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_seed41.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: 41
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=41-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed41.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: 84.805 | Val Loss: 0.000 | Val Acc: 92.359
Training:
Accuracies by groups:
0, 0  acc: 57500 / 65369 =  87.962
0, 1  acc:  6075 /  7018 =  86.563
0, 2  acc:  9311 / 11102 =  83.868
0, 3  acc:  4590 /  5472 =  83.882
0, 4  acc:  1240 /  2195 =  56.492
0, 5  acc:   147 /   307 =  47.883
0, 6  acc:   198 /   313 =  63.259
0, 7  acc:   195 /   316 =  61.709
0, 8  acc:  5280 /  6186 =  85.354
0, 9  acc:   360 /   444 =  81.081
0, 10  acc:   335 /   408 =  82.108
0, 11  acc:   253 /   316 =  80.063
0, 12  acc:   241 /   437 =  55.149
0, 13  acc:    25 /    43 =  58.140
0, 14  acc:    17 /    30 =  56.667
0, 15  acc:    11 /    25 =  44.000
0, 16  acc:  3623 /  5204 =  69.620
0, 17  acc:   145 /   193 =  75.130
0, 18  acc:   341 /   480 =  71.042
0, 19  acc:   122 /   157 =  77.707
0, 20  acc:    63 /   123 =  51.220
0, 21  acc:    11 /    15 =  73.333
0, 22  acc:    43 /    61 =  70.492
0, 23  acc:     7 /    17 =  41.176
0, 24  acc:   447 /   685 =  65.255
0, 25  acc:    30 /    37 =  81.081
0, 26  acc:    38 /    55 =  69.091
0, 27  acc:     9 /    16 =  56.250
0, 28  acc:    18 /    34 =  52.941
0, 29  acc:     2 /     5 =  40.000
0, 30  acc:     5 /    11 =  45.455
0, 31  acc:     2 /     8 =  25.000
0, 32  acc:  1431 /  1741 =  82.194
0, 33  acc:    71 /    83 =  85.542
0, 34  acc:    62 /    71 =  87.324
0, 35  acc:    12 /    15 =  80.000
0, 36  acc:    28 /    38 =  73.684
0, 37  acc:     5 /     8 =  62.500
0, 38  acc:     7 /    13 =  53.846
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   349 /   436 =  80.046
0, 41  acc:     9 /    12 =  75.000
0, 42  acc:    21 /    22 =  95.455
0, 43  acc:    11 /    13 =  84.615
0, 44  acc:     9 /    15 =  60.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /     8 =  75.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   281 /   381 =  73.753
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    16 /    27 =  59.259
0, 51  acc:    13 /    18 =  72.222
0, 52  acc:     6 /    10 =  60.000
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     1 /     4 =  25.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   213 /   287 =  74.216
0, 57  acc:     9 /    12 =  75.000
0, 58  acc:     5 /    11 =  45.455
0, 59  acc:    10 /    10 = 100.000
0, 60  acc:     8 /    17 =  47.059
0, 61  acc:     1 /     3 =  33.333
0, 62  acc:     4 /     7 =  57.143
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  1616 /  2539 =  63.647
0, 65  acc:   220 /   362 =  60.773
0, 66  acc:   162 /   251 =  64.542
0, 67  acc:    70 /   103 =  67.961
0, 68  acc:    25 /    52 =  48.077
0, 69  acc:     4 /     5 =  80.000
0, 70  acc:    13 /    21 =  61.905
0, 71  acc:     8 /    10 =  80.000
0, 72  acc:    53 /    65 =  81.538
0, 73  acc:     5 /     8 =  62.500
0, 74  acc:     6 /     6 = 100.000
0, 75  acc:     6 /     9 =  66.667
0, 76  acc:     0 /     4 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     2 =   0.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    42 /    92 =  45.652
0, 81  acc:     7 /    12 =  58.333
0, 82  acc:     5 /     8 =  62.500
0, 83  acc:    13 /    17 =  76.471
0, 84  acc:     1 /     4 =  25.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     5 /    10 =  50.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     4 /     8 =  50.000
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:    54 /    74 =  72.973
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     2 /     4 =  50.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    20 =  55.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     4 =   0.000
0, 101  acc:     7 /     9 =  77.778
0, 102  acc:     4 /     5 =  80.000
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    10 /    14 =  71.429
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     6 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     4 /     9 =  44.444
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5333 /  6984 =  76.360
0, 118  acc:  1229 /  1685 =  72.938
0, 119  acc:   312 /   420 =  74.286
0, 120  acc:   280 /   357 =  78.431
0, 121  acc:    39 /    74 =  52.703
0, 122  acc:    36 /    51 =  70.588
0, 123  acc:     5 /    10 =  50.000
0, 124  acc:    25 /    34 =  73.529
0, 125  acc:   288 /   394 =  73.096
0, 126  acc:    87 /   128 =  67.969
0, 127  acc:    19 /    24 =  79.167
0, 128  acc:    28 /    41 =  68.293
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     6 /     9 =  66.667
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   172 /   266 =  64.662
0, 134  acc:    37 /    65 =  56.923
0, 135  acc:    27 /    37 =  72.973
0, 136  acc:    24 /    37 =  64.865
0, 137  acc:     6 /    12 =  50.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    37 /    63 =  58.730
0, 142  acc:     9 /    13 =  69.231
0, 143  acc:     1 /     6 =  16.667
0, 144  acc:    10 /    15 =  66.667
0, 145  acc:     0 /     2 =   0.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   105 /   136 =  77.206
0, 149  acc:    15 /    20 =  75.000
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:    17 /    25 =  68.000
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    50 /    58 =  86.207
0, 155  acc:     1 /     3 =  33.333
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    30 =  73.333
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     3 =  66.667
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    20 =  65.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:    12 /    14 =  85.714
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1065 /  1776 =  59.966
0, 170  acc:   228 /   389 =  58.612
0, 171  acc:    72 /   122 =  59.016
0, 172  acc:   121 /   181 =  66.851
0, 173  acc:    10 /    17 =  58.824
0, 174  acc:     2 /     5 =  40.000
0, 175  acc:     5 /     7 =  71.429
0, 176  acc:     7 /    11 =  63.636
0, 177  acc:    43 /    63 =  68.254
0, 178  acc:    14 /    18 =  77.778
0, 179  acc:     7 /    11 =  63.636
0, 180  acc:     5 /     7 =  71.429
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     4 /     6 =  66.667
0, 184  acc:    55 /    78 =  70.513
0, 185  acc:     2 /     6 =  33.333
0, 186  acc:     5 /     8 =  62.500
0, 187  acc:     2 /    11 =  18.182
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     3 /     4 =  75.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    13 /    28 =  46.429
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     2 /     5 =  40.000
0, 196  acc:    36 /    53 =  67.925
0, 197  acc:    14 /    20 =  70.000
0, 198  acc:     0 /     6 =   0.000
0, 199  acc:    11 /    15 =  73.333
0, 200  acc:     4 /     6 =  66.667
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     4 =  75.000
0, 204  acc:    20 /    31 =  64.516
0, 205  acc:     4 /     5 =  80.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     3 =  66.667
0, 208  acc:     0 /     3 =   0.000
0, 209  acc:     4 /     9 =  44.444
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     4 =  50.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     4 /     9 =  44.444
0, 214  acc:     0 /     4 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     8 =  37.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     4 =  25.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     1 =   0.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 54433 / 61222 =  88.911
1, 1  acc:  5385 /  6273 =  85.844
1, 2  acc:  9314 / 11040 =  84.366
1, 3  acc:  3788 /  4539 =  83.455
1, 4  acc:  5106 /  5574 =  91.604
1, 5  acc:   816 /   892 =  91.480
1, 6  acc:   446 /   501 =  89.022
1, 7  acc:   574 /   644 =  89.130
1, 8  acc:  4616 /  5577 =  82.769
1, 9  acc:   320 /   375 =  85.333
1, 10  acc:   394 /   479 =  82.255
1, 11  acc:   224 /   273 =  82.051
1, 12  acc:   762 /   815 =  93.497
1, 13  acc:   108 /   120 =  90.000
1, 14  acc:   100 /   127 =  78.740
1, 15  acc:   128 /   145 =  88.276
1, 16  acc:  7258 /  8421 =  86.189
1, 17  acc:   236 /   277 =  85.199
1, 18  acc:   527 /   625 =  84.320
1, 19  acc:   200 /   245 =  81.633
1, 20  acc:   261 /   286 =  91.259
1, 21  acc:    44 /    47 =  93.617
1, 22  acc:   138 /   151 =  91.391
1, 23  acc:    42 /    46 =  91.304
1, 24  acc:   964 /  1139 =  84.636
1, 25  acc:    20 /    23 =  86.957
1, 26  acc:    92 /   107 =  85.981
1, 27  acc:    18 /    19 =  94.737
1, 28  acc:   152 /   163 =  93.252
1, 29  acc:     8 /     9 =  88.889
1, 30  acc:    32 /    33 =  96.970
1, 31  acc:     7 /     8 =  87.500
1, 32  acc:  1493 /  1795 =  83.175
1, 33  acc:    68 /    83 =  81.928
1, 34  acc:    50 /    60 =  83.333
1, 35  acc:    20 /    25 =  80.000
1, 36  acc:    51 /    52 =  98.077
1, 37  acc:     2 /     3 =  66.667
1, 38  acc:    17 /    23 =  73.913
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   370 /   434 =  85.253
1, 41  acc:    12 /    15 =  80.000
1, 42  acc:     9 /    13 =  69.231
1, 43  acc:    16 /    23 =  69.565
1, 44  acc:    24 /    26 =  92.308
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:    13 /    14 =  92.857
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   415 /   499 =  83.166
1, 49  acc:     5 /     7 =  71.429
1, 50  acc:    33 /    42 =  78.571
1, 51  acc:    16 /    17 =  94.118
1, 52  acc:    14 /    16 =  87.500
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    23 /    26 =  88.462
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   359 /   426 =  84.272
1, 57  acc:    19 /    20 =  95.000
1, 58  acc:    14 /    15 =  93.333
1, 59  acc:     7 /     9 =  77.778
1, 60  acc:    25 /    34 =  73.529
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    16 =  68.750
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  4923 /  5480 =  89.836
1, 65  acc:   704 /   801 =  87.890
1, 66  acc:   388 /   461 =  84.165
1, 67  acc:   187 /   228 =  82.018
1, 68  acc:   233 /   250 =  93.200
1, 69  acc:    43 /    45 =  95.556
1, 70  acc:    61 /    67 =  91.045
1, 71  acc:    17 /    19 =  89.474
1, 72  acc:    90 /   101 =  89.109
1, 73  acc:     8 /     9 =  88.889
1, 74  acc:     0 /     5 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    22 /    24 =  91.667
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   160 /   189 =  84.656
1, 81  acc:    17 /    24 =  70.833
1, 82  acc:    51 /    54 =  94.444
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    25 /    25 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    21 =  52.381
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     2 =  50.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   130 /   151 =  86.093
1, 95  acc:    19 /    24 =  79.167
1, 96  acc:    13 /    13 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    17 =  88.235
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    14 /    16 =  87.500
1, 101  acc:     3 /     3 = 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:    26 /    29 =  89.655
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    14 /    15 =  93.333
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     3 /     3 = 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:  6512 /  8141 =  79.990
1, 118  acc:  1684 /  2027 =  83.078
1, 119  acc:   382 /   472 =  80.932
1, 120  acc:   504 /   587 =  85.860
1, 121  acc:   113 /   135 =  83.704
1, 122  acc:    68 /    75 =  90.667
1, 123  acc:    21 /    33 =  63.636
1, 124  acc:    41 /    43 =  95.349
1, 125  acc:   437 /   534 =  81.835
1, 126  acc:    88 /   113 =  77.876
1, 127  acc:    19 /    29 =  65.517
1, 128  acc:    21 /    33 =  63.636
1, 129  acc:    13 /    14 =  92.857
1, 130  acc:     5 /     7 =  71.429
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    16 /    17 =  94.118
1, 133  acc:   367 /   441 =  83.220
1, 134  acc:    70 /    87 =  80.460
1, 135  acc:    22 /    29 =  75.862
1, 136  acc:    24 /    37 =  64.865
1, 137  acc:     8 /     8 = 100.000
1, 138  acc:     4 /     5 =  80.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     2 /     3 =  66.667
1, 141  acc:    84 /   113 =  74.336
1, 142  acc:    14 /    18 =  77.778
1, 143  acc:     5 /     6 =  83.333
1, 144  acc:     1 /     4 =  25.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     5 =  60.000
1, 148  acc:   147 /   205 =  71.707
1, 149  acc:    20 /    25 =  80.000
1, 150  acc:    11 /    12 =  91.667
1, 151  acc:     5 /    15 =  33.333
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     0 /     3 =   0.000
1, 154  acc:    28 /    47 =  59.574
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     7 =  71.429
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    30 /    32 =  93.750
1, 160  acc:     2 /     4 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     2 =   0.000
1, 164  acc:    24 /    31 =  77.419
1, 165  acc:     9 /    11 =  81.818
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3144 /  3590 =  87.577
1, 170  acc:   608 /   677 =  89.808
1, 171  acc:   218 /   255 =  85.490
1, 172  acc:   199 /   226 =  88.053
1, 173  acc:    71 /    79 =  89.873
1, 174  acc:    11 /    15 =  73.333
1, 175  acc:    11 /    11 = 100.000
1, 176  acc:    27 /    38 =  71.053
1, 177  acc:    88 /    97 =  90.722
1, 178  acc:    10 /    13 =  76.923
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     8 /    13 =  61.538
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     1 /     3 =  33.333
1, 183  acc:    10 /    13 =  76.923
1, 184  acc:   117 /   137 =  85.401
1, 185  acc:    40 /    42 =  95.238
1, 186  acc:    16 /    21 =  76.190
1, 187  acc:    11 /    11 = 100.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     5 /     6 =  83.333
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:    16 /    16 = 100.000
1, 193  acc:    11 /    11 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    90 /   107 =  84.112
1, 197  acc:    13 /    13 = 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:    12 /    19 =  63.158
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    18 /    19 =  94.737
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    11 /    11 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 228157 / 269038 =  84.805
Robust  acc:     0 /     4 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23491 / 25373 =  92.583
0, 1  acc: 28906 / 31282 =  92.405
0, 2  acc:  5670 /  6155 =  92.120
0, 3  acc: 22396 / 24292 =  92.195
0, 4  acc: 10015 / 10829 =  92.483
0, 5  acc:  5135 /  5541 =  92.673
0, 6  acc:  6294 /  6785 =  92.763
0, 7  acc: 11138 / 12016 =  92.693
1, 0  acc:  4085 /  4437 =  92.067
1, 1  acc:  4602 /  4962 =  92.745
1, 2  acc:  2098 /  2265 =  92.627
1, 3  acc:  2266 /  2446 =  92.641
1, 4  acc:  2881 /  3125 =  92.192
1, 5  acc:   939 /  1003 =  93.619
1, 6  acc:  2881 /  3111 =  92.607
1, 7  acc:  4324 /  4682 =  92.354
--------------------------------------
Average acc: 137121 / 148304 =  92.459
Robust  acc:  4085 /  4437 =  92.067
--------------------------------------
New max robust acc: 92.06671174216812
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed41.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: 53.703 | Best Acc: 86.960
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10021 / 12092 =  82.873
0, 1  acc: 12046 / 14179 =  84.957
0, 2  acc:  1971 /  3210 =  61.402
0, 3  acc: 10523 / 12101 =  86.960
0, 4  acc:  3544 /  5355 =  66.181
0, 5  acc:  2273 /  2980 =  76.275
0, 6  acc:  1791 /  3335 =  53.703
0, 7  acc:  3566 /  5723 =  62.310
1, 0  acc:  1684 /  2203 =  76.441
1, 1  acc:  1675 /  2270 =  73.789
1, 2  acc:   927 /  1216 =  76.234
1, 3  acc:   952 /  1260 =  75.556
1, 4  acc:  1298 /  1627 =  79.779
1, 5  acc:   402 /   520 =  77.308
1, 6  acc:  1294 /  1537 =  84.190
1, 7  acc:  1745 /  2246 =  77.694
------------------------------------
Average acc: 55712 / 71854 =  77.535
Robust  acc:  1791 /  3335 =  53.703
------------------------------------
Accuracies by groups:
0, 0  acc: 10021 / 12092 =  82.873
0, 1  acc: 12046 / 14179 =  84.957
0, 2  acc:  1971 /  3210 =  61.402
0, 3  acc: 10523 / 12101 =  86.960
0, 4  acc:  3544 /  5355 =  66.181
0, 5  acc:  2273 /  2980 =  76.275
0, 6  acc:  1791 /  3335 =  53.703
0, 7  acc:  3566 /  5723 =  62.310
1, 0  acc:  1684 /  2203 =  76.441
1, 1  acc:  1675 /  2270 =  73.789
1, 2  acc:   927 /  1216 =  76.234
1, 3  acc:   952 /  1260 =  75.556
1, 4  acc:  1298 /  1627 =  79.779
1, 5  acc:   402 /   520 =  77.308
1, 6  acc:  1294 /  1537 =  84.190
1, 7  acc:  1745 /  2246 =  77.694
------------------------------------
Average acc: 55712 / 71854 =  77.535
Robust  acc:  1791 /  3335 =  53.703
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10021 / 12092 =  82.873
0, 1  acc: 12046 / 14179 =  84.957
0, 2  acc:  1971 /  3210 =  61.402
0, 3  acc: 10523 / 12101 =  86.960
0, 4  acc:  3544 /  5355 =  66.181
0, 5  acc:  2273 /  2980 =  76.275
0, 6  acc:  1791 /  3335 =  53.703
0, 7  acc:  3566 /  5723 =  62.310
1, 0  acc:  1684 /  2203 =  76.441
1, 1  acc:  1675 /  2270 =  73.789
1, 2  acc:   927 /  1216 =  76.234
1, 3  acc:   952 /  1260 =  75.556
1, 4  acc:  1298 /  1627 =  79.779
1, 5  acc:   402 /   520 =  77.308
1, 6  acc:  1294 /  1537 =  84.190
1, 7  acc:  1745 /  2246 =  77.694
------------------------------------
Average acc: 55712 / 71854 =  77.535
Robust  acc:  1791 /  3335 =  53.703
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.895 | Val Loss: 0.000 | Val Acc: 96.512
Training:
Accuracies by groups:
0, 0  acc: 61847 / 65334 =  94.663
0, 1  acc:  6691 /  7132 =  93.817
0, 2  acc: 10311 / 11073 =  93.118
0, 3  acc:  4927 /  5306 =  92.857
0, 4  acc:  1803 /  2261 =  79.743
0, 5  acc:   218 /   281 =  77.580
0, 6  acc:   297 /   348 =  85.345
0, 7  acc:   230 /   290 =  79.310
0, 8  acc:  5716 /  6196 =  92.253
0, 9  acc:   441 /   469 =  94.030
0, 10  acc:   385 /   427 =  90.164
0, 11  acc:   287 /   321 =  89.408
0, 12  acc:   319 /   416 =  76.683
0, 13  acc:    32 /    45 =  71.111
0, 14  acc:    43 /    55 =  78.182
0, 15  acc:    26 /    35 =  74.286
0, 16  acc:  4554 /  5257 =  86.627
0, 17  acc:   171 /   200 =  85.500
0, 18  acc:   454 /   522 =  86.973
0, 19  acc:   126 /   153 =  82.353
0, 20  acc:    96 /   132 =  72.727
0, 21  acc:    14 /    20 =  70.000
0, 22  acc:    52 /    64 =  81.250
0, 23  acc:    13 /    17 =  76.471
0, 24  acc:   592 /   694 =  85.303
0, 25  acc:    38 /    44 =  86.364
0, 26  acc:    77 /    88 =  87.500
0, 27  acc:    24 /    28 =  85.714
0, 28  acc:    31 /    36 =  86.111
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     9 /    12 =  75.000
0, 31  acc:     2 /     3 =  66.667
0, 32  acc:  1533 /  1639 =  93.533
0, 33  acc:    53 /    59 =  89.831
0, 34  acc:    72 /    77 =  93.506
0, 35  acc:    22 /    23 =  95.652
0, 36  acc:    38 /    43 =  88.372
0, 37  acc:     5 /     6 =  83.333
0, 38  acc:    15 /    19 =  78.947
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   384 /   413 =  92.978
0, 41  acc:    19 /    20 =  95.000
0, 42  acc:    14 /    14 = 100.000
0, 43  acc:    15 /    15 = 100.000
0, 44  acc:    11 /    13 =  84.615
0, 45  acc:     2 /     3 =  66.667
0, 46  acc:     8 /     9 =  88.889
0, 47  acc:     0 /     0 =     nan
0, 48  acc:   310 /   361 =  85.873
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    25 /    26 =  96.154
0, 51  acc:     9 /    10 =  90.000
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   251 /   288 =  87.153
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    14 /    17 =  82.353
0, 59  acc:     9 /    10 =  90.000
0, 60  acc:    11 /    13 =  84.615
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    10 /    11 =  90.909
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2054 /  2497 =  82.259
0, 65  acc:   309 /   376 =  82.181
0, 66  acc:   212 /   244 =  86.885
0, 67  acc:    80 /    99 =  80.808
0, 68  acc:    34 /    47 =  72.340
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    18 /    23 =  78.261
0, 71  acc:    15 /    15 = 100.000
0, 72  acc:    74 /    83 =  89.157
0, 73  acc:    15 /    15 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:     9 /    10 =  90.000
0, 76  acc:    10 /    13 =  76.923
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    94 /   110 =  85.455
0, 81  acc:    15 /    19 =  78.947
0, 82  acc:    12 /    12 = 100.000
0, 83  acc:     8 /    10 =  80.000
0, 84  acc:     2 /     2 = 100.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:    12 /    13 =  92.308
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    11 /    12 =  91.667
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     5 =  40.000
0, 94  acc:    78 /    87 =  89.655
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     0 /     2 =   0.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    12 /    12 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     8 /    10 =  80.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    23 /    24 =  95.833
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     8 =  87.500
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6293 /  7050 =  89.262
0, 118  acc:  1531 /  1693 =  90.431
0, 119  acc:   347 /   378 =  91.799
0, 120  acc:   320 /   354 =  90.395
0, 121  acc:    72 /    93 =  77.419
0, 122  acc:    42 /    49 =  85.714
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    16 /    24 =  66.667
0, 125  acc:   360 /   397 =  90.680
0, 126  acc:   114 /   131 =  87.023
0, 127  acc:    24 /    27 =  88.889
0, 128  acc:    42 /    43 =  97.674
0, 129  acc:     7 /     7 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   209 /   250 =  83.600
0, 134  acc:    53 /    63 =  84.127
0, 135  acc:    24 /    26 =  92.308
0, 136  acc:    27 /    33 =  81.818
0, 137  acc:     4 /    10 =  40.000
0, 138  acc:     5 /     5 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    49 /    65 =  75.385
0, 142  acc:    11 /    12 =  91.667
0, 143  acc:     1 /     3 =  33.333
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     3 =  33.333
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   119 /   131 =  90.840
0, 149  acc:    16 /    19 =  84.211
0, 150  acc:     1 /     4 =  25.000
0, 151  acc:    26 /    31 =  83.871
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    44 /    46 =  95.652
0, 155  acc:     8 /     9 =  88.889
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    23 /    29 =  79.310
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    18 =  94.444
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     1 /     3 =  33.333
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1511 /  1836 =  82.298
0, 170  acc:   305 /   384 =  79.427
0, 171  acc:    92 /   113 =  81.416
0, 172  acc:   138 /   160 =  86.250
0, 173  acc:    12 /    17 =  70.588
0, 174  acc:    10 /    10 = 100.000
0, 175  acc:    12 /    12 = 100.000
0, 176  acc:    11 /    16 =  68.750
0, 177  acc:    58 /    66 =  87.879
0, 178  acc:    17 /    17 = 100.000
0, 179  acc:     9 /    11 =  81.818
0, 180  acc:     8 /     9 =  88.889
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    62 /    66 =  93.939
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     3 /     6 =  50.000
0, 187  acc:     4 /     8 =  50.000
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    39 =  76.923
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     2 /     4 =  50.000
0, 196  acc:    58 /    70 =  82.857
0, 197  acc:    23 /    24 =  95.833
0, 198  acc:     2 /     5 =  40.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     9 /     9 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    19 /    21 =  90.476
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     6 /     6 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:     8 /    10 =  80.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     3 =  66.667
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     3 /     4 =  75.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    13 /    14 =  92.857
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 59134 / 61244 =  96.555
1, 1  acc:  6026 /  6265 =  96.185
1, 2  acc: 10175 / 10737 =  94.766
1, 3  acc:  4430 /  4656 =  95.146
1, 4  acc:  5204 /  5408 =  96.228
1, 5  acc:   898 /   928 =  96.767
1, 6  acc:   513 /   547 =  93.784
1, 7  acc:   626 /   654 =  95.719
1, 8  acc:  5330 /  5592 =  95.315
1, 9  acc:   398 /   413 =  96.368
1, 10  acc:   486 /   518 =  93.822
1, 11  acc:   239 /   249 =  95.984
1, 12  acc:   777 /   823 =  94.411
1, 13  acc:    87 /    93 =  93.548
1, 14  acc:   126 /   133 =  94.737
1, 15  acc:   146 /   159 =  91.824
1, 16  acc:  7988 /  8459 =  94.432
1, 17  acc:   282 /   296 =  95.270
1, 18  acc:   594 /   626 =  94.888
1, 19  acc:   211 /   227 =  92.952
1, 20  acc:   259 /   267 =  97.004
1, 21  acc:    44 /    45 =  97.778
1, 22  acc:   139 /   147 =  94.558
1, 23  acc:    38 /    39 =  97.436
1, 24  acc:  1023 /  1095 =  93.425
1, 25  acc:    24 /    25 =  96.000
1, 26  acc:   108 /   114 =  94.737
1, 27  acc:    17 /    17 = 100.000
1, 28  acc:   119 /   127 =  93.701
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    28 /    29 =  96.552
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:  1624 /  1710 =  94.971
1, 33  acc:    86 /    89 =  96.629
1, 34  acc:    54 /    62 =  87.097
1, 35  acc:    14 /    17 =  82.353
1, 36  acc:    57 /    59 =  96.610
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    30 /    31 =  96.774
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   448 /   469 =  95.522
1, 41  acc:    16 /    16 = 100.000
1, 42  acc:    11 /    14 =  78.571
1, 43  acc:    17 /    20 =  85.000
1, 44  acc:    18 /    18 = 100.000
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:    12 /    13 =  92.308
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   486 /   532 =  91.353
1, 49  acc:    15 /    16 =  93.750
1, 50  acc:    28 /    33 =  84.848
1, 51  acc:    22 /    23 =  95.652
1, 52  acc:    15 /    16 =  93.750
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    25 /    25 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   425 /   450 =  94.444
1, 57  acc:    17 /    18 =  94.444
1, 58  acc:    23 /    23 = 100.000
1, 59  acc:    21 /    25 =  84.000
1, 60  acc:    33 /    33 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    23 =  91.304
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5269 /  5518 =  95.487
1, 65  acc:   709 /   753 =  94.157
1, 66  acc:   499 /   524 =  95.229
1, 67  acc:   190 /   204 =  93.137
1, 68  acc:   230 /   238 =  96.639
1, 69  acc:    51 /    51 = 100.000
1, 70  acc:    88 /    90 =  97.778
1, 71  acc:    37 /    38 =  97.368
1, 72  acc:    92 /   100 =  92.000
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    16 /    17 =  94.118
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   181 /   192 =  94.271
1, 81  acc:    13 /    16 =  81.250
1, 82  acc:    44 /    48 =  91.667
1, 83  acc:     0 /     0 =     nan
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    26 /    27 =  96.296
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    18 =  94.444
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   156 /   166 =  93.976
1, 95  acc:    11 /    12 =  91.667
1, 96  acc:    12 /    13 =  92.308
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /    12 =  75.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     6 /     6 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    37 /    38 =  97.368
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     9 =  88.889
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    15 /    15 = 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:  7552 /  8205 =  92.041
1, 118  acc:  1899 /  2028 =  93.639
1, 119  acc:   487 /   519 =  93.834
1, 120  acc:   552 /   579 =  95.337
1, 121  acc:   138 /   148 =  93.243
1, 122  acc:    71 /    76 =  93.421
1, 123  acc:    18 /    20 =  90.000
1, 124  acc:    43 /    44 =  97.727
1, 125  acc:   505 /   542 =  93.173
1, 126  acc:   105 /   116 =  90.517
1, 127  acc:    27 /    28 =  96.429
1, 128  acc:    40 /    50 =  80.000
1, 129  acc:    20 /    21 =  95.238
1, 130  acc:     8 /    11 =  72.727
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    12 =  91.667
1, 133  acc:   446 /   473 =  94.292
1, 134  acc:    86 /    96 =  89.583
1, 135  acc:    37 /    39 =  94.872
1, 136  acc:    23 /    26 =  88.462
1, 137  acc:     8 /     8 = 100.000
1, 138  acc:     8 /     8 = 100.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   107 /   118 =  90.678
1, 142  acc:    14 /    17 =  82.353
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:   189 /   203 =  93.103
1, 149  acc:     8 /    10 =  80.000
1, 150  acc:     9 /    10 =  90.000
1, 151  acc:     1 /     7 =  14.286
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    35 /    41 =  85.366
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 /    32 =  93.750
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    40 /    40 = 100.000
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3359 /  3543 =  94.807
1, 170  acc:   657 /   686 =  95.773
1, 171  acc:   250 /   263 =  95.057
1, 172  acc:   229 /   242 =  94.628
1, 173  acc:    51 /    55 =  92.727
1, 174  acc:     7 /     8 =  87.500
1, 175  acc:     4 /     5 =  80.000
1, 176  acc:    37 /    42 =  88.095
1, 177  acc:   101 /   107 =  94.393
1, 178  acc:    13 /    14 =  92.857
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     7 /     9 =  77.778
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    22 /    24 =  91.667
1, 184  acc:   102 /   108 =  94.444
1, 185  acc:    34 /    34 = 100.000
1, 186  acc:    13 /    15 =  86.667
1, 187  acc:     9 /     9 = 100.000
1, 188  acc:     1 /     2 =  50.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:     7 /     7 = 100.000
1, 192  acc:    20 /    20 = 100.000
1, 193  acc:    11 /    11 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    90 /   103 =  87.379
1, 197  acc:     5 /     8 =  62.500
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    14 /    16 =  87.500
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:    12 /    12 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:     5 /     6 =  83.333
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 252613 / 269038 =  93.895
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24486 / 25373 =  96.504
0, 1  acc: 30179 / 31282 =  96.474
0, 2  acc:  5936 /  6155 =  96.442
0, 3  acc: 23422 / 24292 =  96.419
0, 4  acc: 10461 / 10829 =  96.602
0, 5  acc:  5335 /  5541 =  96.282
0, 6  acc:  6549 /  6785 =  96.522
0, 7  acc: 11617 / 12016 =  96.679
1, 0  acc:  4277 /  4437 =  96.394
1, 1  acc:  4794 /  4962 =  96.614
1, 2  acc:  2195 /  2265 =  96.909
1, 3  acc:  2375 /  2446 =  97.097
1, 4  acc:  3021 /  3125 =  96.672
1, 5  acc:   977 /  1003 =  97.408
1, 6  acc:  3013 /  3111 =  96.850
1, 7  acc:  4517 /  4682 =  96.476
--------------------------------------
Average acc: 143154 / 148304 =  96.527
Robust  acc:  5335 /  5541 =  96.282
--------------------------------------
New max robust acc: 96.28225951994224
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed41.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed41.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 59.250 | Best Acc: 89.174
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10439 / 12092 =  86.330
0, 1  acc: 12456 / 14179 =  87.848
0, 2  acc:  2012 /  3210 =  62.679
0, 3  acc: 10791 / 12101 =  89.174
0, 4  acc:  3749 /  5355 =  70.009
0, 5  acc:  2393 /  2980 =  80.302
0, 6  acc:  1976 /  3335 =  59.250
0, 7  acc:  3934 /  5723 =  68.740
1, 0  acc:  1628 /  2203 =  73.899
1, 1  acc:  1613 /  2270 =  71.057
1, 2  acc:   934 /  1216 =  76.809
1, 3  acc:   905 /  1260 =  71.825
1, 4  acc:  1269 /  1627 =  77.996
1, 5  acc:   399 /   520 =  76.731
1, 6  acc:  1247 /  1537 =  81.132
1, 7  acc:  1661 /  2246 =  73.954
------------------------------------
Average acc: 57406 / 71854 =  79.893
Robust  acc:  1976 /  3335 =  59.250
------------------------------------
Accuracies by groups:
0, 0  acc: 10439 / 12092 =  86.330
0, 1  acc: 12456 / 14179 =  87.848
0, 2  acc:  2012 /  3210 =  62.679
0, 3  acc: 10791 / 12101 =  89.174
0, 4  acc:  3749 /  5355 =  70.009
0, 5  acc:  2393 /  2980 =  80.302
0, 6  acc:  1976 /  3335 =  59.250
0, 7  acc:  3934 /  5723 =  68.740
1, 0  acc:  1628 /  2203 =  73.899
1, 1  acc:  1613 /  2270 =  71.057
1, 2  acc:   934 /  1216 =  76.809
1, 3  acc:   905 /  1260 =  71.825
1, 4  acc:  1269 /  1627 =  77.996
1, 5  acc:   399 /   520 =  76.731
1, 6  acc:  1247 /  1537 =  81.132
1, 7  acc:  1661 /  2246 =  73.954
------------------------------------
Average acc: 57406 / 71854 =  79.893
Robust  acc:  1976 /  3335 =  59.250
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10439 / 12092 =  86.330
0, 1  acc: 12456 / 14179 =  87.848
0, 2  acc:  2012 /  3210 =  62.679
0, 3  acc: 10791 / 12101 =  89.174
0, 4  acc:  3749 /  5355 =  70.009
0, 5  acc:  2393 /  2980 =  80.302
0, 6  acc:  1976 /  3335 =  59.250
0, 7  acc:  3934 /  5723 =  68.740
1, 0  acc:  1628 /  2203 =  73.899
1, 1  acc:  1613 /  2270 =  71.057
1, 2  acc:   934 /  1216 =  76.809
1, 3  acc:   905 /  1260 =  71.825
1, 4  acc:  1269 /  1627 =  77.996
1, 5  acc:   399 /   520 =  76.731
1, 6  acc:  1247 /  1537 =  81.132
1, 7  acc:  1661 /  2246 =  73.954
------------------------------------
Average acc: 57406 / 71854 =  79.893
Robust  acc:  1976 /  3335 =  59.250
------------------------------------

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: 96.811 | Val Loss: 0.000 | Val Acc: 97.720
Training:
Accuracies by groups:
0, 0  acc: 63575 / 65612 =  96.895
0, 1  acc:  6976 /  7208 =  96.781
0, 2  acc: 10797 / 11229 =  96.153
0, 3  acc:  5109 /  5320 =  96.034
0, 4  acc:  1979 /  2199 =  89.995
0, 5  acc:   250 /   291 =  85.911
0, 6  acc:   309 /   337 =  91.691
0, 7  acc:   246 /   281 =  87.544
0, 8  acc:  6018 /  6310 =  95.372
0, 9  acc:   423 /   451 =  93.792
0, 10  acc:   460 /   473 =  97.252
0, 11  acc:   284 /   300 =  94.667
0, 12  acc:   398 /   441 =  90.249
0, 13  acc:    40 /    42 =  95.238
0, 14  acc:    42 /    50 =  84.000
0, 15  acc:    27 /    32 =  84.375
0, 16  acc:  5003 /  5349 =  93.532
0, 17  acc:   171 /   185 =  92.432
0, 18  acc:   498 /   528 =  94.318
0, 19  acc:   146 /   165 =  88.485
0, 20  acc:   103 /   123 =  83.740
0, 21  acc:    16 /    18 =  88.889
0, 22  acc:    60 /    63 =  95.238
0, 23  acc:     9 /    12 =  75.000
0, 24  acc:   689 /   744 =  92.608
0, 25  acc:    35 /    35 = 100.000
0, 26  acc:    60 /    64 =  93.750
0, 27  acc:    19 /    21 =  90.476
0, 28  acc:    57 /    68 =  83.824
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:     7 /     9 =  77.778
0, 31  acc:    12 /    12 = 100.000
0, 32  acc:  1618 /  1678 =  96.424
0, 33  acc:    78 /    81 =  96.296
0, 34  acc:    52 /    53 =  98.113
0, 35  acc:    10 /    11 =  90.909
0, 36  acc:    24 /    29 =  82.759
0, 37  acc:     7 /     7 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   407 /   421 =  96.675
0, 41  acc:    13 /    13 = 100.000
0, 42  acc:    15 /    15 = 100.000
0, 43  acc:    18 /    18 = 100.000
0, 44  acc:    20 /    21 =  95.238
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /     8 =  87.500
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   305 /   330 =  92.424
0, 49  acc:     0 /     0 =     nan
0, 50  acc:    13 /    14 =  92.857
0, 51  acc:    13 /    13 = 100.000
0, 52  acc:     8 /     9 =  88.889
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   250 /   272 =  91.912
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    18 /    22 =  81.818
0, 59  acc:    12 /    12 = 100.000
0, 60  acc:    18 /    23 =  78.261
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    10 /    11 =  90.909
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2187 /  2419 =  90.409
0, 65  acc:   346 /   377 =  91.777
0, 66  acc:   219 /   243 =  90.123
0, 67  acc:   108 /   114 =  94.737
0, 68  acc:    46 /    59 =  77.966
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    21 /    21 = 100.000
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    58 /    61 =  95.082
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:     8 /     9 =  88.889
0, 76  acc:     8 /     8 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    87 /    93 =  93.548
0, 81  acc:     5 /     9 =  55.556
0, 82  acc:     7 /     7 = 100.000
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     2 /     6 =  33.333
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    15 /    15 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    12 /    13 =  92.308
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:     1 /     1 = 100.000
0, 94  acc:    67 /    73 =  91.781
0, 95  acc:     5 /     6 =  83.333
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    18 /    19 =  94.737
0, 99  acc:     0 /     1 =   0.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:    10 /    11 =  90.909
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    21 /    26 =  80.769
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     4 /     6 =  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:     0 /     0 =     nan
0, 117  acc:  6544 /  6909 =  94.717
0, 118  acc:  1577 /  1661 =  94.943
0, 119  acc:   399 /   421 =  94.774
0, 120  acc:   308 /   329 =  93.617
0, 121  acc:    60 /    72 =  83.333
0, 122  acc:    39 /    40 =  97.500
0, 123  acc:     2 /     2 = 100.000
0, 124  acc:    28 /    29 =  96.552
0, 125  acc:   393 /   404 =  97.277
0, 126  acc:    93 /    98 =  94.898
0, 127  acc:    31 /    32 =  96.875
0, 128  acc:    55 /    55 = 100.000
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   236 /   251 =  94.024
0, 134  acc:    70 /    73 =  95.890
0, 135  acc:    30 /    30 = 100.000
0, 136  acc:    37 /    37 = 100.000
0, 137  acc:    18 /    19 =  94.737
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    66 /    68 =  97.059
0, 142  acc:     9 /     9 = 100.000
0, 143  acc:     4 /     4 = 100.000
0, 144  acc:    16 /    16 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   122 /   126 =  96.825
0, 149  acc:     7 /     8 =  87.500
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:    11 /    18 =  61.111
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    43 /    44 =  97.727
0, 155  acc:     8 /    10 =  80.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    22 /    25 =  88.000
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    20 =  95.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1614 /  1776 =  90.878
0, 170  acc:   368 /   407 =  90.418
0, 171  acc:   109 /   121 =  90.083
0, 172  acc:   161 /   169 =  95.266
0, 173  acc:    13 /    16 =  81.250
0, 174  acc:    11 /    12 =  91.667
0, 175  acc:     9 /     9 = 100.000
0, 176  acc:     9 /    14 =  64.286
0, 177  acc:    63 /    63 = 100.000
0, 178  acc:     9 /    10 =  90.000
0, 179  acc:     9 /    11 =  81.818
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     5 /     6 =  83.333
0, 184  acc:    66 /    72 =  91.667
0, 185  acc:     6 /     8 =  75.000
0, 186  acc:     3 /     3 = 100.000
0, 187  acc:     5 /     6 =  83.333
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    24 /    25 =  96.000
0, 192  acc:     4 /     4 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    55 /    59 =  93.220
0, 197  acc:    11 /    14 =  78.571
0, 198  acc:     7 /     8 =  87.500
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    15 /    20 =  75.000
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     6 /     7 =  85.714
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     5 /     5 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 60026 / 61097 =  98.247
1, 1  acc:  6098 /  6236 =  97.787
1, 2  acc: 10453 / 10691 =  97.774
1, 3  acc:  4581 /  4685 =  97.780
1, 4  acc:  5314 /  5420 =  98.044
1, 5  acc:   910 /   933 =  97.535
1, 6  acc:   531 /   544 =  97.610
1, 7  acc:   628 /   638 =  98.433
1, 8  acc:  5440 /  5582 =  97.456
1, 9  acc:   407 /   416 =  97.837
1, 10  acc:   477 /   490 =  97.347
1, 11  acc:   259 /   267 =  97.004
1, 12  acc:   834 /   856 =  97.430
1, 13  acc:   107 /   113 =  94.690
1, 14  acc:   144 /   149 =  96.644
1, 15  acc:   172 /   178 =  96.629
1, 16  acc:  8175 /  8380 =  97.554
1, 17  acc:   317 /   325 =  97.538
1, 18  acc:   572 /   590 =  96.949
1, 19  acc:   193 /   199 =  96.985
1, 20  acc:   325 /   333 =  97.598
1, 21  acc:    40 /    41 =  97.561
1, 22  acc:   139 /   143 =  97.203
1, 23  acc:    44 /    44 = 100.000
1, 24  acc:  1018 /  1048 =  97.137
1, 25  acc:    23 /    24 =  95.833
1, 26  acc:   126 /   131 =  96.183
1, 27  acc:    15 /    15 = 100.000
1, 28  acc:   164 /   167 =  98.204
1, 29  acc:    11 /    11 = 100.000
1, 30  acc:    25 /    25 = 100.000
1, 31  acc:    10 /    10 = 100.000
1, 32  acc:  1698 /  1734 =  97.924
1, 33  acc:    88 /    90 =  97.778
1, 34  acc:    57 /    58 =  98.276
1, 35  acc:    20 /    21 =  95.238
1, 36  acc:    58 /    60 =  96.667
1, 37  acc:     2 /     4 =  50.000
1, 38  acc:    33 /    33 = 100.000
1, 39  acc:     4 /     5 =  80.000
1, 40  acc:   439 /   444 =  98.874
1, 41  acc:    28 /    28 = 100.000
1, 42  acc:     6 /     7 =  85.714
1, 43  acc:    29 /    31 =  93.548
1, 44  acc:    24 /    24 = 100.000
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:    13 /    13 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   533 /   548 =  97.263
1, 49  acc:    14 /    14 = 100.000
1, 50  acc:    32 /    33 =  96.970
1, 51  acc:    27 /    27 = 100.000
1, 52  acc:    15 /    15 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    26 /    27 =  96.296
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   419 /   431 =  97.216
1, 57  acc:    18 /    18 = 100.000
1, 58  acc:    12 /    13 =  92.308
1, 59  acc:    14 /    14 = 100.000
1, 60  acc:    32 /    33 =  96.970
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    21 /    22 =  95.455
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5398 /  5536 =  97.507
1, 65  acc:   753 /   770 =  97.792
1, 66  acc:   465 /   479 =  97.077
1, 67  acc:   195 /   200 =  97.500
1, 68  acc:   239 /   251 =  95.219
1, 69  acc:    54 /    55 =  98.182
1, 70  acc:    80 /    81 =  98.765
1, 71  acc:    17 /    17 = 100.000
1, 72  acc:   105 /   108 =  97.222
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    17 /    18 =  94.444
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:   199 /   207 =  96.135
1, 81  acc:    18 /    20 =  90.000
1, 82  acc:    43 /    45 =  95.556
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    26 /    26 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    21 /    22 =  95.455
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   162 /   164 =  98.780
1, 95  acc:    11 /    11 = 100.000
1, 96  acc:    12 /    12 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    19 /    19 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    28 /    28 = 100.000
1, 101  acc:     6 /     6 = 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:    26 /    26 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     4 /     4 = 100.000
1, 112  acc:    18 /    18 = 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:  7890 /  8152 =  96.786
1, 118  acc:  2008 /  2069 =  97.052
1, 119  acc:   440 /   456 =  96.491
1, 120  acc:   522 /   537 =  97.207
1, 121  acc:   126 /   131 =  96.183
1, 122  acc:    69 /    70 =  98.571
1, 123  acc:    23 /    25 =  92.000
1, 124  acc:    44 /    47 =  93.617
1, 125  acc:   492 /   514 =  95.720
1, 126  acc:   131 /   134 =  97.761
1, 127  acc:    30 /    31 =  96.774
1, 128  acc:    38 /    40 =  95.000
1, 129  acc:    17 /    18 =  94.444
1, 130  acc:     9 /    10 =  90.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    11 =  90.909
1, 133  acc:   415 /   429 =  96.737
1, 134  acc:    94 /    95 =  98.947
1, 135  acc:    27 /    27 = 100.000
1, 136  acc:    20 /    22 =  90.909
1, 137  acc:     8 /     8 = 100.000
1, 138  acc:     6 /     6 = 100.000
1, 139  acc:     8 /     8 = 100.000
1, 140  acc:     1 /     2 =  50.000
1, 141  acc:   105 /   109 =  96.330
1, 142  acc:    17 /    19 =  89.474
1, 143  acc:     9 /     9 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     3 =  33.333
1, 148  acc:   215 /   226 =  95.133
1, 149  acc:    20 /    20 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:     7 /    16 =  43.750
1, 152  acc:     3 /     4 =  75.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    41 /    42 =  97.619
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:    32 /    32 = 100.000
1, 160  acc:     5 /     6 =  83.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    19 /    20 =  95.000
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:  3474 /  3581 =  97.012
1, 170  acc:   635 /   655 =  96.947
1, 171  acc:   247 /   253 =  97.628
1, 172  acc:   214 /   220 =  97.273
1, 173  acc:    45 /    48 =  93.750
1, 174  acc:    13 /    14 =  92.857
1, 175  acc:    13 /    13 = 100.000
1, 176  acc:    48 /    49 =  97.959
1, 177  acc:   102 /   106 =  96.226
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     6 /     7 =  85.714
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     7 /     8 =  87.500
1, 183  acc:    18 /    18 = 100.000
1, 184  acc:   124 /   129 =  96.124
1, 185  acc:    56 /    57 =  98.246
1, 186  acc:    14 /    15 =  93.333
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:     8 /     8 = 100.000
1, 189  acc:     8 /     9 =  88.889
1, 190  acc:    13 /    13 = 100.000
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:   106 /   111 =  95.495
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    19 /    19 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /    12 =  75.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     8 =  87.500
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:    11 /    11 = 100.000
1, 219  acc:     6 /     7 =  85.714
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260459 / 269038 =  96.811
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24799 / 25373 =  97.738
0, 1  acc: 30562 / 31282 =  97.698
0, 2  acc:  6020 /  6155 =  97.807
0, 3  acc: 23731 / 24292 =  97.691
0, 4  acc: 10616 / 10829 =  98.033
0, 5  acc:  5420 /  5541 =  97.816
0, 6  acc:  6639 /  6785 =  97.848
0, 7  acc: 11740 / 12016 =  97.703
1, 0  acc:  4336 /  4437 =  97.724
1, 1  acc:  4836 /  4962 =  97.461
1, 2  acc:  2207 /  2265 =  97.439
1, 3  acc:  2389 /  2446 =  97.670
1, 4  acc:  3049 /  3125 =  97.568
1, 5  acc:   973 /  1003 =  97.009
1, 6  acc:  3024 /  3111 =  97.203
1, 7  acc:  4565 /  4682 =  97.501
--------------------------------------
Average acc: 144906 / 148304 =  97.709
Robust  acc:   973 /  1003 =  97.009
--------------------------------------
New max robust acc: 97.00897308075773
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed41.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed41.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: 62.339 | Best Acc: 90.455
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10447 / 12092 =  86.396
0, 1  acc: 12524 / 14179 =  88.328
0, 2  acc:  2073 /  3210 =  64.579
0, 3  acc: 10946 / 12101 =  90.455
0, 4  acc:  4306 /  5355 =  80.411
0, 5  acc:  2523 /  2980 =  84.664
0, 6  acc:  2079 /  3335 =  62.339
0, 7  acc:  4038 /  5723 =  70.557
1, 0  acc:  1634 /  2203 =  74.172
1, 1  acc:  1618 /  2270 =  71.278
1, 2  acc:   927 /  1216 =  76.234
1, 3  acc:   870 /  1260 =  69.048
1, 4  acc:  1102 /  1627 =  67.732
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1686 /  2246 =  75.067
------------------------------------
Average acc: 58399 / 71854 =  81.275
Robust  acc:  2079 /  3335 =  62.339
------------------------------------
Accuracies by groups:
0, 0  acc: 10447 / 12092 =  86.396
0, 1  acc: 12524 / 14179 =  88.328
0, 2  acc:  2073 /  3210 =  64.579
0, 3  acc: 10946 / 12101 =  90.455
0, 4  acc:  4306 /  5355 =  80.411
0, 5  acc:  2523 /  2980 =  84.664
0, 6  acc:  2079 /  3335 =  62.339
0, 7  acc:  4038 /  5723 =  70.557
1, 0  acc:  1634 /  2203 =  74.172
1, 1  acc:  1618 /  2270 =  71.278
1, 2  acc:   927 /  1216 =  76.234
1, 3  acc:   870 /  1260 =  69.048
1, 4  acc:  1102 /  1627 =  67.732
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1686 /  2246 =  75.067
------------------------------------
Average acc: 58399 / 71854 =  81.275
Robust  acc:  2079 /  3335 =  62.339
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10447 / 12092 =  86.396
0, 1  acc: 12524 / 14179 =  88.328
0, 2  acc:  2073 /  3210 =  64.579
0, 3  acc: 10946 / 12101 =  90.455
0, 4  acc:  4306 /  5355 =  80.411
0, 5  acc:  2523 /  2980 =  84.664
0, 6  acc:  2079 /  3335 =  62.339
0, 7  acc:  4038 /  5723 =  70.557
1, 0  acc:  1634 /  2203 =  74.172
1, 1  acc:  1618 /  2270 =  71.278
1, 2  acc:   927 /  1216 =  76.234
1, 3  acc:   870 /  1260 =  69.048
1, 4  acc:  1102 /  1627 =  67.732
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1686 /  2246 =  75.067
------------------------------------
Average acc: 58399 / 71854 =  81.275
Robust  acc:  2079 /  3335 =  62.339
------------------------------------

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: 98.751
Training:
Accuracies by groups:
0, 0  acc: 63918 / 65217 =  98.008
0, 1  acc:  7166 /  7337 =  97.669
0, 2  acc: 10845 / 11116 =  97.562
0, 3  acc:  5223 /  5358 =  97.480
0, 4  acc:  2038 /  2182 =  93.401
0, 5  acc:   264 /   288 =  91.667
0, 6  acc:   309 /   327 =  94.495
0, 7  acc:   294 /   313 =  93.930
0, 8  acc:  6115 /  6293 =  97.171
0, 9  acc:   444 /   463 =  95.896
0, 10  acc:   424 /   439 =  96.583
0, 11  acc:   314 /   322 =  97.516
0, 12  acc:   418 /   440 =  95.000
0, 13  acc:    31 /    34 =  91.176
0, 14  acc:    37 /    41 =  90.244
0, 15  acc:    23 /    29 =  79.310
0, 16  acc:  5042 /  5300 =  95.132
0, 17  acc:   201 /   206 =  97.573
0, 18  acc:   512 /   537 =  95.345
0, 19  acc:   131 /   143 =  91.608
0, 20  acc:   131 /   136 =  96.324
0, 21  acc:    11 /    12 =  91.667
0, 22  acc:    85 /    87 =  97.701
0, 23  acc:    20 /    23 =  86.957
0, 24  acc:   712 /   747 =  95.315
0, 25  acc:    50 /    52 =  96.154
0, 26  acc:    75 /    76 =  98.684
0, 27  acc:    27 /    28 =  96.429
0, 28  acc:    44 /    47 =  93.617
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     6 /     6 = 100.000
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  1683 /  1731 =  97.227
0, 33  acc:    89 /    95 =  93.684
0, 34  acc:    64 /    64 = 100.000
0, 35  acc:    22 /    22 = 100.000
0, 36  acc:    51 /    52 =  98.077
0, 37  acc:    12 /    12 = 100.000
0, 38  acc:    21 /    21 = 100.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   383 /   392 =  97.704
0, 41  acc:    17 /    17 = 100.000
0, 42  acc:    11 /    11 = 100.000
0, 43  acc:     9 /     9 = 100.000
0, 44  acc:    16 /    18 =  88.889
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   297 /   310 =  95.806
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    13 /    14 =  92.857
0, 51  acc:    17 /    17 = 100.000
0, 52  acc:     2 /     2 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   266 /   282 =  94.326
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    19 /    20 =  95.000
0, 59  acc:    13 /    14 =  92.857
0, 60  acc:    14 /    17 =  82.353
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2352 /  2490 =  94.458
0, 65  acc:   381 /   401 =  95.012
0, 66  acc:   238 /   250 =  95.200
0, 67  acc:   105 /   107 =  98.131
0, 68  acc:    62 /    67 =  92.537
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    21 /    25 =  84.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    49 /    49 = 100.000
0, 73  acc:     8 /     9 =  88.889
0, 74  acc:     5 /     7 =  71.429
0, 75  acc:     6 /     7 =  85.714
0, 76  acc:    11 /    12 =  91.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   107 /   113 =  94.690
0, 81  acc:     7 /    11 =  63.636
0, 82  acc:     8 /     9 =  88.889
0, 83  acc:    17 /    18 =  94.444
0, 84  acc:     3 /     4 =  75.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     3 /     3 = 100.000
0, 88  acc:    11 /    11 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     4 /     4 = 100.000
0, 94  acc:    82 /    83 =  98.795
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     3 /     4 =  75.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    23 /    23 = 100.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    11 /    11 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    14 /    15 =  93.333
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     3 /     5 =  60.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:    11 /    11 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6797 /  7022 =  96.796
0, 118  acc:  1667 /  1718 =  97.031
0, 119  acc:   395 /   404 =  97.772
0, 120  acc:   344 /   363 =  94.766
0, 121  acc:    72 /    81 =  88.889
0, 122  acc:    48 /    51 =  94.118
0, 123  acc:     9 /    10 =  90.000
0, 124  acc:    25 /    25 = 100.000
0, 125  acc:   373 /   388 =  96.134
0, 126  acc:   129 /   134 =  96.269
0, 127  acc:    16 /    17 =  94.118
0, 128  acc:    48 /    50 =  96.000
0, 129  acc:     4 /     5 =  80.000
0, 130  acc:    11 /    12 =  91.667
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   239 /   257 =  92.996
0, 134  acc:    75 /    81 =  92.593
0, 135  acc:    33 /    33 = 100.000
0, 136  acc:    31 /    31 = 100.000
0, 137  acc:     7 /     7 = 100.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    78 /    81 =  96.296
0, 142  acc:    13 /    14 =  92.857
0, 143  acc:     9 /     9 = 100.000
0, 144  acc:    18 /    18 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   121 /   126 =  96.032
0, 149  acc:    12 /    12 = 100.000
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:    21 /    28 =  75.000
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    47 /    51 =  92.157
0, 155  acc:     9 /     9 = 100.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    28 /    29 =  96.552
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    20 /    22 =  90.909
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    16 /    16 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1639 /  1734 =  94.521
0, 170  acc:   446 /   469 =  95.096
0, 171  acc:   118 /   126 =  93.651
0, 172  acc:   179 /   185 =  96.757
0, 173  acc:    13 /    13 = 100.000
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    14 /    16 =  87.500
0, 177  acc:    70 /    73 =  95.890
0, 178  acc:    19 /    19 = 100.000
0, 179  acc:    10 /    10 = 100.000
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    73 /    74 =  98.649
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     4 /     7 =  57.143
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    45 /    46 =  97.826
0, 192  acc:     5 /     5 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    57 /    61 =  93.443
0, 197  acc:    17 /    17 = 100.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    19 /    22 =  86.364
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     5 /     8 =  62.500
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    17 /    17 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 60441 / 61054 =  98.996
1, 1  acc:  6199 /  6277 =  98.757
1, 2  acc: 10628 / 10788 =  98.517
1, 3  acc:  4480 /  4553 =  98.397
1, 4  acc:  5403 /  5465 =  98.866
1, 5  acc:   939 /   950 =  98.842
1, 6  acc:   525 /   537 =  97.765
1, 7  acc:   668 /   677 =  98.671
1, 8  acc:  5407 /  5500 =  98.309
1, 9  acc:   382 /   388 =  98.454
1, 10  acc:   470 /   482 =  97.510
1, 11  acc:   234 /   240 =  97.500
1, 12  acc:   859 /   866 =  99.192
1, 13  acc:   114 /   117 =  97.436
1, 14  acc:   141 /   144 =  97.917
1, 15  acc:   132 /   138 =  95.652
1, 16  acc:  8212 /  8341 =  98.453
1, 17  acc:   275 /   278 =  98.921
1, 18  acc:   661 /   671 =  98.510
1, 19  acc:   247 /   252 =  98.016
1, 20  acc:   284 /   287 =  98.955
1, 21  acc:    32 /    32 = 100.000
1, 22  acc:   132 /   134 =  98.507
1, 23  acc:    35 /    36 =  97.222
1, 24  acc:  1045 /  1071 =  97.572
1, 25  acc:    19 /    19 = 100.000
1, 26  acc:   109 /   109 = 100.000
1, 27  acc:    15 /    15 = 100.000
1, 28  acc:   139 /   144 =  96.528
1, 29  acc:    14 /    15 =  93.333
1, 30  acc:    23 /    23 = 100.000
1, 31  acc:     7 /     8 =  87.500
1, 32  acc:  1696 /  1726 =  98.262
1, 33  acc:    87 /    88 =  98.864
1, 34  acc:    75 /    75 = 100.000
1, 35  acc:    26 /    27 =  96.296
1, 36  acc:    52 /    52 = 100.000
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    26 /    27 =  96.296
1, 39  acc:     4 /     5 =  80.000
1, 40  acc:   440 /   451 =  97.561
1, 41  acc:    24 /    24 = 100.000
1, 42  acc:     8 /     8 = 100.000
1, 43  acc:    19 /    19 = 100.000
1, 44  acc:    29 /    30 =  96.667
1, 45  acc:     7 /     8 =  87.500
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   555 /   566 =  98.057
1, 49  acc:    18 /    18 = 100.000
1, 50  acc:    39 /    41 =  95.122
1, 51  acc:    21 /    21 = 100.000
1, 52  acc:    17 /    17 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    34 /    34 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   437 /   447 =  97.763
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    23 /    23 = 100.000
1, 59  acc:    21 /    21 = 100.000
1, 60  acc:    30 /    31 =  96.774
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    19 /    19 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5459 /  5524 =  98.823
1, 65  acc:   716 /   731 =  97.948
1, 66  acc:   427 /   433 =  98.614
1, 67  acc:   178 /   184 =  96.739
1, 68  acc:   241 /   245 =  98.367
1, 69  acc:    53 /    53 = 100.000
1, 70  acc:    70 /    72 =  97.222
1, 71  acc:    32 /    33 =  96.970
1, 72  acc:   111 /   111 = 100.000
1, 73  acc:     7 /     7 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    20 /    22 =  90.909
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   170 /   171 =  99.415
1, 81  acc:    14 /    19 =  73.684
1, 82  acc:    57 /    57 = 100.000
1, 83  acc:     6 /     8 =  75.000
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    24 /    24 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    14 =  92.857
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     5 /     5 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:   137 /   137 = 100.000
1, 95  acc:    15 /    15 = 100.000
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    20 =  95.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    29 /    29 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    24 /    24 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    20 /    20 = 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:  8093 /  8286 =  97.671
1, 118  acc:  2037 /  2072 =  98.311
1, 119  acc:   487 /   493 =  98.783
1, 120  acc:   524 /   538 =  97.398
1, 121  acc:   136 /   140 =  97.143
1, 122  acc:    64 /    67 =  95.522
1, 123  acc:    31 /    31 = 100.000
1, 124  acc:    45 /    45 = 100.000
1, 125  acc:   516 /   525 =  98.286
1, 126  acc:   125 /   126 =  99.206
1, 127  acc:    19 /    19 = 100.000
1, 128  acc:    43 /    45 =  95.556
1, 129  acc:    19 /    20 =  95.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   415 /   420 =  98.810
1, 134  acc:    76 /    76 = 100.000
1, 135  acc:    27 /    28 =  96.429
1, 136  acc:    32 /    33 =  96.970
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     8 /     8 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    91 /    93 =  97.849
1, 142  acc:    13 /    13 = 100.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     6 /     8 =  75.000
1, 148  acc:   190 /   195 =  97.436
1, 149  acc:    13 /    13 = 100.000
1, 150  acc:     8 /     8 = 100.000
1, 151  acc:    13 /    17 =  76.471
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    35 /    39 =  89.744
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     4 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    29 /    29 = 100.000
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    24 /    25 =  96.000
1, 165  acc:     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:  3507 /  3565 =  98.373
1, 170  acc:   630 /   642 =  98.131
1, 171  acc:   264 /   268 =  98.507
1, 172  acc:   222 /   227 =  97.797
1, 173  acc:    60 /    60 = 100.000
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    43 /    45 =  95.556
1, 177  acc:   106 /   107 =  99.065
1, 178  acc:     8 /     9 =  88.889
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:     6 /     7 =  85.714
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:    23 /    23 = 100.000
1, 184  acc:   123 /   124 =  99.194
1, 185  acc:    38 /    38 = 100.000
1, 186  acc:    15 /    16 =  93.750
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:     8 /     8 = 100.000
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   130 /   134 =  97.015
1, 197  acc:    11 /    11 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    15 /    17 =  88.235
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    18 /    21 =  85.714
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    10 /    10 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     9 /     9 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263590 / 269038 =  97.975
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25089 / 25373 =  98.881
0, 1  acc: 30912 / 31282 =  98.817
0, 2  acc:  6092 /  6155 =  98.976
0, 3  acc: 23998 / 24292 =  98.790
0, 4  acc: 10693 / 10829 =  98.744
0, 5  acc:  5484 /  5541 =  98.971
0, 6  acc:  6701 /  6785 =  98.762
0, 7  acc: 11881 / 12016 =  98.876
1, 0  acc:  4390 /  4437 =  98.941
1, 1  acc:  4909 /  4962 =  98.932
1, 2  acc:  2239 /  2265 =  98.852
1, 3  acc:  2414 /  2446 =  98.692
1, 4  acc:  3075 /  3125 =  98.400
1, 5  acc:   995 /  1003 =  99.202
1, 6  acc:  3074 /  3111 =  98.811
1, 7  acc:  4635 /  4682 =  98.996
--------------------------------------
Average acc: 146581 / 148304 =  98.838
Robust  acc:  3075 /  3125 =  98.400
--------------------------------------
New max robust acc: 98.4
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed41.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed41.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: 62.222 | Best Acc: 92.546
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10742 / 12092 =  88.836
0, 1  acc: 12753 / 14179 =  89.943
0, 2  acc:  2374 /  3210 =  73.956
0, 3  acc: 11199 / 12101 =  92.546
0, 4  acc:  4431 /  5355 =  82.745
0, 5  acc:  2649 /  2980 =  88.893
0, 6  acc:  2481 /  3335 =  74.393
0, 7  acc:  4525 /  5723 =  79.067
1, 0  acc:  1517 /  2203 =  68.861
1, 1  acc:  1513 /  2270 =  66.652
1, 2  acc:   824 /  1216 =  67.763
1, 3  acc:   784 /  1260 =  62.222
1, 4  acc:  1062 /  1627 =  65.274
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1072 /  1537 =  69.746
1, 7  acc:  1489 /  2246 =  66.296
------------------------------------
Average acc: 59746 / 71854 =  83.149
Robust  acc:   784 /  1260 =  62.222
------------------------------------
Accuracies by groups:
0, 0  acc: 10742 / 12092 =  88.836
0, 1  acc: 12753 / 14179 =  89.943
0, 2  acc:  2374 /  3210 =  73.956
0, 3  acc: 11199 / 12101 =  92.546
0, 4  acc:  4431 /  5355 =  82.745
0, 5  acc:  2649 /  2980 =  88.893
0, 6  acc:  2481 /  3335 =  74.393
0, 7  acc:  4525 /  5723 =  79.067
1, 0  acc:  1517 /  2203 =  68.861
1, 1  acc:  1513 /  2270 =  66.652
1, 2  acc:   824 /  1216 =  67.763
1, 3  acc:   784 /  1260 =  62.222
1, 4  acc:  1062 /  1627 =  65.274
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1072 /  1537 =  69.746
1, 7  acc:  1489 /  2246 =  66.296
------------------------------------
Average acc: 59746 / 71854 =  83.149
Robust  acc:   784 /  1260 =  62.222
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10742 / 12092 =  88.836
0, 1  acc: 12753 / 14179 =  89.943
0, 2  acc:  2374 /  3210 =  73.956
0, 3  acc: 11199 / 12101 =  92.546
0, 4  acc:  4431 /  5355 =  82.745
0, 5  acc:  2649 /  2980 =  88.893
0, 6  acc:  2481 /  3335 =  74.393
0, 7  acc:  4525 /  5723 =  79.067
1, 0  acc:  1517 /  2203 =  68.861
1, 1  acc:  1513 /  2270 =  66.652
1, 2  acc:   824 /  1216 =  67.763
1, 3  acc:   784 /  1260 =  62.222
1, 4  acc:  1062 /  1627 =  65.274
1, 5  acc:   331 /   520 =  63.654
1, 6  acc:  1072 /  1537 =  69.746
1, 7  acc:  1489 /  2246 =  66.296
------------------------------------
Average acc: 59746 / 71854 =  83.149
Robust  acc:   784 /  1260 =  62.222
------------------------------------

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: 98.591 | Val Loss: 0.000 | Val Acc: 98.675
Training:
Accuracies by groups:
0, 0  acc: 64681 / 65595 =  98.607
0, 1  acc:  7011 /  7120 =  98.469
0, 2  acc: 10756 / 10930 =  98.408
0, 3  acc:  5333 /  5437 =  98.087
0, 4  acc:  2173 /  2270 =  95.727
0, 5  acc:   282 /   300 =  94.000
0, 6  acc:   294 /   304 =  96.711
0, 7  acc:   293 /   308 =  95.130
0, 8  acc:  6145 /  6276 =  97.913
0, 9  acc:   428 /   436 =  98.165
0, 10  acc:   439 /   451 =  97.339
0, 11  acc:   316 /   327 =  96.636
0, 12  acc:   436 /   462 =  94.372
0, 13  acc:    36 /    39 =  92.308
0, 14  acc:    36 /    36 = 100.000
0, 15  acc:    25 /    27 =  92.593
0, 16  acc:  5157 /  5295 =  97.394
0, 17  acc:   208 /   213 =  97.653
0, 18  acc:   541 /   557 =  97.127
0, 19  acc:   148 /   152 =  97.368
0, 20  acc:   134 /   144 =  93.056
0, 21  acc:    17 /    17 = 100.000
0, 22  acc:    59 /    59 = 100.000
0, 23  acc:    17 /    21 =  80.952
0, 24  acc:   702 /   731 =  96.033
0, 25  acc:    45 /    46 =  97.826
0, 26  acc:    70 /    73 =  95.890
0, 27  acc:    22 /    22 = 100.000
0, 28  acc:    36 /    38 =  94.737
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     9 /     9 = 100.000
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  1646 /  1686 =  97.628
0, 33  acc:    76 /    77 =  98.701
0, 34  acc:    71 /    72 =  98.611
0, 35  acc:    23 /    24 =  95.833
0, 36  acc:    43 /    43 = 100.000
0, 37  acc:     3 /     3 = 100.000
0, 38  acc:    16 /    17 =  94.118
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   404 /   413 =  97.821
0, 41  acc:    18 /    18 = 100.000
0, 42  acc:    12 /    13 =  92.308
0, 43  acc:     6 /     6 = 100.000
0, 44  acc:    11 /    11 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   369 /   384 =  96.094
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    22 /    22 = 100.000
0, 51  acc:    14 /    14 = 100.000
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /     4 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   273 /   283 =  96.466
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    22 /    23 =  95.652
0, 59  acc:    14 /    14 = 100.000
0, 60  acc:    18 /    23 =  78.261
0, 61  acc:     3 /     5 =  60.000
0, 62  acc:    15 /    16 =  93.750
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2411 /  2514 =  95.903
0, 65  acc:   388 /   396 =  97.980
0, 66  acc:   235 /   243 =  96.708
0, 67  acc:    98 /   102 =  96.078
0, 68  acc:    50 /    52 =  96.154
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    26 /    28 =  92.857
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    63 /    63 = 100.000
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:     4 /     4 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    74 /    83 =  89.157
0, 81  acc:     9 /    13 =  69.231
0, 82  acc:     8 /     8 = 100.000
0, 83  acc:    10 /    10 = 100.000
0, 84  acc:     2 /     4 =  50.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    11 /    11 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     2 /     3 =  66.667
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    76 /    80 =  95.000
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    16 /    16 = 100.000
0, 99  acc:     1 /     2 =  50.000
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:     6 /     6 = 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:    17 /    17 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     8 /     9 =  88.889
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     5 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6793 /  6971 =  97.447
0, 118  acc:  1667 /  1699 =  98.117
0, 119  acc:   436 /   450 =  96.889
0, 120  acc:   367 /   381 =  96.325
0, 121  acc:    86 /    90 =  95.556
0, 122  acc:    38 /    38 = 100.000
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    14 /    15 =  93.333
0, 125  acc:   383 /   392 =  97.704
0, 126  acc:   131 /   134 =  97.761
0, 127  acc:    20 /    20 = 100.000
0, 128  acc:    49 /    50 =  98.000
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   252 /   258 =  97.674
0, 134  acc:    65 /    68 =  95.588
0, 135  acc:    41 /    41 = 100.000
0, 136  acc:    41 /    42 =  97.619
0, 137  acc:     8 /     9 =  88.889
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    80 /    82 =  97.561
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:    15 /    15 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   128 /   130 =  98.462
0, 149  acc:    14 /    15 =  93.333
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:    11 /    16 =  68.750
0, 152  acc:     5 /     6 =  83.333
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    56 /    56 = 100.000
0, 155  acc:     6 /     6 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    25 /    26 =  96.154
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     4 /     5 =  80.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    18 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    13 /    13 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1695 /  1757 =  96.471
0, 170  acc:   364 /   376 =  96.809
0, 171  acc:   119 /   122 =  97.541
0, 172  acc:   176 /   180 =  97.778
0, 173  acc:    16 /    17 =  94.118
0, 174  acc:     8 /     9 =  88.889
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    13 /    15 =  86.667
0, 177  acc:    70 /    72 =  97.222
0, 178  acc:    11 /    13 =  84.615
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:    10 /    10 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     7 /     7 = 100.000
0, 184  acc:    81 /    81 = 100.000
0, 185  acc:     7 /     7 = 100.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:     7 /     7 = 100.000
0, 188  acc:     2 /     4 =  50.000
0, 189  acc:    10 /    10 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    34 /    35 =  97.143
0, 192  acc:     2 /     2 = 100.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    43 /    43 = 100.000
0, 197  acc:    14 /    14 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     0 /     1 =   0.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    17 /    20 =  85.000
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     7 /     7 = 100.000
0, 214  acc:     5 /     6 =  83.333
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 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: 60452 / 60894 =  99.274
1, 1  acc:  6136 /  6205 =  98.888
1, 2  acc: 10744 / 10818 =  99.316
1, 3  acc:  4445 /  4499 =  98.800
1, 4  acc:  5387 /  5436 =  99.099
1, 5  acc:   919 /   923 =  99.567
1, 6  acc:   518 /   521 =  99.424
1, 7  acc:   693 /   699 =  99.142
1, 8  acc:  5464 /  5526 =  98.878
1, 9  acc:   401 /   406 =  98.768
1, 10  acc:   480 /   485 =  98.969
1, 11  acc:   250 /   253 =  98.814
1, 12  acc:   796 /   809 =  98.393
1, 13  acc:   109 /   111 =  98.198
1, 14  acc:   162 /   164 =  98.780
1, 15  acc:   150 /   151 =  99.338
1, 16  acc:  8272 /  8373 =  98.794
1, 17  acc:   291 /   294 =  98.980
1, 18  acc:   588 /   596 =  98.658
1, 19  acc:   232 /   237 =  97.890
1, 20  acc:   283 /   289 =  97.924
1, 21  acc:    40 /    40 = 100.000
1, 22  acc:   119 /   122 =  97.541
1, 23  acc:    40 /    42 =  95.238
1, 24  acc:  1060 /  1072 =  98.881
1, 25  acc:    28 /    28 = 100.000
1, 26  acc:   114 /   114 = 100.000
1, 27  acc:    22 /    22 = 100.000
1, 28  acc:   145 /   147 =  98.639
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    27 /    27 = 100.000
1, 31  acc:     9 /     9 = 100.000
1, 32  acc:  1721 /  1743 =  98.738
1, 33  acc:    98 /    99 =  98.990
1, 34  acc:    63 /    65 =  96.923
1, 35  acc:    26 /    26 = 100.000
1, 36  acc:    55 /    55 = 100.000
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    29 /    29 = 100.000
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   423 /   427 =  99.063
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:    14 /    15 =  93.333
1, 43  acc:    18 /    18 = 100.000
1, 44  acc:    24 /    24 = 100.000
1, 45  acc:     5 /     5 = 100.000
1, 46  acc:    10 /    11 =  90.909
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   582 /   587 =  99.148
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    32 /    32 = 100.000
1, 51  acc:    26 /    26 = 100.000
1, 52  acc:    16 /    17 =  94.118
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    32 /    32 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   429 /   436 =  98.394
1, 57  acc:    19 /    19 = 100.000
1, 58  acc:    15 /    15 = 100.000
1, 59  acc:    28 /    28 = 100.000
1, 60  acc:    32 /    33 =  96.970
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5536 /  5594 =  98.963
1, 65  acc:   772 /   779 =  99.101
1, 66  acc:   449 /   457 =  98.249
1, 67  acc:   157 /   160 =  98.125
1, 68  acc:   245 /   248 =  98.790
1, 69  acc:    33 /    33 = 100.000
1, 70  acc:    93 /    93 = 100.000
1, 71  acc:    32 /    32 = 100.000
1, 72  acc:   113 /   113 = 100.000
1, 73  acc:     8 /     8 = 100.000
1, 74  acc:     5 /     6 =  83.333
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    24 /    24 = 100.000
1, 77  acc:     9 /     9 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   174 /   179 =  97.207
1, 81  acc:    26 /    27 =  96.296
1, 82  acc:    51 /    52 =  98.077
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    22 /    22 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    19 /    19 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     9 /     9 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:   157 /   159 =  98.742
1, 95  acc:    19 /    19 = 100.000
1, 96  acc:    19 /    19 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    19 /    20 =  95.000
1, 101  acc:     3 /     3 = 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:    34 /    34 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    24 /    24 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     3 /     3 = 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:  8290 /  8397 =  98.726
1, 118  acc:  1965 /  1990 =  98.744
1, 119  acc:   513 /   518 =  99.035
1, 120  acc:   529 /   535 =  98.879
1, 121  acc:   122 /   124 =  98.387
1, 122  acc:    74 /    77 =  96.104
1, 123  acc:    30 /    30 = 100.000
1, 124  acc:    55 /    55 = 100.000
1, 125  acc:   538 /   544 =  98.897
1, 126  acc:   126 /   127 =  99.213
1, 127  acc:    32 /    33 =  96.970
1, 128  acc:    50 /    51 =  98.039
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   450 /   452 =  99.558
1, 134  acc:    88 /    88 = 100.000
1, 135  acc:    36 /    36 = 100.000
1, 136  acc:    31 /    33 =  93.939
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     3 =  66.667
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   102 /   105 =  97.143
1, 142  acc:    15 /    15 = 100.000
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     2 = 100.000
1, 148  acc:   163 /   166 =  98.193
1, 149  acc:    17 /    17 = 100.000
1, 150  acc:    19 /    19 = 100.000
1, 151  acc:     9 /    14 =  64.286
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     8 /     8 = 100.000
1, 154  acc:    50 /    51 =  98.039
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:    33 /    35 =  94.286
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    27 /    27 = 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:  3511 /  3559 =  98.651
1, 170  acc:   694 /   702 =  98.860
1, 171  acc:   231 /   235 =  98.298
1, 172  acc:   231 /   234 =  98.718
1, 173  acc:    56 /    56 = 100.000
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:    12 /    12 = 100.000
1, 176  acc:    49 /    49 = 100.000
1, 177  acc:    97 /    99 =  97.980
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     7 /     8 =  87.500
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     8 /     8 = 100.000
1, 183  acc:    20 /    20 = 100.000
1, 184  acc:   117 /   120 =  97.500
1, 185  acc:    42 /    42 = 100.000
1, 186  acc:    20 /    20 = 100.000
1, 187  acc:    12 /    12 = 100.000
1, 188  acc:     5 /     5 = 100.000
1, 189  acc:     7 /     7 = 100.000
1, 190  acc:    10 /    10 = 100.000
1, 191  acc:     8 /     8 = 100.000
1, 192  acc:    11 /    11 = 100.000
1, 193  acc:     8 /     8 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:   108 /   113 =  95.575
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:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    23 /    23 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    12 /    14 =  85.714
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:    11 /    11 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265247 / 269038 =  98.591
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25037 / 25373 =  98.676
0, 1  acc: 30864 / 31282 =  98.664
0, 2  acc:  6065 /  6155 =  98.538
0, 3  acc: 23971 / 24292 =  98.679
0, 4  acc: 10689 / 10829 =  98.707
0, 5  acc:  5468 /  5541 =  98.683
0, 6  acc:  6703 /  6785 =  98.791
0, 7  acc: 11874 / 12016 =  98.818
1, 0  acc:  4388 /  4437 =  98.896
1, 1  acc:  4912 /  4962 =  98.992
1, 2  acc:  2241 /  2265 =  98.940
1, 3  acc:  2409 /  2446 =  98.487
1, 4  acc:  3076 /  3125 =  98.432
1, 5  acc:   990 /  1003 =  98.704
1, 6  acc:  3081 /  3111 =  99.036
1, 7  acc:  4625 /  4682 =  98.783
--------------------------------------
Average acc: 146393 / 148304 =  98.711
Robust  acc:  3076 /  3125 =  98.432
--------------------------------------
New max robust acc: 98.432
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed41.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed41.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: 63.846 | Best Acc: 91.397
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10653 / 12092 =  88.100
0, 1  acc: 12604 / 14179 =  88.892
0, 2  acc:  2379 /  3210 =  74.112
0, 3  acc: 11060 / 12101 =  91.397
0, 4  acc:  4355 /  5355 =  81.326
0, 5  acc:  2616 /  2980 =  87.785
0, 6  acc:  2508 /  3335 =  75.202
0, 7  acc:  4514 /  5723 =  78.875
1, 0  acc:  1563 /  2203 =  70.949
1, 1  acc:  1572 /  2270 =  69.251
1, 2  acc:   833 /  1216 =  68.503
1, 3  acc:   837 /  1260 =  66.429
1, 4  acc:  1099 /  1627 =  67.548
1, 5  acc:   332 /   520 =  63.846
1, 6  acc:  1051 /  1537 =  68.380
1, 7  acc:  1511 /  2246 =  67.275
------------------------------------
Average acc: 59487 / 71854 =  82.789
Robust  acc:   332 /   520 =  63.846
------------------------------------
Accuracies by groups:
0, 0  acc: 10653 / 12092 =  88.100
0, 1  acc: 12604 / 14179 =  88.892
0, 2  acc:  2379 /  3210 =  74.112
0, 3  acc: 11060 / 12101 =  91.397
0, 4  acc:  4355 /  5355 =  81.326
0, 5  acc:  2616 /  2980 =  87.785
0, 6  acc:  2508 /  3335 =  75.202
0, 7  acc:  4514 /  5723 =  78.875
1, 0  acc:  1563 /  2203 =  70.949
1, 1  acc:  1572 /  2270 =  69.251
1, 2  acc:   833 /  1216 =  68.503
1, 3  acc:   837 /  1260 =  66.429
1, 4  acc:  1099 /  1627 =  67.548
1, 5  acc:   332 /   520 =  63.846
1, 6  acc:  1051 /  1537 =  68.380
1, 7  acc:  1511 /  2246 =  67.275
------------------------------------
Average acc: 59487 / 71854 =  82.789
Robust  acc:   332 /   520 =  63.846
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10653 / 12092 =  88.100
0, 1  acc: 12604 / 14179 =  88.892
0, 2  acc:  2379 /  3210 =  74.112
0, 3  acc: 11060 / 12101 =  91.397
0, 4  acc:  4355 /  5355 =  81.326
0, 5  acc:  2616 /  2980 =  87.785
0, 6  acc:  2508 /  3335 =  75.202
0, 7  acc:  4514 /  5723 =  78.875
1, 0  acc:  1563 /  2203 =  70.949
1, 1  acc:  1572 /  2270 =  69.251
1, 2  acc:   833 /  1216 =  68.503
1, 3  acc:   837 /  1260 =  66.429
1, 4  acc:  1099 /  1627 =  67.548
1, 5  acc:   332 /   520 =  63.846
1, 6  acc:  1051 /  1537 =  68.380
1, 7  acc:  1511 /  2246 =  67.275
------------------------------------
Average acc: 59487 / 71854 =  82.789
Robust  acc:   332 /   520 =  63.846
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed41.pt
