 =  87.879
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     3 /     3 = 100.000
0, 187  acc:     3 /     5 =  60.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    34 =  70.588
0, 192  acc:     3 /     4 =  75.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     2 /     6 =  33.333
0, 196  acc:    43 /    55 =  78.182
0, 197  acc:    12 /    17 =  70.588
0, 198  acc:     1 /     5 =  20.000
0, 199  acc:     5 /     6 =  83.333
0, 200  acc:     2 /     3 =  66.667
0, 201  acc:     3 /     4 =  75.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    22 /    24 =  91.667
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     6 /     6 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     4 /     6 =  66.667
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     4 /     4 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     3 =  66.667
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     8 =  87.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     4 =  75.000
1, 0  acc: 60145 / 62202 =  96.693
1, 1  acc:  6438 /  6713 =  95.903
1, 2  acc: 10993 / 11480 =  95.758
1, 3  acc:  4512 /  4751 =  94.969
1, 4  acc:  5297 /  5478 =  96.696
1, 5  acc:   936 /   972 =  96.296
1, 6  acc:   530 /   556 =  95.324
1, 7  acc:   686 /   706 =  97.167
1, 8  acc:  5415 /  5699 =  95.017
1, 9  acc:   391 /   404 =  96.782
1, 10  acc:   495 /   525 =  94.286
1, 11  acc:   249 /   269 =  92.565
1, 12  acc:   856 /   895 =  95.642
1, 13  acc:   130 /   134 =  97.015
1, 14  acc:   129 /   139 =  92.806
1, 15  acc:   151 /   160 =  94.375
1, 16  acc:  8065 /  8447 =  95.478
1, 17  acc:   304 /   319 =  95.298
1, 18  acc:   584 /   608 =  96.053
1, 19  acc:   224 /   240 =  93.333
1, 20  acc:   280 /   298 =  93.960
1, 21  acc:    47 /    47 = 100.000
1, 22  acc:   150 /   156 =  96.154
1, 23  acc:    38 /    40 =  95.000
1, 24  acc:  1050 /  1105 =  95.023
1, 25  acc:    16 /    17 =  94.118
1, 26  acc:   126 /   130 =  96.923
1, 27  acc:    21 /    21 = 100.000
1, 28  acc:   161 /   165 =  97.576
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    25 /    25 = 100.000
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:  1721 /  1815 =  94.821
1, 33  acc:    84 /    90 =  93.333
1, 34  acc:    71 /    75 =  94.667
1, 35  acc:    39 /    39 = 100.000
1, 36  acc:    63 /    66 =  95.455
1, 37  acc:     4 /     5 =  80.000
1, 38  acc:    28 /    28 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   438 /   450 =  97.333
1, 41  acc:    15 /    15 = 100.000
1, 42  acc:    10 /    11 =  90.909
1, 43  acc:    27 /    27 = 100.000
1, 44  acc:    24 /    27 =  88.889
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:    18 /    18 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   543 /   570 =  95.263
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    39 /    41 =  95.122
1, 51  acc:    28 /    29 =  96.552
1, 52  acc:    13 /    13 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    27 /    29 =  93.103
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   423 /   454 =  93.172
1, 57  acc:     8 /    10 =  80.000
1, 58  acc:    23 /    23 = 100.000
1, 59  acc:    16 /    18 =  88.889
1, 60  acc:    33 /    36 =  91.667
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    22 =  95.455
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5453 /  5671 =  96.156
1, 65  acc:   724 /   769 =  94.148
1, 66  acc:   492 /   518 =  94.981
1, 67  acc:   219 /   229 =  95.633
1, 68  acc:   260 /   266 =  97.744
1, 69  acc:    48 /    49 =  97.959
1, 70  acc:    83 /    85 =  97.647
1, 71  acc:    31 /    31 = 100.000
1, 72  acc:   124 /   127 =  97.638
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     2 /     3 =  66.667
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    18 /    19 =  94.737
1, 77  acc:     4 /     5 =  80.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   212 /   222 =  95.495
1, 81  acc:    24 /    27 =  88.889
1, 82  acc:    60 /    65 =  92.308
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    26 /    26 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    25 /    27 =  92.593
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   152 /   160 =  95.000
1, 95  acc:    18 /    21 =  85.714
1, 96  acc:    18 /    18 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    15 =  93.333
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    29 /    31 =  93.548
1, 101  acc:     8 /     8 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    38 /    41 =  92.683
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    21 /    21 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     2 /     5 =  40.000
1, 112  acc:    12 /    14 =  85.714
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:  8267 /  8857 =  93.339
1, 118  acc:  1994 /  2118 =  94.145
1, 119  acc:   484 /   515 =  93.981
1, 120  acc:   580 /   609 =  95.238
1, 121  acc:   123 /   130 =  94.615
1, 122  acc:    66 /    70 =  94.286
1, 123  acc:    21 /    22 =  95.455
1, 124  acc:    38 /    39 =  97.436
1, 125  acc:   494 /   525 =  94.095
1, 126  acc:   124 /   134 =  92.537
1, 127  acc:    25 /    28 =  89.286
1, 128  acc:    41 /    42 =  97.619
1, 129  acc:    11 /    12 =  91.667
1, 130  acc:     8 /    10 =  80.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /    10 =  90.000
1, 133  acc:   458 /   476 =  96.218
1, 134  acc:   101 /   109 =  92.661
1, 135  acc:    30 /    33 =  90.909
1, 136  acc:    38 /    43 =  88.372
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     4 /     5 =  80.000
1, 141  acc:   123 /   127 =  96.850
1, 142  acc:    15 /    18 =  83.333
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     2 /     3 =  66.667
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     5 =  80.000
1, 148  acc:   188 /   202 =  93.069
1, 149  acc:    22 /    24 =  91.667
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     6 /    10 =  60.000
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     5 /     6 =  83.333
1, 154  acc:    42 /    47 =  89.362
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    12 /    12 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    30 /    33 =  90.909
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    32 /    35 =  91.429
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3568 /  3769 =  94.667
1, 170  acc:   698 /   733 =  95.225
1, 171  acc:   263 /   272 =  96.691
1, 172  acc:   236 /   242 =  97.521
1, 173  acc:    50 /    53 =  94.340
1, 174  acc:     5 /     7 =  71.429
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    43 /    48 =  89.583
1, 177  acc:   110 /   113 =  97.345
1, 178  acc:    16 /    17 =  94.118
1, 179  acc:     8 /     9 =  88.889
1, 180  acc:    10 /    11 =  90.909
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    16 /    17 =  94.118
1, 184  acc:   123 /   135 =  91.111
1, 185  acc:    30 /    33 =  90.909
1, 186  acc:    18 /    22 =  81.818
1, 187  acc:     8 /     8 = 100.000
1, 188  acc:     4 /     4 = 100.000
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:    16 /    16 = 100.000
1, 191  acc:    12 /    13 =  92.308
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:    11 /    11 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:   114 /   124 =  91.935
1, 197  acc:     5 /     7 =  71.429
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    14 /    16 =  87.500
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /    13 =  61.538
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     3 =  66.667
1, 213  acc:    14 /    14 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    11 /    11 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:    10 /    11 =  90.909
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 253277 / 269038 =  94.142
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24561 / 25373 =  96.800
0, 1  acc: 30313 / 31282 =  96.902
0, 2  acc:  5976 /  6155 =  97.092
0, 3  acc: 23501 / 24292 =  96.744
0, 4  acc: 10480 / 10829 =  96.777
0, 5  acc:  5344 /  5541 =  96.445
0, 6  acc:  6581 /  6785 =  96.993
0, 7  acc: 11661 / 12016 =  97.046
1, 0  acc:  4297 /  4437 =  96.845
1, 1  acc:  4812 /  4962 =  96.977
1, 2  acc:  2196 /  2265 =  96.954
1, 3  acc:  2352 /  2446 =  96.157
1, 4  acc:  3019 /  3125 =  96.608
1, 5  acc:   978 /  1003 =  97.507
1, 6  acc:  3014 /  3111 =  96.882
1, 7  acc:  4538 /  4682 =  96.924
--------------------------------------
Average acc: 143623 / 148304 =  96.844
Robust  acc:  2352 /  2446 =  96.157
--------------------------------------
New max robust acc: 96.15699100572364
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed39.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed39.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: 63.448 | Best Acc: 89.174
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10380 / 12092 =  85.842
0, 1  acc: 12361 / 14179 =  87.178
0, 2  acc:  2042 /  3210 =  63.614
0, 3  acc: 10791 / 12101 =  89.174
0, 4  acc:  4083 /  5355 =  76.246
0, 5  acc:  2464 /  2980 =  82.685
0, 6  acc:  2116 /  3335 =  63.448
0, 7  acc:  4103 /  5723 =  71.693
1, 0  acc:  1635 /  2203 =  74.217
1, 1  acc:  1650 /  2270 =  72.687
1, 2  acc:   947 /  1216 =  77.878
1, 3  acc:   912 /  1260 =  72.381
1, 4  acc:  1174 /  1627 =  72.157
1, 5  acc:   378 /   520 =  72.692
1, 6  acc:  1232 /  1537 =  80.156
1, 7  acc:  1652 /  2246 =  73.553
------------------------------------
Average acc: 57920 / 71854 =  80.608
Robust  acc:  2116 /  3335 =  63.448
------------------------------------
Accuracies by groups:
0, 0  acc: 10380 / 12092 =  85.842
0, 1  acc: 12361 / 14179 =  87.178
0, 2  acc:  2042 /  3210 =  63.614
0, 3  acc: 10791 / 12101 =  89.174
0, 4  acc:  4083 /  5355 =  76.246
0, 5  acc:  2464 /  2980 =  82.685
0, 6  acc:  2116 /  3335 =  63.448
0, 7  acc:  4103 /  5723 =  71.693
1, 0  acc:  1635 /  2203 =  74.217
1, 1  acc:  1650 /  2270 =  72.687
1, 2  acc:   947 /  1216 =  77.878
1, 3  acc:   912 /  1260 =  72.381
1, 4  acc:  1174 /  1627 =  72.157
1, 5  acc:   378 /   520 =  72.692
1, 6  acc:  1232 /  1537 =  80.156
1, 7  acc:  1652 /  2246 =  73.553
------------------------------------
Average acc: 57920 / 71854 =  80.608
Robust  acc:  2116 /  3335 =  63.448
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10380 / 12092 =  85.842
0, 1  acc: 12361 / 14179 =  87.178
0, 2  acc:  2042 /  3210 =  63.614
0, 3  acc: 10791 / 12101 =  89.174
0, 4  acc:  4083 /  5355 =  76.246
0, 5  acc:  2464 /  2980 =  82.685
0, 6  acc:  2116 /  3335 =  63.448
0, 7  acc:  4103 /  5723 =  71.693
1, 0  acc:  1635 /  2203 =  74.217
1, 1  acc:  1650 /  2270 =  72.687
1, 2  acc:   947 /  1216 =  77.878
1, 3  acc:   912 /  1260 =  72.381
1, 4  acc:  1174 /  1627 =  72.157
1, 5  acc:   378 /   520 =  72.692
1, 6  acc:  1232 /  1537 =  80.156
1, 7  acc:  1652 /  2246 =  73.553
------------------------------------
Average acc: 57920 / 71854 =  80.608
Robust  acc:  2116 /  3335 =  63.448
------------------------------------

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: 96.841 | Val Loss: 0.000 | Val Acc: 97.611
Training:
Accuracies by groups:
0, 0  acc: 61114 / 63148 =  96.779
0, 1  acc:  6657 /  6896 =  96.534
0, 2  acc:  9961 / 10385 =  95.917
0, 3  acc:  4931 /  5156 =  95.636
0, 4  acc:  1916 /  2175 =  88.092
0, 5  acc:   234 /   278 =  84.173
0, 6  acc:   291 /   320 =  90.938
0, 7  acc:   234 /   267 =  87.640
0, 8  acc:  5554 /  5822 =  95.397
0, 9  acc:   433 /   456 =  94.956
0, 10  acc:   411 /   424 =  96.934
0, 11  acc:   249 /   265 =  93.962
0, 12  acc:   360 /   402 =  89.552
0, 13  acc:    26 /    36 =  72.222
0, 14  acc:    41 /    45 =  91.111
0, 15  acc:    24 /    31 =  77.419
0, 16  acc:  4646 /  4999 =  92.939
0, 17  acc:   190 /   205 =  92.683
0, 18  acc:   485 /   520 =  93.269
0, 19  acc:   139 /   147 =  94.558
0, 20  acc:   116 /   131 =  88.550
0, 21  acc:    16 /    17 =  94.118
0, 22  acc:    58 /    64 =  90.625
0, 23  acc:    10 /    14 =  71.429
0, 24  acc:   600 /   657 =  91.324
0, 25  acc:    42 /    44 =  95.455
0, 26  acc:    59 /    64 =  92.188
0, 27  acc:    23 /    23 = 100.000
0, 28  acc:    48 /    51 =  94.118
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:    11 /    12 =  91.667
0, 31  acc:    11 /    12 =  91.667
0, 32  acc:  1596 /  1658 =  96.261
0, 33  acc:    69 /    77 =  89.610
0, 34  acc:    76 /    79 =  96.203
0, 35  acc:    29 /    31 =  93.548
0, 36  acc:    32 /    37 =  86.486
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    16 /    18 =  88.889
0, 39  acc:     1 /     2 =  50.000
0, 40  acc:   387 /   404 =  95.792
0, 41  acc:    17 /    17 = 100.000
0, 42  acc:     9 /     9 = 100.000
0, 43  acc:    17 /    17 = 100.000
0, 44  acc:    19 /    24 =  79.167
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   335 /   364 =  92.033
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    21 /    21 = 100.000
0, 51  acc:    12 /    12 = 100.000
0, 52  acc:     3 /     5 =  60.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   258 /   278 =  92.806
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    15 /    16 =  93.750
0, 59  acc:    10 /    10 = 100.000
0, 60  acc:     8 /    10 =  80.000
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:    10 /    11 =  90.909
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2282 /  2501 =  91.244
0, 65  acc:   338 /   371 =  91.105
0, 66  acc:   230 /   248 =  92.742
0, 67  acc:    86 /    92 =  93.478
0, 68  acc:    45 /    53 =  84.906
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    14 /    14 = 100.000
0, 71  acc:    10 /    10 = 100.000
0, 72  acc:    66 /    70 =  94.286
0, 73  acc:    10 /    10 = 100.000
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:     5 /     5 = 100.000
0, 76  acc:     2 /     2 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     4 =  75.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    91 /    97 =  93.814
0, 81  acc:     5 /    10 =  50.000
0, 82  acc:     5 /     7 =  71.429
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:     4 /     4 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     5 /     6 =  83.333
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     0 /     0 =     nan
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:    68 /    70 =  97.143
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    16 /    16 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    11 /    12 =  91.667
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     1 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7063 /  7440 =  94.933
0, 118  acc:  1650 /  1755 =  94.017
0, 119  acc:   372 /   392 =  94.898
0, 120  acc:   364 /   385 =  94.545
0, 121  acc:    57 /    70 =  81.429
0, 122  acc:    36 /    38 =  94.737
0, 123  acc:    13 /    13 = 100.000
0, 124  acc:    19 /    21 =  90.476
0, 125  acc:   378 /   395 =  95.696
0, 126  acc:   117 /   124 =  94.355
0, 127  acc:    15 /    16 =  93.750
0, 128  acc:    36 /    38 =  94.737
0, 129  acc:     2 /     3 =  66.667
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   252 /   278 =  90.647
0, 134  acc:   100 /   106 =  94.340
0, 135  acc:    24 /    27 =  88.889
0, 136  acc:    30 /    33 =  90.909
0, 137  acc:    15 /    15 = 100.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    93 /    97 =  95.876
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:     7 /     9 =  77.778
0, 144  acc:    13 /    15 =  86.667
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     5 /     5 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   107 /   116 =  92.241
0, 149  acc:    12 /    14 =  85.714
0, 150  acc:     1 /     1 = 100.000
0, 151  acc:    14 /    25 =  56.000
0, 152  acc:     2 /     3 =  66.667
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    55 /    55 = 100.000
0, 155  acc:     5 /     6 =  83.333
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     6 /     6 = 100.000
0, 159  acc:    19 /    21 =  90.476
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    17 = 100.000
0, 165  acc:     0 /     0 =     nan
0, 166  acc:    17 /    17 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     4 /     4 = 100.000
0, 169  acc:  1594 /  1766 =  90.260
0, 170  acc:   348 /   389 =  89.460
0, 171  acc:   104 /   116 =  89.655
0, 172  acc:   127 /   146 =  86.986
0, 173  acc:    13 /    15 =  86.667
0, 174  acc:     6 /     6 = 100.000
0, 175  acc:     6 /     7 =  85.714
0, 176  acc:     8 /    15 =  53.333
0, 177  acc:    62 /    65 =  95.385
0, 178  acc:    11 /    11 = 100.000
0, 179  acc:     9 /    11 =  81.818
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    61 /    64 =  95.312
0, 185  acc:    10 /    10 = 100.000
0, 186  acc:     5 /     6 =  83.333
0, 187  acc:     9 /    11 =  81.818
0, 188  acc:     0 /     2 =   0.000
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    32 /    33 =  96.970
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     4 /     5 =  80.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    58 /    58 = 100.000
0, 197  acc:    14 /    15 =  93.333
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     8 /     9 =  88.889
0, 200  acc:     7 /     7 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    24 /    29 =  82.759
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:     8 /    12 =  66.667
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     2 /     3 =  66.667
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /    10 =  90.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 61599 / 62618 =  98.373
1, 1  acc:  6353 /  6453 =  98.450
1, 2  acc: 11157 / 11408 =  97.800
1, 3  acc:  4627 /  4723 =  97.967
1, 4  acc:  5296 /  5407 =  97.947
1, 5  acc:   887 /   904 =  98.119
1, 6  acc:   500 /   513 =  97.466
1, 7  acc:   672 /   686 =  97.959
1, 8  acc:  5526 /  5644 =  97.909
1, 9  acc:   380 /   386 =  98.446
1, 10  acc:   469 /   479 =  97.912
1, 11  acc:   272 /   277 =  98.195
1, 12  acc:   816 /   834 =  97.842
1, 13  acc:   112 /   115 =  97.391
1, 14  acc:   137 /   142 =  96.479
1, 15  acc:   162 /   171 =  94.737
1, 16  acc:  8266 /  8453 =  97.788
1, 17  acc:   268 /   279 =  96.057
1, 18  acc:   696 /   711 =  97.890
1, 19  acc:   229 /   233 =  98.283
1, 20  acc:   281 /   287 =  97.909
1, 21  acc:    41 /    42 =  97.619
1, 22  acc:   136 /   141 =  96.454
1, 23  acc:    31 /    34 =  91.176
1, 24  acc:  1042 /  1069 =  97.474
1, 25  acc:    22 /    23 =  95.652
1, 26  acc:    98 /   102 =  96.078
1, 27  acc:     9 /     9 = 100.000
1, 28  acc:   150 /   154 =  97.403
1, 29  acc:    12 /    12 = 100.000
1, 30  acc:    24 /    24 = 100.000
1, 31  acc:     7 /     8 =  87.500
1, 32  acc:  1744 /  1784 =  97.758
1, 33  acc:    98 /   100 =  98.000
1, 34  acc:    73 /    77 =  94.805
1, 35  acc:    35 /    35 = 100.000
1, 36  acc:    54 /    55 =  98.182
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    25 /    26 =  96.154
1, 39  acc:     5 /     6 =  83.333
1, 40  acc:   428 /   440 =  97.273
1, 41  acc:    30 /    30 = 100.000
1, 42  acc:    23 /    24 =  95.833
1, 43  acc:    29 /    29 = 100.000
1, 44  acc:    25 /    25 = 100.000
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:    17 /    17 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   552 /   570 =  96.842
1, 49  acc:    12 /    12 = 100.000
1, 50  acc:    37 /    37 = 100.000
1, 51  acc:    23 /    23 = 100.000
1, 52  acc:     9 /    10 =  90.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    32 /    35 =  91.429
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   457 /   468 =  97.650
1, 57  acc:    16 /    18 =  88.889
1, 58  acc:    22 /    23 =  95.652
1, 59  acc:    12 /    13 =  92.308
1, 60  acc:    24 /    26 =  92.308
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    22 /    22 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5553 /  5667 =  97.988
1, 65  acc:   727 /   744 =  97.715
1, 66  acc:   467 /   478 =  97.699
1, 67  acc:   199 /   205 =  97.073
1, 68  acc:   232 /   237 =  97.890
1, 69  acc:    34 /    35 =  97.143
1, 70  acc:    66 /    67 =  98.507
1, 71  acc:    34 /    34 = 100.000
1, 72  acc:   109 /   111 =  98.198
1, 73  acc:     9 /     9 = 100.000
1, 74  acc:     3 /     4 =  75.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    26 /    26 = 100.000
1, 77  acc:     5 /     6 =  83.333
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   179 /   184 =  97.283
1, 81  acc:    17 /    18 =  94.444
1, 82  acc:    47 /    48 =  97.917
1, 83  acc:     7 /     7 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    24 /    25 =  96.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    24 /    24 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     6 /     7 =  85.714
1, 93  acc:     7 /     7 = 100.000
1, 94  acc:   178 /   181 =  98.343
1, 95  acc:    14 /    14 = 100.000
1, 96  acc:    16 /    16 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    22 /    23 =  95.652
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    19 = 100.000
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     6 /     6 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    29 /    31 =  93.548
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /     9 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    12 /    12 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8451 /  8698 =  97.160
1, 118  acc:  2128 /  2189 =  97.213
1, 119  acc:   518 /   533 =  97.186
1, 120  acc:   560 /   578 =  96.886
1, 121  acc:   139 /   146 =  95.205
1, 122  acc:    78 /    83 =  93.976
1, 123  acc:    31 /    32 =  96.875
1, 124  acc:    38 /    40 =  95.000
1, 125  acc:   547 /   564 =  96.986
1, 126  acc:   123 /   124 =  99.194
1, 127  acc:    27 /    27 = 100.000
1, 128  acc:    37 /    38 =  97.368
1, 129  acc:    15 /    15 = 100.000
1, 130  acc:    11 /    13 =  84.615
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    14 /    14 = 100.000
1, 133  acc:   457 /   476 =  96.008
1, 134  acc:    76 /    78 =  97.436
1, 135  acc:    41 /    42 =  97.619
1, 136  acc:    34 /    35 =  97.143
1, 137  acc:     7 /     8 =  87.500
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     6 /     6 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:   126 /   128 =  98.438
1, 142  acc:    16 /    16 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     4 /     5 =  80.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     4 =  50.000
1, 148  acc:   199 /   208 =  95.673
1, 149  acc:    23 /    23 = 100.000
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:    10 /    14 =  71.429
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     7 /     8 =  87.500
1, 154  acc:    45 /    48 =  93.750
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    13 /    13 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    28 /    29 =  96.552
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    33 /    34 =  97.059
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:  3687 /  3790 =  97.282
1, 170  acc:   730 /   746 =  97.855
1, 171  acc:   296 /   304 =  97.368
1, 172  acc:   243 /   246 =  98.780
1, 173  acc:    65 /    65 = 100.000
1, 174  acc:    12 /    14 =  85.714
1, 175  acc:    11 /    11 = 100.000
1, 176  acc:    62 /    65 =  95.385
1, 177  acc:    82 /    84 =  97.619
1, 178  acc:    11 /    11 = 100.000
1, 179  acc:     9 /     9 = 100.000
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:    10 /    11 =  90.909
1, 182  acc:     5 /     5 = 100.000
1, 183  acc:    23 /    23 = 100.000
1, 184  acc:   117 /   121 =  96.694
1, 185  acc:    44 /    44 = 100.000
1, 186  acc:    19 /    20 =  95.000
1, 187  acc:     7 /     8 =  87.500
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:    11 /    11 = 100.000
1, 192  acc:    19 /    19 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   105 /   113 =  92.920
1, 197  acc:    12 /    13 =  92.308
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     8 /     9 =  88.889
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    20 /    24 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    17 /    17 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260540 / 269038 =  96.841
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24749 / 25373 =  97.541
0, 1  acc: 30517 / 31282 =  97.555
0, 2  acc:  5989 /  6155 =  97.303
0, 3  acc: 23679 / 24292 =  97.477
0, 4  acc: 10559 / 10829 =  97.507
0, 5  acc:  5409 /  5541 =  97.618
0, 6  acc:  6636 /  6785 =  97.804
0, 7  acc: 11709 / 12016 =  97.445
1, 0  acc:  4335 /  4437 =  97.701
1, 1  acc:  4848 /  4962 =  97.703
1, 2  acc:  2217 /  2265 =  97.881
1, 3  acc:  2393 /  2446 =  97.833
1, 4  acc:  3053 /  3125 =  97.696
1, 5  acc:   982 /  1003 =  97.906
1, 6  acc:  3035 /  3111 =  97.557
1, 7  acc:  4571 /  4682 =  97.629
--------------------------------------
Average acc: 144681 / 148304 =  97.557
Robust  acc:  5989 /  6155 =  97.303
--------------------------------------
New max robust acc: 97.30300568643379
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed39.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed39.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 61.409 | Best Acc: 89.174
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10319 / 12092 =  85.337
0, 1  acc: 12335 / 14179 =  86.995
0, 2  acc:  2086 /  3210 =  64.984
0, 3  acc: 10791 / 12101 =  89.174
0, 4  acc:  3937 /  5355 =  73.520
0, 5  acc:  2460 /  2980 =  82.550
0, 6  acc:  2048 /  3335 =  61.409
0, 7  acc:  3907 /  5723 =  68.268
1, 0  acc:  1642 /  2203 =  74.535
1, 1  acc:  1642 /  2270 =  72.335
1, 2  acc:   933 /  1216 =  76.727
1, 3  acc:   910 /  1260 =  72.222
1, 4  acc:  1226 /  1627 =  75.353
1, 5  acc:   381 /   520 =  73.269
1, 6  acc:  1243 /  1537 =  80.872
1, 7  acc:  1714 /  2246 =  76.313
------------------------------------
Average acc: 57574 / 71854 =  80.126
Robust  acc:  2048 /  3335 =  61.409
------------------------------------
Accuracies by groups:
0, 0  acc: 10319 / 12092 =  85.337
0, 1  acc: 12335 / 14179 =  86.995
0, 2  acc:  2086 /  3210 =  64.984
0, 3  acc: 10791 / 12101 =  89.174
0, 4  acc:  3937 /  5355 =  73.520
0, 5  acc:  2460 /  2980 =  82.550
0, 6  acc:  2048 /  3335 =  61.409
0, 7  acc:  3907 /  5723 =  68.268
1, 0  acc:  1642 /  2203 =  74.535
1, 1  acc:  1642 /  2270 =  72.335
1, 2  acc:   933 /  1216 =  76.727
1, 3  acc:   910 /  1260 =  72.222
1, 4  acc:  1226 /  1627 =  75.353
1, 5  acc:   381 /   520 =  73.269
1, 6  acc:  1243 /  1537 =  80.872
1, 7  acc:  1714 /  2246 =  76.313
------------------------------------
Average acc: 57574 / 71854 =  80.126
Robust  acc:  2048 /  3335 =  61.409
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10319 / 12092 =  85.337
0, 1  acc: 12335 / 14179 =  86.995
0, 2  acc:  2086 /  3210 =  64.984
0, 3  acc: 10791 / 12101 =  89.174
0, 4  acc:  3937 /  5355 =  73.520
0, 5  acc:  2460 /  2980 =  82.550
0, 6  acc:  2048 /  3335 =  61.409
0, 7  acc:  3907 /  5723 =  68.268
1, 0  acc:  1642 /  2203 =  74.535
1, 1  acc:  1642 /  2270 =  72.335
1, 2  acc:   933 /  1216 =  76.727
1, 3  acc:   910 /  1260 =  72.222
1, 4  acc:  1226 /  1627 =  75.353
1, 5  acc:   381 /   520 =  73.269
1, 6  acc:  1243 /  1537 =  80.872
1, 7  acc:  1714 /  2246 =  76.313
------------------------------------
Average acc: 57574 / 71854 =  80.126
Robust  acc:  2048 /  3335 =  61.409
------------------------------------

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: 97.975 | Val Loss: 0.000 | Val Acc: 98.240
Training:
Accuracies by groups:
0, 0  acc: 61795 / 63197 =  97.782
0, 1  acc:  6793 /  6949 =  97.755
0, 2  acc: 10148 / 10437 =  97.231
0, 3  acc:  4915 /  5062 =  97.096
0, 4  acc:  1930 /  2091 =  92.300
0, 5  acc:   281 /   302 =  93.046
0, 6  acc:   271 /   283 =  95.760
0, 7  acc:   271 /   297 =  91.246
0, 8  acc:  5534 /  5700 =  97.088
0, 9  acc:   407 /   419 =  97.136
0, 10  acc:   357 /   368 =  97.011
0, 11  acc:   292 /   305 =  95.738
0, 12  acc:   429 /   455 =  94.286
0, 13  acc:    29 /    32 =  90.625
0, 14  acc:    35 /    39 =  89.744
0, 15  acc:    17 /    22 =  77.273
0, 16  acc:  5003 /  5225 =  95.751
0, 17  acc:   190 /   197 =  96.447
0, 18  acc:   489 /   514 =  95.136
0, 19  acc:   147 /   157 =  93.631
0, 20  acc:   125 /   131 =  95.420
0, 21  acc:    18 /    19 =  94.737
0, 22  acc:    65 /    65 = 100.000
0, 23  acc:     7 /     8 =  87.500
0, 24  acc:   596 /   630 =  94.603
0, 25  acc:    38 /    39 =  97.436
0, 26  acc:    78 /    79 =  98.734
0, 27  acc:    16 /    16 = 100.000
0, 28  acc:    35 /    39 =  89.744
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     8 /     9 =  88.889
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  1565 /  1602 =  97.690
0, 33  acc:    67 /    71 =  94.366
0, 34  acc:    82 /    85 =  96.471
0, 35  acc:    20 /    20 = 100.000
0, 36  acc:    32 /    32 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    25 /    25 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   348 /   359 =  96.936
0, 41  acc:    11 /    11 = 100.000
0, 42  acc:    10 /    10 = 100.000
0, 43  acc:     5 /     5 = 100.000
0, 44  acc:    18 /    18 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     4 /     4 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   327 /   340 =  96.176
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    22 /    24 =  91.667
0, 51  acc:    16 /    16 = 100.000
0, 52  acc:     6 /     6 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     4 /     4 = 100.000
0, 56  acc:   260 /   267 =  97.378
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    10 /    11 =  90.909
0, 59  acc:     9 /    10 =  90.000
0, 60  acc:    14 /    16 =  87.500
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    11 /    11 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2408 /  2562 =  93.989
0, 65  acc:   342 /   369 =  92.683
0, 66  acc:   246 /   256 =  96.094
0, 67  acc:    99 /   107 =  92.523
0, 68  acc:    51 /    63 =  80.952
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    20 /    21 =  95.238
0, 71  acc:    11 /    12 =  91.667
0, 72  acc:    65 /    66 =  98.485
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     4 /     4 = 100.000
0, 75  acc:     6 /     6 = 100.000
0, 76  acc:     5 /     6 =  83.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    91 /    95 =  95.789
0, 81  acc:     7 /    10 =  70.000
0, 82  acc:     8 /     8 = 100.000
0, 83  acc:    10 /    10 = 100.000
0, 84  acc:     4 /     6 =  66.667
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    10 /    10 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     9 /    10 =  90.000
0, 89  acc:     1 /     2 =  50.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     2 =  50.000
0, 94  acc:    77 /    80 =  96.250
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     1 /     1 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    14 /    14 = 100.000
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     4 /     5 =  80.000
0, 101  acc:    12 /    12 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    14 /    15 =  93.333
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     2 =  50.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  7023 /  7254 =  96.816
0, 118  acc:  1569 /  1614 =  97.212
0, 119  acc:   417 /   434 =  96.083
0, 120  acc:   315 /   325 =  96.923
0, 121  acc:    60 /    70 =  85.714
0, 122  acc:    40 /    44 =  90.909
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    22 /    22 = 100.000
0, 125  acc:   363 /   374 =  97.059
0, 126  acc:   140 /   145 =  96.552
0, 127  acc:    23 /    24 =  95.833
0, 128  acc:    37 /    38 =  97.368
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   263 /   272 =  96.691
0, 134  acc:    75 /    77 =  97.403
0, 135  acc:    19 /    20 =  95.000
0, 136  acc:    34 /    35 =  97.143
0, 137  acc:    11 /    12 =  91.667
0, 138  acc:     6 /     6 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    56 /    62 =  90.323
0, 142  acc:    13 /    14 =  92.857
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:    18 /    19 =  94.737
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   150 /   151 =  99.338
0, 149  acc:    27 /    27 = 100.000
0, 150  acc:     3 /     5 =  60.000
0, 151  acc:    21 /    25 =  84.000
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    51 /    54 =  94.444
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    25 /    26 =  96.154
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    11 =  90.909
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    12 /    12 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1577 /  1675 =  94.149
0, 170  acc:   343 /   362 =  94.751
0, 171  acc:   117 /   122 =  95.902
0, 172  acc:   163 /   172 =  94.767
0, 173  acc:    21 /    23 =  91.304
0, 174  acc:     8 /     9 =  88.889
0, 175  acc:    12 /    12 = 100.000
0, 176  acc:     8 /    11 =  72.727
0, 177  acc:    68 /    70 =  97.143
0, 178  acc:    13 /    13 = 100.000
0, 179  acc:    19 /    19 = 100.000
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    57 /    59 =  96.610
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     8 /     9 =  88.889
0, 187  acc:     9 /    11 =  81.818
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    40 /    43 =  93.023
0, 192  acc:     3 /     4 =  75.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     4 /     4 = 100.000
0, 196  acc:    55 /    57 =  96.491
0, 197  acc:    22 /    22 = 100.000
0, 198  acc:     6 /     6 = 100.000
0, 199  acc:    14 /    14 = 100.000
0, 200  acc:     7 /     7 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    27 /    28 =  96.429
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     8 /    10 =  80.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     4 /     5 =  80.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     5 /     5 = 100.000
0, 214  acc:     3 /     4 =  75.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    10 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 61918 / 62563 =  98.969
1, 1  acc:  6423 /  6514 =  98.603
1, 2  acc: 11333 / 11458 =  98.909
1, 3  acc:  4729 /  4796 =  98.603
1, 4  acc:  5355 /  5434 =  98.546
1, 5  acc:   937 /   947 =  98.944
1, 6  acc:   535 /   540 =  99.074
1, 7  acc:   670 /   676 =  99.112
1, 8  acc:  5623 /  5708 =  98.511
1, 9  acc:   407 /   412 =  98.786
1, 10  acc:   542 /   550 =  98.545
1, 11  acc:   242 /   247 =  97.976
1, 12  acc:   827 /   838 =  98.687
1, 13  acc:   133 /   134 =  99.254
1, 14  acc:   132 /   133 =  99.248
1, 15  acc:   156 /   159 =  98.113
1, 16  acc:  8413 /  8535 =  98.571
1, 17  acc:   307 /   308 =  99.675
1, 18  acc:   649 /   657 =  98.782
1, 19  acc:   244 /   249 =  97.992
1, 20  acc:   321 /   326 =  98.466
1, 21  acc:    40 /    40 = 100.000
1, 22  acc:   130 /   133 =  97.744
1, 23  acc:    41 /    42 =  97.619
1, 24  acc:   997 /  1015 =  98.227
1, 25  acc:    21 /    21 = 100.000
1, 26  acc:   109 /   109 = 100.000
1, 27  acc:    20 /    20 = 100.000
1, 28  acc:   149 /   153 =  97.386
1, 29  acc:    12 /    12 = 100.000
1, 30  acc:    37 /    37 = 100.000
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:  1715 /  1742 =  98.450
1, 33  acc:    86 /    86 = 100.000
1, 34  acc:    72 /    74 =  97.297
1, 35  acc:    20 /    21 =  95.238
1, 36  acc:    48 /    48 = 100.000
1, 37  acc:    11 /    11 = 100.000
1, 38  acc:    34 /    34 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   426 /   428 =  99.533
1, 41  acc:    24 /    24 = 100.000
1, 42  acc:     8 /     8 = 100.000
1, 43  acc:    32 /    32 = 100.000
1, 44  acc:    29 /    30 =  96.667
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    12 /    12 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   583 /   595 =  97.983
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    50 /    50 = 100.000
1, 51  acc:    30 /    30 = 100.000
1, 52  acc:    20 /    20 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    41 /    41 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   427 /   438 =  97.489
1, 57  acc:    18 /    18 = 100.000
1, 58  acc:    13 /    13 = 100.000
1, 59  acc:    16 /    16 = 100.000
1, 60  acc:    36 /    37 =  97.297
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    15 /    15 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5570 /  5644 =  98.689
1, 65  acc:   736 /   746 =  98.660
1, 66  acc:   506 /   515 =  98.252
1, 67  acc:   210 /   212 =  99.057
1, 68  acc:   259 /   263 =  98.479
1, 69  acc:    42 /    43 =  97.674
1, 70  acc:    82 /    82 = 100.000
1, 71  acc:    24 /    25 =  96.000
1, 72  acc:   118 /   119 =  99.160
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    10 /    13 =  76.923
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   189 /   193 =  97.927
1, 81  acc:    26 /    26 = 100.000
1, 82  acc:    56 /    57 =  98.246
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:    14 /    14 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    26 /    27 =  96.296
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    27 /    27 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   163 /   164 =  99.390
1, 95  acc:    13 /    13 = 100.000
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    22 /    22 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    18 /    18 = 100.000
1, 101  acc:     6 /     6 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    39 /    39 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    16 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    17 /    17 = 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:  8594 /  8772 =  97.971
1, 118  acc:  2238 /  2263 =  98.895
1, 119  acc:   509 /   515 =  98.835
1, 120  acc:   574 /   586 =  97.952
1, 121  acc:   152 /   154 =  98.701
1, 122  acc:    95 /    98 =  96.939
1, 123  acc:    32 /    32 = 100.000
1, 124  acc:    32 /    32 = 100.000
1, 125  acc:   584 /   593 =  98.482
1, 126  acc:   128 /   132 =  96.970
1, 127  acc:    25 /    26 =  96.154
1, 128  acc:    39 /    40 =  97.500
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:    12 /    12 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   468 /   470 =  99.574
1, 134  acc:    99 /   100 =  99.000
1, 135  acc:    40 /    40 = 100.000
1, 136  acc:    47 /    50 =  94.000
1, 137  acc:     7 /     7 = 100.000
1, 138  acc:     3 /     4 =  75.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     6 /     6 = 100.000
1, 141  acc:   106 /   108 =  98.148
1, 142  acc:    22 /    22 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     5 /     5 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     8 /     9 =  88.889
1, 148  acc:   219 /   222 =  98.649
1, 149  acc:    21 /    21 = 100.000
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     5 /    11 =  45.455
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     6 /     6 = 100.000
1, 154  acc:    28 /    29 =  96.552
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    10 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    30 /    31 =  96.774
1, 160  acc:     7 /     7 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    38 /    38 = 100.000
1, 165  acc:     6 /     6 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3610 /  3669 =  98.392
1, 170  acc:   720 /   730 =  98.630
1, 171  acc:   277 /   280 =  98.929
1, 172  acc:   253 /   256 =  98.828
1, 173  acc:    58 /    58 = 100.000
1, 174  acc:    17 /    17 = 100.000
1, 175  acc:     8 /     8 = 100.000
1, 176  acc:    44 /    46 =  95.652
1, 177  acc:    80 /    84 =  95.238
1, 178  acc:    12 /    13 =  92.308
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     9 /     9 = 100.000
1, 182  acc:     6 /     6 = 100.000
1, 183  acc:    25 /    25 = 100.000
1, 184  acc:   131 /   135 =  97.037
1, 185  acc:    32 /    32 = 100.000
1, 186  acc:    12 /    12 = 100.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     8 /     8 = 100.000
1, 192  acc:    12 /    12 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:   119 /   123 =  96.748
1, 197  acc:     8 /     8 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     5 /     5 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    20 /    21 =  95.238
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:    16 /    20 =  80.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    13 /    13 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263589 / 269038 =  97.975
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24930 / 25373 =  98.254
0, 1  acc: 30731 / 31282 =  98.239
0, 2  acc:  6042 /  6155 =  98.164
0, 3  acc: 23856 / 24292 =  98.205
0, 4  acc: 10668 / 10829 =  98.513
0, 5  acc:  5442 /  5541 =  98.213
0, 6  acc:  6670 /  6785 =  98.305
0, 7  acc: 11828 / 12016 =  98.435
1, 0  acc:  4335 /  4437 =  97.701
1, 1  acc:  4863 /  4962 =  98.005
1, 2  acc:  2219 /  2265 =  97.969
1, 3  acc:  2410 /  2446 =  98.528
1, 4  acc:  3052 /  3125 =  97.664
1, 5  acc:   988 /  1003 =  98.504
1, 6  acc:  3053 /  3111 =  98.136
1, 7  acc:  4598 /  4682 =  98.206
--------------------------------------
Average acc: 145685 / 148304 =  98.234
Robust  acc:  3052 /  3125 =  97.664
--------------------------------------
New max robust acc: 97.664
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed39.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed39.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 65.577 | Best Acc: 90.414
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10376 / 12092 =  85.809
0, 1  acc: 12334 / 14179 =  86.988
0, 2  acc:  2272 /  3210 =  70.779
0, 3  acc: 10941 / 12101 =  90.414
0, 4  acc:  4286 /  5355 =  80.037
0, 5  acc:  2529 /  2980 =  84.866
0, 6  acc:  2187 /  3335 =  65.577
0, 7  acc:  4103 /  5723 =  71.693
1, 0  acc:  1622 /  2203 =  73.627
1, 1  acc:  1624 /  2270 =  71.542
1, 2  acc:   892 /  1216 =  73.355
1, 3  acc:   852 /  1260 =  67.619
1, 4  acc:  1102 /  1627 =  67.732
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1206 /  1537 =  78.465
1, 7  acc:  1662 /  2246 =  73.998
------------------------------------
Average acc: 58350 / 71854 =  81.206
Robust  acc:  2187 /  3335 =  65.577
------------------------------------
Accuracies by groups:
0, 0  acc: 10376 / 12092 =  85.809
0, 1  acc: 12334 / 14179 =  86.988
0, 2  acc:  2272 /  3210 =  70.779
0, 3  acc: 10941 / 12101 =  90.414
0, 4  acc:  4286 /  5355 =  80.037
0, 5  acc:  2529 /  2980 =  84.866
0, 6  acc:  2187 /  3335 =  65.577
0, 7  acc:  4103 /  5723 =  71.693
1, 0  acc:  1622 /  2203 =  73.627
1, 1  acc:  1624 /  2270 =  71.542
1, 2  acc:   892 /  1216 =  73.355
1, 3  acc:   852 /  1260 =  67.619
1, 4  acc:  1102 /  1627 =  67.732
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1206 /  1537 =  78.465
1, 7  acc:  1662 /  2246 =  73.998
------------------------------------
Average acc: 58350 / 71854 =  81.206
Robust  acc:  2187 /  3335 =  65.577
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10376 / 12092 =  85.809
0, 1  acc: 12334 / 14179 =  86.988
0, 2  acc:  2272 /  3210 =  70.779
0, 3  acc: 10941 / 12101 =  90.414
0, 4  acc:  4286 /  5355 =  80.037
0, 5  acc:  2529 /  2980 =  84.866
0, 6  acc:  2187 /  3335 =  65.577
0, 7  acc:  4103 /  5723 =  71.693
1, 0  acc:  1622 /  2203 =  73.627
1, 1  acc:  1624 /  2270 =  71.542
1, 2  acc:   892 /  1216 =  73.355
1, 3  acc:   852 /  1260 =  67.619
1, 4  acc:  1102 /  1627 =  67.732
1, 5  acc:   362 /   520 =  69.615
1, 6  acc:  1206 /  1537 =  78.465
1, 7  acc:  1662 /  2246 =  73.998
------------------------------------
Average acc: 58350 / 71854 =  81.206
Robust  acc:  2187 /  3335 =  65.577
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   5 | Train Loss: 0.004 | Train Acc: 98.581 | Val Loss: 0.000 | Val Acc: 99.225
Training:
Accuracies by groups:
0, 0  acc: 61826 / 62776 =  98.487
0, 1  acc:  6683 /  6790 =  98.424
0, 2  acc: 10057 / 10245 =  98.165
0, 3  acc:  4948 /  5028 =  98.409
0, 4  acc:  2053 /  2154 =  95.311
0, 5  acc:   272 /   285 =  95.439
0, 6  acc:   318 /   329 =  96.657
0, 7  acc:   257 /   270 =  95.185
0, 8  acc:  5714 /  5845 =  97.759
0, 9  acc:   405 /   413 =  98.063
0, 10  acc:   405 /   414 =  97.826
0, 11  acc:   297 /   303 =  98.020
0, 12  acc:   410 /   424 =  96.698
0, 13  acc:    36 /    42 =  85.714
0, 14  acc:    35 /    39 =  89.744
0, 15  acc:    22 /    25 =  88.000
0, 16  acc:  5028 /  5175 =  97.159
0, 17  acc:   180 /   184 =  97.826
0, 18  acc:   536 /   551 =  97.278
0, 19  acc:   158 /   161 =  98.137
0, 20  acc:   113 /   120 =  94.167
0, 21  acc:    20 /    20 = 100.000
0, 22  acc:    47 /    47 = 100.000
0, 23  acc:    13 /    17 =  76.471
0, 24  acc:   637 /   660 =  96.515
0, 25  acc:    49 /    49 = 100.000
0, 26  acc:    62 /    64 =  96.875
0, 27  acc:    20 /    21 =  95.238
0, 28  acc:    47 /    49 =  95.918
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:    10 /    11 =  90.909
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  1625 /  1658 =  98.010
0, 33  acc:    67 /    72 =  93.056
0, 34  acc:    80 /    84 =  95.238
0, 35  acc:    16 /    17 =  94.118
0, 36  acc:    36 /    37 =  97.297
0, 37  acc:    12 /    12 = 100.000
0, 38  acc:    29 /    29 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   362 /   367 =  98.638
0, 41  acc:    15 /    15 = 100.000
0, 42  acc:    14 /    16 =  87.500
0, 43  acc:    11 /    11 = 100.000
0, 44  acc:    15 /    16 =  93.750
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    11 /    11 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   375 /   389 =  96.401
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    14 /    15 =  93.333
0, 51  acc:    16 /    16 = 100.000
0, 52  acc:     6 /     6 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   255 /   268 =  95.149
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    10 /    10 = 100.000
0, 59  acc:     7 /     7 = 100.000
0, 60  acc:    23 /    28 =  82.143
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2309 /  2404 =  96.048
0, 65  acc:   356 /   366 =  97.268
0, 66  acc:   249 /   260 =  95.769
0, 67  acc:    93 /    97 =  95.876
0, 68  acc:    62 /    64 =  96.875
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    21 /    21 = 100.000
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    61 /    62 =  98.387
0, 73  acc:    11 /    11 = 100.000
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:     8 /     8 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   101 /   104 =  97.115
0, 81  acc:     9 /    11 =  81.818
0, 82  acc:     7 /     8 =  87.500
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     4 /     4 = 100.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    17 /    17 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    12 /    13 =  92.308
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     1 =   0.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    74 /    77 =  96.104
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    10 /    12 =  83.333
0, 99  acc:     6 /     6 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    12 /    13 =  92.308
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    15 /    16 =  93.750
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     1 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    11 /    11 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  7134 /  7299 =  97.739
0, 118  acc:  1667 /  1711 =  97.428
0, 119  acc:   410 /   419 =  97.852
0, 120  acc:   323 /   334 =  96.707
0, 121  acc:    61 /    69 =  88.406
0, 122  acc:    36 /    36 = 100.000
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    16 /    16 = 100.000
0, 125  acc:   418 /   428 =  97.664
0, 126  acc:   134 /   136 =  98.529
0, 127  acc:    19 /    19 = 100.000
0, 128  acc:    42 /    42 = 100.000
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   258 /   264 =  97.727
0, 134  acc:    80 /    82 =  97.561
0, 135  acc:    28 /    28 = 100.000
0, 136  acc:    29 /    30 =  96.667
0, 137  acc:    18 /    18 = 100.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    80 /    80 = 100.000
0, 142  acc:    10 /    10 = 100.000
0, 143  acc:     9 /     9 = 100.000
0, 144  acc:    18 /    18 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   129 /   130 =  99.231
0, 149  acc:    21 /    21 = 100.000
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:    17 /    21 =  80.952
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     4 /     4 = 100.000
0, 154  acc:    43 /    43 = 100.000
0, 155  acc:     6 /     7 =  85.714
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     8 /     8 = 100.000
0, 159  acc:    31 /    34 =  91.176
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    11 = 100.000
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:    17 /    17 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1673 /  1743 =  95.984
0, 170  acc:   385 /   404 =  95.297
0, 171  acc:   107 /   112 =  95.536
0, 172  acc:   172 /   177 =  97.175
0, 173  acc:    17 /    17 = 100.000
0, 174  acc:    14 /    14 = 100.000
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:    10 /    11 =  90.909
0, 177  acc:    69 /    69 = 100.000
0, 178  acc:    12 /    13 =  92.308
0, 179  acc:    11 /    11 = 100.000
0, 180  acc:     9 /     9 = 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:    81 /    83 =  97.590
0, 185  acc:     3 /     3 = 100.000
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:     7 /     7 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    34 /    34 = 100.000
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    63 /    63 = 100.000
0, 197  acc:    16 /    16 = 100.000
0, 198  acc:     4 /     4 = 100.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    18 /    22 =  81.818
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     5 /     6 =  83.333
0, 209  acc:     5 /     8 =  62.500
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     7 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 62051 / 62524 =  99.243
1, 1  acc:  6529 /  6601 =  98.909
1, 2  acc: 11472 / 11566 =  99.187
1, 3  acc:  4770 /  4819 =  98.983
1, 4  acc:  5403 /  5449 =  99.156
1, 5  acc:   930 /   941 =  98.831
1, 6  acc:   544 /   549 =  99.089
1, 7  acc:   663 /   665 =  99.699
1, 8  acc:  5563 /  5630 =  98.810
1, 9  acc:   419 /   424 =  98.821
1, 10  acc:   549 /   552 =  99.457
1, 11  acc:   248 /   251 =  98.805
1, 12  acc:   840 /   852 =  98.592
1, 13  acc:   110 /   112 =  98.214
1, 14  acc:   144 /   146 =  98.630
1, 15  acc:   159 /   160 =  99.375
1, 16  acc:  8358 /  8459 =  98.806
1, 17  acc:   298 /   300 =  99.333
1, 18  acc:   630 /   637 =  98.901
1, 19  acc:   237 /   240 =  98.750
1, 20  acc:   320 /   325 =  98.462
1, 21  acc:    61 /    62 =  98.387
1, 22  acc:   153 /   155 =  98.710
1, 23  acc:    26 /    29 =  89.655
1, 24  acc:  1115 /  1125 =  99.111
1, 25  acc:    15 /    15 = 100.000
1, 26  acc:   112 /   113 =  99.115
1, 27  acc:    16 /    16 = 100.000
1, 28  acc:   152 /   152 = 100.000
1, 29  acc:     8 /     9 =  88.889
1, 30  acc:    34 /    34 = 100.000
1, 31  acc:    11 /    11 = 100.000
1, 32  acc:  1680 /  1696 =  99.057
1, 33  acc:    96 /    96 = 100.000
1, 34  acc:    54 /    55 =  98.182
1, 35  acc:    22 /    22 = 100.000
1, 36  acc:    50 /    50 = 100.000
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    45 /    46 =  97.826
1, 39  acc:     6 /     6 = 100.000
1, 40  acc:   443 /   447 =  99.105
1, 41  acc:    25 /    25 = 100.000
1, 42  acc:    14 /    15 =  93.333
1, 43  acc:    24 /    24 = 100.000
1, 44  acc:    31 /    32 =  96.875
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:    14 /    14 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   540 /   543 =  99.448
1, 49  acc:    14 /    14 = 100.000
1, 50  acc:    42 /    43 =  97.674
1, 51  acc:    34 /    34 = 100.000
1, 52  acc:    23 /    23 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    40 /    40 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   426 /   432 =  98.611
1, 57  acc:    21 /    21 = 100.000
1, 58  acc:    22 /    22 = 100.000
1, 59  acc:    15 /    15 = 100.000
1, 60  acc:    38 /    39 =  97.436
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5687 /  5737 =  99.128
1, 65  acc:   811 /   819 =  99.023
1, 66  acc:   497 /   503 =  98.807
1, 67  acc:   205 /   206 =  99.515
1, 68  acc:   260 /   262 =  99.237
1, 69  acc:    45 /    45 = 100.000
1, 70  acc:    82 /    83 =  98.795
1, 71  acc:    26 /    26 = 100.000
1, 72  acc:   113 /   116 =  97.414
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     8 /     8 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    20 /    20 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   187 /   189 =  98.942
1, 81  acc:    12 /    14 =  85.714
1, 82  acc:    54 /    56 =  96.429
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    18 =  94.444
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    33 /    33 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   153 /   155 =  98.710
1, 95  acc:    18 /    18 = 100.000
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    13 =  92.308
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    18 =  94.444
1, 101  acc:     3 /     4 =  75.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    36 /    36 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    17 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     9 /     9 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    16 /    16 = 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:  8850 /  8976 =  98.596
1, 118  acc:  2104 /  2133 =  98.640
1, 119  acc:   518 /   526 =  98.479
1, 120  acc:   595 /   605 =  98.347
1, 121  acc:   150 /   151 =  99.338
1, 122  acc:    69 /    69 = 100.000
1, 123  acc:    21 /    22 =  95.455
1, 124  acc:    38 /    38 = 100.000
1, 125  acc:   555 /   563 =  98.579
1, 126  acc:   135 /   136 =  99.265
1, 127  acc:    37 /    37 = 100.000
1, 128  acc:    49 /    49 = 100.000
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     9 /     9 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    12 /    12 = 100.000
1, 133  acc:   479 /   481 =  99.584
1, 134  acc:    75 /    77 =  97.403
1, 135  acc:    32 /    32 = 100.000
1, 136  acc:    36 /    37 =  97.297
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     6 /     6 = 100.000
1, 141  acc:   105 /   106 =  99.057
1, 142  acc:    22 /    22 = 100.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     5 /     5 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     4 = 100.000
1, 148  acc:   202 /   203 =  99.507
1, 149  acc:    12 /    12 = 100.000
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:    11 /    16 =  68.750
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     5 /     5 = 100.000
1, 154  acc:    45 /    45 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /     8 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    30 /    30 = 100.000
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     6 /     6 = 100.000
1, 164  acc:    32 /    32 = 100.000
1, 165  acc:     5 /     5 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3755 /  3795 =  98.946
1, 170  acc:   713 /   718 =  99.304
1, 171  acc:   298 /   298 = 100.000
1, 172  acc:   214 /   217 =  98.618
1, 173  acc:    67 /    68 =  98.529
1, 174  acc:    12 /    12 = 100.000
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    63 /    63 = 100.000
1, 177  acc:    78 /    80 =  97.500
1, 178  acc:    17 /    17 = 100.000
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:     8 /     8 = 100.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     9 /     9 = 100.000
1, 183  acc:    20 /    21 =  95.238
1, 184  acc:   130 /   130 = 100.000
1, 185  acc:    31 /    32 =  96.875
1, 186  acc:    21 /    22 =  95.455
1, 187  acc:    11 /    12 =  91.667
1, 188  acc:     6 /     6 = 100.000
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:    18 /    18 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:    16 /    16 = 100.000
1, 193  acc:    11 /    11 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     8 /     8 = 100.000
1, 196  acc:   107 /   112 =  95.536
1, 197  acc:    16 /    16 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    18 /    18 = 100.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /    10 =  90.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:    12 /    12 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265220 / 269038 =  98.581
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25172 / 25373 =  99.208
0, 1  acc: 31046 / 31282 =  99.246
0, 2  acc:  6111 /  6155 =  99.285
0, 3  acc: 24111 / 24292 =  99.255
0, 4  acc: 10754 / 10829 =  99.307
0, 5  acc:  5508 /  5541 =  99.404
0, 6  acc:  6743 /  6785 =  99.381
0, 7  acc: 11923 / 12016 =  99.226
1, 0  acc:  4407 /  4437 =  99.324
1, 1  acc:  4923 /  4962 =  99.214
1, 2  acc:  2234 /  2265 =  98.631
1, 3  acc:  2428 /  2446 =  99.264
1, 4  acc:  3100 /  3125 =  99.200
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3086 /  3111 =  99.196
1, 7  acc:  4649 /  4682 =  99.295
--------------------------------------
Average acc: 147190 / 148304 =  99.249
Robust  acc:  2234 /  2265 =  98.631
--------------------------------------
New max robust acc: 98.63134657836645
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed39.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed39.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 56.300 | Best Acc: 94.116
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11084 / 12092 =  91.664
0, 1  acc: 13115 / 14179 =  92.496
0, 2  acc:  2671 /  3210 =  83.209
0, 3  acc: 11389 / 12101 =  94.116
0, 4  acc:  4752 /  5355 =  88.739
0, 5  acc:  2718 /  2980 =  91.208
0, 6  acc:  2731 /  3335 =  81.889
0, 7  acc:  4820 /  5723 =  84.222
1, 0  acc:  1374 /  2203 =  62.369
1, 1  acc:  1404 /  2270 =  61.850
1, 2  acc:   698 /  1216 =  57.401
1, 3  acc:   726 /  1260 =  57.619
1, 4  acc:   916 /  1627 =  56.300
1, 5  acc:   304 /   520 =  58.462
1, 6  acc:   959 /  1537 =  62.394
1, 7  acc:  1349 /  2246 =  60.062
------------------------------------
Average acc: 61010 / 71854 =  84.908
Robust  acc:   916 /  1627 =  56.300
------------------------------------
Accuracies by groups:
0, 0  acc: 11084 / 12092 =  91.664
0, 1  acc: 13115 / 14179 =  92.496
0, 2  acc:  2671 /  3210 =  83.209
0, 3  acc: 11389 / 12101 =  94.116
0, 4  acc:  4752 /  5355 =  88.739
0, 5  acc:  2718 /  2980 =  91.208
0, 6  acc:  2731 /  3335 =  81.889
0, 7  acc:  4820 /  5723 =  84.222
1, 0  acc:  1374 /  2203 =  62.369
1, 1  acc:  1404 /  2270 =  61.850
1, 2  acc:   698 /  1216 =  57.401
1, 3  acc:   726 /  1260 =  57.619
1, 4  acc:   916 /  1627 =  56.300
1, 5  acc:   304 /   520 =  58.462
1, 6  acc:   959 /  1537 =  62.394
1, 7  acc:  1349 /  2246 =  60.062
------------------------------------
Average acc: 61010 / 71854 =  84.908
Robust  acc:   916 /  1627 =  56.300
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11084 / 12092 =  91.664
0, 1  acc: 13115 / 14179 =  92.496
0, 2  acc:  2671 /  3210 =  83.209
0, 3  acc: 11389 / 12101 =  94.116
0, 4  acc:  4752 /  5355 =  88.739
0, 5  acc:  2718 /  2980 =  91.208
0, 6  acc:  2731 /  3335 =  81.889
0, 7  acc:  4820 /  5723 =  84.222
1, 0  acc:  1374 /  2203 =  62.369
1, 1  acc:  1404 /  2270 =  61.850
1, 2  acc:   698 /  1216 =  57.401
1, 3  acc:   726 /  1260 =  57.619
1, 4  acc:   916 /  1627 =  56.300
1, 5  acc:   304 /   520 =  58.462
1, 6  acc:   959 /  1537 =  62.394
1, 7  acc:  1349 /  2246 =  60.062
------------------------------------
Average acc: 61010 / 71854 =  84.908
Robust  acc:   916 /  1627 =  56.300
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed39.pt
