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_seed2.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: 2
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: 1.6
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=2-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed2.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7470, 0.1395],
        [0.0753, 0.0381]])
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: 0.020 | Train Acc: 85.845 | Val Loss: 0.000 | Val Acc: 91.917
Training:
Accuracies by groups:
0, 0  acc: 92162 / 98521 =  93.546
0, 1  acc:  8089 /  8828 =  91.629
0, 2  acc: 13043 / 14322 =  91.070
0, 3  acc:  6100 /  6797 =  89.745
0, 4  acc:  2007 /  2784 =  72.091
0, 5  acc:   207 /   332 =  62.349
0, 6  acc:   271 /   362 =  74.862
0, 7  acc:   281 /   382 =  73.560
0, 8  acc:  8948 /  9691 =  92.333
0, 9  acc:   594 /   662 =  89.728
0, 10  acc:   626 /   698 =  89.685
0, 11  acc:   430 /   477 =  90.147
0, 12  acc:   388 /   539 =  71.985
0, 13  acc:    39 /    54 =  72.222
0, 14  acc:    56 /    76 =  73.684
0, 15  acc:    30 /    47 =  63.830
0, 16  acc:  5284 /  6524 =  80.993
0, 17  acc:   192 /   234 =  82.051
0, 18  acc:   562 /   662 =  84.894
0, 19  acc:   157 /   188 =  83.511
0, 20  acc:    92 /   149 =  61.745
0, 21  acc:     4 /    10 =  40.000
0, 22  acc:    37 /    52 =  71.154
0, 23  acc:     7 /    11 =  63.636
0, 24  acc:   639 /   818 =  78.117
0, 25  acc:    33 /    35 =  94.286
0, 26  acc:    59 /    64 =  92.188
0, 27  acc:    28 /    34 =  82.353
0, 28  acc:    25 /    35 =  71.429
0, 29  acc:     3 /     4 =  75.000
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  1906 /  2122 =  89.821
0, 33  acc:    80 /    86 =  93.023
0, 34  acc:    69 /    82 =  84.146
0, 35  acc:    15 /    15 = 100.000
0, 36  acc:    29 /    37 =  78.378
0, 37  acc:     3 /     5 =  60.000
0, 38  acc:    15 /    20 =  75.000
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   452 /   504 =  89.683
0, 41  acc:    22 /    26 =  84.615
0, 42  acc:    17 /    19 =  89.474
0, 43  acc:    17 /    19 =  89.474
0, 44  acc:    16 /    20 =  80.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     5 /     7 =  71.429
0, 47  acc:     0 /     1 =   0.000
0, 48  acc:   313 /   401 =  78.055
0, 49  acc:     2 /     3 =  66.667
0, 50  acc:    18 /    20 =  90.000
0, 51  acc:    20 /    22 =  90.909
0, 52  acc:     5 /     8 =  62.500
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     2 /     5 =  40.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   286 /   351 =  81.481
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    19 /    25 =  76.000
0, 59  acc:    16 /    18 =  88.889
0, 60  acc:     6 /    12 =  50.000
0, 61  acc:     1 /     2 =  50.000
0, 62  acc:     5 /     8 =  62.500
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2129 /  2941 =  72.390
0, 65  acc:   265 /   397 =  66.751
0, 66  acc:   205 /   291 =  70.447
0, 67  acc:    83 /   121 =  68.595
0, 68  acc:    40 /    65 =  61.538
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    12 /    24 =  50.000
0, 71  acc:     9 /    11 =  81.818
0, 72  acc:    65 /    76 =  85.526
0, 73  acc:     2 /     4 =  50.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     3 /     7 =  42.857
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     2 /     2 = 100.000
0, 80  acc:    65 /   107 =  60.748
0, 81  acc:     6 /    11 =  54.545
0, 82  acc:     5 /     7 =  71.429
0, 83  acc:     1 /     7 =  14.286
0, 84  acc:     1 /     2 =  50.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     3 /    10 =  30.000
0, 87  acc:     1 /     3 =  33.333
0, 88  acc:     6 /     8 =  75.000
0, 89  acc:     1 /     2 =  50.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    64 /    87 =  73.563
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     7 /    11 =  63.636
0, 99  acc:     4 /     5 =  80.000
0, 100  acc:     0 /     0 =     nan
0, 101  acc:    10 /    13 =  76.923
0, 102  acc:     0 /     1 =   0.000
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:     7 /    12 =  58.333
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     3 /     9 =  33.333
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  5355 /  6719 =  79.699
0, 118  acc:  1223 /  1588 =  77.015
0, 119  acc:   360 /   447 =  80.537
0, 120  acc:   310 /   367 =  84.469
0, 121  acc:    45 /    73 =  61.644
0, 122  acc:    15 /    25 =  60.000
0, 123  acc:     7 /    15 =  46.667
0, 124  acc:    15 /    22 =  68.182
0, 125  acc:   300 /   370 =  81.081
0, 126  acc:    87 /   125 =  69.600
0, 127  acc:    22 /    24 =  91.667
0, 128  acc:    36 /    44 =  81.818
0, 129  acc:     7 /     8 =  87.500
0, 130  acc:     2 /     2 = 100.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   140 /   211 =  66.351
0, 134  acc:    28 /    55 =  50.909
0, 135  acc:    19 /    25 =  76.000
0, 136  acc:    19 /    28 =  67.857
0, 137  acc:     6 /     8 =  75.000
0, 138  acc:     1 /     3 =  33.333
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    40 /    58 =  68.966
0, 142  acc:     8 /    14 =  57.143
0, 143  acc:     2 /     5 =  40.000
0, 144  acc:     3 /     7 =  42.857
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     3 =  33.333
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    91 /   116 =  78.448
0, 149  acc:    18 /    24 =  75.000
0, 150  acc:     5 /     5 = 100.000
0, 151  acc:     3 /     5 =  60.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    40 /    46 =  86.957
0, 155  acc:     2 /     7 =  28.571
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     6 =  83.333
0, 159  acc:    23 /    32 =  71.875
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     4 /     6 =  66.667
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    22 =  72.727
0, 165  acc:     0 /     2 =   0.000
0, 166  acc:     5 /     7 =  71.429
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1164 /  1742 =  66.820
0, 170  acc:   274 /   429 =  63.869
0, 171  acc:    74 /   111 =  66.667
0, 172  acc:   114 /   173 =  65.896
0, 173  acc:    12 /    20 =  60.000
0, 174  acc:     2 /     4 =  50.000
0, 175  acc:     4 /     7 =  57.143
0, 176  acc:    18 /    28 =  64.286
0, 177  acc:    51 /    72 =  70.833
0, 178  acc:    10 /    11 =  90.909
0, 179  acc:     7 /    10 =  70.000
0, 180  acc:     2 /     3 =  66.667
0, 181  acc:     1 /     2 =  50.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     1 /     2 =  50.000
0, 184  acc:    30 /    53 =  56.604
0, 185  acc:     2 /     4 =  50.000
0, 186  acc:     6 /     9 =  66.667
0, 187  acc:     4 /     6 =  66.667
0, 188  acc:     1 /     5 =  20.000
0, 189  acc:     3 /     4 =  75.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    10 /    28 =  35.714
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     3 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    28 /    49 =  57.143
0, 197  acc:     7 /    11 =  63.636
0, 198  acc:     2 /     5 =  40.000
0, 199  acc:     2 /     3 =  66.667
0, 200  acc:     0 /     1 =   0.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    10 /    16 =  62.500
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     1 /     2 =  50.000
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     1 /     2 =  50.000
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     8 =  37.500
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     3 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     7 /     7 = 100.000
1, 0  acc: 32645 / 39940 =  81.735
1, 1  acc:  3517 /  4402 =  79.896
1, 2  acc:  5644 /  7344 =  76.852
1, 3  acc:  2281 /  3106 =  73.439
1, 4  acc:  2858 /  3486 =  81.985
1, 5  acc:   520 /   613 =  84.829
1, 6  acc:   248 /   322 =  77.019
1, 7  acc:   357 /   428 =  83.411
1, 8  acc:  2639 /  3693 =  71.460
1, 9  acc:   190 /   261 =  72.797
1, 10  acc:   214 /   306 =  69.935
1, 11  acc:   106 /   159 =  66.667
1, 12  acc:   462 /   559 =  82.648
1, 13  acc:    43 /    59 =  72.881
1, 14  acc:    69 /   100 =  69.000
1, 15  acc:    61 /    94 =  64.894
1, 16  acc:  3926 /  5444 =  72.116
1, 17  acc:   169 /   214 =  78.972
1, 18  acc:   323 /   456 =  70.833
1, 19  acc:   127 /   168 =  75.595
1, 20  acc:   191 /   218 =  87.615
1, 21  acc:    25 /    29 =  86.207
1, 22  acc:    75 /    97 =  77.320
1, 23  acc:    22 /    28 =  78.571
1, 24  acc:   533 /   726 =  73.416
1, 25  acc:     9 /    13 =  69.231
1, 26  acc:    54 /    77 =  70.130
1, 27  acc:     5 /     8 =  62.500
1, 28  acc:   101 /   118 =  85.593
1, 29  acc:     2 /     2 = 100.000
1, 30  acc:    19 /    21 =  90.476
1, 31  acc:    10 /    12 =  83.333
1, 32  acc:   852 /  1193 =  71.417
1, 33  acc:    38 /    53 =  71.698
1, 34  acc:    48 /    59 =  81.356
1, 35  acc:    12 /    16 =  75.000
1, 36  acc:    38 /    40 =  95.000
1, 37  acc:     5 /     6 =  83.333
1, 38  acc:    17 /    21 =  80.952
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   220 /   291 =  75.601
1, 41  acc:     9 /    12 =  75.000
1, 42  acc:     4 /     8 =  50.000
1, 43  acc:     4 /    10 =  40.000
1, 44  acc:    12 /    20 =  60.000
1, 45  acc:     0 /     2 =   0.000
1, 46  acc:     5 /    10 =  50.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   284 /   375 =  75.733
1, 49  acc:     3 /     3 = 100.000
1, 50  acc:    11 /    16 =  68.750
1, 51  acc:     8 /    10 =  80.000
1, 52  acc:     5 /     7 =  71.429
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    22 /    29 =  75.862
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   201 /   273 =  73.626
1, 57  acc:    10 /    11 =  90.909
1, 58  acc:    13 /    15 =  86.667
1, 59  acc:     9 /    11 =  81.818
1, 60  acc:    23 /    27 =  85.185
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3004 /  3697 =  81.255
1, 65  acc:   438 /   548 =  79.927
1, 66  acc:   287 /   358 =  80.168
1, 67  acc:   108 /   140 =  77.143
1, 68  acc:   137 /   164 =  83.537
1, 69  acc:    28 /    29 =  96.552
1, 70  acc:    49 /    55 =  89.091
1, 71  acc:    14 /    20 =  70.000
1, 72  acc:    65 /    86 =  75.581
1, 73  acc:     2 /     3 =  66.667
1, 74  acc:     0 /     3 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    14 /    18 =  77.778
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:    97 /   122 =  79.508
1, 81  acc:    11 /    17 =  64.706
1, 82  acc:    38 /    40 =  95.000
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    16 /    18 =  88.889
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    15 /    23 =  65.217
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    81 /   112 =  72.321
1, 95  acc:     9 /    16 =  56.250
1, 96  acc:    15 /    15 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     8 =  87.500
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /     8 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    23 /    29 =  79.310
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    13 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     5 =  80.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     7 /     8 =  87.500
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:  4429 /  5972 =  74.163
1, 118  acc:  1047 /  1418 =  73.836
1, 119  acc:   265 /   356 =  74.438
1, 120  acc:   279 /   374 =  74.599
1, 121  acc:   100 /   126 =  79.365
1, 122  acc:    50 /    56 =  89.286
1, 123  acc:    10 /    17 =  58.824
1, 124  acc:    29 /    35 =  82.857
1, 125  acc:   268 /   370 =  72.432
1, 126  acc:    64 /    85 =  75.294
1, 127  acc:     9 /    17 =  52.941
1, 128  acc:    16 /    24 =  66.667
1, 129  acc:    11 /    13 =  84.615
1, 130  acc:     1 /     1 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    12 =  91.667
1, 133  acc:   246 /   324 =  75.926
1, 134  acc:    54 /    69 =  78.261
1, 135  acc:    17 /    21 =  80.952
1, 136  acc:    16 /    27 =  59.259
1, 137  acc:     1 /     1 = 100.000
1, 138  acc:     2 /     2 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    46 /    75 =  61.333
1, 142  acc:    20 /    20 = 100.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     1 /     3 =  33.333
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     2 =   0.000
1, 148  acc:   103 /   151 =  68.212
1, 149  acc:    14 /    19 =  73.684
1, 150  acc:    12 /    16 =  75.000
1, 151  acc:    14 /    22 =  63.636
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    22 /    30 =  73.333
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     5 =  40.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    25 /    29 =  86.207
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:    13 /    20 =  65.000
1, 165  acc:     1 /     3 =  33.333
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1955 /  2458 =  79.536
1, 170  acc:   363 /   452 =  80.310
1, 171  acc:   158 /   196 =  80.612
1, 172  acc:   115 /   154 =  74.675
1, 173  acc:    41 /    50 =  82.000
1, 174  acc:     5 /     9 =  55.556
1, 175  acc:     9 /    10 =  90.000
1, 176  acc:    21 /    34 =  61.765
1, 177  acc:    40 /    53 =  75.472
1, 178  acc:     4 /     5 =  80.000
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     3 /     9 =  33.333
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     9 /    11 =  81.818
1, 184  acc:    68 /    87 =  78.161
1, 185  acc:    26 /    29 =  89.655
1, 186  acc:    10 /    13 =  76.923
1, 187  acc:     9 /    10 =  90.000
1, 188  acc:     1 /     2 =  50.000
1, 189  acc:     0 /     0 =     nan
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    54 /    75 =  72.000
1, 197  acc:     5 /     8 =  62.500
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /    11 =  45.455
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:     9 /    13 =  69.231
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 230955 / 269038 =  85.845
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23336 / 25373 =  91.972
0, 1  acc: 28775 / 31282 =  91.986
0, 2  acc:  5685 /  6155 =  92.364
0, 3  acc: 22307 / 24292 =  91.829
0, 4  acc:  9996 / 10829 =  92.308
0, 5  acc:  5054 /  5541 =  91.211
0, 6  acc:  6234 /  6785 =  91.879
0, 7  acc: 11023 / 12016 =  91.736
1, 0  acc:  4104 /  4437 =  92.495
1, 1  acc:  4569 /  4962 =  92.080
1, 2  acc:  2078 /  2265 =  91.744
1, 3  acc:  2249 /  2446 =  91.946
1, 4  acc:  2873 /  3125 =  91.936
1, 5  acc:   918 /  1003 =  91.525
1, 6  acc:  2862 /  3111 =  91.996
1, 7  acc:  4333 /  4682 =  92.546
--------------------------------------
Average acc: 136396 / 148304 =  91.971
Robust  acc:  5054 /  5541 =  91.211
--------------------------------------
New max robust acc: 91.21097274860134
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed2.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed2.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 64.206 | Best Acc: 93.951
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10916 / 12092 =  90.275
0, 1  acc: 13041 / 14179 =  91.974
0, 2  acc:  2471 /  3210 =  76.978
0, 3  acc: 11369 / 12101 =  93.951
0, 4  acc:  4617 /  5355 =  86.218
0, 5  acc:  2674 /  2980 =  89.732
0, 6  acc:  2551 /  3335 =  76.492
0, 7  acc:  4585 /  5723 =  80.115
1, 0  acc:  1523 /  2203 =  69.133
1, 1  acc:  1486 /  2270 =  65.463
1, 2  acc:   879 /  1216 =  72.286
1, 3  acc:   809 /  1260 =  64.206
1, 4  acc:  1050 /  1627 =  64.536
1, 5  acc:   338 /   520 =  65.000
1, 6  acc:  1118 /  1537 =  72.739
1, 7  acc:  1524 /  2246 =  67.854
------------------------------------
Average acc: 60951 / 71854 =  84.826
Robust  acc:   809 /  1260 =  64.206
------------------------------------
Accuracies by groups:
0, 0  acc: 10916 / 12092 =  90.275
0, 1  acc: 13041 / 14179 =  91.974
0, 2  acc:  2471 /  3210 =  76.978
0, 3  acc: 11369 / 12101 =  93.951
0, 4  acc:  4617 /  5355 =  86.218
0, 5  acc:  2674 /  2980 =  89.732
0, 6  acc:  2551 /  3335 =  76.492
0, 7  acc:  4585 /  5723 =  80.115
1, 0  acc:  1523 /  2203 =  69.133
1, 1  acc:  1486 /  2270 =  65.463
1, 2  acc:   879 /  1216 =  72.286
1, 3  acc:   809 /  1260 =  64.206
1, 4  acc:  1050 /  1627 =  64.536
1, 5  acc:   338 /   520 =  65.000
1, 6  acc:  1118 /  1537 =  72.739
1, 7  acc:  1524 /  2246 =  67.854
------------------------------------
Average acc: 60951 / 71854 =  84.826
Robust  acc:   809 /  1260 =  64.206
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10916 / 12092 =  90.275
0, 1  acc: 13041 / 14179 =  91.974
0, 2  acc:  2471 /  3210 =  76.978
0, 3  acc: 11369 / 12101 =  93.951
0, 4  acc:  4617 /  5355 =  86.218
0, 5  acc:  2674 /  2980 =  89.732
0, 6  acc:  2551 /  3335 =  76.492
0, 7  acc:  4585 /  5723 =  80.115
1, 0  acc:  1523 /  2203 =  69.133
1, 1  acc:  1486 /  2270 =  65.463
1, 2  acc:   879 /  1216 =  72.286
1, 3  acc:   809 /  1260 =  64.206
1, 4  acc:  1050 /  1627 =  64.536
1, 5  acc:   338 /   520 =  65.000
1, 6  acc:  1118 /  1537 =  72.739
1, 7  acc:  1524 /  2246 =  67.854
------------------------------------
Average acc: 60951 / 71854 =  84.826
Robust  acc:   809 /  1260 =  64.206
------------------------------------

t_total is 141male 0
[2male 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: 93.282 | Val Loss: 0.000 | Val Acc: 95.456
Training:
Accuracies by groups:
0, 0  acc: 95191 / 98811 =  96.336
0, 1  acc:  8206 /  8601 =  95.408
0, 2  acc: 13516 / 14261 =  94.776
0, 3  acc:  6531 /  6910 =  94.515
0, 4  acc:  2401 /  2861 =  83.922
0, 5  acc:   249 /   338 =  73.669
0, 6  acc:   301 /   348 =  86.494
0, 7  acc:   282 /   351 =  80.342
0, 8  acc:  9042 /  9473 =  95.450
0, 9  acc:   585 /   633 =  92.417
0, 10  acc:   656 /   689 =  95.210
0, 11  acc:   492 /   516 =  95.349
0, 12  acc:   402 /   478 =  84.100
0, 13  acc:    37 /    45 =  82.222
0, 14  acc:    71 /    79 =  89.873
0, 15  acc:    34 /    45 =  75.556
0, 16  acc:  5794 /  6458 =  89.718
0, 17  acc:   198 /   215 =  92.093
0, 18  acc:   610 /   669 =  91.181
0, 19  acc:   196 /   225 =  87.111
0, 20  acc:   106 /   138 =  76.812
0, 21  acc:    14 /    19 =  73.684
0, 22  acc:    54 /    63 =  85.714
0, 23  acc:     5 /    10 =  50.000
0, 24  acc:   717 /   812 =  88.300
0, 25  acc:    26 /    28 =  92.857
0, 26  acc:    64 /    73 =  87.671
0, 27  acc:    17 /    18 =  94.444
0, 28  acc:    29 /    44 =  65.909
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     3 /     6 =  50.000
0, 31  acc:     4 /     4 = 100.000
0, 32  acc:  1882 /  1999 =  94.147
0, 33  acc:    87 /    90 =  96.667
0, 34  acc:    84 /    90 =  93.333
0, 35  acc:    22 /    22 = 100.000
0, 36  acc:    33 /    41 =  80.488
0, 37  acc:     4 /     5 =  80.000
0, 38  acc:    10 /    11 =  90.909
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   544 /   571 =  95.271
0, 41  acc:    14 /    15 =  93.333
0, 42  acc:    24 /    27 =  88.889
0, 43  acc:    24 /    24 = 100.000
0, 44  acc:    17 /    19 =  89.474
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     2 /     3 =  66.667
0, 48  acc:   338 /   395 =  85.570
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    23 /    24 =  95.833
0, 51  acc:    20 /    21 =  95.238
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   321 /   357 =  89.916
0, 57  acc:    11 /    12 =  91.667
0, 58  acc:    15 /    16 =  93.750
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    11 /    16 =  68.750
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     2 /     4 =  50.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2364 /  2764 =  85.528
0, 65  acc:   317 /   392 =  80.867
0, 66  acc:   247 /   290 =  85.172
0, 67  acc:   108 /   126 =  85.714
0, 68  acc:    57 /    77 =  74.026
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    18 /    27 =  66.667
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    55 /    59 =  93.220
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     5 /     5 = 100.000
0, 75  acc:     8 /     9 =  88.889
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    68 /    83 =  81.928
0, 81  acc:     8 /    11 =  72.727
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     9 /    10 =  90.000
0, 84  acc:     4 /     6 =  66.667
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:    10 /    12 =  83.333
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:    15 /    16 =  93.750
0, 89  acc:     4 /     4 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    59 /    73 =  80.822
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:     8 /    10 =  80.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    10 /    12 =  83.333
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     5 /     6 =  83.333
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    11 /    15 =  73.333
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     1 /     5 =  20.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     5 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     3 /     4 =  75.000
0, 117  acc:  6195 /  6877 =  90.083
0, 118  acc:  1457 /  1640 =  88.841
0, 119  acc:   413 /   457 =  90.372
0, 120  acc:   360 /   399 =  90.226
0, 121  acc:    57 /    73 =  78.082
0, 122  acc:    18 /    24 =  75.000
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    24 /    28 =  85.714
0, 125  acc:   355 /   395 =  89.873
0, 126  acc:    92 /   110 =  83.636
0, 127  acc:    29 /    30 =  96.667
0, 128  acc:    36 /    38 =  94.737
0, 129  acc:     7 /     8 =  87.500
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   183 /   227 =  80.617
0, 134  acc:    33 /    45 =  73.333
0, 135  acc:    24 /    24 = 100.000
0, 136  acc:    17 /    21 =  80.952
0, 137  acc:     6 /    11 =  54.545
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    59 /    72 =  81.944
0, 142  acc:     6 /     8 =  75.000
0, 143  acc:     4 /     5 =  80.000
0, 144  acc:     8 /     9 =  88.889
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   109 /   117 =  93.162
0, 149  acc:    14 /    16 =  87.500
0, 150  acc:     4 /     8 =  50.000
0, 151  acc:     3 /     8 =  37.500
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     1 =   0.000
0, 154  acc:    35 /    40 =  87.500
0, 155  acc:     4 /     5 =  80.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    13 /    18 =  72.222
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     1 /     2 =  50.000
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    19 =  89.474
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1467 /  1800 =  81.500
0, 170  acc:   292 /   380 =  76.842
0, 171  acc:    99 /   120 =  82.500
0, 172  acc:   155 /   187 =  82.888
0, 173  acc:    18 /    22 =  81.818
0, 174  acc:     3 /     8 =  37.500
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    18 /    21 =  85.714
0, 177  acc:    77 /    83 =  92.771
0, 178  acc:     8 /    11 =  72.727
0, 179  acc:     8 /     9 =  88.889
0, 180  acc:     9 /    10 =  90.000
0, 181  acc:     4 /     5 =  80.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    48 /    56 =  85.714
0, 185  acc:     4 /     5 =  80.000
0, 186  acc:     2 /     3 =  66.667
0, 187  acc:     7 /    11 =  63.636
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    21 /    27 =  77.778
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     3 /     5 =  60.000
0, 196  acc:    41 /    46 =  89.130
0, 197  acc:     8 /     9 =  88.889
0, 198  acc:     3 /     6 =  50.000
0, 199  acc:     2 /     4 =  50.000
0, 200  acc:     2 /     3 =  66.667
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    17 /    19 =  89.474
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     3 /     5 =  60.000
0, 209  acc:     3 /     3 = 100.000
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     3 =  66.667
0, 214  acc:     0 /     2 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     7 =  85.714
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 37118 / 39848 =  93.149
1, 1  acc:  4080 /  4415 =  92.412
1, 2  acc:  6592 /  7289 =  90.438
1, 3  acc:  2833 /  3161 =  89.624
1, 4  acc:  3285 /  3617 =  90.821
1, 5  acc:   564 /   611 =  92.308
1, 6  acc:   350 /   392 =  89.286
1, 7  acc:   410 /   449 =  91.314
1, 8  acc:  3295 /  3644 =  90.423
1, 9  acc:   249 /   278 =  89.568
1, 10  acc:   330 /   370 =  89.189
1, 11  acc:   126 /   151 =  83.444
1, 12  acc:   511 /   568 =  89.965
1, 13  acc:    68 /    74 =  91.892
1, 14  acc:    76 /    92 =  82.609
1, 15  acc:    91 /   106 =  85.849
1, 16  acc:  4895 /  5479 =  89.341
1, 17  acc:   184 /   202 =  91.089
1, 18  acc:   343 /   395 =  86.835
1, 19  acc:   150 /   176 =  85.227
1, 20  acc:   199 /   212 =  93.868
1, 21  acc:    31 /    32 =  96.875
1, 22  acc:    87 /    96 =  90.625
1, 23  acc:    24 /    25 =  96.000
1, 24  acc:   598 /   698 =  85.673
1, 25  acc:    17 /    19 =  89.474
1, 26  acc:    55 /    63 =  87.302
1, 27  acc:     9 /     9 = 100.000
1, 28  acc:   100 /   105 =  95.238
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    19 /    19 = 100.000
1, 31  acc:     5 /     5 = 100.000
1, 32  acc:  1065 /  1171 =  90.948
1, 33  acc:    64 /    66 =  96.970
1, 34  acc:    40 /    45 =  88.889
1, 35  acc:    15 /    15 = 100.000
1, 36  acc:    38 /    40 =  95.000
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    21 /    23 =  91.304
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   287 /   315 =  91.111
1, 41  acc:     6 /     6 = 100.000
1, 42  acc:     6 /    10 =  60.000
1, 43  acc:    12 /    16 =  75.000
1, 44  acc:    21 /    23 =  91.304
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     8 /     9 =  88.889
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   332 /   373 =  89.008
1, 49  acc:     1 /     4 =  25.000
1, 50  acc:    29 /    31 =  93.548
1, 51  acc:    12 /    14 =  85.714
1, 52  acc:     6 /     6 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    24 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   247 /   295 =  83.729
1, 57  acc:    10 /    11 =  90.909
1, 58  acc:    17 /    17 = 100.000
1, 59  acc:    11 /    13 =  84.615
1, 60  acc:    17 /    21 =  80.952
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    15 /    15 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3365 /  3669 =  91.714
1, 65  acc:   478 /   530 =  90.189
1, 66  acc:   275 /   304 =  90.461
1, 67  acc:   115 /   136 =  84.559
1, 68  acc:   148 /   160 =  92.500
1, 69  acc:    31 /    32 =  96.875
1, 70  acc:    45 /    49 =  91.837
1, 71  acc:    17 /    19 =  89.474
1, 72  acc:    70 /    76 =  92.105
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     1 /     4 =  25.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     5 /     9 =  55.556
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   127 /   140 =  90.714
1, 81  acc:    16 /    17 =  94.118
1, 82  acc:    28 /    32 =  87.500
1, 83  acc:     3 /     4 =  75.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    13 =  92.308
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    16 /    19 =  84.211
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:     3 /     4 =  75.000
1, 94  acc:   115 /   130 =  88.462
1, 95  acc:    13 /    14 =  92.857
1, 96  acc:    14 /    14 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    15 =  93.333
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     8 /    10 =  80.000
1, 101  acc:     4 /     4 = 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:    21 /    23 =  91.304
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /    11 =  81.818
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     8 /     9 =  88.889
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  5452 /  6094 =  89.465
1, 118  acc:  1197 /  1362 =  87.885
1, 119  acc:   326 /   357 =  91.317
1, 120  acc:   341 /   380 =  89.737
1, 121  acc:    91 /    96 =  94.792
1, 122  acc:    37 /    45 =  82.222
1, 123  acc:    22 /    22 = 100.000
1, 124  acc:    28 /    30 =  93.333
1, 125  acc:   354 /   392 =  90.306
1, 126  acc:    88 /   100 =  88.000
1, 127  acc:     8 /    13 =  61.538
1, 128  acc:    23 /    30 =  76.667
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     6 =  50.000
1, 133  acc:   306 /   333 =  91.892
1, 134  acc:    51 /    58 =  87.931
1, 135  acc:    22 /    24 =  91.667
1, 136  acc:    32 /    34 =  94.118
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     1 /     2 =  50.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:    81 /    95 =  85.263
1, 142  acc:    12 /    14 =  85.714
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     2 /     3 =  66.667
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:   117 /   134 =  87.313
1, 149  acc:    11 /    12 =  91.667
1, 150  acc:    10 /    12 =  83.333
1, 151  acc:    13 /    13 = 100.000
1, 152  acc:     3 /     5 =  60.000
1, 153  acc:     1 /     3 =  33.333
1, 154  acc:    22 /    30 =  73.333
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     8 /    10 =  80.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    29 /    31 =  93.548
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:    26 /    29 =  89.655
1, 165  acc:     0 /     0 =     nan
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2185 /  2417 =  90.401
1, 170  acc:   411 /   463 =  88.769
1, 171  acc:   173 /   190 =  91.053
1, 172  acc:   148 /   161 =  91.925
1, 173  acc:    40 /    45 =  88.889
1, 174  acc:     7 /     8 =  87.500
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    37 /    46 =  80.435
1, 177  acc:    59 /    63 =  93.651
1, 178  acc:     3 /     6 =  50.000
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     6 /     7 =  85.714
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    11 /    13 =  84.615
1, 184  acc:    91 /   102 =  89.216
1, 185  acc:    31 /    32 =  96.875
1, 186  acc:     8 /    10 =  80.000
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     2 /     3 =  66.667
1, 189  acc:     1 /     3 =  33.333
1, 190  acc:     8 /     8 = 100.000
1, 191  acc:     6 /     6 = 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:     0 /     0 =     nan
1, 196  acc:    58 /    70 =  82.857
1, 197  acc:    10 /    12 =  83.333
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    12 /    15 =  80.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     5 /     8 =  62.500
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     4 /     5 =  80.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:     3 /     3 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 250965 / 269038 =  93.282
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24229 / 25373 =  95.491
0, 1  acc: 29861 / 31282 =  95.457
0, 2  acc:  5889 /  6155 =  95.678
0, 3  acc: 23187 / 24292 =  95.451
0, 4  acc: 10337 / 10829 =  95.457
0, 5  acc:  5286 /  5541 =  95.398
0, 6  acc:  6480 /  6785 =  95.505
0, 7  acc: 11467 / 12016 =  95.431
1, 0  acc:  4230 /  4437 =  95.335
1, 1  acc:  4737 /  4962 =  95.466
1, 2  acc:  2151 /  2265 =  94.967
1, 3  acc:  2322 /  2446 =  94.930
1, 4  acc:  2972 /  3125 =  95.104
1, 5  acc:   953 /  1003 =  95.015
1, 6  acc:  2961 /  3111 =  95.178
1, 7  acc:  4491 /  4682 =  95.921
--------------------------------------
Average acc: 141553 / 148304 =  95.448
Robust  acc:  2322 /  2446 =  94.930
--------------------------------------
New max robust acc: 94.93049877350776
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed2.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed2.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 66.207 | Best Acc: 90.910
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10407 / 12092 =  86.065
0, 1  acc: 12486 / 14179 =  88.060
0, 2  acc:  2289 /  3210 =  71.308
0, 3  acc: 11001 / 12101 =  90.910
0, 4  acc:  4350 /  5355 =  81.232
0, 5  acc:  2507 /  2980 =  84.128
0, 6  acc:  2208 /  3335 =  66.207
0, 7  acc:  4062 /  5723 =  70.977
1, 0  acc:  1648 /  2203 =  74.807
1, 1  acc:  1635 /  2270 =  72.026
1, 2  acc:   887 /  1216 =  72.944
1, 3  acc:   902 /  1260 =  71.587
1, 4  acc:  1127 /  1627 =  69.269
1, 5  acc:   387 /   520 =  74.423
1, 6  acc:  1218 /  1537 =  79.245
1, 7  acc:  1730 /  2246 =  77.026
------------------------------------
Average acc: 58844 / 71854 =  81.894
Robust  acc:  2208 /  3335 =  66.207
------------------------------------
Accuracies by groups:
0, 0  acc: 10407 / 12092 =  86.065
0, 1  acc: 12486 / 14179 =  88.060
0, 2  acc:  2289 /  3210 =  71.308
0, 3  acc: 11001 / 12101 =  90.910
0, 4  acc:  4350 /  5355 =  81.232
0, 5  acc:  2507 /  2980 =  84.128
0, 6  acc:  2208 /  3335 =  66.207
0, 7  acc:  4062 /  5723 =  70.977
1, 0  acc:  1648 /  2203 =  74.807
1, 1  acc:  1635 /  2270 =  72.026
1, 2  acc:   887 /  1216 =  72.944
1, 3  acc:   902 /  1260 =  71.587
1, 4  acc:  1127 /  1627 =  69.269
1, 5  acc:   387 /   520 =  74.423
1, 6  acc:  1218 /  1537 =  79.245
1, 7  acc:  1730 /  2246 =  77.026
------------------------------------
Average acc: 58844 / 71854 =  81.894
Robust  acc:  2208 /  3335 =  66.207
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10407 / 12092 =  86.065
0, 1  acc: 12486 / 14179 =  88.060
0, 2  acc:  2289 /  3210 =  71.308
0, 3  acc: 11001 / 12101 =  90.910
0, 4  acc:  4350 /  5355 =  81.232
0, 5  acc:  2507 /  2980 =  84.128
0, 6  acc:  2208 /  3335 =  66.207
0, 7  acc:  4062 /  5723 =  70.977
1, 0  acc:  1648 /  2203 =  74.807
1, 1  acc:  1635 /  2270 =  72.026
1, 2  acc:   887 /  1216 =  72.944
1, 3  acc:   902 /  1260 =  71.587
1, 4  acc:  1127 /  1627 =  69.269
1, 5  acc:   387 /   520 =  74.423
1, 6  acc:  1218 /  1537 =  79.245
1, 7  acc:  1730 /  2246 =  77.026
------------------------------------
Average acc: 58844 / 71854 =  81.894
Robust  acc:  2208 /  3335 =  66.207
------------------------------------

t_total is 14137male 0
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: 96.382 | Val Loss: 0.000 | Val Acc: 98.132
Training:
Accuracies by groups:
0, 0  acc: 96126 / 98283 =  97.805
0, 1  acc:  8583 /  8804 =  97.490
0, 2  acc: 13606 / 14024 =  97.019
0, 3  acc:  6718 /  6927 =  96.983
0, 4  acc:  2507 /  2741 =  91.463
0, 5  acc:   279 /   329 =  84.802
0, 6  acc:   320 /   339 =  94.395
0, 7  acc:   328 /   363 =  90.358
0, 8  acc:  9345 /  9629 =  97.051
0, 9  acc:   639 /   666 =  95.946
0, 10  acc:   682 /   710 =  96.056
0, 11  acc:   429 /   445 =  96.404
0, 12  acc:   507 /   551 =  92.015
0, 13  acc:    50 /    55 =  90.909
0, 14  acc:    86 /    86 = 100.000
0, 15  acc:    40 /    46 =  86.957
0, 16  acc:  5989 /  6346 =  94.374
0, 17  acc:   195 /   209 =  93.301
0, 18  acc:   624 /   651 =  95.853
0, 19  acc:   190 /   201 =  94.527
0, 20  acc:   114 /   129 =  88.372
0, 21  acc:    21 /    21 = 100.000
0, 22  acc:    64 /    71 =  90.141
0, 23  acc:     8 /    14 =  57.143
0, 24  acc:   794 /   844 =  94.076
0, 25  acc:    39 /    42 =  92.857
0, 26  acc:    73 /    75 =  97.333
0, 27  acc:    34 /    35 =  97.143
0, 28  acc:    51 /    56 =  91.071
0, 29  acc:     1 /     5 =  20.000
0, 30  acc:     6 /     7 =  85.714
0, 31  acc:     3 /     4 =  75.000
0, 32  acc:  1949 /  2014 =  96.773
0, 33  acc:    75 /    81 =  92.593
0, 34  acc:    89 /    90 =  98.889
0, 35  acc:    22 /    23 =  95.652
0, 36  acc:    36 /    37 =  97.297
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    23 /    24 =  95.833
0, 39  acc:     4 /     4 = 100.000
0, 40  acc:   513 /   527 =  97.343
0, 41  acc:    20 /    21 =  95.238
0, 42  acc:    20 /    20 = 100.000
0, 43  acc:    20 /    20 = 100.000
0, 44  acc:    13 /    16 =  81.250
0, 45  acc:     0 /     1 =   0.000
0, 46  acc:     8 /     9 =  88.889
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   397 /   420 =  94.524
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    18 /    19 =  94.737
0, 51  acc:    15 /    15 = 100.000
0, 52  acc:     8 /     9 =  88.889
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   326 /   353 =  92.351
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    24 /    24 = 100.000
0, 59  acc:    15 /    15 = 100.000
0, 60  acc:    14 /    16 =  87.500
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    10 /    10 = 100.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2516 /  2763 =  91.060
0, 65  acc:   371 /   406 =  91.379
0, 66  acc:   248 /   267 =  92.884
0, 67  acc:   105 /   117 =  89.744
0, 68  acc:    52 /    63 =  82.540
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    22 /    25 =  88.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    69 /    69 = 100.000
0, 73  acc:     3 /     3 = 100.000
0, 74  acc:    11 /    12 =  91.667
0, 75  acc:     8 /     8 = 100.000
0, 76  acc:     3 /     4 =  75.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    96 /   104 =  92.308
0, 81  acc:    10 /    12 =  83.333
0, 82  acc:    15 /    15 = 100.000
0, 83  acc:     1 /     2 =  50.000
0, 84  acc:     9 /     9 = 100.000
0, 85  acc:     0 /     2 =   0.000
0, 86  acc:    11 /    11 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    15 /    15 = 100.000
0, 89  acc:     3 /     4 =  75.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    66 /    71 =  92.958
0, 95  acc:     7 /     7 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:     9 /    10 =  90.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    28 /    28 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     3 =  66.667
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     3 /     3 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6364 /  6773 =  93.961
0, 118  acc:  1460 /  1552 =  94.072
0, 119  acc:   383 /   408 =  93.873
0, 120  acc:   366 /   383 =  95.561
0, 121  acc:    73 /    85 =  85.882
0, 122  acc:    33 /    38 =  86.842
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    17 /    19 =  89.474
0, 125  acc:   383 /   410 =  93.415
0, 126  acc:   125 /   133 =  93.985
0, 127  acc:    27 /    30 =  90.000
0, 128  acc:    31 /    36 =  86.111
0, 129  acc:     7 /     7 = 100.000
0, 130  acc:     1 /     1 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   190 /   211 =  90.047
0, 134  acc:    39 /    47 =  82.979
0, 135  acc:    17 /    19 =  89.474
0, 136  acc:    18 /    20 =  90.000
0, 137  acc:     8 /     9 =  88.889
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    51 /    60 =  85.000
0, 142  acc:     2 /     3 =  66.667
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:     6 /     7 =  85.714
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   108 /   114 =  94.737
0, 149  acc:    20 /    22 =  90.909
0, 150  acc:     4 /     6 =  66.667
0, 151  acc:     3 /    11 =  27.273
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    30 /    30 = 100.000
0, 155  acc:     7 /    10 =  70.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    28 /    30 =  93.333
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    17 =  94.118
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1602 /  1749 =  91.595
0, 170  acc:   354 /   396 =  89.394
0, 171  acc:    97 /   109 =  88.991
0, 172  acc:   178 /   199 =  89.447
0, 173  acc:    15 /    17 =  88.235
0, 174  acc:     5 /     8 =  62.500
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    11 /    14 =  78.571
0, 177  acc:    78 /    81 =  96.296
0, 178  acc:    14 /    15 =  93.333
0, 179  acc:    15 /    15 = 100.000
0, 180  acc:     3 /     3 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     2 =  50.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    48 /    51 =  94.118
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     5 /     5 = 100.000
0, 187  acc:    10 /    12 =  83.333
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    21 /    25 =  84.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    43 /    46 =  93.478
0, 197  acc:     5 /     7 =  71.429
0, 198  acc:     4 /     5 =  80.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     5 /     5 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    21 /    24 =  87.500
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     3 /     4 =  75.000
0, 209  acc:    10 /    13 =  76.923
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     2 /     3 =  66.667
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     9 =  88.889
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 38887 / 40370 =  96.326
1, 1  acc:  4214 /  4382 =  96.166
1, 2  acc:  6998 /  7304 =  95.811
1, 3  acc:  2963 /  3103 =  95.488
1, 4  acc:  3452 /  3603 =  95.809
1, 5  acc:   621 /   653 =  95.100
1, 6  acc:   353 /   363 =  97.245
1, 7  acc:   440 /   460 =  95.652
1, 8  acc:  3531 /  3717 =  94.996
1, 9  acc:   235 /   247 =  95.142
1, 10  acc:   306 /   331 =  92.447
1, 11  acc:   146 /   155 =  94.194
1, 12  acc:   546 /   570 =  95.789
1, 13  acc:    79 /    83 =  95.181
1, 14  acc:    92 /    94 =  97.872
1, 15  acc:    96 /   103 =  93.204
1, 16  acc:  5436 /  5723 =  94.985
1, 17  acc:   208 /   209 =  99.522
1, 18  acc:   414 /   442 =  93.665
1, 19  acc:   145 /   150 =  96.667
1, 20  acc:   214 /   223 =  95.964
1, 21  acc:    30 /    30 = 100.000
1, 22  acc:    91 /    95 =  95.789
1, 23  acc:    18 /    20 =  90.000
1, 24  acc:   688 /   730 =  94.247
1, 25  acc:    16 /    17 =  94.118
1, 26  acc:    72 /    74 =  97.297
1, 27  acc:     5 /     5 = 100.000
1, 28  acc:   114 /   117 =  97.436
1, 29  acc:     6 /     7 =  85.714
1, 30  acc:    13 /    13 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:  1066 /  1118 =  95.349
1, 33  acc:    66 /    69 =  95.652
1, 34  acc:    45 /    45 = 100.000
1, 35  acc:    15 /    15 = 100.000
1, 36  acc:    40 /    41 =  97.561
1, 37  acc:     7 /     7 = 100.000
1, 38  acc:    14 /    14 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   281 /   295 =  95.254
1, 41  acc:    13 /    13 = 100.000
1, 42  acc:     5 /     5 = 100.000
1, 43  acc:    14 /    15 =  93.333
1, 44  acc:    16 /    17 =  94.118
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:    12 /    12 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   370 /   382 =  96.859
1, 49  acc:     7 /     8 =  87.500
1, 50  acc:    22 /    26 =  84.615
1, 51  acc:    12 /    13 =  92.308
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    22 /    24 =  91.667
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   295 /   317 =  93.060
1, 57  acc:     7 /     7 = 100.000
1, 58  acc:    18 /    18 = 100.000
1, 59  acc:     5 /     6 =  83.333
1, 60  acc:    17 /    20 =  85.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    20 /    20 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3524 /  3690 =  95.501
1, 65  acc:   487 /   510 =  95.490
1, 66  acc:   304 /   325 =  93.538
1, 67  acc:   120 /   123 =  97.561
1, 68  acc:   172 /   183 =  93.989
1, 69  acc:    21 /    21 = 100.000
1, 70  acc:    36 /    39 =  92.308
1, 71  acc:    21 /    21 = 100.000
1, 72  acc:    71 /    73 =  97.260
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:     8 /     8 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   138 /   144 =  95.833
1, 81  acc:    14 /    14 = 100.000
1, 82  acc:    32 /    36 =  88.889
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    14 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    15 /    16 =  93.750
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     5 /     6 =  83.333
1, 94  acc:   104 /   110 =  94.545
1, 95  acc:     7 /     7 = 100.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    20 /    21 =  95.238
1, 101  acc:     4 /     4 = 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:    25 /    27 =  92.593
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    16 =  93.750
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     3 /     4 =  75.000
1, 112  acc:    10 /    10 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  5770 /  6097 =  94.637
1, 118  acc:  1382 /  1458 =  94.787
1, 119  acc:   307 /   324 =  94.753
1, 120  acc:   352 /   375 =  93.867
1, 121  acc:    94 /    98 =  95.918
1, 122  acc:    66 /    69 =  95.652
1, 123  acc:    26 /    26 = 100.000
1, 124  acc:    30 /    32 =  93.750
1, 125  acc:   370 /   388 =  95.361
1, 126  acc:   101 /   104 =  97.115
1, 127  acc:    19 /    22 =  86.364
1, 128  acc:    17 /    20 =  85.000
1, 129  acc:    10 /    11 =  90.909
1, 130  acc:     7 /     8 =  87.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    10 /    10 = 100.000
1, 133  acc:   324 /   333 =  97.297
1, 134  acc:    68 /    72 =  94.444
1, 135  acc:    26 /    26 = 100.000
1, 136  acc:    17 /    20 =  85.000
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    60 /    61 =  98.361
1, 142  acc:    14 /    16 =  87.500
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     3 =  33.333
1, 148  acc:   131 /   144 =  90.972
1, 149  acc:    10 /    10 = 100.000
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     9 /    11 =  81.818
1, 152  acc:     2 /     3 =  66.667
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    31 /    33 =  93.939
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     8 =  87.500
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    19 /    20 =  95.000
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    29 /    29 = 100.000
1, 165  acc:     1 /     2 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2405 /  2518 =  95.512
1, 170  acc:   425 /   442 =  96.154
1, 171  acc:   167 /   172 =  97.093
1, 172  acc:   161 /   173 =  93.064
1, 173  acc:    33 /    35 =  94.286
1, 174  acc:     7 /     7 = 100.000
1, 175  acc:     5 /     6 =  83.333
1, 176  acc:    31 /    35 =  88.571
1, 177  acc:    57 /    61 =  93.443
1, 178  acc:     7 /     8 =  87.500
1, 179  acc:     2 /     4 =  50.000
1, 180  acc:     9 /     9 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:    16 /    16 = 100.000
1, 184  acc:    90 /    92 =  97.826
1, 185  acc:    29 /    30 =  96.667
1, 186  acc:     7 /     8 =  87.500
1, 187  acc:     7 /     8 =  87.500
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:    12 /    12 = 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:    52 /    62 =  83.871
1, 197  acc:     8 /     8 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    13 =  76.923
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    12 /    13 =  92.308
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:     6 /     6 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     6 /     6 = 100.000
1, 218  acc:     8 /     8 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259304 / 269038 =  96.382
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24894 / 25373 =  98.112
0, 1  acc: 30680 / 31282 =  98.076
0, 2  acc:  6052 /  6155 =  98.327
0, 3  acc: 23909 / 24292 =  98.423
0, 4  acc: 10617 / 10829 =  98.042
0, 5  acc:  5451 /  5541 =  98.376
0, 6  acc:  6667 /  6785 =  98.261
0, 7  acc: 11785 / 12016 =  98.078
1, 0  acc:  4375 /  4437 =  98.603
1, 1  acc:  4882 /  4962 =  98.388
1, 2  acc:  2215 /  2265 =  97.792
1, 3  acc:  2395 /  2446 =  97.915
1, 4  acc:  3064 /  3125 =  98.048
1, 5  acc:   986 /  1003 =  98.305
1, 6  acc:  3046 /  3111 =  97.911
1, 7  acc:  4601 /  4682 =  98.270
--------------------------------------
Average acc: 145619 / 148304 =  98.190
Robust  acc:  2215 /  2265 =  97.792
--------------------------------------
New max robust acc: 97.7924944812362
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed2.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed2.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 61.508 | Best Acc: 93.918
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10955 / 12092 =  90.597
0, 1  acc: 13087 / 14179 =  92.298
0, 2  acc:  2446 /  3210 =  76.199
0, 3  acc: 11365 / 12101 =  93.918
0, 4  acc:  4575 /  5355 =  85.434
0, 5  acc:  2637 /  2980 =  88.490
0, 6  acc:  2566 /  3335 =  76.942
0, 7  acc:  4614 /  5723 =  80.622
1, 0  acc:  1437 /  2203 =  65.229
1, 1  acc:  1433 /  2270 =  63.128
1, 2  acc:   833 /  1216 =  68.503
1, 3  acc:   775 /  1260 =  61.508
1, 4  acc:  1038 /  1627 =  63.798
1, 5  acc:   342 /   520 =  65.769
1, 6  acc:  1075 /  1537 =  69.941
1, 7  acc:  1445 /  2246 =  64.337
------------------------------------
Average acc: 60623 / 71854 =  84.370
Robust  acc:   775 /  1260 =  61.508
------------------------------------
Accuracies by groups:
0, 0  acc: 10955 / 12092 =  90.597
0, 1  acc: 13087 / 14179 =  92.298
0, 2  acc:  2446 /  3210 =  76.199
0, 3  acc: 11365 / 12101 =  93.918
0, 4  acc:  4575 /  5355 =  85.434
0, 5  acc:  2637 /  2980 =  88.490
0, 6  acc:  2566 /  3335 =  76.942
0, 7  acc:  4614 /  5723 =  80.622
1, 0  acc:  1437 /  2203 =  65.229
1, 1  acc:  1433 /  2270 =  63.128
1, 2  acc:   833 /  1216 =  68.503
1, 3  acc:   775 /  1260 =  61.508
1, 4  acc:  1038 /  1627 =  63.798
1, 5  acc:   342 /   520 =  65.769
1, 6  acc:  1075 /  1537 =  69.941
1, 7  acc:  1445 /  2246 =  64.337
------------------------------------
Average acc: 60623 / 71854 =  84.370
Robust  acc:   775 /  1260 =  61.508
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10955 / 12092 =  90.597
0, 1  acc: 13087 / 14179 =  92.298
0, 2  acc:  2446 /  3210 =  76.199
0, 3  acc: 11365 / 12101 =  93.918
0, 4  acc:  4575 /  5355 =  85.434
0, 5  acc:  2637 /  2980 =  88.490
0, 6  acc:  2566 /  3335 =  76.942
0, 7  acc:  4614 /  5723 =  80.622
1, 0  acc:  1437 /  2203 =  65.229
1, 1  acc:  1433 /  2270 =  63.128
1, 2  acc:   833 /  1216 =  68.503
1, 3  acc:   775 /  1260 =  61.508
1, 4  acc:  1038 /  1627 =  63.798
1, 5  acc:   342 /   520 =  65.769
1, 6  acc:  1075 /  1537 =  69.941
1, 7  acc:  1445 /  2246 =  64.337
------------------------------------
Average acc: 60623 / 71854 =  84.370
Robust  acc:   775 /  1260 =  61.508
------------------------------------

t_total is 14137211malemale 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: 97.901 | Val Loss: 0.000 | Val Acc: 99.009
Training:
Accuracies by groups:
0, 0  acc: 97533 / 98774 =  98.744
0, 1  acc:  8580 /  8713 =  98.474
0, 2  acc: 13845 / 14107 =  98.143
0, 3  acc:  6713 /  6838 =  98.172
0, 4  acc:  2631 /  2742 =  95.952
0, 5  acc:   307 /   328 =  93.598
0, 6  acc:   366 /   387 =  94.574
0, 7  acc:   317 /   335 =  94.627
0, 8  acc:  9609 /  9772 =  98.332
0, 9  acc:   661 /   672 =  98.363
0, 10  acc:   694 /   708 =  98.023
0, 11  acc:   468 /   480 =  97.500
0, 12  acc:   495 /   517 =  95.745
0, 13  acc:    40 /    42 =  95.238
0, 14  acc:    77 /    77 = 100.000
0, 15  acc:    33 /    38 =  86.842
0, 16  acc:  6236 /  6447 =  96.727
0, 17  acc:   190 /   195 =  97.436
0, 18  acc:   627 /   646 =  97.059
0, 19  acc:   177 /   183 =  96.721
0, 20  acc:   124 /   133 =  93.233
0, 21  acc:    17 /    17 = 100.000
0, 22  acc:    44 /    47 =  93.617
0, 23  acc:     9 /    10 =  90.000
0, 24  acc:   855 /   886 =  96.501
0, 25  acc:    44 /    45 =  97.778
0, 26  acc:    73 /    74 =  98.649
0, 27  acc:    27 /    29 =  93.103
0, 28  acc:    37 /    43 =  86.047
0, 29  acc:     3 /     3 = 100.000
0, 30  acc:     5 /     7 =  71.429
0, 31  acc:     2 /     2 = 100.000
0, 32  acc:  2001 /  2051 =  97.562
0, 33  acc:    87 /    89 =  97.753
0, 34  acc:    80 /    81 =  98.765
0, 35  acc:    23 /    23 = 100.000
0, 36  acc:    34 /    36 =  94.444
0, 37  acc:     1 /     1 = 100.000
0, 38  acc:    15 /    16 =  93.750
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   540 /   551 =  98.004
0, 41  acc:    33 /    33 = 100.000
0, 42  acc:    15 /    17 =  88.235
0, 43  acc:    19 /    19 = 100.000
0, 44  acc:    23 /    24 =  95.833
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   355 /   373 =  95.174
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    17 /    19 =  89.474
0, 51  acc:    18 /    19 =  94.737
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     8 /     8 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   359 /   371 =  96.765
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:    15 /    18 =  83.333
0, 59  acc:    14 /    14 = 100.000
0, 60  acc:    14 /    18 =  77.778
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    10 /    10 = 100.000
0, 63  acc:     0 /     1 =   0.000
0, 64  acc:  2701 /  2832 =  95.374
0, 65  acc:   352 /   375 =  93.867
0, 66  acc:   265 /   279 =  94.982
0, 67  acc:   125 /   126 =  99.206
0, 68  acc:    54 /    59 =  91.525
0, 69  acc:     8 /     8 = 100.000
0, 70  acc:    28 /    29 =  96.552
0, 71  acc:     7 /     8 =  87.500
0, 72  acc:    61 /    61 = 100.000
0, 73  acc:     9 /     9 = 100.000
0, 74  acc:    14 /    14 = 100.000
0, 75  acc:     6 /     6 = 100.000
0, 76  acc:     8 /     9 =  88.889
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    90 /    98 =  91.837
0, 81  acc:     4 /     5 =  80.000
0, 82  acc:     9 /     9 = 100.000
0, 83  acc:    10 /    10 = 100.000
0, 84  acc:     4 /     4 = 100.000
0, 85  acc:     3 /     3 = 100.000
0, 86  acc:     6 /     6 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    71 /    73 =  97.260
0, 95  acc:     2 /     2 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     4 /     5 =  80.000
0, 101  acc:    13 /    14 =  92.857
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    19 /    20 =  95.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     4 /     5 =  80.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     6 /     7 =  85.714
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6547 /  6790 =  96.421
0, 118  acc:  1527 /  1587 =  96.219
0, 119  acc:   440 /   451 =  97.561
0, 120  acc:   340 /   362 =  93.923
0, 121  acc:    75 /    82 =  91.463
0, 122  acc:    39 /    40 =  97.500
0, 123  acc:     4 /     4 = 100.000
0, 124  acc:    25 /    28 =  89.286
0, 125  acc:   389 /   399 =  97.494
0, 126  acc:   125 /   128 =  97.656
0, 127  acc:    33 /    33 = 100.000
0, 128  acc:    30 /    30 = 100.000
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   200 /   209 =  95.694
0, 134  acc:    54 /    60 =  90.000
0, 135  acc:    28 /    28 = 100.000
0, 136  acc:    25 /    25 = 100.000
0, 137  acc:    13 /    14 =  92.857
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    59 /    61 =  96.721
0, 142  acc:    12 /    13 =  92.308
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:    10 /    10 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   112 /   115 =  97.391
0, 149  acc:    19 /    21 =  90.476
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:     5 /    10 =  50.000
0, 152  acc:     2 /     3 =  66.667
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    40 /    42 =  95.238
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    18 /    18 = 100.000
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    10 /    10 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1691 /  1779 =  95.053
0, 170  acc:   383 /   412 =  92.961
0, 171  acc:   114 /   123 =  92.683
0, 172  acc:   185 /   191 =  96.859
0, 173  acc:    22 /    24 =  91.667
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     5 /     6 =  83.333
0, 176  acc:    14 /    18 =  77.778
0, 177  acc:    53 /    55 =  96.364
0, 178  acc:     9 /     9 = 100.000
0, 179  acc:    14 /    15 =  93.333
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    54 /    54 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:    10 /    10 = 100.000
0, 188  acc:     3 /     3 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    34 /    35 =  97.143
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    44 /    46 =  95.652
0, 197  acc:    11 /    12 =  91.667
0, 198  acc:     7 /     8 =  87.500
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    17 /    17 = 100.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     4 /     5 =  80.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     0 /     1 =   0.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     3 /     3 = 100.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 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: 39615 / 40433 =  97.977
1, 1  acc:  4198 /  4293 =  97.787
1, 2  acc:  7140 /  7322 =  97.514
1, 3  acc:  2845 /  2953 =  96.343
1, 4  acc:  3476 /  3569 =  97.394
1, 5  acc:   629 /   644 =  97.671
1, 6  acc:   372 /   377 =  98.674
1, 7  acc:   413 /   423 =  97.636
1, 8  acc:  3453 /  3554 =  97.158
1, 9  acc:   237 /   247 =  95.951
1, 10  acc:   325 /   336 =  96.726
1, 11  acc:   142 /   146 =  97.260
1, 12  acc:   527 /   543 =  97.053
1, 13  acc:    88 /    90 =  97.778
1, 14  acc:    92 /    97 =  94.845
1, 15  acc:    91 /    94 =  96.809
1, 16  acc:  5416 /  5563 =  97.358
1, 17  acc:   205 /   214 =  95.794
1, 18  acc:   386 /   393 =  98.219
1, 19  acc:   161 /   165 =  97.576
1, 20  acc:   209 /   214 =  97.664
1, 21  acc:    22 /    22 = 100.000
1, 22  acc:    89 /    92 =  96.739
1, 23  acc:    24 /    26 =  92.308
1, 24  acc:   715 /   738 =  96.883
1, 25  acc:    18 /    19 =  94.737
1, 26  acc:    56 /    57 =  98.246
1, 27  acc:     5 /     5 = 100.000
1, 28  acc:   113 /   117 =  96.581
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    16 /    18 =  88.889
1, 31  acc:     2 /     3 =  66.667
1, 32  acc:  1158 /  1185 =  97.722
1, 33  acc:    54 /    55 =  98.182
1, 34  acc:    42 /    44 =  95.455
1, 35  acc:    11 /    12 =  91.667
1, 36  acc:    47 /    49 =  95.918
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    24 /    24 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   302 /   312 =  96.795
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     8 /    10 =  80.000
1, 43  acc:    20 /    21 =  95.238
1, 44  acc:    18 /    18 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     5 /     5 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   348 /   357 =  97.479
1, 49  acc:     7 /     7 = 100.000
1, 50  acc:    26 /    28 =  92.857
1, 51  acc:    13 /    13 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    25 =  96.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   287 /   298 =  96.309
1, 57  acc:    12 /    12 = 100.000
1, 58  acc:     6 /     6 = 100.000
1, 59  acc:     9 /     9 = 100.000
1, 60  acc:    13 /    13 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    10 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3522 /  3634 =  96.918
1, 65  acc:   529 /   543 =  97.422
1, 66  acc:   300 /   310 =  96.774
1, 67  acc:   130 /   132 =  98.485
1, 68  acc:   183 /   185 =  98.919
1, 69  acc:    30 /    31 =  96.774
1, 70  acc:    65 /    66 =  98.485
1, 71  acc:    19 /    19 = 100.000
1, 72  acc:    68 /    73 =  93.151
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     1 /     2 =  50.000
1, 76  acc:    21 /    22 =  95.455
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   136 /   141 =  96.454
1, 81  acc:    12 /    12 = 100.000
1, 82  acc:    32 /    35 =  91.429
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:     3 /     3 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    12 = 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:     2 /     3 =  66.667
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:   108 /   110 =  98.182
1, 95  acc:    12 /    13 =  92.308
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    12 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    13 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    14 /    14 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    11 =  90.909
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:     7 /     8 =  87.500
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:  5727 /  5917 =  96.789
1, 118  acc:  1414 /  1451 =  97.450
1, 119  acc:   358 /   375 =  95.467
1, 120  acc:   357 /   366 =  97.541
1, 121  acc:    97 /   100 =  97.000
1, 122  acc:    57 /    57 = 100.000
1, 123  acc:    19 /    21 =  90.476
1, 124  acc:    38 /    39 =  97.436
1, 125  acc:   346 /   355 =  97.465
1, 126  acc:    93 /    94 =  98.936
1, 127  acc:    22 /    22 = 100.000
1, 128  acc:    22 /    22 = 100.000
1, 129  acc:    14 /    14 = 100.000
1, 130  acc:     3 /     3 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     8 /     9 =  88.889
1, 133  acc:   333 /   344 =  96.802
1, 134  acc:    71 /    72 =  98.611
1, 135  acc:    26 /    26 = 100.000
1, 136  acc:    25 /    25 = 100.000
1, 137  acc:     5 /     6 =  83.333
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    78 /    83 =  93.976
1, 142  acc:    16 /    19 =  84.211
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     2 = 100.000
1, 148  acc:   146 /   151 =  96.689
1, 149  acc:     9 /    10 =  90.000
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:    17 /    21 =  80.952
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    21 /    21 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     3 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    18 /    19 =  94.737
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    22 /    22 = 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:  2394 /  2467 =  97.041
1, 170  acc:   459 /   472 =  97.246
1, 171  acc:   185 /   189 =  97.884
1, 172  acc:   143 /   150 =  95.333
1, 173  acc:    37 /    39 =  94.872
1, 174  acc:     4 /     4 = 100.000
1, 175  acc:     9 /     9 = 100.000
1, 176  acc:    33 /    35 =  94.286
1, 177  acc:    60 /    60 = 100.000
1, 178  acc:    16 /    17 =  94.118
1, 179  acc:     6 /     7 =  85.714
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     8 /     8 = 100.000
1, 184  acc:    75 /    77 =  97.403
1, 185  acc:    21 /    21 = 100.000
1, 186  acc:     9 /     9 = 100.000
1, 187  acc:     9 /     9 = 100.000
1, 188  acc:     4 /     4 = 100.000
1, 189  acc:     5 /     6 =  83.333
1, 190  acc:     9 /    10 =  90.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    81 /    88 =  92.045
1, 197  acc:     5 /     5 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /     9 = 100.000
1, 205  acc:     4 /     4 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    11 =  90.909
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     8 /     8 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     6 /     6 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263392 / 269038 =  97.901
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25123 / 25373 =  99.015
0, 1  acc: 30971 / 31282 =  99.006
0, 2  acc:  6080 /  6155 =  98.781
0, 3  acc: 24033 / 24292 =  98.934
0, 4  acc: 10728 / 10829 =  99.067
0, 5  acc:  5489 /  5541 =  99.062
0, 6  acc:  6712 /  6785 =  98.924
0, 7  acc: 11903 / 12016 =  99.060
1, 0  acc:  4386 /  4437 =  98.851
1, 1  acc:  4911 /  4962 =  98.972
1, 2  acc:  2243 /  2265 =  99.029
1, 3  acc:  2415 /  2446 =  98.733
1, 4  acc:  3099 /  3125 =  99.168
1, 5  acc:   993 /  1003 =  99.003
1, 6  acc:  3080 /  3111 =  99.004
1, 7  acc:  4643 /  4682 =  99.167
--------------------------------------
Average acc: 146809 / 148304 =  98.992
Robust  acc:  2415 /  2446 =  98.733
--------------------------------------
New max robust acc: 98.73262469337695
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed2.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed2.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: 58.082 | Best Acc: 95.017
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11034 / 12092 =  91.250
0, 1  acc: 13127 / 14179 =  92.581
0, 2  acc:  2556 /  3210 =  79.626
0, 3  acc: 11498 / 12101 =  95.017
0, 4  acc:  4748 /  5355 =  88.665
0, 5  acc:  2704 /  2980 =  90.738
0, 6  acc:  2625 /  3335 =  78.711
0, 7  acc:  4752 /  5723 =  83.033
1, 0  acc:  1437 /  2203 =  65.229
1, 1  acc:  1436 /  2270 =  63.260
1, 2  acc:   790 /  1216 =  64.967
1, 3  acc:   732 /  1260 =  58.095
1, 4  acc:   945 /  1627 =  58.082
1, 5  acc:   326 /   520 =  62.692
1, 6  acc:  1045 /  1537 =  67.990
1, 7  acc:  1433 /  2246 =  63.802
------------------------------------
Average acc: 61188 / 71854 =  85.156
Robust  acc:   945 /  1627 =  58.082
------------------------------------
Accuracies by groups:
0, 0  acc: 11034 / 12092 =  91.250
0, 1  acc: 13127 / 14179 =  92.581
0, 2  acc:  2556 /  3210 =  79.626
0, 3  acc: 11498 / 12101 =  95.017
0, 4  acc:  4748 /  5355 =  88.665
0, 5  acc:  2704 /  2980 =  90.738
0, 6  acc:  2625 /  3335 =  78.711
0, 7  acc:  4752 /  5723 =  83.033
1, 0  acc:  1437 /  2203 =  65.229
1, 1  acc:  1436 /  2270 =  63.260
1, 2  acc:   790 /  1216 =  64.967
1, 3  acc:   732 /  1260 =  58.095
1, 4  acc:   945 /  1627 =  58.082
1, 5  acc:   326 /   520 =  62.692
1, 6  acc:  1045 /  1537 =  67.990
1, 7  acc:  1433 /  2246 =  63.802
------------------------------------
Average acc: 61188 / 71854 =  85.156
Robust  acc:   945 /  1627 =  58.082
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11034 / 12092 =  91.250
0, 1  acc: 13127 / 14179 =  92.581
0, 2  acc:  2556 /  3210 =  79.626
0, 3  acc: 11498 / 12101 =  95.017
0, 4  acc:  4748 /  5355 =  88.665
0, 5  acc:  2704 /  2980 =  90.738
0, 6  acc:  2625 /  3335 =  78.711
0, 7  acc:  4752 /  5723 =  83.033
1, 0  acc:  1437 /  2203 =  65.229
1, 1  acc:  1436 /  2270 =  63.260
1, 2  acc:   790 /  1216 =  64.967
1, 3  acc:   732 /  1260 =  58.095
1, 4  acc:   945 /  1627 =  58.082
1, 5  acc:   326 /   520 =  62.692
1, 6  acc:  1045 /  1537 =  67.990
1, 7  acc:  1433 /  2246 =  63.802
------------------------------------
Average acc: 61188 / 71854 =  85.156
Robust  acc:   945 /  1627 =  58.082
------------------------------------

t_total ismale 0
[21315male 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: 98.546 | Val Loss: 0.000 | Val Acc: 99.264
Training:
Accuracies by groups:
0, 0  acc: 98346 / 99183 =  99.156
0, 1  acc:  8489 /  8579 =  98.951
0, 2  acc: 13950 / 14120 =  98.796
0, 3  acc:  6747 /  6829 =  98.799
0, 4  acc:  2698 /  2783 =  96.946
0, 5  acc:   333 /   346 =  96.243
0, 6  acc:   351 /   358 =  98.045
0, 7  acc:   339 /   349 =  97.135
0, 8  acc:  9489 /  9584 =  99.009
0, 9  acc:   665 /   674 =  98.665
0, 10  acc:   711 /   715 =  99.441
0, 11  acc:   491 /   498 =  98.594
0, 12  acc:   479 /   497 =  96.378
0, 13  acc:    49 /    55 =  89.091
0, 14  acc:    80 /    82 =  97.561
0, 15  acc:    44 /    51 =  86.275
0, 16  acc:  6254 /  6407 =  97.612
0, 17  acc:   220 /   224 =  98.214
0, 18  acc:   674 /   685 =  98.394
0, 19  acc:   213 /   218 =  97.706
0, 20  acc:   118 /   126 =  93.651
0, 21  acc:    16 /    17 =  94.118
0, 22  acc:    60 /    61 =  98.361
0, 23  acc:     8 /    10 =  80.000
0, 24  acc:   782 /   813 =  96.187
0, 25  acc:    43 /    44 =  97.727
0, 26  acc:    95 /    95 = 100.000
0, 27  acc:    31 /    31 = 100.000
0, 28  acc:    37 /    39 =  94.872
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     1 /     2 =  50.000
0, 31  acc:    11 /    11 = 100.000
0, 32  acc:  1982 /  2015 =  98.362
0, 33  acc:    89 /    89 = 100.000
0, 34  acc:    86 /    87 =  98.851
0, 35  acc:    29 /    29 = 100.000
0, 36  acc:    35 /    37 =  94.595
0, 37  acc:     9 /    10 =  90.000
0, 38  acc:    12 /    13 =  92.308
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   519 /   530 =  97.925
0, 41  acc:    22 /    22 = 100.000
0, 42  acc:    18 /    19 =  94.737
0, 43  acc:    27 /    27 = 100.000
0, 44  acc:    15 /    15 = 100.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     0 /     0 =     nan
0, 48  acc:   403 /   414 =  97.343
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    20 /    20 = 100.000
0, 51  acc:    24 /    24 = 100.000
0, 52  acc:    11 /    11 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   364 /   370 =  98.378
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    24 /    27 =  88.889
0, 59  acc:    15 /    15 = 100.000
0, 60  acc:    20 /    22 =  90.909
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     9 /     9 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2752 /  2845 =  96.731
0, 65  acc:   401 /   412 =  97.330
0, 66  acc:   280 /   289 =  96.886
0, 67  acc:   122 /   125 =  97.600
0, 68  acc:    59 /    63 =  93.651
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    24 /    25 =  96.000
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    66 /    69 =  95.652
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     2 /     2 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    82 /    85 =  96.471
0, 81  acc:     9 /    10 =  90.000
0, 82  acc:     8 /     8 = 100.000
0, 83  acc:     6 /     6 = 100.000
0, 84  acc:     6 /     7 =  85.714
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     6 /     6 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    14 /    14 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    68 /    69 =  98.551
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     9 /    10 =  90.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:     9 /     9 = 100.000
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    12 /    12 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    15 /    15 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     5 /     5 = 100.000
0, 110  acc:     3 /     4 =  75.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     5 /     7 =  71.429
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6539 /  6703 =  97.553
0, 118  acc:  1524 /  1561 =  97.630
0, 119  acc:   438 /   451 =  97.118
0, 120  acc:   357 /   370 =  96.486
0, 121  acc:    66 /    70 =  94.286
0, 122  acc:    25 /    26 =  96.154
0, 123  acc:     3 /     4 =  75.000
0, 124  acc:    30 /    30 = 100.000
0, 125  acc:   355 /   361 =  98.338
0, 126  acc:   115 /   116 =  99.138
0, 127  acc:    30 /    30 = 100.000
0, 128  acc:    46 /    46 = 100.000
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     8 /     8 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   204 /   208 =  98.077
0, 134  acc:    51 /    52 =  98.077
0, 135  acc:    25 /    25 = 100.000
0, 136  acc:    24 /    24 = 100.000
0, 137  acc:     6 /     6 = 100.000
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    59 /    59 = 100.000
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:     4 /     4 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   137 /   140 =  97.857
0, 149  acc:    11 /    11 = 100.000
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:     8 /    11 =  72.727
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    33 /    35 =  94.286
0, 155  acc:     7 /     7 = 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 /    29 =  86.207
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    21 /    22 =  95.455
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1762 /  1836 =  95.969
0, 170  acc:   347 /   365 =  95.068
0, 171  acc:   126 /   127 =  99.213
0, 172  acc:   157 /   161 =  97.516
0, 173  acc:    18 /    18 = 100.000
0, 174  acc:     4 /     4 = 100.000
0, 175  acc:     1 /     1 = 100.000
0, 176  acc:    16 /    18 =  88.889
0, 177  acc:    66 /    68 =  97.059
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     7 /     7 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     2 /     2 = 100.000
0, 184  acc:    51 /    53 =  96.226
0, 185  acc:    11 /    11 = 100.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:     9 /    10 =  90.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    24 =  95.833
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    49 /    49 = 100.000
0, 197  acc:     9 /    10 =  90.000
0, 198  acc:     5 /     5 = 100.000
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    17 /    21 =  80.952
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:    11 /    13 =  84.615
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 39178 / 39759 =  98.539
1, 1  acc:  4141 /  4203 =  98.525
1, 2  acc:  7242 /  7388 =  98.024
1, 3  acc:  3084 /  3157 =  97.688
1, 4  acc:  3514 /  3582 =  98.102
1, 5  acc:   635 /   648 =  97.994
1, 6  acc:   356 /   364 =  97.802
1, 7  acc:   455 /   460 =  98.913
1, 8  acc:  3496 /  3571 =  97.900
1, 9  acc:   258 /   260 =  99.231
1, 10  acc:   289 /   294 =  98.299
1, 11  acc:   151 /   157 =  96.178
1, 12  acc:   527 /   536 =  98.321
1, 13  acc:    82 /    82 = 100.000
1, 14  acc:    84 /    87 =  96.552
1, 15  acc:   101 /   105 =  96.190
1, 16  acc:  5518 /  5642 =  97.802
1, 17  acc:   217 /   219 =  99.087
1, 18  acc:   444 /   452 =  98.230
1, 19  acc:   154 /   160 =  96.250
1, 20  acc:   212 /   214 =  99.065
1, 21  acc:    25 /    25 = 100.000
1, 22  acc:    95 /    96 =  98.958
1, 23  acc:    23 /    24 =  95.833
1, 24  acc:   690 /   703 =  98.151
1, 25  acc:    18 /    18 = 100.000
1, 26  acc:    82 /    85 =  96.471
1, 27  acc:    14 /    14 = 100.000
1, 28  acc:   123 /   125 =  98.400
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    18 /    18 = 100.000
1, 31  acc:     9 /     9 = 100.000
1, 32  acc:  1120 /  1140 =  98.246
1, 33  acc:    70 /    71 =  98.592
1, 34  acc:    47 /    48 =  97.917
1, 35  acc:    21 /    21 = 100.000
1, 36  acc:    38 /    38 = 100.000
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    20 /    20 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   284 /   287 =  98.955
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     9 /    10 =  90.000
1, 43  acc:    18 /    18 = 100.000
1, 44  acc:    16 /    17 =  94.118
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:     7 /     7 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   376 /   384 =  97.917
1, 49  acc:    10 /    10 = 100.000
1, 50  acc:    23 /    26 =  88.462
1, 51  acc:    13 /    14 =  92.857
1, 52  acc:     8 /     8 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    24 /    25 =  96.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   294 /   301 =  97.674
1, 57  acc:    10 /    10 = 100.000
1, 58  acc:     7 /     7 = 100.000
1, 59  acc:     5 /     5 = 100.000
1, 60  acc:    23 /    25 =  92.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3612 /  3666 =  98.527
1, 65  acc:   561 /   570 =  98.421
1, 66  acc:   331 /   340 =  97.353
1, 67  acc:   140 /   141 =  99.291
1, 68  acc:   173 /   176 =  98.295
1, 69  acc:    29 /    29 = 100.000
1, 70  acc:    73 /    73 = 100.000
1, 71  acc:    12 /    12 = 100.000
1, 72  acc:    79 /    81 =  97.531
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     6 /     6 = 100.000
1, 75  acc:     5 /     5 = 100.000
1, 76  acc:    18 /    19 =  94.737
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   128 /   130 =  98.462
1, 81  acc:    21 /    22 =  95.455
1, 82  acc:    41 /    41 = 100.000
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    14 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    17 = 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:     2 /     2 = 100.000
1, 94  acc:    94 /    98 =  95.918
1, 95  acc:    10 /    10 = 100.000
1, 96  acc:     6 /     6 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    14 =  92.857
1, 101  acc:     4 /     4 = 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:    25 /    25 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    14 /    14 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     6 /     6 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     6 /     6 = 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:  5929 /  6070 =  97.677
1, 118  acc:  1400 /  1426 =  98.177
1, 119  acc:   364 /   376 =  96.809
1, 120  acc:   377 /   383 =  98.433
1, 121  acc:   108 /   113 =  95.575
1, 122  acc:    46 /    49 =  93.878
1, 123  acc:    20 /    20 = 100.000
1, 124  acc:    32 /    32 = 100.000
1, 125  acc:   398 /   409 =  97.311
1, 126  acc:    97 /    98 =  98.980
1, 127  acc:    16 /    16 = 100.000
1, 128  acc:    30 /    31 =  96.774
1, 129  acc:     9 /     9 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   307 /   310 =  99.032
1, 134  acc:    54 /    54 = 100.000
1, 135  acc:    21 /    23 =  91.304
1, 136  acc:    28 /    29 =  96.552
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     5 /     5 = 100.000
1, 141  acc:    83 /    83 = 100.000
1, 142  acc:     8 /     8 = 100.000
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   137 /   140 =  97.857
1, 149  acc:    17 /    17 = 100.000
1, 150  acc:     3 /     3 = 100.000
1, 151  acc:    19 /    22 =  86.364
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    34 /    36 =  94.444
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:    23 /    23 = 100.000
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    16 /    17 =  94.118
1, 165  acc:     2 /     3 =  66.667
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2374 /  2432 =  97.615
1, 170  acc:   472 /   481 =  98.129
1, 171  acc:   181 /   185 =  97.838
1, 172  acc:   165 /   168 =  98.214
1, 173  acc:    51 /    52 =  98.077
1, 174  acc:    11 /    11 = 100.000
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    37 /    38 =  97.368
1, 177  acc:    74 /    74 = 100.000
1, 178  acc:     7 /     8 =  87.500
1, 179  acc:     2 /     2 = 100.000
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:    10 /    10 = 100.000
1, 184  acc:    74 /    75 =  98.667
1, 185  acc:    35 /    36 =  97.222
1, 186  acc:    11 /    11 = 100.000
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    64 /    68 =  94.118
1, 197  acc:     4 /     5 =  80.000
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:    16 /    16 = 100.000
1, 205  acc:     3 /     4 =  75.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    15 /    18 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    14 /    15 =  93.333
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265127 / 269038 =  98.546
Robust  acc:     1 /     2 =  50.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25179 / 25373 =  99.235
0, 1  acc: 31056 / 31282 =  99.278
0, 2  acc:  6116 /  6155 =  99.366
0, 3  acc: 24121 / 24292 =  99.296
0, 4  acc: 10732 / 10829 =  99.104
0, 5  acc:  5505 /  5541 =  99.350
0, 6  acc:  6720 /  6785 =  99.042
0, 7  acc: 11917 / 12016 =  99.176
1, 0  acc:  4416 /  4437 =  99.527
1, 1  acc:  4940 /  4962 =  99.557
1, 2  acc:  2248 /  2265 =  99.249
1, 3  acc:  2433 /  2446 =  99.469
1, 4  acc:  3104 /  3125 =  99.328
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3091 /  3111 =  99.357
1, 7  acc:  4650 /  4682 =  99.317
--------------------------------------
Average acc: 147226 / 148304 =  99.273
Robust  acc:  6720 /  6785 =  99.042
--------------------------------------
New max robust acc: 99.04200442151806
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed2.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed2.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: 58.968 | Best Acc: 94.571
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11056 / 12092 =  91.432
0, 1  acc: 13175 / 14179 =  92.919
0, 2  acc:  2671 /  3210 =  83.209
0, 3  acc: 11444 / 12101 =  94.571
0, 4  acc:  4627 /  5355 =  86.405
0, 5  acc:  2660 /  2980 =  89.262
0, 6  acc:  2539 /  3335 =  76.132
0, 7  acc:  4544 /  5723 =  79.399
1, 0  acc:  1436 /  2203 =  65.184
1, 1  acc:  1431 /  2270 =  63.040
1, 2  acc:   748 /  1216 =  61.513
1, 3  acc:   743 /  1260 =  58.968
1, 4  acc:  1002 /  1627 =  61.586
1, 5  acc:   330 /   520 =  63.462
1, 6  acc:  1072 /  1537 =  69.746
1, 7  acc:  1522 /  2246 =  67.765
------------------------------------
Average acc: 61000 / 71854 =  84.894
Robust  acc:   743 /  1260 =  58.968
------------------------------------
Accuracies by groups:
0, 0  acc: 11056 / 12092 =  91.432
0, 1  acc: 13175 / 14179 =  92.919
0, 2  acc:  2671 /  3210 =  83.209
0, 3  acc: 11444 / 12101 =  94.571
0, 4  acc:  4627 /  5355 =  86.405
0, 5  acc:  2660 /  2980 =  89.262
0, 6  acc:  2539 /  3335 =  76.132
0, 7  acc:  4544 /  5723 =  79.399
1, 0  acc:  1436 /  2203 =  65.184
1, 1  acc:  1431 /  2270 =  63.040
1, 2  acc:   748 /  1216 =  61.513
1, 3  acc:   743 /  1260 =  58.968
1, 4  acc:  1002 /  1627 =  61.586
1, 5  acc:   330 /   520 =  63.462
1, 6  acc:  1072 /  1537 =  69.746
1, 7  acc:  1522 /  2246 =  67.765
------------------------------------
Average acc: 61000 / 71854 =  84.894
Robust  acc:   743 /  1260 =  58.968
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11056 / 12092 =  91.432
0, 1  acc: 13175 / 14179 =  92.919
0, 2  acc:  2671 /  3210 =  83.209
0, 3  acc: 11444 / 12101 =  94.571
0, 4  acc:  4627 /  5355 =  86.405
0, 5  acc:  2660 /  2980 =  89.262
0, 6  acc:  2539 /  3335 =  76.132
0, 7  acc:  4544 /  5723 =  79.399
1, 0  acc:  1436 /  2203 =  65.184
1, 1  acc:  1431 /  2270 =  63.040
1, 2  acc:   748 /  1216 =  61.513
1, 3  acc:   743 /  1260 =  58.968
1, 4  acc:  1002 /  1627 =  61.586
1, 5  acc:   330 /   520 =  63.462
1, 6  acc:  1072 /  1537 =  69.746
1, 7  acc:  1522 /  2246 =  67.765
------------------------------------
Average acc: 61000 / 71854 =  84.894
Robust  acc:   743 /  1260 =  58.968
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed2.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed2.pt
eed2.pt
pt
