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_seed23.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: 23
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 32
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Tau: 2.0
Gamma: None
Remove label noise: False
Model for remove samples: 
Remove ratio: 0.03
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=23-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed23.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7048, 0.1818],
        [0.0689, 0.0446]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 86.923 | Val Loss: 0.000 | Val Acc: 92.088
Training:
Accuracies by groups:
0, 0  acc: 105096 / 110414 =  95.184
0, 1  acc:  8901 /  9477 =  93.922
0, 2  acc: 13954 / 15107 =  92.368
0, 3  acc:  7028 /  7570 =  92.840
0, 4  acc:  2450 /  3122 =  78.475
0, 5  acc:   260 /   393 =  66.158
0, 6  acc:   358 /   438 =  81.735
0, 7  acc:   341 /   413 =  82.567
0, 8  acc: 11128 / 11681 =  95.266
0, 9  acc:   752 /   808 =  93.069
0, 10  acc:   733 /   795 =  92.201
0, 11  acc:   508 /   544 =  93.382
0, 12  acc:   516 /   636 =  81.132
0, 13  acc:    43 /    52 =  82.692
0, 14  acc:    86 /   100 =  86.000
0, 15  acc:    51 /    69 =  73.913
0, 16  acc:  6116 /  7093 =  86.226
0, 17  acc:   209 /   236 =  88.559
0, 18  acc:   573 /   647 =  88.563
0, 19  acc:   189 /   204 =  92.647
0, 20  acc:    80 /   118 =  67.797
0, 21  acc:     5 /     9 =  55.556
0, 22  acc:    42 /    51 =  82.353
0, 23  acc:     3 /    11 =  27.273
0, 24  acc:   826 /   961 =  85.952
0, 25  acc:    39 /    46 =  84.783
0, 26  acc:    86 /    94 =  91.489
0, 27  acc:    32 /    33 =  96.970
0, 28  acc:    35 /    49 =  71.429
0, 29  acc:     1 /     3 =  33.333
0, 30  acc:     5 /    12 =  41.667
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  2209 /  2368 =  93.285
0, 33  acc:   100 /   107 =  93.458
0, 34  acc:   102 /   110 =  92.727
0, 35  acc:    27 /    29 =  93.103
0, 36  acc:    45 /    47 =  95.745
0, 37  acc:     4 /     7 =  57.143
0, 38  acc:    13 /    16 =  81.250
0, 39  acc:     5 /     5 = 100.000
0, 40  acc:   679 /   727 =  93.398
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    20 /    21 =  95.238
0, 43  acc:    37 /    37 = 100.000
0, 44  acc:    18 /    22 =  81.818
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     8 /    10 =  80.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   404 /   478 =  84.519
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    16 /    19 =  84.211
0, 51  acc:    19 /    21 =  90.476
0, 52  acc:     9 /    12 =  75.000
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     3 /     7 =  42.857
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   411 /   457 =  89.934
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    17 /    25 =  68.000
0, 59  acc:    20 /    20 = 100.000
0, 60  acc:    10 /    13 =  76.923
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     3 /     7 =  42.857
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2419 /  3059 =  79.078
0, 65  acc:   294 /   383 =  76.762
0, 66  acc:   246 /   301 =  81.728
0, 67  acc:   122 /   145 =  84.138
0, 68  acc:    64 /    80 =  80.000
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    20 /    24 =  83.333
0, 71  acc:     7 /     8 =  87.500
0, 72  acc:    79 /    85 =  92.941
0, 73  acc:     8 /     9 =  88.889
0, 74  acc:     4 /     5 =  80.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:     4 /     7 =  57.143
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    60 /    94 =  63.830
0, 81  acc:    10 /    12 =  83.333
0, 82  acc:     7 /     9 =  77.778
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     5 /     9 =  55.556
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     6 /     9 =  66.667
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:    10 /    12 =  83.333
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    60 /    79 =  75.949
0, 95  acc:    10 /    11 =  90.909
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     9 /    11 =  81.818
0, 99  acc:     6 /     6 = 100.000
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:     7 /     8 =  87.500
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:    10 /    16 =  62.500
0, 107  acc:     1 /     2 =  50.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     3 /     6 =  50.000
0, 111  acc:     0 /     2 =   0.000
0, 112  acc:     6 /    10 =  60.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6449 /  7415 =  86.972
0, 118  acc:  1445 /  1713 =  84.355
0, 119  acc:   364 /   426 =  85.446
0, 120  acc:   347 /   407 =  85.258
0, 121  acc:    76 /    99 =  76.768
0, 122  acc:    33 /    42 =  78.571
0, 123  acc:     8 /     9 =  88.889
0, 124  acc:    31 /    35 =  88.571
0, 125  acc:   339 /   400 =  84.750
0, 126  acc:   110 /   135 =  81.481
0, 127  acc:    23 /    26 =  88.462
0, 128  acc:    39 /    45 =  86.667
0, 129  acc:     9 /     9 = 100.000
0, 130  acc:     5 /     6 =  83.333
0, 131  acc:     1 /     5 =  20.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   169 /   237 =  71.308
0, 134  acc:    41 /    60 =  68.333
0, 135  acc:    15 /    18 =  83.333
0, 136  acc:    21 /    28 =  75.000
0, 137  acc:     7 /    16 =  43.750
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    47 /    68 =  69.118
0, 142  acc:     4 /    15 =  26.667
0, 143  acc:     7 /     8 =  87.500
0, 144  acc:    10 /    11 =  90.909
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     4 /     4 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   135 /   147 =  91.837
0, 149  acc:    19 /    26 =  73.077
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:    13 /    14 =  92.857
0, 152  acc:     4 /     5 =  80.000
0, 153  acc:     1 /     2 =  50.000
0, 154  acc:    34 /    38 =  89.474
0, 155  acc:     4 /     8 =  50.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     5 =  80.000
0, 159  acc:    20 /    26 =  76.923
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    16 =  87.500
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     5 /     7 =  71.429
0, 167  acc:     2 /     3 =  66.667
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1539 /  2009 =  76.605
0, 170  acc:   296 /   431 =  68.677
0, 171  acc:    91 /   133 =  68.421
0, 172  acc:   174 /   213 =  81.690
0, 173  acc:    18 /    26 =  69.231
0, 174  acc:     8 /    10 =  80.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    13 /    21 =  61.905
0, 177  acc:    73 /    78 =  93.590
0, 178  acc:     6 /     8 =  75.000
0, 179  acc:     7 /     7 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     4 =  75.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     2 /     6 =  33.333
0, 184  acc:    29 /    52 =  55.769
0, 185  acc:    10 /    12 =  83.333
0, 186  acc:     7 /     8 =  87.500
0, 187  acc:     7 /    10 =  70.000
0, 188  acc:     0 /     3 =   0.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    18 /    26 =  69.231
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     0 /     2 =   0.000
0, 195  acc:     1 /     5 =  20.000
0, 196  acc:    38 /    51 =  74.510
0, 197  acc:     8 /    10 =  80.000
0, 198  acc:     3 /     6 =  50.000
0, 199  acc:     5 /     8 =  62.500
0, 200  acc:     6 /     7 =  85.714
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    12 /    14 =  85.714
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     4 /     4 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     1 /     2 =  50.000
0, 209  acc:     7 /     7 = 100.000
0, 210  acc:     2 /     3 =  66.667
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     4 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     8 =  50.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     6 =  83.333
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 24169 / 31705 =  76.231
1, 1  acc:  2465 /  3323 =  74.180
1, 2  acc:  4231 /  5931 =  71.337
1, 3  acc:  1615 /  2378 =  67.914
1, 4  acc:  2095 /  2887 =  72.567
1, 5  acc:   377 /   483 =  78.054
1, 6  acc:   204 /   279 =  73.118
1, 7  acc:   244 /   341 =  71.554
1, 8  acc:  1725 /  2731 =  63.164
1, 9  acc:   132 /   198 =  66.667
1, 10  acc:   147 /   225 =  65.333
1, 11  acc:    80 /   129 =  62.016
1, 12  acc:   326 /   464 =  70.259
1, 13  acc:    44 /    66 =  66.667
1, 14  acc:    35 /    64 =  54.688
1, 15  acc:    41 /    78 =  52.564
1, 16  acc:  2917 /  4304 =  67.774
1, 17  acc:   125 /   179 =  69.832
1, 18  acc:   217 /   332 =  65.361
1, 19  acc:    78 /   134 =  58.209
1, 20  acc:   140 /   175 =  80.000
1, 21  acc:    19 /    23 =  82.609
1, 22  acc:    52 /    74 =  70.270
1, 23  acc:    18 /    26 =  69.231
1, 24  acc:   387 /   599 =  64.608
1, 25  acc:     4 /     7 =  57.143
1, 26  acc:    38 /    58 =  65.517
1, 27  acc:     6 /     8 =  75.000
1, 28  acc:    76 /    90 =  84.444
1, 29  acc:     6 /     6 = 100.000
1, 30  acc:    10 /    13 =  76.923
1, 31  acc:     3 /     5 =  60.000
1, 32  acc:   597 /   943 =  63.309
1, 33  acc:    24 /    31 =  77.419
1, 34  acc:    26 /    38 =  68.421
1, 35  acc:    10 /    13 =  76.923
1, 36  acc:    27 /    34 =  79.412
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    10 /    15 =  66.667
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   144 /   218 =  66.055
1, 41  acc:     9 /    11 =  81.818
1, 42  acc:     4 /    13 =  30.769
1, 43  acc:    10 /    13 =  76.923
1, 44  acc:     3 /     9 =  33.333
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     4 /     7 =  57.143
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   196 /   310 =  63.226
1, 49  acc:     7 /     9 =  77.778
1, 50  acc:    20 /    29 =  68.966
1, 51  acc:    12 /    16 =  75.000
1, 52  acc:     4 /     6 =  66.667
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    10 /    17 =  58.824
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   119 /   209 =  56.938
1, 57  acc:    10 /    13 =  76.923
1, 58  acc:    10 /    11 =  90.909
1, 59  acc:     3 /     6 =  50.000
1, 60  acc:    10 /    17 =  58.824
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    13 =  84.615
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2169 /  2905 =  74.664
1, 65  acc:   316 /   421 =  75.059
1, 66  acc:   166 /   243 =  68.313
1, 67  acc:    65 /   109 =  59.633
1, 68  acc:   107 /   133 =  80.451
1, 69  acc:    20 /    22 =  90.909
1, 70  acc:    44 /    54 =  81.481
1, 71  acc:     8 /    12 =  66.667
1, 72  acc:    46 /    60 =  76.667
1, 73  acc:     3 /     4 =  75.000
1, 74  acc:     0 /     5 =   0.000
1, 75  acc:     7 /     7 = 100.000
1, 76  acc:     8 /    13 =  61.538
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     4 =  75.000
1, 80  acc:    79 /   108 =  73.148
1, 81  acc:     6 /    10 =  60.000
1, 82  acc:    13 /    20 =  65.000
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    10 /    11 =  90.909
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /    13 =  38.462
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     3 =   0.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    59 /    83 =  71.084
1, 95  acc:     2 /     6 =  33.333
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     8 =  75.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    15 /    15 = 100.000
1, 101  acc:     0 /     0 =     nan
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:    16 /    21 =  76.190
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /    10 =  90.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     7 =  85.714
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     5 /     6 =  83.333
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:  2816 /  4451 =  63.267
1, 118  acc:   724 /  1103 =  65.639
1, 119  acc:   192 /   284 =  67.606
1, 120  acc:   209 /   309 =  67.638
1, 121  acc:    59 /    78 =  75.641
1, 122  acc:    31 /    42 =  73.810
1, 123  acc:     8 /    16 =  50.000
1, 124  acc:    15 /    20 =  75.000
1, 125  acc:   186 /   294 =  63.265
1, 126  acc:    50 /    75 =  66.667
1, 127  acc:    11 /    16 =  68.750
1, 128  acc:    12 /    25 =  48.000
1, 129  acc:     7 /    10 =  70.000
1, 130  acc:     4 /     6 =  66.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /    10 =  40.000
1, 133  acc:   170 /   245 =  69.388
1, 134  acc:    37 /    59 =  62.712
1, 135  acc:    13 /    17 =  76.471
1, 136  acc:    12 /    20 =  60.000
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:    27 /    65 =  41.538
1, 142  acc:     7 /     9 =  77.778
1, 143  acc:     1 /     2 =  50.000
1, 144  acc:     3 /     6 =  50.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     4 =  25.000
1, 148  acc:    53 /   103 =  51.456
1, 149  acc:    10 /    14 =  71.429
1, 150  acc:     3 /     6 =  50.000
1, 151  acc:     2 /    10 =  20.000
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    13 /    24 =  54.167
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     8 =  62.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    10 /    15 =  66.667
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    12 /    21 =  57.143
1, 165  acc:     1 /     5 =  20.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1339 /  1894 =  70.697
1, 170  acc:   309 /   392 =  78.827
1, 171  acc:    93 /   136 =  68.382
1, 172  acc:    90 /   126 =  71.429
1, 173  acc:    27 /    37 =  72.973
1, 174  acc:     3 /     4 =  75.000
1, 175  acc:     1 /     1 = 100.000
1, 176  acc:    13 /    22 =  59.091
1, 177  acc:    27 /    46 =  58.696
1, 178  acc:     3 /     8 =  37.500
1, 179  acc:     1 /     3 =  33.333
1, 180  acc:     4 /     6 =  66.667
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     0 /     3 =   0.000
1, 183  acc:     7 /    11 =  63.636
1, 184  acc:    50 /    69 =  72.464
1, 185  acc:    23 /    29 =  79.310
1, 186  acc:     3 /     7 =  42.857
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     0 /     5 =   0.000
1, 190  acc:    10 /    12 =  83.333
1, 191  acc:     1 /     3 =  33.333
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    38 /    61 =  62.295
1, 197  acc:     3 /     6 =  50.000
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:     2 /     8 =  25.000
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     6 /    11 =  54.545
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:    12 /    13 =  92.308
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    11 =  90.909
1, 218  acc:     1 /     1 = 100.000
1, 219  acc:     1 /     1 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 233857 / 269038 =  86.923
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23398 / 25373 =  92.216
0, 1  acc: 28811 / 31282 =  92.101
0, 2  acc:  5663 /  6155 =  92.006
0, 3  acc: 22338 / 24292 =  91.956
0, 4  acc:  9956 / 10829 =  91.938
0, 5  acc:  5090 /  5541 =  91.861
0, 6  acc:  6280 /  6785 =  92.557
0, 7  acc: 11091 / 12016 =  92.302
1, 0  acc:  4065 /  4437 =  91.616
1, 1  acc:  4567 /  4962 =  92.040
1, 2  acc:  2083 /  2265 =  91.965
1, 3  acc:  2265 /  2446 =  92.600
1, 4  acc:  2893 /  3125 =  92.576
1, 5  acc:   923 /  1003 =  92.024
1, 6  acc:  2850 /  3111 =  91.610
1, 7  acc:  4302 /  4682 =  91.884
--------------------------------------
Average acc: 136575 / 148304 =  92.091
Robust  acc:  2850 /  3111 =  91.610
--------------------------------------
New max robust acc: 91.61041465766635
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed23.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed23.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: 51.587 | Best Acc: 96.066
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 11273 / 12092 =  93.227
0, 1  acc: 13403 / 14179 =  94.527
0, 2  acc:  2721 /  3210 =  84.766
0, 3  acc: 11625 / 12101 =  96.066
0, 4  acc:  4903 /  5355 =  91.559
0, 5  acc:  2816 /  2980 =  94.497
0, 6  acc:  2632 /  3335 =  78.921
0, 7  acc:  4930 /  5723 =  86.144
1, 0  acc:  1382 /  2203 =  62.733
1, 1  acc:  1393 /  2270 =  61.366
1, 2  acc:   734 /  1216 =  60.362
1, 3  acc:   650 /  1260 =  51.587
1, 4  acc:   862 /  1627 =  52.981
1, 5  acc:   278 /   520 =  53.462
1, 6  acc:  1080 /  1537 =  70.267
1, 7  acc:  1370 /  2246 =  60.997
------------------------------------
Average acc: 62052 / 71854 =  86.358
Robust  acc:   650 /  1260 =  51.587
------------------------------------
Accuracies by groups:
0, 0  acc: 11273 / 12092 =  93.227
0, 1  acc: 13403 / 14179 =  94.527
0, 2  acc:  2721 /  3210 =  84.766
0, 3  acc: 11625 / 12101 =  96.066
0, 4  acc:  4903 /  5355 =  91.559
0, 5  acc:  2816 /  2980 =  94.497
0, 6  acc:  2632 /  3335 =  78.921
0, 7  acc:  4930 /  5723 =  86.144
1, 0  acc:  1382 /  2203 =  62.733
1, 1  acc:  1393 /  2270 =  61.366
1, 2  acc:   734 /  1216 =  60.362
1, 3  acc:   650 /  1260 =  51.587
1, 4  acc:   862 /  1627 =  52.981
1, 5  acc:   278 /   520 =  53.462
1, 6  acc:  1080 /  1537 =  70.267
1, 7  acc:  1370 /  2246 =  60.997
------------------------------------
Average acc: 62052 / 71854 =  86.358
Robust  acc:   650 /  1260 =  51.587
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11273 / 12092 =  93.227
0, 1  acc: 13403 / 14179 =  94.527
0, 2  acc:  2721 /  3210 =  84.766
0, 3  acc: 11625 / 12101 =  96.066
0, 4  acc:  4903 /  5355 =  91.559
0, 5  acc:  2816 /  2980 =  94.497
0, 6  acc:  2632 /  3335 =  78.921
0, 7  acc:  4930 /  5723 =  86.144
1, 0  acc:  1382 /  2203 =  62.733
1, 1  acc:  1393 /  2270 =  61.366
1, 2  acc:   734 /  1216 =  60.362
1, 3  acc:   650 /  1260 =  51.587
1, 4  acc:   862 /  1627 =  52.981
1, 5  acc:   278 /   520 =  53.462
1, 6  acc:  1080 /  1537 =  70.267
1, 7  acc:  1370 /  2246 =  60.997
------------------------------------
Average acc: 62052 / 71854 =  86.358
Robust  acc:   650 /  1260 =  51.587
------------------------------------

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: 93.375 | Val Loss: 0.000 | Val Acc: 96.205
Training:
Accuracies by groups:
0, 0  acc: 107154 / 110252 =  97.190
0, 1  acc:  9010 /  9349 =  96.374
0, 2  acc: 14478 / 15163 =  95.482
0, 3  acc:  7125 /  7477 =  95.292
0, 4  acc:  2756 /  3165 =  87.077
0, 5  acc:   304 /   370 =  82.162
0, 6  acc:   355 /   396 =  89.646
0, 7  acc:   379 /   423 =  89.598
0, 8  acc: 11525 / 11936 =  96.557
0, 9  acc:   796 /   839 =  94.875
0, 10  acc:   776 /   814 =  95.332
0, 11  acc:   543 /   562 =  96.619
0, 12  acc:   541 /   623 =  86.838
0, 13  acc:    65 /    76 =  85.526
0, 14  acc:    94 /   102 =  92.157
0, 15  acc:    41 /    48 =  85.417
0, 16  acc:  6406 /  6996 =  91.567
0, 17  acc:   217 /   237 =  91.561
0, 18  acc:   618 /   676 =  91.420
0, 19  acc:   196 /   217 =  90.323
0, 20  acc:   142 /   162 =  87.654
0, 21  acc:    12 /    15 =  80.000
0, 22  acc:    52 /    66 =  78.788
0, 23  acc:    10 /    13 =  76.923
0, 24  acc:   850 /   944 =  90.042
0, 25  acc:    44 /    48 =  91.667
0, 26  acc:    87 /    92 =  94.565
0, 27  acc:    38 /    39 =  97.436
0, 28  acc:    38 /    46 =  82.609
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     3 /     5 =  60.000
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2325 /  2423 =  95.955
0, 33  acc:   101 /   106 =  95.283
0, 34  acc:    90 /    95 =  94.737
0, 35  acc:    33 /    36 =  91.667
0, 36  acc:    31 /    42 =  73.810
0, 37  acc:     3 /     4 =  75.000
0, 38  acc:    17 /    21 =  80.952
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   673 /   700 =  96.143
0, 41  acc:    24 /    25 =  96.000
0, 42  acc:    22 /    23 =  95.652
0, 43  acc:    32 /    33 =  96.970
0, 44  acc:    19 /    22 =  86.364
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:    11 /    11 = 100.000
0, 47  acc:     3 /     4 =  75.000
0, 48  acc:   427 /   470 =  90.851
0, 49  acc:     9 /     9 = 100.000
0, 50  acc:    25 /    28 =  89.286
0, 51  acc:    19 /    20 =  95.000
0, 52  acc:     3 /     6 =  50.000
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     5 /     5 = 100.000
0, 56  acc:   401 /   429 =  93.473
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    19 /    21 =  90.476
0, 59  acc:    17 /    17 = 100.000
0, 60  acc:    22 /    24 =  91.667
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     5 /     7 =  71.429
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2678 /  3066 =  87.345
0, 65  acc:   335 /   409 =  81.907
0, 66  acc:   267 /   305 =  87.541
0, 67  acc:   103 /   120 =  85.833
0, 68  acc:    62 /    76 =  81.579
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    30 /    32 =  93.750
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    75 /    77 =  97.403
0, 73  acc:    10 /    10 = 100.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:    16 /    17 =  94.118
0, 76  acc:     4 /     5 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    85 /    99 =  85.859
0, 81  acc:     6 /     8 =  75.000
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:    10 /    12 =  83.333
0, 84  acc:     3 /     4 =  75.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     9 /    13 =  69.231
0, 87  acc:     2 /     3 =  66.667
0, 88  acc:    10 /    12 =  83.333
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    65 /    78 =  83.333
0, 95  acc:     1 /     1 = 100.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:     7 /    10 =  70.000
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:    15 /    15 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     2 /     2 = 100.000
0, 106  acc:    19 /    21 =  90.476
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:     0 /     0 =     nan
0, 112  acc:     1 /     2 =  50.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6759 /  7357 =  91.872
0, 118  acc:  1564 /  1735 =  90.144
0, 119  acc:   414 /   451 =  91.796
0, 120  acc:   390 /   428 =  91.121
0, 121  acc:    52 /    68 =  76.471
0, 122  acc:    28 /    31 =  90.323
0, 123  acc:    11 /    14 =  78.571
0, 124  acc:    29 /    33 =  87.879
0, 125  acc:   385 /   423 =  91.017
0, 126  acc:   114 /   131 =  87.023
0, 127  acc:    36 /    39 =  92.308
0, 128  acc:    34 /    40 =  85.000
0, 129  acc:     3 /     4 =  75.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     5 /     6 =  83.333
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   194 /   241 =  80.498
0, 134  acc:    36 /    53 =  67.925
0, 135  acc:    35 /    36 =  97.222
0, 136  acc:    25 /    28 =  89.286
0, 137  acc:     9 /    10 =  90.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    48 /    58 =  82.759
0, 142  acc:    11 /    12 =  91.667
0, 143  acc:     3 /     7 =  42.857
0, 144  acc:    10 /    11 =  90.909
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     4 /     4 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   128 /   137 =  93.431
0, 149  acc:    23 /    25 =  92.000
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:    13 /    14 =  92.857
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    24 /    27 =  88.889
0, 155  acc:     4 /     6 =  66.667
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    21 /    25 =  84.000
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    12 /    16 =  75.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     2 /     4 =  50.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1683 /  1949 =  86.352
0, 170  acc:   303 /   362 =  83.702
0, 171  acc:    98 /   114 =  85.965
0, 172  acc:   146 /   171 =  85.380
0, 173  acc:    24 /    29 =  82.759
0, 174  acc:     1 /     3 =  33.333
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    14 /    17 =  82.353
0, 177  acc:    89 /    95 =  93.684
0, 178  acc:    12 /    17 =  70.588
0, 179  acc:     8 /     9 =  88.889
0, 180  acc:    11 /    11 = 100.000
0, 181  acc:     5 /     5 = 100.000
0, 182  acc:     5 /     5 = 100.000
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    47 /    54 =  87.037
0, 185  acc:     6 /     7 =  85.714
0, 186  acc:    13 /    15 =  86.667
0, 187  acc:     4 /     8 =  50.000
0, 188  acc:     3 /     4 =  75.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    28 /    37 =  75.676
0, 192  acc:     1 /     3 =  33.333
0, 193  acc:     2 /     3 =  66.667
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     4 /     5 =  80.000
0, 196  acc:    54 /    61 =  88.525
0, 197  acc:     5 /     7 =  71.429
0, 198  acc:     6 /     7 =  85.714
0, 199  acc:     5 /     7 =  71.429
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    15 /    17 =  88.235
0, 205  acc:    11 /    11 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     3 /     4 =  75.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /    10 =  90.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     6 =  83.333
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     7 /     7 = 100.000
0, 221  acc:     6 /     6 = 100.000
1, 0  acc: 28464 / 31539 =  90.250
1, 1  acc:  2892 /  3289 =  87.929
1, 2  acc:  5085 /  5819 =  87.386
1, 3  acc:  2055 /  2426 =  84.707
1, 4  acc:  2515 /  2855 =  88.091
1, 5  acc:   434 /   496 =  87.500
1, 6  acc:   277 /   304 =  91.118
1, 7  acc:   332 /   372 =  89.247
1, 8  acc:  2439 /  2876 =  84.805
1, 9  acc:   170 /   203 =  83.744
1, 10  acc:   210 /   251 =  83.665
1, 11  acc:   130 /   147 =  88.435
1, 12  acc:   360 /   412 =  87.379
1, 13  acc:    56 /    64 =  87.500
1, 14  acc:    52 /    65 =  80.000
1, 15  acc:    61 /    75 =  81.333
1, 16  acc:  3779 /  4415 =  85.595
1, 17  acc:   125 /   144 =  86.806
1, 18  acc:   310 /   369 =  84.011
1, 19  acc:    95 /   122 =  77.869
1, 20  acc:   159 /   170 =  93.529
1, 21  acc:    17 /    18 =  94.444
1, 22  acc:    66 /    80 =  82.500
1, 23  acc:    17 /    21 =  80.952
1, 24  acc:   480 /   560 =  85.714
1, 25  acc:    10 /    12 =  83.333
1, 26  acc:    42 /    51 =  82.353
1, 27  acc:    12 /    12 = 100.000
1, 28  acc:    83 /    91 =  91.209
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    16 /    16 = 100.000
1, 31  acc:     3 /     5 =  60.000
1, 32  acc:   813 /   920 =  88.370
1, 33  acc:    37 /    45 =  82.222
1, 34  acc:    36 /    38 =  94.737
1, 35  acc:    16 /    17 =  94.118
1, 36  acc:    25 /    27 =  92.593
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    13 /    14 =  92.857
1, 39  acc:     6 /     7 =  85.714
1, 40  acc:   193 /   224 =  86.161
1, 41  acc:     8 /     8 = 100.000
1, 42  acc:     9 /    11 =  81.818
1, 43  acc:     3 /     5 =  60.000
1, 44  acc:    16 /    18 =  88.889
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:     8 /     9 =  88.889
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   261 /   298 =  87.584
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    18 /    21 =  85.714
1, 51  acc:    16 /    18 =  88.889
1, 52  acc:    13 /    14 =  92.857
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    19 /    21 =  90.476
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   205 /   251 =  81.673
1, 57  acc:     9 /    11 =  81.818
1, 58  acc:    15 /    15 = 100.000
1, 59  acc:     5 /     6 =  83.333
1, 60  acc:    10 /    13 =  76.923
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     8 /     8 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2597 /  2960 =  87.736
1, 65  acc:   340 /   398 =  85.427
1, 66  acc:   236 /   273 =  86.447
1, 67  acc:   117 /   137 =  85.401
1, 68  acc:   130 /   149 =  87.248
1, 69  acc:    27 /    27 = 100.000
1, 70  acc:    51 /    53 =  96.226
1, 71  acc:     6 /     9 =  66.667
1, 72  acc:    49 /    59 =  83.051
1, 73  acc:     2 /     3 =  66.667
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     7 /    13 =  53.846
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   112 /   123 =  91.057
1, 81  acc:    13 /    14 =  92.857
1, 82  acc:    30 /    35 =  85.714
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:    14 /    14 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    15 =  93.333
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     6 /     7 =  85.714
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    61 /    78 =  78.205
1, 95  acc:     5 /     6 =  83.333
1, 96  acc:     7 /     8 =  87.500
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /     9 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     5 /     6 =  83.333
1, 101  acc:     3 /     4 =  75.000
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:    13 /    14 =  92.857
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     6 /     7 =  85.714
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     0 /     2 =   0.000
1, 112  acc:     4 /     5 =  80.000
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:  3825 /  4569 =  83.716
1, 118  acc:   949 /  1102 =  86.116
1, 119  acc:   225 /   267 =  84.270
1, 120  acc:   247 /   293 =  84.300
1, 121  acc:    74 /    90 =  82.222
1, 122  acc:    36 /    40 =  90.000
1, 123  acc:    11 /    16 =  68.750
1, 124  acc:    16 /    17 =  94.118
1, 125  acc:   225 /   278 =  80.935
1, 126  acc:    63 /    74 =  85.135
1, 127  acc:    14 /    17 =  82.353
1, 128  acc:    23 /    27 =  85.185
1, 129  acc:     7 /     8 =  87.500
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     7 =  85.714
1, 133  acc:   218 /   254 =  85.827
1, 134  acc:    41 /    49 =  83.673
1, 135  acc:    26 /    29 =  89.655
1, 136  acc:    12 /    17 =  70.588
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    50 /    61 =  81.967
1, 142  acc:    11 /    14 =  78.571
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:    91 /   110 =  82.727
1, 149  acc:     5 /     8 =  62.500
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:     1 /     6 =  16.667
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:    16 /    19 =  84.211
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    22 /    25 =  88.000
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     3 =  66.667
1, 164  acc:    12 /    14 =  85.714
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1680 /  1970 =  85.279
1, 170  acc:   291 /   346 =  84.104
1, 171  acc:   105 /   122 =  86.066
1, 172  acc:   139 /   155 =  89.677
1, 173  acc:    27 /    33 =  81.818
1, 174  acc:     3 /     4 =  75.000
1, 175  acc:     2 /     2 = 100.000
1, 176  acc:    12 /    19 =  63.158
1, 177  acc:    49 /    56 =  87.500
1, 178  acc:     5 /     9 =  55.556
1, 179  acc:     3 /     5 =  60.000
1, 180  acc:     5 /     7 =  71.429
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:     9 /    14 =  64.286
1, 184  acc:    53 /    68 =  77.941
1, 185  acc:    12 /    16 =  75.000
1, 186  acc:     7 /    10 =  70.000
1, 187  acc:     4 /     4 = 100.000
1, 188  acc:     1 /     2 =  50.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     2 /     3 =  66.667
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    48 /    63 =  76.190
1, 197  acc:     9 /    10 =  90.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     3 /     5 =  60.000
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /    11 =  72.727
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     1 /     1 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    12 /    12 = 100.000
1, 218  acc:     3 /     3 = 100.000
1, 219  acc:     1 /     2 =  50.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251214 / 269038 =  93.375
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24387 / 25373 =  96.114
0, 1  acc: 30149 / 31282 =  96.378
0, 2  acc:  5908 /  6155 =  95.987
0, 3  acc: 23413 / 24292 =  96.382
0, 4  acc: 10419 / 10829 =  96.214
0, 5  acc:  5327 /  5541 =  96.138
0, 6  acc:  6529 /  6785 =  96.227
0, 7  acc: 11563 / 12016 =  96.230
1, 0  acc:  4245 /  4437 =  95.673
1, 1  acc:  4755 /  4962 =  95.828
1, 2  acc:  2166 /  2265 =  95.629
1, 3  acc:  2329 /  2446 =  95.217
1, 4  acc:  3019 /  3125 =  96.608
1, 5  acc:   960 /  1003 =  95.713
1, 6  acc:  2982 /  3111 =  95.853
1, 7  acc:  4498 /  4682 =  96.070
--------------------------------------
Average acc: 142649 / 148304 =  96.187
Robust  acc:  2329 /  2446 =  95.217
--------------------------------------
New max robust acc: 95.21668029435814
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed23.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed23.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: 58.254 | Best Acc: 94.232
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11111 / 12092 =  91.887
0, 1  acc: 13242 / 14179 =  93.392
0, 2  acc:  2589 /  3210 =  80.654
0, 3  acc: 11403 / 12101 =  94.232
0, 4  acc:  4583 /  5355 =  85.584
0, 5  acc:  2678 /  2980 =  89.866
0, 6  acc:  2656 /  3335 =  79.640
0, 7  acc:  4626 /  5723 =  80.832
1, 0  acc:  1450 /  2203 =  65.819
1, 1  acc:  1441 /  2270 =  63.480
1, 2  acc:   798 /  1216 =  65.625
1, 3  acc:   734 /  1260 =  58.254
1, 4  acc:  1034 /  1627 =  63.553
1, 5  acc:   318 /   520 =  61.154
1, 6  acc:  1058 /  1537 =  68.835
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 61235 / 71854 =  85.221
Robust  acc:   734 /  1260 =  58.254
------------------------------------
Accuracies by groups:
0, 0  acc: 11111 / 12092 =  91.887
0, 1  acc: 13242 / 14179 =  93.392
0, 2  acc:  2589 /  3210 =  80.654
0, 3  acc: 11403 / 12101 =  94.232
0, 4  acc:  4583 /  5355 =  85.584
0, 5  acc:  2678 /  2980 =  89.866
0, 6  acc:  2656 /  3335 =  79.640
0, 7  acc:  4626 /  5723 =  80.832
1, 0  acc:  1450 /  2203 =  65.819
1, 1  acc:  1441 /  2270 =  63.480
1, 2  acc:   798 /  1216 =  65.625
1, 3  acc:   734 /  1260 =  58.254
1, 4  acc:  1034 /  1627 =  63.553
1, 5  acc:   318 /   520 =  61.154
1, 6  acc:  1058 /  1537 =  68.835
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 61235 / 71854 =  85.221
Robust  acc:   734 /  1260 =  58.254
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11111 / 12092 =  91.887
0, 1  acc: 13242 / 14179 =  93.392
0, 2  acc:  2589 /  3210 =  80.654
0, 3  acc: 11403 / 12101 =  94.232
0, 4  acc:  4583 /  5355 =  85.584
0, 5  acc:  2678 /  2980 =  89.866
0, 6  acc:  2656 /  3335 =  79.640
0, 7  acc:  4626 /  5723 =  80.832
1, 0  acc:  1450 /  2203 =  65.819
1, 1  acc:  1441 /  2270 =  63.480
1, 2  acc:   798 /  1216 =  65.625
1, 3  acc:   734 /  1260 =  58.254
1, 4  acc:  1034 /  1627 =  63.553
1, 5  acc:   318 /   520 =  61.154
1, 6  acc:  1058 /  1537 =  68.835
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 61235 / 71854 =  85.221
Robust  acc:   734 /  1260 =  58.254
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.008 | Train Acc: 96.406 | Val Loss: 0.000 | Val Acc: 97.664
Training:
Accuracies by groups:
0, 0  acc: 109000 / 110825 =  98.353
0, 1  acc:  9241 /  9472 =  97.561
0, 2  acc: 14611 / 15001 =  97.400
0, 3  acc:  7397 /  7604 =  97.278
0, 4  acc:  2947 /  3168 =  93.024
0, 5  acc:   322 /   362 =  88.950
0, 6  acc:   375 /   401 =  93.516
0, 7  acc:   371 /   402 =  92.289
0, 8  acc: 11396 / 11646 =  97.853
0, 9  acc:   774 /   798 =  96.992
0, 10  acc:   769 /   790 =  97.342
0, 11  acc:   593 /   610 =  97.213
0, 12  acc:   587 /   618 =  94.984
0, 13  acc:    66 /    80 =  82.500
0, 14  acc:    85 /    90 =  94.444
0, 15  acc:    56 /    62 =  90.323
0, 16  acc:  6750 /  7055 =  95.677
0, 17  acc:   210 /   223 =  94.170
0, 18  acc:   676 /   705 =  95.887
0, 19  acc:   189 /   203 =  93.103
0, 20  acc:   150 /   167 =  89.820
0, 21  acc:    22 /    23 =  95.652
0, 22  acc:    60 /    63 =  95.238
0, 23  acc:     9 /    13 =  69.231
0, 24  acc:   895 /   947 =  94.509
0, 25  acc:    45 /    48 =  93.750
0, 26  acc:    77 /    80 =  96.250
0, 27  acc:    26 /    27 =  96.296
0, 28  acc:    48 /    53 =  90.566
0, 29  acc:     4 /     4 = 100.000
0, 30  acc:     9 /    12 =  75.000
0, 31  acc:     4 /     4 = 100.000
0, 32  acc:  2389 /  2448 =  97.590
0, 33  acc:    89 /    92 =  96.739
0, 34  acc:    98 /   103 =  95.146
0, 35  acc:    30 /    31 =  96.774
0, 36  acc:    42 /    44 =  95.455
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    15 /    16 =  93.750
0, 39  acc:     4 /     4 = 100.000
0, 40  acc:   682 /   700 =  97.429
0, 41  acc:    41 /    41 = 100.000
0, 42  acc:    24 /    25 =  96.000
0, 43  acc:    32 /    32 = 100.000
0, 44  acc:    32 /    32 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   407 /   431 =  94.432
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    24 /    26 =  92.308
0, 51  acc:    31 /    31 = 100.000
0, 52  acc:     7 /     7 = 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:   404 /   413 =  97.821
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    11 /    13 =  84.615
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    19 /    21 =  90.476
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     5 /     5 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2793 /  2984 =  93.599
0, 65  acc:   414 /   455 =  90.989
0, 66  acc:   260 /   278 =  93.525
0, 67  acc:   128 /   132 =  96.970
0, 68  acc:    62 /    64 =  96.875
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    24 /    27 =  88.889
0, 71  acc:    14 /    14 = 100.000
0, 72  acc:    73 /    76 =  96.053
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:    11 /    11 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     4 /     4 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     1 =   0.000
0, 80  acc:    87 /    96 =  90.625
0, 81  acc:     3 /     5 =  60.000
0, 82  acc:    15 /    15 = 100.000
0, 83  acc:    15 /    16 =  93.750
0, 84  acc:     7 /     7 = 100.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:    10 /    11 =  90.909
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:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     2 =  50.000
0, 94  acc:    90 /    93 =  96.774
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    19 /    20 =  95.000
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    15 /    16 =  93.750
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     4 =  75.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    21 /    24 =  87.500
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     5 /     6 =  83.333
0, 111  acc:     4 /     4 = 100.000
0, 112  acc:     5 /     5 = 100.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6941 /  7280 =  95.343
0, 118  acc:  1683 /  1790 =  94.022
0, 119  acc:   430 /   445 =  96.629
0, 120  acc:   409 /   431 =  94.896
0, 121  acc:    74 /    85 =  87.059
0, 122  acc:    36 /    36 = 100.000
0, 123  acc:     7 /     8 =  87.500
0, 124  acc:    19 /    21 =  90.476
0, 125  acc:   421 /   444 =  94.820
0, 126  acc:   121 /   126 =  96.032
0, 127  acc:    34 /    35 =  97.143
0, 128  acc:    33 /    38 =  86.842
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   223 /   235 =  94.894
0, 134  acc:    44 /    53 =  83.019
0, 135  acc:    32 /    33 =  96.970
0, 136  acc:    29 /    30 =  96.667
0, 137  acc:     9 /    11 =  81.818
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    65 /    69 =  94.203
0, 142  acc:    17 /    17 = 100.000
0, 143  acc:     3 /     6 =  50.000
0, 144  acc:     7 /     7 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   146 /   152 =  96.053
0, 149  acc:    17 /    19 =  89.474
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:    12 /    15 =  80.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    42 /    44 =  95.455
0, 155  acc:     4 /     4 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    25 /    27 =  92.593
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:    13 /    15 =  86.667
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     3 =  66.667
0, 169  acc:  1841 /  1995 =  92.281
0, 170  acc:   372 /   411 =  90.511
0, 171  acc:   124 /   136 =  91.176
0, 172  acc:   173 /   184 =  94.022
0, 173  acc:    21 /    23 =  91.304
0, 174  acc:    10 /    10 = 100.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    10 /    12 =  83.333
0, 177  acc:    80 /    84 =  95.238
0, 178  acc:    15 /    16 =  93.750
0, 179  acc:     5 /     6 =  83.333
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    50 /    56 =  89.286
0, 185  acc:     9 /     9 = 100.000
0, 186  acc:    12 /    12 = 100.000
0, 187  acc:    12 /    13 =  92.308
0, 188  acc:     2 /     3 =  66.667
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    34 =  85.294
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     2 /     2 = 100.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    39 /    42 =  92.857
0, 197  acc:    23 /    24 =  95.833
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:    12 /    15 =  80.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    23 /    23 = 100.000
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     6 /     6 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     7 /     8 =  87.500
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     4 /     4 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 30056 / 31690 =  94.844
1, 1  acc:  3191 /  3391 =  94.102
1, 2  acc:  5421 /  5789 =  93.643
1, 3  acc:  2342 /  2520 =  92.937
1, 4  acc:  2556 /  2719 =  94.005
1, 5  acc:   483 /   510 =  94.706
1, 6  acc:   265 /   282 =  93.972
1, 7  acc:   305 /   329 =  92.705
1, 8  acc:  2651 /  2882 =  91.985
1, 9  acc:   186 /   204 =  91.176
1, 10  acc:   230 /   252 =  91.270
1, 11  acc:   114 /   127 =  89.764
1, 12  acc:   397 /   427 =  92.974
1, 13  acc:    51 /    56 =  91.071
1, 14  acc:    59 /    65 =  90.769
1, 15  acc:    66 /    77 =  85.714
1, 16  acc:  3980 /  4298 =  92.601
1, 17  acc:   121 /   128 =  94.531
1, 18  acc:   313 /   344 =  90.988
1, 19  acc:   113 /   126 =  89.683
1, 20  acc:   144 /   152 =  94.737
1, 21  acc:    17 /    19 =  89.474
1, 22  acc:    76 /    84 =  90.476
1, 23  acc:    18 /    18 = 100.000
1, 24  acc:   517 /   571 =  90.543
1, 25  acc:     7 /     9 =  77.778
1, 26  acc:    51 /    54 =  94.444
1, 27  acc:     9 /     9 = 100.000
1, 28  acc:    86 /    94 =  91.489
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    14 /    15 =  93.333
1, 31  acc:     3 /     4 =  75.000
1, 32  acc:   829 /   888 =  93.356
1, 33  acc:    38 /    41 =  92.683
1, 34  acc:    51 /    56 =  91.071
1, 35  acc:    19 /    19 = 100.000
1, 36  acc:    25 /    26 =  96.154
1, 37  acc:     0 /     0 =     nan
1, 38  acc:    19 /    24 =  79.167
1, 39  acc:     2 /     3 =  66.667
1, 40  acc:   207 /   215 =  96.279
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     1 /     2 =  50.000
1, 43  acc:    11 /    13 =  84.615
1, 44  acc:    11 /    13 =  84.615
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     7 /     7 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   246 /   269 =  91.450
1, 49  acc:     3 /     4 =  75.000
1, 50  acc:    16 /    20 =  80.000
1, 51  acc:    20 /    23 =  86.957
1, 52  acc:     7 /     7 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    18 /    19 =  94.737
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   219 /   244 =  89.754
1, 57  acc:     7 /     7 = 100.000
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:     5 /     8 =  62.500
1, 60  acc:    15 /    19 =  78.947
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     5 /     6 =  83.333
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2769 /  2939 =  94.216
1, 65  acc:   397 /   426 =  93.192
1, 66  acc:   232 /   249 =  93.173
1, 67  acc:   113 /   121 =  93.388
1, 68  acc:   131 /   139 =  94.245
1, 69  acc:    15 /    19 =  78.947
1, 70  acc:    45 /    48 =  93.750
1, 71  acc:     8 /     9 =  88.889
1, 72  acc:    59 /    63 =  93.651
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    17 /    17 = 100.000
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    88 /    97 =  90.722
1, 81  acc:     8 /    10 =  80.000
1, 82  acc:    29 /    30 =  96.667
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    11 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    16 /    16 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    76 /    84 =  90.476
1, 95  acc:     6 /     8 =  75.000
1, 96  acc:     2 /     2 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     7 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    12 =  91.667
1, 101  acc:     8 /     8 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    11 /    11 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /    10 =  90.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    12 /    14 =  85.714
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4047 /  4412 =  91.727
1, 118  acc:  1032 /  1103 =  93.563
1, 119  acc:   251 /   270 =  92.963
1, 120  acc:   265 /   294 =  90.136
1, 121  acc:    79 /    84 =  94.048
1, 122  acc:    36 /    38 =  94.737
1, 123  acc:    16 /    16 = 100.000
1, 124  acc:    18 /    19 =  94.737
1, 125  acc:   261 /   281 =  92.883
1, 126  acc:    58 /    65 =  89.231
1, 127  acc:     8 /    11 =  72.727
1, 128  acc:    29 /    31 =  93.548
1, 129  acc:    10 /    11 =  90.909
1, 130  acc:     4 /     5 =  80.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   213 /   231 =  92.208
1, 134  acc:    45 /    50 =  90.000
1, 135  acc:    23 /    23 = 100.000
1, 136  acc:    16 /    19 =  84.211
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    62 /    66 =  93.939
1, 142  acc:     8 /     8 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:    81 /    92 =  88.043
1, 149  acc:    13 /    13 = 100.000
1, 150  acc:     4 /     4 = 100.000
1, 151  acc:     1 /     7 =  14.286
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    16 /    16 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     6 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    21 /    21 = 100.000
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     3 =  66.667
1, 164  acc:    15 /    16 =  93.750
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1814 /  1950 =  93.026
1, 170  acc:   328 /   369 =  88.889
1, 171  acc:   129 /   139 =  92.806
1, 172  acc:   100 /   108 =  92.593
1, 173  acc:    27 /    29 =  93.103
1, 174  acc:     2 /     4 =  50.000
1, 175  acc:     4 /     6 =  66.667
1, 176  acc:    19 /    26 =  73.077
1, 177  acc:    38 /    38 = 100.000
1, 178  acc:     6 /     6 = 100.000
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     0 /     0 =     nan
1, 183  acc:    10 /    11 =  90.909
1, 184  acc:    56 /    60 =  93.333
1, 185  acc:    19 /    22 =  86.364
1, 186  acc:     8 /     9 =  88.889
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     4 /     5 =  80.000
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     8 /     8 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    68 /    74 =  91.892
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     7 /     8 =  87.500
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     6 /     8 =  75.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     1 /     1 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     1 /     1 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259368 / 269038 =  96.406
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24797 / 25373 =  97.730
0, 1  acc: 30573 / 31282 =  97.734
0, 2  acc:  6032 /  6155 =  98.002
0, 3  acc: 23702 / 24292 =  97.571
0, 4  acc: 10585 / 10829 =  97.747
0, 5  acc:  5403 /  5541 =  97.509
0, 6  acc:  6653 /  6785 =  98.055
0, 7  acc: 11752 / 12016 =  97.803
1, 0  acc:  4337 /  4437 =  97.746
1, 1  acc:  4843 /  4962 =  97.602
1, 2  acc:  2200 /  2265 =  97.130
1, 3  acc:  2389 /  2446 =  97.670
1, 4  acc:  3045 /  3125 =  97.440
1, 5  acc:   968 /  1003 =  96.510
1, 6  acc:  3053 /  3111 =  98.136
1, 7  acc:  4597 /  4682 =  98.185
--------------------------------------
Average acc: 144929 / 148304 =  97.724
Robust  acc:   968 /  1003 =  96.510
--------------------------------------
New max robust acc: 96.51046859421734
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed23.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed23.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 65.903 | Best Acc: 92.736
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10912 / 12092 =  90.241
0, 1  acc: 13049 / 14179 =  92.030
0, 2  acc:  2478 /  3210 =  77.196
0, 3  acc: 11222 / 12101 =  92.736
0, 4  acc:  4385 /  5355 =  81.886
0, 5  acc:  2572 /  2980 =  86.309
0, 6  acc:  2349 /  3335 =  70.435
0, 7  acc:  4393 /  5723 =  76.760
1, 0  acc:  1495 /  2203 =  67.862
1, 1  acc:  1496 /  2270 =  65.903
1, 2  acc:   858 /  1216 =  70.559
1, 3  acc:   836 /  1260 =  66.349
1, 4  acc:  1125 /  1627 =  69.146
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1185 /  1537 =  77.098
1, 7  acc:  1632 /  2246 =  72.663
------------------------------------
Average acc: 60362 / 71854 =  84.006
Robust  acc:  1496 /  2270 =  65.903
------------------------------------
Accuracies by groups:
0, 0  acc: 10912 / 12092 =  90.241
0, 1  acc: 13049 / 14179 =  92.030
0, 2  acc:  2478 /  3210 =  77.196
0, 3  acc: 11222 / 12101 =  92.736
0, 4  acc:  4385 /  5355 =  81.886
0, 5  acc:  2572 /  2980 =  86.309
0, 6  acc:  2349 /  3335 =  70.435
0, 7  acc:  4393 /  5723 =  76.760
1, 0  acc:  1495 /  2203 =  67.862
1, 1  acc:  1496 /  2270 =  65.903
1, 2  acc:   858 /  1216 =  70.559
1, 3  acc:   836 /  1260 =  66.349
1, 4  acc:  1125 /  1627 =  69.146
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1185 /  1537 =  77.098
1, 7  acc:  1632 /  2246 =  72.663
------------------------------------
Average acc: 60362 / 71854 =  84.006
Robust  acc:  1496 /  2270 =  65.903
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10912 / 12092 =  90.241
0, 1  acc: 13049 / 14179 =  92.030
0, 2  acc:  2478 /  3210 =  77.196
0, 3  acc: 11222 / 12101 =  92.736
0, 4  acc:  4385 /  5355 =  81.886
0, 5  acc:  2572 /  2980 =  86.309
0, 6  acc:  2349 /  3335 =  70.435
0, 7  acc:  4393 /  5723 =  76.760
1, 0  acc:  1495 /  2203 =  67.862
1, 1  acc:  1496 /  2270 =  65.903
1, 2  acc:   858 /  1216 =  70.559
1, 3  acc:   836 /  1260 =  66.349
1, 4  acc:  1125 /  1627 =  69.146
1, 5  acc:   375 /   520 =  72.115
1, 6  acc:  1185 /  1537 =  77.098
1, 7  acc:  1632 /  2246 =  72.663
------------------------------------
Average acc: 60362 / 71854 =  84.006
Robust  acc:  1496 /  2270 =  65.903
------------------------------------

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: 97.830 | Val Loss: 0.000 | Val Acc: 98.680
Training:
Accuracies by groups:
0, 0  acc: 109900 / 111138 =  98.886
0, 1  acc:  9243 /  9377 =  98.571
0, 2  acc: 14620 / 14862 =  98.372
0, 3  acc:  7347 /  7464 =  98.432
0, 4  acc:  3151 /  3274 =  96.243
0, 5  acc:   347 /   371 =  93.531
0, 6  acc:   394 /   404 =  97.525
0, 7  acc:   337 /   358 =  94.134
0, 8  acc: 11783 / 11936 =  98.718
0, 9  acc:   835 /   851 =  98.120
0, 10  acc:   803 /   816 =  98.407
0, 11  acc:   605 /   610 =  99.180
0, 12  acc:   635 /   657 =  96.651
0, 13  acc:    70 /    72 =  97.222
0, 14  acc:    91 /    91 = 100.000
0, 15  acc:    57 /    60 =  95.000
0, 16  acc:  6837 /  7043 =  97.075
0, 17  acc:   258 /   266 =  96.992
0, 18  acc:   681 /   696 =  97.845
0, 19  acc:   216 /   229 =  94.323
0, 20  acc:   129 /   141 =  91.489
0, 21  acc:    13 /    14 =  92.857
0, 22  acc:    67 /    71 =  94.366
0, 23  acc:     6 /    10 =  60.000
0, 24  acc:   884 /   915 =  96.612
0, 25  acc:    46 /    46 = 100.000
0, 26  acc:    78 /    80 =  97.500
0, 27  acc:    30 /    31 =  96.774
0, 28  acc:    42 /    46 =  91.304
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     5 /     6 =  83.333
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2320 /  2365 =  98.097
0, 33  acc:    97 /   101 =  96.040
0, 34  acc:    96 /    97 =  98.969
0, 35  acc:    28 /    28 = 100.000
0, 36  acc:    40 /    40 = 100.000
0, 37  acc:     3 /     3 = 100.000
0, 38  acc:    19 /    19 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   736 /   749 =  98.264
0, 41  acc:    37 /    38 =  97.368
0, 42  acc:    16 /    17 =  94.118
0, 43  acc:    28 /    28 = 100.000
0, 44  acc:    25 /    26 =  96.154
0, 45  acc:     0 /     0 =     nan
0, 46  acc:    14 /    15 =  93.333
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   438 /   451 =  97.118
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    21 /    23 =  91.304
0, 51  acc:    26 /    26 = 100.000
0, 52  acc:     7 /     8 =  87.500
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     1 /     2 =  50.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   426 /   432 =  98.611
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    23 /    25 =  92.000
0, 59  acc:    21 /    21 = 100.000
0, 60  acc:    16 /    19 =  84.211
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:     5 /     7 =  71.429
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2896 /  3016 =  96.021
0, 65  acc:   403 /   423 =  95.272
0, 66  acc:   298 /   309 =  96.440
0, 67  acc:   137 /   142 =  96.479
0, 68  acc:    63 /    67 =  94.030
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    33 /    35 =  94.286
0, 71  acc:     5 /     5 = 100.000
0, 72  acc:    82 /    82 = 100.000
0, 73  acc:    11 /    12 =  91.667
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    84 /    93 =  90.323
0, 81  acc:     7 /     8 =  87.500
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:    10 /    10 = 100.000
0, 84  acc:    12 /    12 = 100.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:    10 /    10 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    14 /    14 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     2 = 100.000
0, 94  acc:    83 /    86 =  96.512
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     3 /     3 = 100.000
0, 98  acc:    14 /    14 = 100.000
0, 99  acc:     7 /     7 = 100.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    13 /    13 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    25 /    27 =  92.593
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     4 /     5 =  80.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     8 = 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:  6987 /  7207 =  96.947
0, 118  acc:  1680 /  1734 =  96.886
0, 119  acc:   451 /   463 =  97.408
0, 120  acc:   402 /   418 =  96.172
0, 121  acc:    81 /    86 =  94.186
0, 122  acc:    39 /    39 = 100.000
0, 123  acc:    13 /    13 = 100.000
0, 124  acc:    21 /    21 = 100.000
0, 125  acc:   471 /   480 =  98.125
0, 126  acc:   118 /   122 =  96.721
0, 127  acc:    28 /    28 = 100.000
0, 128  acc:    41 /    42 =  97.619
0, 129  acc:     2 /     2 = 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:   222 /   232 =  95.690
0, 134  acc:    63 /    70 =  90.000
0, 135  acc:    22 /    22 = 100.000
0, 136  acc:    35 /    35 = 100.000
0, 137  acc:     8 /     8 = 100.000
0, 138  acc:     6 /     6 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    74 /    74 = 100.000
0, 142  acc:    14 /    15 =  93.333
0, 143  acc:     1 /     1 = 100.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   139 /   142 =  97.887
0, 149  acc:    13 /    14 =  92.857
0, 150  acc:     2 /     2 = 100.000
0, 151  acc:    17 /    20 =  85.000
0, 152  acc:     2 /     3 =  66.667
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    43 /    43 = 100.000
0, 155  acc:     7 /     8 =  87.500
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     7 /     7 = 100.000
0, 159  acc:    30 /    32 =  93.750
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    17 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1830 /  1922 =  95.213
0, 170  acc:   397 /   411 =  96.594
0, 171  acc:   121 /   123 =  98.374
0, 172  acc:   193 /   201 =  96.020
0, 173  acc:    34 /    39 =  87.179
0, 174  acc:     4 /     5 =  80.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    20 /    24 =  83.333
0, 177  acc:    78 /    81 =  96.296
0, 178  acc:    10 /    10 = 100.000
0, 179  acc:     9 /     9 = 100.000
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     2 /     3 =  66.667
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    55 /    57 =  96.491
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     4 /     6 =  66.667
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    32 /    32 = 100.000
0, 192  acc:     3 /     3 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    34 /    37 =  91.892
0, 197  acc:    10 /    11 =  90.909
0, 198  acc:     7 /     7 = 100.000
0, 199  acc:     8 /     9 =  88.889
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    24 /    25 =  96.000
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     7 /     7 = 100.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     8 =  87.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     6 /     6 = 100.000
1, 0  acc: 30677 / 31641 =  96.953
1, 1  acc:  3223 /  3332 =  96.729
1, 2  acc:  5526 /  5739 =  96.289
1, 3  acc:  2360 /  2457 =  96.052
1, 4  acc:  2659 /  2764 =  96.201
1, 5  acc:   456 /   473 =  96.406
1, 6  acc:   271 /   281 =  96.441
1, 7  acc:   345 /   357 =  96.639
1, 8  acc:  2721 /  2838 =  95.877
1, 9  acc:   185 /   189 =  97.884
1, 10  acc:   258 /   266 =  96.992
1, 11  acc:   113 /   126 =  89.683
1, 12  acc:   397 /   422 =  94.076
1, 13  acc:    51 /    55 =  92.727
1, 14  acc:    75 /    80 =  93.750
1, 15  acc:    57 /    62 =  91.935
1, 16  acc:  4150 /  4336 =  95.710
1, 17  acc:   154 /   158 =  97.468
1, 18  acc:   313 /   328 =  95.427
1, 19  acc:   139 /   145 =  95.862
1, 20  acc:   156 /   157 =  99.363
1, 21  acc:    10 /    10 = 100.000
1, 22  acc:    65 /    67 =  97.015
1, 23  acc:    15 /    16 =  93.750
1, 24  acc:   499 /   532 =  93.797
1, 25  acc:     6 /     6 = 100.000
1, 26  acc:    63 /    69 =  91.304
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    85 /    89 =  95.506
1, 29  acc:     2 /     2 = 100.000
1, 30  acc:    15 /    16 =  93.750
1, 31  acc:     1 /     1 = 100.000
1, 32  acc:   857 /   894 =  95.861
1, 33  acc:    41 /    42 =  97.619
1, 34  acc:    25 /    27 =  92.593
1, 35  acc:    12 /    13 =  92.308
1, 36  acc:    28 /    28 = 100.000
1, 37  acc:     7 /     8 =  87.500
1, 38  acc:    12 /    14 =  85.714
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   196 /   207 =  94.686
1, 41  acc:     7 /     7 = 100.000
1, 42  acc:     6 /     8 =  75.000
1, 43  acc:     3 /     7 =  42.857
1, 44  acc:    18 /    18 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     6 /     7 =  85.714
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   260 /   275 =  94.545
1, 49  acc:    10 /    11 =  90.909
1, 50  acc:    17 /    18 =  94.444
1, 51  acc:    12 /    12 = 100.000
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    20 /    21 =  95.238
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   224 /   234 =  95.726
1, 57  acc:     7 /     8 =  87.500
1, 58  acc:    14 /    14 = 100.000
1, 59  acc:     8 /     8 = 100.000
1, 60  acc:    17 /    20 =  85.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2754 /  2844 =  96.835
1, 65  acc:   451 /   469 =  96.162
1, 66  acc:   261 /   268 =  97.388
1, 67  acc:   106 /   111 =  95.495
1, 68  acc:   129 /   132 =  97.727
1, 69  acc:    24 /    24 = 100.000
1, 70  acc:    35 /    35 = 100.000
1, 71  acc:    13 /    14 =  92.857
1, 72  acc:    63 /    64 =  98.438
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    16 /    16 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   101 /   104 =  97.115
1, 81  acc:    13 /    13 = 100.000
1, 82  acc:    21 /    22 =  95.455
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     2 /     2 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    12 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    10 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    76 /    77 =  98.701
1, 95  acc:    21 /    21 = 100.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    18 /    18 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     4 /     5 =  80.000
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    18 /    19 =  94.737
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    11 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     1 /     1 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     5 /     5 = 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:  4273 /  4470 =  95.593
1, 118  acc:  1046 /  1093 =  95.700
1, 119  acc:   301 /   311 =  96.785
1, 120  acc:   275 /   284 =  96.831
1, 121  acc:    66 /    68 =  97.059
1, 122  acc:    31 /    33 =  93.939
1, 123  acc:    15 /    15 = 100.000
1, 124  acc:    19 /    20 =  95.000
1, 125  acc:   268 /   278 =  96.403
1, 126  acc:    57 /    60 =  95.000
1, 127  acc:    16 /    16 = 100.000
1, 128  acc:    19 /    25 =  76.000
1, 129  acc:     7 /     8 =  87.500
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     7 =  85.714
1, 133  acc:   230 /   244 =  94.262
1, 134  acc:    47 /    48 =  97.917
1, 135  acc:    23 /    23 = 100.000
1, 136  acc:    12 /    13 =  92.308
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    53 /    59 =  89.831
1, 142  acc:     7 /     7 = 100.000
1, 143  acc:     3 /     4 =  75.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     2 = 100.000
1, 148  acc:    90 /    94 =  95.745
1, 149  acc:    10 /    11 =  90.909
1, 150  acc:     4 /     4 = 100.000
1, 151  acc:     2 /     7 =  28.571
1, 152  acc:     1 /     1 = 100.000
1, 153  acc:     5 /     6 =  83.333
1, 154  acc:    24 /    27 =  88.889
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    14 = 100.000
1, 160  acc:     1 /     3 =  33.333
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    14 /    14 = 100.000
1, 165  acc:     1 /     1 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1789 /  1878 =  95.261
1, 170  acc:   389 /   401 =  97.007
1, 171  acc:   163 /   167 =  97.605
1, 172  acc:   129 /   131 =  98.473
1, 173  acc:    28 /    30 =  93.333
1, 174  acc:     3 /     3 = 100.000
1, 175  acc:     4 /     5 =  80.000
1, 176  acc:    29 /    31 =  93.548
1, 177  acc:    43 /    45 =  95.556
1, 178  acc:     3 /     3 = 100.000
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     4 /     4 = 100.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     8 /     8 = 100.000
1, 184  acc:    59 /    61 =  96.721
1, 185  acc:    24 /    24 = 100.000
1, 186  acc:    10 /    10 = 100.000
1, 187  acc:     4 /     4 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    44 /    48 =  91.667
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     6 /     7 =  85.714
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     5 /     5 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     9 =  77.778
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:     5 /     6 =  83.333
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263200 / 269038 =  97.830
Robust  acc:     2 /     7 =  28.571
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25009 / 25373 =  98.565
0, 1  acc: 30859 / 31282 =  98.648
0, 2  acc:  6092 /  6155 =  98.976
0, 3  acc: 24002 / 24292 =  98.806
0, 4  acc: 10679 / 10829 =  98.615
0, 5  acc:  5481 /  5541 =  98.917
0, 6  acc:  6698 /  6785 =  98.718
0, 7  acc: 11860 / 12016 =  98.702
1, 0  acc:  4374 /  4437 =  98.580
1, 1  acc:  4900 /  4962 =  98.751
1, 2  acc:  2216 /  2265 =  97.837
1, 3  acc:  2402 /  2446 =  98.201
1, 4  acc:  3071 /  3125 =  98.272
1, 5  acc:   981 /  1003 =  97.807
1, 6  acc:  3072 /  3111 =  98.746
1, 7  acc:  4624 /  4682 =  98.761
--------------------------------------
Average acc: 146320 / 148304 =  98.662
Robust  acc:   981 /  1003 =  97.807
--------------------------------------
New max robust acc: 97.80658025922233
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed23.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed23.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: 59.127 | Best Acc: 94.050
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10944 / 12092 =  90.506
0, 1  acc: 12994 / 14179 =  91.643
0, 2  acc:  2606 /  3210 =  81.184
0, 3  acc: 11381 / 12101 =  94.050
0, 4  acc:  4731 /  5355 =  88.347
0, 5  acc:  2725 /  2980 =  91.443
0, 6  acc:  2666 /  3335 =  79.940
0, 7  acc:  4649 /  5723 =  81.234
1, 0  acc:  1483 /  2203 =  67.317
1, 1  acc:  1509 /  2270 =  66.476
1, 2  acc:   789 /  1216 =  64.885
1, 3  acc:   767 /  1260 =  60.873
1, 4  acc:   962 /  1627 =  59.127
1, 5  acc:   314 /   520 =  60.385
1, 6  acc:  1064 /  1537 =  69.226
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 61098 / 71854 =  85.031
Robust  acc:   962 /  1627 =  59.127
------------------------------------
Accuracies by groups:
0, 0  acc: 10944 / 12092 =  90.506
0, 1  acc: 12994 / 14179 =  91.643
0, 2  acc:  2606 /  3210 =  81.184
0, 3  acc: 11381 / 12101 =  94.050
0, 4  acc:  4731 /  5355 =  88.347
0, 5  acc:  2725 /  2980 =  91.443
0, 6  acc:  2666 /  3335 =  79.940
0, 7  acc:  4649 /  5723 =  81.234
1, 0  acc:  1483 /  2203 =  67.317
1, 1  acc:  1509 /  2270 =  66.476
1, 2  acc:   789 /  1216 =  64.885
1, 3  acc:   767 /  1260 =  60.873
1, 4  acc:   962 /  1627 =  59.127
1, 5  acc:   314 /   520 =  60.385
1, 6  acc:  1064 /  1537 =  69.226
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 61098 / 71854 =  85.031
Robust  acc:   962 /  1627 =  59.127
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10944 / 12092 =  90.506
0, 1  acc: 12994 / 14179 =  91.643
0, 2  acc:  2606 /  3210 =  81.184
0, 3  acc: 11381 / 12101 =  94.050
0, 4  acc:  4731 /  5355 =  88.347
0, 5  acc:  2725 /  2980 =  91.443
0, 6  acc:  2666 /  3335 =  79.940
0, 7  acc:  4649 /  5723 =  81.234
1, 0  acc:  1483 /  2203 =  67.317
1, 1  acc:  1509 /  2270 =  66.476
1, 2  acc:   789 /  1216 =  64.885
1, 3  acc:   767 /  1260 =  60.873
1, 4  acc:   962 /  1627 =  59.127
1, 5  acc:   314 /   520 =  60.385
1, 6  acc:  1064 /  1537 =  69.226
1, 7  acc:  1514 /  2246 =  67.409
------------------------------------
Average acc: 61098 / 71854 =  85.031
Robust  acc:   962 /  1627 =  59.127
------------------------------------

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: 98.503 | Val Loss: 0.000 | Val Acc: 99.299
Training:
Accuracies by groups:
0, 0  acc: 109795 / 110635 =  99.241
0, 1  acc:  9229 /  9307 =  99.162
0, 2  acc: 14890 / 15035 =  99.036
0, 3  acc:  7589 /  7680 =  98.815
0, 4  acc:  3023 /  3097 =  97.611
0, 5  acc:   362 /   374 =  96.791
0, 6  acc:   432 /   441 =  97.959
0, 7  acc:   418 /   430 =  97.209
0, 8  acc: 11699 / 11809 =  99.069
0, 9  acc:   751 /   757 =  99.207
0, 10  acc:   887 /   894 =  99.217
0, 11  acc:   579 /   586 =  98.805
0, 12  acc:   609 /   630 =  96.667
0, 13  acc:    71 /    73 =  97.260
0, 14  acc:   102 /   103 =  99.029
0, 15  acc:    41 /    45 =  91.111
0, 16  acc:  6957 /  7101 =  97.972
0, 17  acc:   226 /   234 =  96.581
0, 18  acc:   661 /   673 =  98.217
0, 19  acc:   212 /   222 =  95.495
0, 20  acc:   139 /   144 =  96.528
0, 21  acc:    24 /    26 =  92.308
0, 22  acc:    65 /    66 =  98.485
0, 23  acc:     7 /    11 =  63.636
0, 24  acc:   926 /   940 =  98.511
0, 25  acc:    56 /    56 = 100.000
0, 26  acc:    93 /    94 =  98.936
0, 27  acc:    33 /    35 =  94.286
0, 28  acc:    46 /    47 =  97.872
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:     6 /     7 =  85.714
0, 31  acc:     8 /     9 =  88.889
0, 32  acc:  2369 /  2399 =  98.749
0, 33  acc:   117 /   119 =  98.319
0, 34  acc:    97 /   100 =  97.000
0, 35  acc:    25 /    25 = 100.000
0, 36  acc:    46 /    49 =  93.878
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    24 /    24 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   732 /   734 =  99.728
0, 41  acc:    20 /    20 = 100.000
0, 42  acc:    29 /    32 =  90.625
0, 43  acc:    24 /    24 = 100.000
0, 44  acc:    35 /    35 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     8 =  87.500
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   442 /   448 =  98.661
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    23 /    23 = 100.000
0, 51  acc:    26 /    27 =  96.296
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     7 /     7 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   431 /   445 =  96.854
0, 57  acc:    19 /    19 = 100.000
0, 58  acc:    31 /    31 = 100.000
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    10 /    12 =  83.333
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2941 /  3046 =  96.553
0, 65  acc:   434 /   446 =  97.309
0, 66  acc:   292 /   301 =  97.010
0, 67  acc:   115 /   116 =  99.138
0, 68  acc:    63 /    67 =  94.030
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    21 /    21 = 100.000
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    76 /    77 =  98.701
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    18 /    18 = 100.000
0, 76  acc:     8 /     9 =  88.889
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    86 /    93 =  92.473
0, 81  acc:    12 /    15 =  80.000
0, 82  acc:     8 /     8 = 100.000
0, 83  acc:     8 /     9 =  88.889
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     9 /     9 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     6 /     6 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     3 =  66.667
0, 94  acc:    84 /    86 =  97.674
0, 95  acc:    11 /    11 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     8 /     8 = 100.000
0, 99  acc:     6 /     6 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     9 /     9 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    14 /    14 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     5 /     5 = 100.000
0, 112  acc:     5 /     5 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     3 /     3 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7240 /  7403 =  97.798
0, 118  acc:  1762 /  1797 =  98.052
0, 119  acc:   460 /   469 =  98.081
0, 120  acc:   399 /   412 =  96.845
0, 121  acc:    84 /    90 =  93.333
0, 122  acc:    38 /    40 =  95.000
0, 123  acc:    12 /    13 =  92.308
0, 124  acc:    34 /    35 =  97.143
0, 125  acc:   473 /   481 =  98.337
0, 126  acc:   108 /   110 =  98.182
0, 127  acc:    28 /    28 = 100.000
0, 128  acc:    42 /    43 =  97.674
0, 129  acc:     8 /     8 = 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:   214 /   221 =  96.833
0, 134  acc:    53 /    54 =  98.148
0, 135  acc:    35 /    35 = 100.000
0, 136  acc:    21 /    23 =  91.304
0, 137  acc:     7 /     7 = 100.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    61 /    61 = 100.000
0, 142  acc:    13 /    13 = 100.000
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:    13 /    13 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   136 /   138 =  98.551
0, 149  acc:    22 /    23 =  95.652
0, 150  acc:     3 /     4 =  75.000
0, 151  acc:    17 /    21 =  80.952
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    39 /    40 =  97.500
0, 155  acc:     8 /     8 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    32 /    34 =  94.118
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    18 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1780 /  1850 =  96.216
0, 170  acc:   401 /   414 =  96.860
0, 171  acc:   121 /   123 =  98.374
0, 172  acc:   193 /   197 =  97.970
0, 173  acc:    23 /    23 = 100.000
0, 174  acc:    11 /    11 = 100.000
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:    14 /    18 =  77.778
0, 177  acc:    95 /    96 =  98.958
0, 178  acc:    17 /    17 = 100.000
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    52 /    53 =  98.113
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    30 =  96.667
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     0 =     nan
0, 196  acc:    47 /    47 = 100.000
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     4 /     5 =  80.000
0, 199  acc:     2 /     2 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    26 /    29 =  89.655
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     2 /     2 = 100.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     1 = 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:     9 /     9 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 30923 / 31546 =  98.025
1, 1  acc:  3275 /  3346 =  97.878
1, 2  acc:  5699 /  5843 =  97.536
1, 3  acc:  2389 /  2457 =  97.232
1, 4  acc:  2715 /  2794 =  97.173
1, 5  acc:   477 /   488 =  97.746
1, 6  acc:   277 /   280 =  98.929
1, 7  acc:   338 /   347 =  97.406
1, 8  acc:  2794 /  2879 =  97.048
1, 9  acc:   184 /   187 =  98.396
1, 10  acc:   267 /   274 =  97.445
1, 11  acc:   118 /   122 =  96.721
1, 12  acc:   388 /   395 =  98.228
1, 13  acc:    54 /    54 = 100.000
1, 14  acc:    61 /    63 =  96.825
1, 15  acc:    69 /    69 = 100.000
1, 16  acc:  4347 /  4496 =  96.686
1, 17  acc:   176 /   178 =  98.876
1, 18  acc:   304 /   312 =  97.436
1, 19  acc:   111 /   116 =  95.690
1, 20  acc:   145 /   147 =  98.639
1, 21  acc:    21 /    21 = 100.000
1, 22  acc:    82 /    83 =  98.795
1, 23  acc:    17 /    19 =  89.474
1, 24  acc:   543 /   565 =  96.106
1, 25  acc:     7 /     8 =  87.500
1, 26  acc:    45 /    46 =  97.826
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:    80 /    83 =  96.386
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    18 /    18 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   830 /   856 =  96.963
1, 33  acc:    46 /    49 =  93.878
1, 34  acc:    33 /    33 = 100.000
1, 35  acc:    21 /    21 = 100.000
1, 36  acc:    24 /    24 = 100.000
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    11 /    11 = 100.000
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   190 /   200 =  95.000
1, 41  acc:    16 /    16 = 100.000
1, 42  acc:     6 /     8 =  75.000
1, 43  acc:    16 /    17 =  94.118
1, 44  acc:    20 /    20 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   279 /   287 =  97.213
1, 49  acc:     8 /     9 =  88.889
1, 50  acc:    20 /    21 =  95.238
1, 51  acc:    12 /    12 = 100.000
1, 52  acc:     5 /     5 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    14 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   225 /   231 =  97.403
1, 57  acc:    12 /    12 = 100.000
1, 58  acc:     8 /     8 = 100.000
1, 59  acc:     9 /     9 = 100.000
1, 60  acc:    16 /    17 =  94.118
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     8 /     8 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2791 /  2866 =  97.383
1, 65  acc:   388 /   396 =  97.980
1, 66  acc:   270 /   282 =  95.745
1, 67  acc:   112 /   119 =  94.118
1, 68  acc:   128 /   132 =  96.970
1, 69  acc:    22 /    23 =  95.652
1, 70  acc:    45 /    45 = 100.000
1, 71  acc:    18 /    18 = 100.000
1, 72  acc:    59 /    61 =  96.721
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    12 /    12 = 100.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   102 /   103 =  99.029
1, 81  acc:    10 /    13 =  76.923
1, 82  acc:    19 /    19 = 100.000
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:     9 /     9 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    17 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    13 /    13 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    89 /    89 = 100.000
1, 95  acc:    10 /    10 = 100.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    11 = 100.000
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    13 /    14 =  92.857
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    11 /    11 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4244 /  4393 =  96.608
1, 118  acc:  1084 /  1108 =  97.834
1, 119  acc:   256 /   262 =  97.710
1, 120  acc:   269 /   285 =  94.386
1, 121  acc:    72 /    74 =  97.297
1, 122  acc:    34 /    35 =  97.143
1, 123  acc:    10 /    10 = 100.000
1, 124  acc:    23 /    23 = 100.000
1, 125  acc:   258 /   266 =  96.992
1, 126  acc:    66 /    70 =  94.286
1, 127  acc:    11 /    14 =  78.571
1, 128  acc:    19 /    19 = 100.000
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   230 /   237 =  97.046
1, 134  acc:    51 /    51 = 100.000
1, 135  acc:    23 /    23 = 100.000
1, 136  acc:    21 /    23 =  91.304
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    69 /    70 =  98.571
1, 142  acc:    11 /    11 = 100.000
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     1 = 100.000
1, 148  acc:   103 /   108 =  95.370
1, 149  acc:     7 /     8 =  87.500
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:     6 /    11 =  54.545
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    12 /    13 =  92.308
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     7 =  85.714
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    19 /    19 = 100.000
1, 160  acc:     2 /     3 =  66.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    25 /    25 = 100.000
1, 165  acc:     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:  1826 /  1889 =  96.665
1, 170  acc:   371 /   377 =  98.408
1, 171  acc:   144 /   147 =  97.959
1, 172  acc:   134 /   138 =  97.101
1, 173  acc:    28 /    33 =  84.848
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    26 /    28 =  92.857
1, 177  acc:    50 /    52 =  96.154
1, 178  acc:     6 /     6 = 100.000
1, 179  acc:     4 /     5 =  80.000
1, 180  acc:     5 /     5 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:     7 /     7 = 100.000
1, 184  acc:    58 /    60 =  96.667
1, 185  acc:    19 /    20 =  95.000
1, 186  acc:     7 /     7 = 100.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     9 /     9 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    61 /    65 =  93.846
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /    10 =  90.000
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     5 /     7 =  71.429
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     4 /     4 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     2 /     2 = 100.000
1, 218  acc:     3 /     3 = 100.000
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265011 / 269038 =  98.503
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25199 / 25373 =  99.314
0, 1  acc: 31050 / 31282 =  99.258
0, 2  acc:  6111 /  6155 =  99.285
0, 3  acc: 24122 / 24292 =  99.300
0, 4  acc: 10760 / 10829 =  99.363
0, 5  acc:  5506 /  5541 =  99.368
0, 6  acc:  6734 /  6785 =  99.248
0, 7  acc: 11941 / 12016 =  99.376
1, 0  acc:  4402 /  4437 =  99.211
1, 1  acc:  4931 /  4962 =  99.375
1, 2  acc:  2242 /  2265 =  98.985
1, 3  acc:  2428 /  2446 =  99.264
1, 4  acc:  3103 /  3125 =  99.296
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3078 /  3111 =  98.939
1, 7  acc:  4634 /  4682 =  98.975
--------------------------------------
Average acc: 147237 / 148304 =  99.281
Robust  acc:  3078 /  3111 =  98.939
--------------------------------------
New max robust acc: 98.93924783027965
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed23.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed23.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: 54.048 | Best Acc: 95.356
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11253 / 12092 =  93.062
0, 1  acc: 13315 / 14179 =  93.906
0, 2  acc:  2677 /  3210 =  83.396
0, 3  acc: 11539 / 12101 =  95.356
0, 4  acc:  4764 /  5355 =  88.964
0, 5  acc:  2746 /  2980 =  92.148
0, 6  acc:  2703 /  3335 =  81.049
0, 7  acc:  4831 /  5723 =  84.414
1, 0  acc:  1351 /  2203 =  61.325
1, 1  acc:  1380 /  2270 =  60.793
1, 2  acc:   757 /  1216 =  62.253
1, 3  acc:   681 /  1260 =  54.048
1, 4  acc:   901 /  1627 =  55.378
1, 5  acc:   296 /   520 =  56.923
1, 6  acc:  1033 /  1537 =  67.209
1, 7  acc:  1391 /  2246 =  61.932
------------------------------------
Average acc: 61618 / 71854 =  85.754
Robust  acc:   681 /  1260 =  54.048
------------------------------------
Accuracies by groups:
0, 0  acc: 11253 / 12092 =  93.062
0, 1  acc: 13315 / 14179 =  93.906
0, 2  acc:  2677 /  3210 =  83.396
0, 3  acc: 11539 / 12101 =  95.356
0, 4  acc:  4764 /  5355 =  88.964
0, 5  acc:  2746 /  2980 =  92.148
0, 6  acc:  2703 /  3335 =  81.049
0, 7  acc:  4831 /  5723 =  84.414
1, 0  acc:  1351 /  2203 =  61.325
1, 1  acc:  1380 /  2270 =  60.793
1, 2  acc:   757 /  1216 =  62.253
1, 3  acc:   681 /  1260 =  54.048
1, 4  acc:   901 /  1627 =  55.378
1, 5  acc:   296 /   520 =  56.923
1, 6  acc:  1033 /  1537 =  67.209
1, 7  acc:  1391 /  2246 =  61.932
------------------------------------
Average acc: 61618 / 71854 =  85.754
Robust  acc:   681 /  1260 =  54.048
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11253 / 12092 =  93.062
0, 1  acc: 13315 / 14179 =  93.906
0, 2  acc:  2677 /  3210 =  83.396
0, 3  acc: 11539 / 12101 =  95.356
0, 4  acc:  4764 /  5355 =  88.964
0, 5  acc:  2746 /  2980 =  92.148
0, 6  acc:  2703 /  3335 =  81.049
0, 7  acc:  4831 /  5723 =  84.414
1, 0  acc:  1351 /  2203 =  61.325
1, 1  acc:  1380 /  2270 =  60.793
1, 2  acc:   757 /  1216 =  62.253
1, 3  acc:   681 /  1260 =  54.048
1, 4  acc:   901 /  1627 =  55.378
1, 5  acc:   296 /   520 =  56.923
1, 6  acc:  1033 /  1537 =  67.209
1, 7  acc:  1391 /  2246 =  61.932
------------------------------------
Average acc: 61618 / 71854 =  85.754
Robust  acc:   681 /  1260 =  54.048
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed23.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed23.pt
