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_seed17.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: 17
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 32
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Tau: 2.0
Gamma: None
Remove label noise: False
Model for remove samples: 
Remove ratio: 0.03
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=17-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed17.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.6982, 0.1884],
        [0.0688, 0.0446]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 87.139 | Val Loss: 0.000 | Val Acc: 92.185
Training:
Accuracies by groups:
0, 0  acc: 106984 / 112214 =  95.339
0, 1  acc:  8970 /  9571 =  93.721
0, 2  acc: 14322 / 15387 =  93.079
0, 3  acc:  7319 /  7828 =  93.498
0, 4  acc:  2510 /  3226 =  77.805
0, 5  acc:   253 /   372 =  68.011
0, 6  acc:   306 /   374 =  81.818
0, 7  acc:   333 /   401 =  83.042
0, 8  acc: 10881 / 11433 =  95.172
0, 9  acc:   700 /   756 =  92.593
0, 10  acc:   731 /   781 =  93.598
0, 11  acc:   564 /   593 =  95.110
0, 12  acc:   486 /   622 =  78.135
0, 13  acc:    55 /    67 =  82.090
0, 14  acc:    81 /    91 =  89.011
0, 15  acc:    35 /    46 =  76.087
0, 16  acc:  5838 /  6759 =  86.374
0, 17  acc:   200 /   237 =  84.388
0, 18  acc:   625 /   705 =  88.652
0, 19  acc:   189 /   214 =  88.318
0, 20  acc:   100 /   152 =  65.789
0, 21  acc:    18 /    24 =  75.000
0, 22  acc:    60 /    80 =  75.000
0, 23  acc:     5 /    13 =  38.462
0, 24  acc:   761 /   890 =  85.506
0, 25  acc:    40 /    41 =  97.561
0, 26  acc:    90 /    96 =  93.750
0, 27  acc:    31 /    37 =  83.784
0, 28  acc:    40 /    48 =  83.333
0, 29  acc:     3 /     5 =  60.000
0, 30  acc:     1 /     4 =  25.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  2210 /  2365 =  93.446
0, 33  acc:   106 /   112 =  94.643
0, 34  acc:    99 /   108 =  91.667
0, 35  acc:    36 /    40 =  90.000
0, 36  acc:    30 /    38 =  78.947
0, 37  acc:     1 /     3 =  33.333
0, 38  acc:    11 /    15 =  73.333
0, 39  acc:     3 /     4 =  75.000
0, 40  acc:   650 /   691 =  94.067
0, 41  acc:    32 /    33 =  96.970
0, 42  acc:    19 /    20 =  95.000
0, 43  acc:    30 /    30 = 100.000
0, 44  acc:    15 /    16 =  93.750
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     5 /     6 =  83.333
0, 47  acc:     3 /     4 =  75.000
0, 48  acc:   359 /   424 =  84.670
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    16 /    22 =  72.727
0, 51  acc:    26 /    28 =  92.857
0, 52  acc:     6 /     8 =  75.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     6 =  83.333
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   373 /   407 =  91.646
0, 57  acc:     6 /     6 = 100.000
0, 58  acc:    18 /    27 =  66.667
0, 59  acc:    14 /    16 =  87.500
0, 60  acc:    16 /    20 =  80.000
0, 61  acc:     3 /     5 =  60.000
0, 62  acc:     5 /     8 =  62.500
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2528 /  3103 =  81.470
0, 65  acc:   353 /   458 =  77.074
0, 66  acc:   235 /   301 =  78.073
0, 67  acc:   115 /   145 =  79.310
0, 68  acc:    57 /    71 =  80.282
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    19 /    28 =  67.857
0, 71  acc:     7 /     8 =  87.500
0, 72  acc:    84 /    90 =  93.333
0, 73  acc:    10 /    13 =  76.923
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:    10 /    11 =  90.909
0, 76  acc:     7 /    10 =  70.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    82 /   114 =  71.930
0, 81  acc:     9 /    11 =  81.818
0, 82  acc:    11 /    14 =  78.571
0, 83  acc:     7 /     8 =  87.500
0, 84  acc:     6 /    10 =  60.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    12 /    16 =  75.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     5 /     7 =  71.429
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     3 /     3 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    72 /    89 =  80.899
0, 95  acc:    13 /    13 = 100.000
0, 96  acc:     6 /     9 =  66.667
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     8 /     9 =  88.889
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     6 =  33.333
0, 101  acc:    10 /    11 =  90.909
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 /    22 =  86.364
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     4 /     4 = 100.000
0, 110  acc:     0 /     4 =   0.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     8 /    16 =  50.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6458 /  7379 =  87.519
0, 118  acc:  1465 /  1712 =  85.572
0, 119  acc:   395 /   467 =  84.582
0, 120  acc:   375 /   432 =  86.806
0, 121  acc:    54 /    76 =  71.053
0, 122  acc:    18 /    23 =  78.261
0, 123  acc:     7 /     8 =  87.500
0, 124  acc:    18 /    23 =  78.261
0, 125  acc:   397 /   445 =  89.213
0, 126  acc:    95 /   114 =  83.333
0, 127  acc:    37 /    39 =  94.872
0, 128  acc:    35 /    41 =  85.366
0, 129  acc:     0 /     1 =   0.000
0, 130  acc:     7 /     9 =  77.778
0, 131  acc:     3 /     4 =  75.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   161 /   219 =  73.516
0, 134  acc:    31 /    54 =  57.407
0, 135  acc:    25 /    27 =  92.593
0, 136  acc:    15 /    24 =  62.500
0, 137  acc:     3 /     7 =  42.857
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    59 =  76.271
0, 142  acc:     9 /    13 =  69.231
0, 143  acc:     1 /     3 =  33.333
0, 144  acc:     6 /     7 =  85.714
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     1 /     5 =  20.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   117 /   125 =  93.600
0, 149  acc:    13 /    16 =  81.250
0, 150  acc:     2 /     5 =  40.000
0, 151  acc:     7 /     9 =  77.778
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    40 /    45 =  88.889
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     4 /     4 = 100.000
0, 158  acc:     3 /     4 =  75.000
0, 159  acc:    17 /    23 =  73.913
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    13 =  84.615
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     8 /    11 =  72.727
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1423 /  1886 =  75.451
0, 170  acc:   291 /   417 =  69.784
0, 171  acc:   118 /   152 =  77.632
0, 172  acc:   127 /   156 =  81.410
0, 173  acc:    12 /    19 =  63.158
0, 174  acc:     1 /     4 =  25.000
0, 175  acc:     6 /     7 =  85.714
0, 176  acc:     9 /    12 =  75.000
0, 177  acc:    74 /    90 =  82.222
0, 178  acc:     9 /    11 =  81.818
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     5 /     7 =  71.429
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     5 /     6 =  83.333
0, 184  acc:    34 /    52 =  65.385
0, 185  acc:     5 /     7 =  71.429
0, 186  acc:     4 /     6 =  66.667
0, 187  acc:     4 /    10 =  40.000
0, 188  acc:     3 /     6 =  50.000
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    21 /    33 =  63.636
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     1 /     2 =  50.000
0, 195  acc:     0 /     3 =   0.000
0, 196  acc:    39 /    52 =  75.000
0, 197  acc:     9 /    14 =  64.286
0, 198  acc:     1 /     4 =  25.000
0, 199  acc:     7 /    10 =  70.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     5 =  80.000
0, 204  acc:    17 /    22 =  77.273
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     4 /     6 =  66.667
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     3 /     4 =  75.000
0, 212  acc:     4 /     4 = 100.000
0, 213  acc:     2 /     3 =  66.667
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /    10 =  70.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 23645 / 30996 =  76.284
1, 1  acc:  2427 /  3289 =  73.791
1, 2  acc:  3930 /  5616 =  69.979
1, 3  acc:  1550 /  2360 =  65.678
1, 4  acc:  2005 /  2741 =  73.148
1, 5  acc:   377 /   489 =  77.096
1, 6  acc:   203 /   287 =  70.732
1, 7  acc:   280 /   367 =  76.294
1, 8  acc:  1753 /  2765 =  63.400
1, 9  acc:   135 /   205 =  65.854
1, 10  acc:   184 /   266 =  69.173
1, 11  acc:    92 /   143 =  64.336
1, 12  acc:   336 /   451 =  74.501
1, 13  acc:    43 /    60 =  71.667
1, 14  acc:    44 /    68 =  64.706
1, 15  acc:    48 /    71 =  67.606
1, 16  acc:  2807 /  4226 =  66.422
1, 17  acc:    97 /   139 =  69.784
1, 18  acc:   226 /   358 =  63.128
1, 19  acc:    69 /   117 =  58.974
1, 20  acc:   110 /   142 =  77.465
1, 21  acc:    19 /    23 =  82.609
1, 22  acc:    62 /    80 =  77.500
1, 23  acc:    18 /    21 =  85.714
1, 24  acc:   370 /   577 =  64.125
1, 25  acc:     8 /    11 =  72.727
1, 26  acc:    35 /    57 =  61.404
1, 27  acc:     0 /     2 =   0.000
1, 28  acc:    84 /   110 =  76.364
1, 29  acc:     5 /     6 =  83.333
1, 30  acc:     8 /    10 =  80.000
1, 31  acc:     3 /     4 =  75.000
1, 32  acc:   545 /   872 =  62.500
1, 33  acc:    27 /    42 =  64.286
1, 34  acc:    28 /    39 =  71.795
1, 35  acc:     9 /    15 =  60.000
1, 36  acc:    30 /    33 =  90.909
1, 37  acc:     4 /     5 =  80.000
1, 38  acc:    15 /    22 =  68.182
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   156 /   230 =  67.826
1, 41  acc:     5 /     8 =  62.500
1, 42  acc:     3 /     7 =  42.857
1, 43  acc:     7 /    11 =  63.636
1, 44  acc:     7 /    14 =  50.000
1, 45  acc:     0 /     4 =   0.000
1, 46  acc:     7 /    11 =  63.636
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   164 /   277 =  59.206
1, 49  acc:     5 /     8 =  62.500
1, 50  acc:    15 /    27 =  55.556
1, 51  acc:    11 /    13 =  84.615
1, 52  acc:     7 /     9 =  77.778
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    21 =  66.667
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   147 /   230 =  63.913
1, 57  acc:     7 /     8 =  87.500
1, 58  acc:     6 /     8 =  75.000
1, 59  acc:     3 /     6 =  50.000
1, 60  acc:    10 /    13 =  76.923
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     7 /     8 =  87.500
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2038 /  2835 =  71.887
1, 65  acc:   287 /   404 =  71.040
1, 66  acc:   174 /   246 =  70.732
1, 67  acc:    68 /    98 =  69.388
1, 68  acc:   110 /   131 =  83.969
1, 69  acc:    19 /    22 =  86.364
1, 70  acc:    35 /    38 =  92.105
1, 71  acc:     6 /    12 =  50.000
1, 72  acc:    47 /    66 =  71.212
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    14 /    19 =  73.684
1, 77  acc:     3 /     4 =  75.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    68 /   100 =  68.000
1, 81  acc:     8 /    12 =  66.667
1, 82  acc:    10 /    18 =  55.556
1, 83  acc:     2 /     4 =  50.000
1, 84  acc:     0 /     0 =     nan
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    11 /    12 =  91.667
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     2 /    12 =  16.667
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     2 =   0.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    41 /    68 =  60.294
1, 95  acc:    14 /    18 =  77.778
1, 96  acc:     2 /     3 =  66.667
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     8 =  87.500
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     6 /     6 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    19 /    22 =  86.364
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /    11 =  72.727
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     6 /     8 =  75.000
1, 112  acc:    10 /    12 =  83.333
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  2772 /  4370 =  63.432
1, 118  acc:   748 /  1121 =  66.726
1, 119  acc:   174 /   266 =  65.414
1, 120  acc:   206 /   303 =  67.987
1, 121  acc:    81 /   108 =  75.000
1, 122  acc:    28 /    44 =  63.636
1, 123  acc:     7 /    15 =  46.667
1, 124  acc:    16 /    28 =  57.143
1, 125  acc:   185 /   288 =  64.236
1, 126  acc:    42 /    64 =  65.625
1, 127  acc:     7 /    10 =  70.000
1, 128  acc:    12 /    24 =  50.000
1, 129  acc:     7 /    10 =  70.000
1, 130  acc:     1 /     3 =  33.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     2 /     3 =  66.667
1, 133  acc:   192 /   263 =  73.004
1, 134  acc:    32 /    52 =  61.538
1, 135  acc:    20 /    27 =  74.074
1, 136  acc:     9 /    17 =  52.941
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     6 /     6 = 100.000
1, 141  acc:    30 /    57 =  52.632
1, 142  acc:     9 /    10 =  90.000
1, 143  acc:     4 /     5 =  80.000
1, 144  acc:     5 /     7 =  71.429
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:    48 /   110 =  43.636
1, 149  acc:     9 /    11 =  81.818
1, 150  acc:     3 /     4 =  75.000
1, 151  acc:     3 /    12 =  25.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     3 /     4 =  75.000
1, 154  acc:    10 /    24 =  41.667
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     2 =  50.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    11 /    14 =  78.571
1, 160  acc:     0 /     3 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     2 =  50.000
1, 164  acc:     9 /    16 =  56.250
1, 165  acc:     1 /     4 =  25.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1277 /  1842 =  69.327
1, 170  acc:   270 /   365 =  73.973
1, 171  acc:    85 /   135 =  62.963
1, 172  acc:    81 /   125 =  64.800
1, 173  acc:    28 /    42 =  66.667
1, 174  acc:     1 /     4 =  25.000
1, 175  acc:     6 /    10 =  60.000
1, 176  acc:     8 /    19 =  42.105
1, 177  acc:    22 /    32 =  68.750
1, 178  acc:     2 /     5 =  40.000
1, 179  acc:     0 /     0 =     nan
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     2 /     3 =  66.667
1, 182  acc:     0 /     0 =     nan
1, 183  acc:     8 /    13 =  61.538
1, 184  acc:    50 /    73 =  68.493
1, 185  acc:     6 /    11 =  54.545
1, 186  acc:     5 /     6 =  83.333
1, 187  acc:     3 /     4 =  75.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     2 /     6 =  33.333
1, 190  acc:     3 /     4 =  75.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:     9 /    10 =  90.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    22 /    44 =  50.000
1, 197  acc:     1 /     3 =  33.333
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:     9 /    11 =  81.818
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     7 /    11 =  63.636
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     4 /     4 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     7 =  71.429
1, 218  acc:     4 /     5 =  80.000
1, 219  acc:     6 /     7 =  85.714
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 234437 / 269038 =  87.139
Robust  acc:     0 /     4 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23376 / 25373 =  92.129
0, 1  acc: 28795 / 31282 =  92.050
0, 2  acc:  5672 /  6155 =  92.153
0, 3  acc: 22372 / 24292 =  92.096
0, 4  acc: 10026 / 10829 =  92.585
0, 5  acc:  5112 /  5541 =  92.258
0, 6  acc:  6253 /  6785 =  92.159
0, 7  acc: 11054 / 12016 =  91.994
1, 0  acc:  4087 /  4437 =  92.112
1, 1  acc:  4577 /  4962 =  92.241
1, 2  acc:  2096 /  2265 =  92.539
1, 3  acc:  2281 /  2446 =  93.254
1, 4  acc:  2877 /  3125 =  92.064
1, 5  acc:   924 /  1003 =  92.124
1, 6  acc:  2882 /  3111 =  92.639
1, 7  acc:  4327 /  4682 =  92.418
--------------------------------------
Average acc: 136711 / 148304 =  92.183
Robust  acc: 11054 / 12016 =  91.994
--------------------------------------
New max robust acc: 91.99400798934754
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed17.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed17.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: 57.063 | Best Acc: 95.670
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 11250 / 12092 =  93.037
0, 1  acc: 13350 / 14179 =  94.153
0, 2  acc:  2772 /  3210 =  86.355
0, 3  acc: 11577 / 12101 =  95.670
0, 4  acc:  4695 /  5355 =  87.675
0, 5  acc:  2735 /  2980 =  91.779
0, 6  acc:  2652 /  3335 =  79.520
0, 7  acc:  4830 /  5723 =  84.396
1, 0  acc:  1369 /  2203 =  62.143
1, 1  acc:  1375 /  2270 =  60.573
1, 2  acc:   705 /  1216 =  57.977
1, 3  acc:   719 /  1260 =  57.063
1, 4  acc:  1001 /  1627 =  61.524
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1079 /  1537 =  70.202
1, 7  acc:  1414 /  2246 =  62.956
------------------------------------
Average acc: 61847 / 71854 =  86.073
Robust  acc:   719 /  1260 =  57.063
------------------------------------
Accuracies by groups:
0, 0  acc: 11250 / 12092 =  93.037
0, 1  acc: 13350 / 14179 =  94.153
0, 2  acc:  2772 /  3210 =  86.355
0, 3  acc: 11577 / 12101 =  95.670
0, 4  acc:  4695 /  5355 =  87.675
0, 5  acc:  2735 /  2980 =  91.779
0, 6  acc:  2652 /  3335 =  79.520
0, 7  acc:  4830 /  5723 =  84.396
1, 0  acc:  1369 /  2203 =  62.143
1, 1  acc:  1375 /  2270 =  60.573
1, 2  acc:   705 /  1216 =  57.977
1, 3  acc:   719 /  1260 =  57.063
1, 4  acc:  1001 /  1627 =  61.524
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1079 /  1537 =  70.202
1, 7  acc:  1414 /  2246 =  62.956
------------------------------------
Average acc: 61847 / 71854 =  86.073
Robust  acc:   719 /  1260 =  57.063
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11250 / 12092 =  93.037
0, 1  acc: 13350 / 14179 =  94.153
0, 2  acc:  2772 /  3210 =  86.355
0, 3  acc: 11577 / 12101 =  95.670
0, 4  acc:  4695 /  5355 =  87.675
0, 5  acc:  2735 /  2980 =  91.779
0, 6  acc:  2652 /  3335 =  79.520
0, 7  acc:  4830 /  5723 =  84.396
1, 0  acc:  1369 /  2203 =  62.143
1, 1  acc:  1375 /  2270 =  60.573
1, 2  acc:   705 /  1216 =  57.977
1, 3  acc:   719 /  1260 =  57.063
1, 4  acc:  1001 /  1627 =  61.524
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1079 /  1537 =  70.202
1, 7  acc:  1414 /  2246 =  62.956
------------------------------------
Average acc: 61847 / 71854 =  86.073
Robust  acc:   719 /  1260 =  57.063
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.392 | Val Loss: 0.000 | Val Acc: 96.528
Training:
Accuracies by groups:
0, 0  acc: 109444 / 112558 =  97.233
0, 1  acc:  9194 /  9525 =  96.525
0, 2  acc: 14743 / 15413 =  95.653
0, 3  acc:  7389 /  7713 =  95.799
0, 4  acc:  2709 /  3072 =  88.184
0, 5  acc:   301 /   355 =  84.789
0, 6  acc:   391 /   435 =  89.885
0, 7  acc:   388 /   451 =  86.031
0, 8  acc: 11088 / 11485 =  96.543
0, 9  acc:   751 /   789 =  95.184
0, 10  acc:   791 /   827 =  95.647
0, 11  acc:   532 /   556 =  95.683
0, 12  acc:   534 /   597 =  89.447
0, 13  acc:    51 /    64 =  79.688
0, 14  acc:    94 /   102 =  92.157
0, 15  acc:    45 /    51 =  88.235
0, 16  acc:  6230 /  6789 =  91.766
0, 17  acc:   233 /   251 =  92.829
0, 18  acc:   691 /   737 =  93.758
0, 19  acc:   183 /   198 =  92.424
0, 20  acc:    90 /   115 =  78.261
0, 21  acc:    16 /    17 =  94.118
0, 22  acc:    58 /    68 =  85.294
0, 23  acc:     9 /    14 =  64.286
0, 24  acc:   836 /   918 =  91.068
0, 25  acc:    43 /    46 =  93.478
0, 26  acc:    81 /    87 =  93.103
0, 27  acc:    34 /    36 =  94.444
0, 28  acc:    48 /    52 =  92.308
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     6 /    12 =  50.000
0, 31  acc:    11 /    13 =  84.615
0, 32  acc:  2425 /  2519 =  96.268
0, 33  acc:   109 /   113 =  96.460
0, 34  acc:   101 /   106 =  95.283
0, 35  acc:    34 /    34 = 100.000
0, 36  acc:    39 /    44 =  88.636
0, 37  acc:     4 /     6 =  66.667
0, 38  acc:    17 /    20 =  85.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   683 /   707 =  96.605
0, 41  acc:    33 /    34 =  97.059
0, 42  acc:    23 /    23 = 100.000
0, 43  acc:    37 /    37 = 100.000
0, 44  acc:    22 /    23 =  95.652
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     3 /     5 =  60.000
0, 48  acc:   402 /   443 =  90.745
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    24 /    26 =  92.308
0, 51  acc:    25 /    25 = 100.000
0, 52  acc:     8 /     8 = 100.000
0, 53  acc:     4 /     4 = 100.000
0, 54  acc:     3 /     3 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   365 /   412 =  88.592
0, 57  acc:    14 /    14 = 100.000
0, 58  acc:    19 /    21 =  90.476
0, 59  acc:    25 /    25 = 100.000
0, 60  acc:    23 /    28 =  82.143
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    11 /    13 =  84.615
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2718 /  3111 =  87.367
0, 65  acc:   337 /   380 =  88.684
0, 66  acc:   286 /   318 =  89.937
0, 67  acc:   124 /   136 =  91.176
0, 68  acc:    61 /    80 =  76.250
0, 69  acc:     7 /     7 = 100.000
0, 70  acc:    14 /    17 =  82.353
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    73 /    77 =  94.805
0, 73  acc:    14 /    14 = 100.000
0, 74  acc:    12 /    13 =  92.308
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:     3 /     5 =  60.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     3 /     3 = 100.000
0, 80  acc:    76 /    94 =  80.851
0, 81  acc:     6 /    11 =  54.545
0, 82  acc:    13 /    14 =  92.857
0, 83  acc:     8 /     9 =  88.889
0, 84  acc:    10 /    10 = 100.000
0, 85  acc:     1 /     3 =  33.333
0, 86  acc:     9 /    13 =  69.231
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     3 /     5 =  60.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     2 =   0.000
0, 94  acc:    64 /    74 =  86.486
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     2 /     2 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    11 /    13 =  84.615
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     4 /     5 =  80.000
0, 101  acc:    15 /    16 =  93.750
0, 102  acc:     4 /     4 = 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:    17 /    20 =  85.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     4 /     4 = 100.000
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     8 /    11 =  72.727
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  6760 /  7369 =  91.736
0, 118  acc:  1669 /  1799 =  92.774
0, 119  acc:   401 /   439 =  91.344
0, 120  acc:   364 /   398 =  91.457
0, 121  acc:    50 /    65 =  76.923
0, 122  acc:    31 /    35 =  88.571
0, 123  acc:     9 /    11 =  81.818
0, 124  acc:    23 /    27 =  85.185
0, 125  acc:   388 /   427 =  90.867
0, 126  acc:   118 /   135 =  87.407
0, 127  acc:    26 /    30 =  86.667
0, 128  acc:    31 /    35 =  88.571
0, 129  acc:     0 /     1 =   0.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   175 /   221 =  79.186
0, 134  acc:    40 /    52 =  76.923
0, 135  acc:    24 /    25 =  96.000
0, 136  acc:    21 /    24 =  87.500
0, 137  acc:     5 /     7 =  71.429
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    50 /    66 =  75.758
0, 142  acc:    14 /    15 =  93.333
0, 143  acc:     5 /    10 =  50.000
0, 144  acc:     3 /     5 =  60.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   127 /   137 =  92.701
0, 149  acc:    17 /    20 =  85.000
0, 150  acc:     4 /     5 =  80.000
0, 151  acc:     6 /    12 =  50.000
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     5 /     5 = 100.000
0, 154  acc:    38 /    41 =  92.683
0, 155  acc:     8 /    12 =  66.667
0, 156  acc:     4 /     4 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    26 /    28 =  92.857
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    12 =  91.667
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     1 /     2 =  50.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1669 /  1939 =  86.075
0, 170  acc:   358 /   437 =  81.922
0, 171  acc:   104 /   116 =  89.655
0, 172  acc:   169 /   188 =  89.894
0, 173  acc:    16 /    19 =  84.211
0, 174  acc:     6 /     7 =  85.714
0, 175  acc:     4 /     6 =  66.667
0, 176  acc:    14 /    21 =  66.667
0, 177  acc:    63 /    67 =  94.030
0, 178  acc:    11 /    11 = 100.000
0, 179  acc:    13 /    13 = 100.000
0, 180  acc:     2 /     2 = 100.000
0, 181  acc:     0 /     1 =   0.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     6 /     7 =  85.714
0, 184  acc:    36 /    47 =  76.596
0, 185  acc:     5 /     6 =  83.333
0, 186  acc:     5 /     6 =  83.333
0, 187  acc:     4 /     5 =  80.000
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     1 /     1 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    25 /    28 =  89.286
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     2 =   0.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     0 /     4 =   0.000
0, 196  acc:    38 /    47 =  80.851
0, 197  acc:    11 /    13 =  84.615
0, 198  acc:     3 /     6 =  50.000
0, 199  acc:     2 /     3 =  66.667
0, 200  acc:     4 /     6 =  66.667
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    17 /    22 =  77.273
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     5 /     5 = 100.000
0, 209  acc:     9 /     9 = 100.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     2 =  50.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     6 =  83.333
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     3 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 27538 / 30634 =  89.894
1, 1  acc:  2903 /  3263 =  88.967
1, 2  acc:  4907 /  5638 =  87.034
1, 3  acc:  1937 /  2337 =  82.884
1, 4  acc:  2310 /  2643 =  87.401
1, 5  acc:   435 /   487 =  89.322
1, 6  acc:   236 /   268 =  88.060
1, 7  acc:   307 /   355 =  86.479
1, 8  acc:  2351 /  2807 =  83.755
1, 9  acc:   193 /   212 =  91.038
1, 10  acc:   225 /   274 =  82.117
1, 11  acc:   113 /   137 =  82.482
1, 12  acc:   354 /   426 =  83.099
1, 13  acc:    49 /    57 =  85.965
1, 14  acc:    43 /    64 =  67.188
1, 15  acc:    60 /    76 =  78.947
1, 16  acc:  3683 /  4334 =  84.979
1, 17  acc:   123 /   142 =  86.620
1, 18  acc:   285 /   328 =  86.890
1, 19  acc:   108 /   134 =  80.597
1, 20  acc:   140 /   156 =  89.744
1, 21  acc:    24 /    25 =  96.000
1, 22  acc:    61 /    72 =  84.722
1, 23  acc:    17 /    21 =  80.952
1, 24  acc:   444 /   544 =  81.618
1, 25  acc:     7 /    10 =  70.000
1, 26  acc:    43 /    48 =  89.583
1, 27  acc:     7 /     8 =  87.500
1, 28  acc:    64 /    71 =  90.141
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:     9 /     9 = 100.000
1, 31  acc:     2 /     4 =  50.000
1, 32  acc:   718 /   847 =  84.770
1, 33  acc:    45 /    50 =  90.000
1, 34  acc:    33 /    38 =  86.842
1, 35  acc:    19 /    19 = 100.000
1, 36  acc:    18 /    22 =  81.818
1, 37  acc:     2 /     2 = 100.000
1, 38  acc:    18 /    18 = 100.000
1, 39  acc:     2 /     3 =  66.667
1, 40  acc:   171 /   205 =  83.415
1, 41  acc:    14 /    17 =  82.353
1, 42  acc:     6 /     6 = 100.000
1, 43  acc:     8 /    13 =  61.538
1, 44  acc:     9 /    11 =  81.818
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:     5 /     6 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   241 /   287 =  83.972
1, 49  acc:     4 /     4 = 100.000
1, 50  acc:    15 /    20 =  75.000
1, 51  acc:     7 /     7 = 100.000
1, 52  acc:     6 /     7 =  85.714
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    13 /    15 =  86.667
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   182 /   216 =  84.259
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:     6 /     9 =  66.667
1, 60  acc:    11 /    14 =  78.571
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     8 /     8 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2535 /  2887 =  87.807
1, 65  acc:   366 /   422 =  86.730
1, 66  acc:   195 /   229 =  85.153
1, 67  acc:    74 /    96 =  77.083
1, 68  acc:   104 /   132 =  78.788
1, 69  acc:    22 /    22 = 100.000
1, 70  acc:    37 /    41 =  90.244
1, 71  acc:     9 /    10 =  90.000
1, 72  acc:    48 /    53 =  90.566
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:    12 /    14 =  85.714
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:    99 /   114 =  86.842
1, 81  acc:    15 /    20 =  75.000
1, 82  acc:    18 /    26 =  69.231
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     6 /     7 =  85.714
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    12 =  91.667
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    67 /    80 =  83.750
1, 95  acc:     6 /     7 =  85.714
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    22 /    23 =  95.652
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    15 =  80.000
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:    18 /    20 =  90.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /     9 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     1 /     1 = 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:  3654 /  4444 =  82.223
1, 118  acc:   943 /  1098 =  85.883
1, 119  acc:   225 /   280 =  80.357
1, 120  acc:   231 /   279 =  82.796
1, 121  acc:    91 /    93 =  97.849
1, 122  acc:    35 /    40 =  87.500
1, 123  acc:    11 /    12 =  91.667
1, 124  acc:    19 /    24 =  79.167
1, 125  acc:   232 /   285 =  81.404
1, 126  acc:    62 /    71 =  87.324
1, 127  acc:    14 /    17 =  82.353
1, 128  acc:    19 /    23 =  82.609
1, 129  acc:    11 /    12 =  91.667
1, 130  acc:     9 /     9 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     2 /     3 =  66.667
1, 133  acc:   191 /   236 =  80.932
1, 134  acc:    28 /    35 =  80.000
1, 135  acc:    24 /    24 = 100.000
1, 136  acc:     8 /    12 =  66.667
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     0 /     2 =   0.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    46 /    61 =  75.410
1, 142  acc:     9 /     9 = 100.000
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     4 /     5 =  80.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:    81 /    99 =  81.818
1, 149  acc:     7 /    10 =  70.000
1, 150  acc:     4 /     5 =  80.000
1, 151  acc:    10 /    15 =  66.667
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     3 /     3 = 100.000
1, 154  acc:    14 /    19 =  73.684
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     4 =  75.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    17 =  88.235
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    14 /    15 =  93.333
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:  1549 /  1857 =  83.414
1, 170  acc:   274 /   330 =  83.030
1, 171  acc:   110 /   133 =  82.707
1, 172  acc:    97 /   117 =  82.906
1, 173  acc:    33 /    38 =  86.842
1, 174  acc:     2 /     6 =  33.333
1, 175  acc:     2 /     2 = 100.000
1, 176  acc:    21 /    27 =  77.778
1, 177  acc:    31 /    41 =  75.610
1, 178  acc:     2 /     5 =  40.000
1, 179  acc:     2 /     4 =  50.000
1, 180  acc:     4 /     5 =  80.000
1, 181  acc:     8 /     8 = 100.000
1, 182  acc:     2 /     3 =  66.667
1, 183  acc:     8 /    11 =  72.727
1, 184  acc:    69 /    79 =  87.342
1, 185  acc:    17 /    18 =  94.444
1, 186  acc:     9 /    11 =  81.818
1, 187  acc:     1 /     3 =  33.333
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     4 /     5 =  80.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    46 /    59 =  77.966
1, 197  acc:     4 /     4 = 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:    14 /    17 =  82.353
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     6 /     8 =  75.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     6 /     8 =  75.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     5 /     6 =  83.333
1, 219  acc:     3 /     3 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251259 / 269038 =  93.392
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24526 / 25373 =  96.662
0, 1  acc: 30232 / 31282 =  96.643
0, 2  acc:  5939 /  6155 =  96.491
0, 3  acc: 23479 / 24292 =  96.653
0, 4  acc: 10401 / 10829 =  96.048
0, 5  acc:  5364 /  5541 =  96.806
0, 6  acc:  6566 /  6785 =  96.772
0, 7  acc: 11578 / 12016 =  96.355
1, 0  acc:  4286 /  4437 =  96.597
1, 1  acc:  4801 /  4962 =  96.755
1, 2  acc:  2197 /  2265 =  96.998
1, 3  acc:  2361 /  2446 =  96.525
1, 4  acc:  3005 /  3125 =  96.160
1, 5  acc:   959 /  1003 =  95.613
1, 6  acc:  2995 /  3111 =  96.271
1, 7  acc:  4514 /  4682 =  96.412
--------------------------------------
Average acc: 143203 / 148304 =  96.560
Robust  acc:   959 /  1003 =  95.613
--------------------------------------
New max robust acc: 95.61316051844466
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed17.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed17.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 56.111 | Best Acc: 95.067
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 11286 / 12092 =  93.334
0, 1  acc: 13408 / 14179 =  94.562
0, 2  acc:  2731 /  3210 =  85.078
0, 3  acc: 11504 / 12101 =  95.067
0, 4  acc:  4603 /  5355 =  85.957
0, 5  acc:  2732 /  2980 =  91.678
0, 6  acc:  2565 /  3335 =  76.912
0, 7  acc:  4624 /  5723 =  80.797
1, 0  acc:  1314 /  2203 =  59.646
1, 1  acc:  1304 /  2270 =  57.445
1, 2  acc:   706 /  1216 =  58.059
1, 3  acc:   707 /  1260 =  56.111
1, 4  acc:  1006 /  1627 =  61.832
1, 5  acc:   311 /   520 =  59.808
1, 6  acc:  1087 /  1537 =  70.722
1, 7  acc:  1471 /  2246 =  65.494
------------------------------------
Average acc: 61359 / 71854 =  85.394
Robust  acc:   707 /  1260 =  56.111
------------------------------------
Accuracies by groups:
0, 0  acc: 11286 / 12092 =  93.334
0, 1  acc: 13408 / 14179 =  94.562
0, 2  acc:  2731 /  3210 =  85.078
0, 3  acc: 11504 / 12101 =  95.067
0, 4  acc:  4603 /  5355 =  85.957
0, 5  acc:  2732 /  2980 =  91.678
0, 6  acc:  2565 /  3335 =  76.912
0, 7  acc:  4624 /  5723 =  80.797
1, 0  acc:  1314 /  2203 =  59.646
1, 1  acc:  1304 /  2270 =  57.445
1, 2  acc:   706 /  1216 =  58.059
1, 3  acc:   707 /  1260 =  56.111
1, 4  acc:  1006 /  1627 =  61.832
1, 5  acc:   311 /   520 =  59.808
1, 6  acc:  1087 /  1537 =  70.722
1, 7  acc:  1471 /  2246 =  65.494
------------------------------------
Average acc: 61359 / 71854 =  85.394
Robust  acc:   707 /  1260 =  56.111
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11286 / 12092 =  93.334
0, 1  acc: 13408 / 14179 =  94.562
0, 2  acc:  2731 /  3210 =  85.078
0, 3  acc: 11504 / 12101 =  95.067
0, 4  acc:  4603 /  5355 =  85.957
0, 5  acc:  2732 /  2980 =  91.678
0, 6  acc:  2565 /  3335 =  76.912
0, 7  acc:  4624 /  5723 =  80.797
1, 0  acc:  1314 /  2203 =  59.646
1, 1  acc:  1304 /  2270 =  57.445
1, 2  acc:   706 /  1216 =  58.059
1, 3  acc:   707 /  1260 =  56.111
1, 4  acc:  1006 /  1627 =  61.832
1, 5  acc:   311 /   520 =  59.808
1, 6  acc:  1087 /  1537 =  70.722
1, 7  acc:  1471 /  2246 =  65.494
------------------------------------
Average acc: 61359 / 71854 =  85.394
Robust  acc:   707 /  1260 =  56.111
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   3 | Train Loss: 0.008 | Train Acc: 96.416 | Val Loss: 0.000 | Val Acc: 98.293
Training:
Accuracies by groups:
0, 0  acc: 111480 / 113419 =  98.290
0, 1  acc:  9503 /  9690 =  98.070
0, 2  acc: 14807 / 15220 =  97.286
0, 3  acc:  7512 /  7717 =  97.344
0, 4  acc:  3032 /  3233 =  93.783
0, 5  acc:   311 /   346 =  89.884
0, 6  acc:   358 /   384 =  93.229
0, 7  acc:   361 /   392 =  92.092
0, 8  acc: 11162 / 11393 =  97.972
0, 9  acc:   743 /   770 =  96.494
0, 10  acc:   750 /   773 =  97.025
0, 11  acc:   562 /   575 =  97.739
0, 12  acc:   575 /   615 =  93.496
0, 13  acc:    51 /    56 =  91.071
0, 14  acc:    86 /    89 =  96.629
0, 15  acc:    41 /    50 =  82.000
0, 16  acc:  6539 /  6877 =  95.085
0, 17  acc:   188 /   199 =  94.472
0, 18  acc:   705 /   730 =  96.575
0, 19  acc:   199 /   212 =  93.868
0, 20  acc:   112 /   129 =  86.822
0, 21  acc:    18 /    20 =  90.000
0, 22  acc:    72 /    75 =  96.000
0, 23  acc:    10 /    14 =  71.429
0, 24  acc:   875 /   920 =  95.109
0, 25  acc:    45 /    45 = 100.000
0, 26  acc:    84 /    89 =  94.382
0, 27  acc:    30 /    31 =  96.774
0, 28  acc:    46 /    51 =  90.196
0, 29  acc:     3 /     4 =  75.000
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  2259 /  2318 =  97.455
0, 33  acc:   108 /   115 =  93.913
0, 34  acc:    99 /   100 =  99.000
0, 35  acc:    37 /    37 = 100.000
0, 36  acc:    38 /    41 =  92.683
0, 37  acc:     3 /     3 = 100.000
0, 38  acc:    11 /    12 =  91.667
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   713 /   731 =  97.538
0, 41  acc:    23 /    23 = 100.000
0, 42  acc:    22 /    24 =  91.667
0, 43  acc:    29 /    29 = 100.000
0, 44  acc:    38 /    38 = 100.000
0, 45  acc:     2 /     3 =  66.667
0, 46  acc:     4 /     4 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   460 /   482 =  95.436
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    28 /    30 =  93.333
0, 51  acc:    26 /    26 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:    11 /    11 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   406 /   422 =  96.209
0, 57  acc:    22 /    22 = 100.000
0, 58  acc:    25 /    29 =  86.207
0, 59  acc:    16 /    17 =  94.118
0, 60  acc:     8 /    10 =  80.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     4 /     4 = 100.000
0, 63  acc:     5 /     5 = 100.000
0, 64  acc:  2842 /  3044 =  93.364
0, 65  acc:   378 /   406 =  93.103
0, 66  acc:   321 /   345 =  93.043
0, 67  acc:   105 /   110 =  95.455
0, 68  acc:    54 /    63 =  85.714
0, 69  acc:     9 /     9 = 100.000
0, 70  acc:    22 /    24 =  91.667
0, 71  acc:     5 /     5 = 100.000
0, 72  acc:    84 /    86 =  97.674
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     1 /     2 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     4 =  75.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    89 /    95 =  93.684
0, 81  acc:     9 /    12 =  75.000
0, 82  acc:    11 /    11 = 100.000
0, 83  acc:    10 /    12 =  83.333
0, 84  acc:     8 /     8 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     9 /    10 =  90.000
0, 87  acc:     4 /     4 = 100.000
0, 88  acc:    13 /    13 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    72 /    75 =  96.000
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     6 /     6 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    15 /    16 =  93.750
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    13 /    13 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    31 /    32 =  96.875
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     5 /     5 = 100.000
0, 110  acc:     3 /     7 =  42.857
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     9 /     9 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6905 /  7258 =  95.136
0, 118  acc:  1604 /  1686 =  95.136
0, 119  acc:   431 /   456 =  94.518
0, 120  acc:   388 /   415 =  93.494
0, 121  acc:    76 /    92 =  82.609
0, 122  acc:    19 /    21 =  90.476
0, 123  acc:     6 /     6 = 100.000
0, 124  acc:    24 /    27 =  88.889
0, 125  acc:   432 /   451 =  95.787
0, 126  acc:   123 /   127 =  96.850
0, 127  acc:    32 /    34 =  94.118
0, 128  acc:    48 /    49 =  97.959
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   206 /   228 =  90.351
0, 134  acc:    54 /    65 =  83.077
0, 135  acc:    28 /    29 =  96.552
0, 136  acc:    26 /    28 =  92.857
0, 137  acc:     9 /    12 =  75.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    68 /    71 =  95.775
0, 142  acc:    13 /    13 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:    11 /    13 =  84.615
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   117 /   120 =  97.500
0, 149  acc:    20 /    20 = 100.000
0, 150  acc:     2 /     4 =  50.000
0, 151  acc:    11 /    23 =  47.826
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    32 /    34 =  94.118
0, 155  acc:     9 /     9 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    34 /    34 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    18 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     1 /     1 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1717 /  1861 =  92.262
0, 170  acc:   350 /   375 =  93.333
0, 171  acc:   116 /   128 =  90.625
0, 172  acc:   187 /   195 =  95.897
0, 173  acc:    29 /    34 =  85.294
0, 174  acc:     6 /     7 =  85.714
0, 175  acc:     8 /     8 = 100.000
0, 176  acc:     7 /    10 =  70.000
0, 177  acc:    72 /    79 =  91.139
0, 178  acc:     9 /    11 =  81.818
0, 179  acc:    12 /    12 = 100.000
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     3 /     4 =  75.000
0, 183  acc:     8 /     8 = 100.000
0, 184  acc:    48 /    50 =  96.000
0, 185  acc:    10 /    10 = 100.000
0, 186  acc:     9 /    10 =  90.000
0, 187  acc:     7 /     9 =  77.778
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    17 /    19 =  89.474
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    46 /    50 =  92.000
0, 197  acc:    13 /    13 = 100.000
0, 198  acc:     1 /     2 =  50.000
0, 199  acc:     4 /     5 =  80.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:    26 /    27 =  96.296
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:    11 /    12 =  91.667
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     2 /     3 =  66.667
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     7 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     3 /     4 =  75.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     4 /     4 = 100.000
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 28945 / 30525 =  94.824
1, 1  acc:  3077 /  3281 =  93.782
1, 2  acc:  5349 /  5722 =  93.481
1, 3  acc:  2225 /  2398 =  92.786
1, 4  acc:  2453 /  2626 =  93.412
1, 5  acc:   460 /   492 =  93.496
1, 6  acc:   267 /   289 =  92.388
1, 7  acc:   280 /   297 =  94.276
1, 8  acc:  2507 /  2706 =  92.646
1, 9  acc:   183 /   195 =  93.846
1, 10  acc:   217 /   234 =  92.735
1, 11  acc:   108 /   119 =  90.756
1, 12  acc:   364 /   389 =  93.573
1, 13  acc:    45 /    49 =  91.837
1, 14  acc:    61 /    69 =  88.406
1, 15  acc:    57 /    70 =  81.429
1, 16  acc:  3931 /  4225 =  93.041
1, 17  acc:   148 /   163 =  90.798
1, 18  acc:   305 /   325 =  93.846
1, 19  acc:   132 /   141 =  93.617
1, 20  acc:   139 /   147 =  94.558
1, 21  acc:    22 /    22 = 100.000
1, 22  acc:    62 /    72 =  86.111
1, 23  acc:    15 /    17 =  88.235
1, 24  acc:   468 /   514 =  91.051
1, 25  acc:    16 /    16 = 100.000
1, 26  acc:    42 /    46 =  91.304
1, 27  acc:     8 /     8 = 100.000
1, 28  acc:    82 /    87 =  94.253
1, 29  acc:     3 /     3 = 100.000
1, 30  acc:    16 /    16 = 100.000
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   818 /   876 =  93.379
1, 33  acc:    38 /    40 =  95.000
1, 34  acc:    37 /    38 =  97.368
1, 35  acc:    11 /    11 = 100.000
1, 36  acc:    35 /    37 =  94.595
1, 37  acc:     5 /     5 = 100.000
1, 38  acc:    23 /    23 = 100.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   199 /   217 =  91.705
1, 41  acc:     7 /     7 = 100.000
1, 42  acc:     2 /     6 =  33.333
1, 43  acc:     5 /     8 =  62.500
1, 44  acc:    15 /    17 =  88.235
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:     5 /     6 =  83.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   247 /   264 =  93.561
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    26 /    27 =  96.296
1, 51  acc:     9 /     9 = 100.000
1, 52  acc:     8 /     9 =  88.889
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    13 /    14 =  92.857
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   213 /   235 =  90.638
1, 57  acc:    15 /    16 =  93.750
1, 58  acc:     6 /     6 = 100.000
1, 59  acc:     7 /     9 =  77.778
1, 60  acc:    13 /    13 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    11 =  90.909
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2647 /  2822 =  93.799
1, 65  acc:   351 /   378 =  92.857
1, 66  acc:   244 /   267 =  91.386
1, 67  acc:   102 /   113 =  90.265
1, 68  acc:   133 /   139 =  95.683
1, 69  acc:    22 /    23 =  95.652
1, 70  acc:    31 /    34 =  91.176
1, 71  acc:     8 /    10 =  80.000
1, 72  acc:    60 /    65 =  92.308
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     2 /     4 =  50.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    14 /    14 = 100.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:    88 /    98 =  89.796
1, 81  acc:    18 /    21 =  85.714
1, 82  acc:    25 /    28 =  89.286
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     2 /     2 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    17 /    17 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    16 /    17 =  94.118
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:     4 /     4 = 100.000
1, 94  acc:    82 /    89 =  92.135
1, 95  acc:     5 /     5 = 100.000
1, 96  acc:     4 /     4 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    12 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    13 =  92.308
1, 101  acc:     1 /     2 =  50.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    16 /    17 =  94.118
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /     9 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     1 /     1 = 100.000
1, 112  acc:    10 /    10 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4000 /  4363 =  91.680
1, 118  acc:  1007 /  1075 =  93.674
1, 119  acc:   245 /   265 =  92.453
1, 120  acc:   277 /   303 =  91.419
1, 121  acc:    76 /    80 =  95.000
1, 122  acc:    36 /    40 =  90.000
1, 123  acc:    20 /    25 =  80.000
1, 124  acc:    17 /    18 =  94.444
1, 125  acc:   254 /   275 =  92.364
1, 126  acc:    70 /    77 =  90.909
1, 127  acc:     9 /    13 =  69.231
1, 128  acc:    27 /    29 =  93.103
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   238 /   256 =  92.969
1, 134  acc:    44 /    46 =  95.652
1, 135  acc:    24 /    26 =  92.308
1, 136  acc:    10 /    12 =  83.333
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     0 /     0 =     nan
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     2 /     3 =  66.667
1, 141  acc:    52 /    58 =  89.655
1, 142  acc:     8 /    10 =  80.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     4 =  50.000
1, 148  acc:    91 /   101 =  90.099
1, 149  acc:     8 /    10 =  80.000
1, 150  acc:     2 /     3 =  66.667
1, 151  acc:     9 /    15 =  60.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    13 /    14 =  92.857
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     6 =  83.333
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    16 =  93.750
1, 160  acc:     1 /     1 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    15 /    15 = 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:  1680 /  1836 =  91.503
1, 170  acc:   327 /   359 =  91.086
1, 171  acc:   142 /   155 =  91.613
1, 172  acc:   122 /   128 =  95.312
1, 173  acc:    43 /    46 =  93.478
1, 174  acc:     5 /     6 =  83.333
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:    24 /    29 =  82.759
1, 177  acc:    34 /    36 =  94.444
1, 178  acc:     3 /     5 =  60.000
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     1 /     2 =  50.000
1, 181  acc:     2 /     3 =  66.667
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:     1 /     2 =  50.000
1, 184  acc:    71 /    78 =  91.026
1, 185  acc:    19 /    20 =  95.000
1, 186  acc:     5 /     6 =  83.333
1, 187  acc:     5 /     5 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     1 /     1 = 100.000
1, 192  acc:     4 /     4 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    53 /    60 =  88.333
1, 197  acc:     9 /    10 =  90.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /     7 =  71.429
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /    11 =  81.818
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     5 /     5 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259395 / 269038 =  96.416
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24961 / 25373 =  98.376
0, 1  acc: 30718 / 31282 =  98.197
0, 2  acc:  6058 /  6155 =  98.424
0, 3  acc: 23914 / 24292 =  98.444
0, 4  acc: 10632 / 10829 =  98.181
0, 5  acc:  5440 /  5541 =  98.177
0, 6  acc:  6660 /  6785 =  98.158
0, 7  acc: 11810 / 12016 =  98.286
1, 0  acc:  4349 /  4437 =  98.017
1, 1  acc:  4886 /  4962 =  98.468
1, 2  acc:  2217 /  2265 =  97.881
1, 3  acc:  2405 /  2446 =  98.324
1, 4  acc:  3064 /  3125 =  98.048
1, 5  acc:   994 /  1003 =  99.103
1, 6  acc:  3054 /  3111 =  98.168
1, 7  acc:  4593 /  4682 =  98.099
--------------------------------------
Average acc: 145755 / 148304 =  98.281
Robust  acc:  2217 /  2265 =  97.881
--------------------------------------
New max robust acc: 97.88079470198674
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed17.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed17.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 55.931 | Best Acc: 95.240
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 11082 / 12092 =  91.647
0, 1  acc: 13186 / 14179 =  92.997
0, 2  acc:  2673 /  3210 =  83.271
0, 3  acc: 11525 / 12101 =  95.240
0, 4  acc:  4777 /  5355 =  89.206
0, 5  acc:  2752 /  2980 =  92.349
0, 6  acc:  2628 /  3335 =  78.801
0, 7  acc:  4645 /  5723 =  81.164
1, 0  acc:  1437 /  2203 =  65.229
1, 1  acc:  1431 /  2270 =  63.040
1, 2  acc:   742 /  1216 =  61.020
1, 3  acc:   707 /  1260 =  56.111
1, 4  acc:   910 /  1627 =  55.931
1, 5  acc:   308 /   520 =  59.231
1, 6  acc:  1078 /  1537 =  70.137
1, 7  acc:  1520 /  2246 =  67.676
------------------------------------
Average acc: 61401 / 71854 =  85.452
Robust  acc:   910 /  1627 =  55.931
------------------------------------
Accuracies by groups:
0, 0  acc: 11082 / 12092 =  91.647
0, 1  acc: 13186 / 14179 =  92.997
0, 2  acc:  2673 /  3210 =  83.271
0, 3  acc: 11525 / 12101 =  95.240
0, 4  acc:  4777 /  5355 =  89.206
0, 5  acc:  2752 /  2980 =  92.349
0, 6  acc:  2628 /  3335 =  78.801
0, 7  acc:  4645 /  5723 =  81.164
1, 0  acc:  1437 /  2203 =  65.229
1, 1  acc:  1431 /  2270 =  63.040
1, 2  acc:   742 /  1216 =  61.020
1, 3  acc:   707 /  1260 =  56.111
1, 4  acc:   910 /  1627 =  55.931
1, 5  acc:   308 /   520 =  59.231
1, 6  acc:  1078 /  1537 =  70.137
1, 7  acc:  1520 /  2246 =  67.676
------------------------------------
Average acc: 61401 / 71854 =  85.452
Robust  acc:   910 /  1627 =  55.931
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11082 / 12092 =  91.647
0, 1  acc: 13186 / 14179 =  92.997
0, 2  acc:  2673 /  3210 =  83.271
0, 3  acc: 11525 / 12101 =  95.240
0, 4  acc:  4777 /  5355 =  89.206
0, 5  acc:  2752 /  2980 =  92.349
0, 6  acc:  2628 /  3335 =  78.801
0, 7  acc:  4645 /  5723 =  81.164
1, 0  acc:  1437 /  2203 =  65.229
1, 1  acc:  1431 /  2270 =  63.040
1, 2  acc:   742 /  1216 =  61.020
1, 3  acc:   707 /  1260 =  56.111
1, 4  acc:   910 /  1627 =  55.931
1, 5  acc:   308 /   520 =  59.231
1, 6  acc:  1078 /  1537 =  70.137
1, 7  acc:  1520 /  2246 =  67.676
------------------------------------
Average acc: 61401 / 71854 =  85.452
Robust  acc:   910 /  1627 =  55.931
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.006 | Train Acc: 97.842 | Val Loss: 0.000 | Val Acc: 99.091
Training:
Accuracies by groups:
0, 0  acc: 111136 / 112336 =  98.932
0, 1  acc:  9594 /  9718 =  98.724
0, 2  acc: 15303 / 15549 =  98.418
0, 3  acc:  7562 /  7689 =  98.348
0, 4  acc:  2991 /  3110 =  96.174
0, 5  acc:   348 /   374 =  93.048
0, 6  acc:   421 /   435 =  96.782
0, 7  acc:   389 /   403 =  96.526
0, 8  acc: 11529 / 11694 =  98.589
0, 9  acc:   800 /   807 =  99.133
0, 10  acc:   757 /   764 =  99.084
0, 11  acc:   576 /   589 =  97.793
0, 12  acc:   555 /   582 =  95.361
0, 13  acc:    67 /    67 = 100.000
0, 14  acc:    91 /    93 =  97.849
0, 15  acc:    54 /    57 =  94.737
0, 16  acc:  6752 /  6942 =  97.263
0, 17  acc:   210 /   219 =  95.890
0, 18  acc:   681 /   696 =  97.845
0, 19  acc:   223 /   225 =  99.111
0, 20  acc:   126 /   139 =  90.647
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    57 /    59 =  96.610
0, 23  acc:    14 /    17 =  82.353
0, 24  acc:   911 /   931 =  97.852
0, 25  acc:    44 /    47 =  93.617
0, 26  acc:    96 /    98 =  97.959
0, 27  acc:    24 /    25 =  96.000
0, 28  acc:    53 /    57 =  92.982
0, 29  acc:     4 /     6 =  66.667
0, 30  acc:     4 /     5 =  80.000
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  2299 /  2342 =  98.164
0, 33  acc:   120 /   123 =  97.561
0, 34  acc:    81 /    83 =  97.590
0, 35  acc:    39 /    40 =  97.500
0, 36  acc:    45 /    45 = 100.000
0, 37  acc:     2 /     3 =  66.667
0, 38  acc:    27 /    27 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   669 /   681 =  98.238
0, 41  acc:    39 /    39 = 100.000
0, 42  acc:    23 /    23 = 100.000
0, 43  acc:    28 /    28 = 100.000
0, 44  acc:    27 /    29 =  93.103
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     6 /     6 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   427 /   440 =  97.045
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    24 /    24 = 100.000
0, 51  acc:    17 /    18 =  94.444
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     9 /     9 = 100.000
0, 55  acc:     4 /     4 = 100.000
0, 56  acc:   408 /   420 =  97.143
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    20 /    21 =  95.238
0, 59  acc:    15 /    15 = 100.000
0, 60  acc:    22 /    23 =  95.652
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     4 /     6 =  66.667
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2940 /  3059 =  96.110
0, 65  acc:   408 /   429 =  95.105
0, 66  acc:   284 /   296 =  95.946
0, 67  acc:   130 /   135 =  96.296
0, 68  acc:    59 /    63 =  93.651
0, 69  acc:     0 /     0 =     nan
0, 70  acc:    21 /    24 =  87.500
0, 71  acc:    15 /    15 = 100.000
0, 72  acc:    87 /    88 =  98.864
0, 73  acc:     7 /     7 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    10 /    11 =  90.909
0, 76  acc:     6 /     7 =  85.714
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    84 /    91 =  92.308
0, 81  acc:     7 /    10 =  70.000
0, 82  acc:     9 /     9 = 100.000
0, 83  acc:     5 /     5 = 100.000
0, 84  acc:     5 /     5 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    11 /    11 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:    12 /    12 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     4 /     4 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    68 /    71 =  95.775
0, 95  acc:     8 /     8 = 100.000
0, 96  acc:    10 /    10 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    13 /    14 =  92.857
0, 99  acc:     2 /     2 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    11 /    11 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    30 /    31 =  96.774
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     4 /     5 =  80.000
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7047 /  7276 =  96.853
0, 118  acc:  1674 /  1741 =  96.152
0, 119  acc:   449 /   462 =  97.186
0, 120  acc:   441 /   450 =  98.000
0, 121  acc:    69 /    75 =  92.000
0, 122  acc:    28 /    29 =  96.552
0, 123  acc:    15 /    15 = 100.000
0, 124  acc:    26 /    26 = 100.000
0, 125  acc:   412 /   419 =  98.329
0, 126  acc:   118 /   123 =  95.935
0, 127  acc:    31 /    33 =  93.939
0, 128  acc:    33 /    34 =  97.059
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   230 /   240 =  95.833
0, 134  acc:    53 /    60 =  88.333
0, 135  acc:    24 /    24 = 100.000
0, 136  acc:    25 /    25 = 100.000
0, 137  acc:     4 /     4 = 100.000
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    60 /    63 =  95.238
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:    12 /    12 = 100.000
0, 145  acc:     0 /     2 =   0.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   110 /   114 =  96.491
0, 149  acc:    18 /    19 =  94.737
0, 150  acc:     4 /     4 = 100.000
0, 151  acc:     8 /    12 =  66.667
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    28 /    29 =  96.552
0, 155  acc:    11 /    11 = 100.000
0, 156  acc:     3 /     3 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    25 /    28 =  89.286
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    15 =  93.333
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     7 /     7 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1845 /  1928 =  95.695
0, 170  acc:   382 /   397 =  96.222
0, 171  acc:   140 /   146 =  95.890
0, 172  acc:   160 /   166 =  96.386
0, 173  acc:    27 /    28 =  96.429
0, 174  acc:     9 /    10 =  90.000
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:    11 /    15 =  73.333
0, 177  acc:    91 /    94 =  96.809
0, 178  acc:    13 /    14 =  92.857
0, 179  acc:     8 /    11 =  72.727
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     3 /     3 = 100.000
0, 183  acc:     7 /     7 = 100.000
0, 184  acc:    46 /    46 = 100.000
0, 185  acc:     4 /     5 =  80.000
0, 186  acc:    11 /    11 = 100.000
0, 187  acc:    11 /    11 = 100.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    28 =  92.857
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    42 /    45 =  93.333
0, 197  acc:    12 /    12 = 100.000
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    20 /    22 =  90.909
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     7 /     7 = 100.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 29832 / 30804 =  96.845
1, 1  acc:  3191 /  3289 =  97.020
1, 2  acc:  5500 /  5689 =  96.678
1, 3  acc:  2219 /  2323 =  95.523
1, 4  acc:  2576 /  2685 =  95.940
1, 5  acc:   452 /   469 =  96.375
1, 6  acc:   263 /   271 =  97.048
1, 7  acc:   278 /   286 =  97.203
1, 8  acc:  2707 /  2831 =  95.620
1, 9  acc:   194 /   201 =  96.517
1, 10  acc:   243 /   258 =  94.186
1, 11  acc:   102 /   113 =  90.265
1, 12  acc:   378 /   406 =  93.103
1, 13  acc:    51 /    53 =  96.226
1, 14  acc:    85 /    88 =  96.591
1, 15  acc:    88 /    95 =  92.632
1, 16  acc:  4016 /  4198 =  95.665
1, 17  acc:   158 /   162 =  97.531
1, 18  acc:   315 /   334 =  94.311
1, 19  acc:   136 /   141 =  96.454
1, 20  acc:   156 /   162 =  96.296
1, 21  acc:    22 /    23 =  95.652
1, 22  acc:    75 /    76 =  98.684
1, 23  acc:    17 /    19 =  89.474
1, 24  acc:   513 /   544 =  94.301
1, 25  acc:    10 /    11 =  90.909
1, 26  acc:    56 /    56 = 100.000
1, 27  acc:    12 /    13 =  92.308
1, 28  acc:    78 /    80 =  97.500
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    17 /    17 = 100.000
1, 31  acc:     2 /     2 = 100.000
1, 32  acc:   848 /   878 =  96.583
1, 33  acc:    34 /    35 =  97.143
1, 34  acc:    36 /    36 = 100.000
1, 35  acc:    11 /    11 = 100.000
1, 36  acc:    31 /    32 =  96.875
1, 37  acc:     3 /     4 =  75.000
1, 38  acc:    16 /    16 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   217 /   221 =  98.190
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     5 /     7 =  71.429
1, 43  acc:    10 /    12 =  83.333
1, 44  acc:    16 /    17 =  94.118
1, 45  acc:     4 /     4 = 100.000
1, 46  acc:     2 /     3 =  66.667
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   282 /   299 =  94.314
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    20 /    21 =  95.238
1, 51  acc:     6 /     7 =  85.714
1, 52  acc:     7 /     7 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    10 /    12 =  83.333
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   203 /   214 =  94.860
1, 57  acc:     9 /     9 = 100.000
1, 58  acc:     9 /    10 =  90.000
1, 59  acc:     3 /     3 = 100.000
1, 60  acc:     7 /     7 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    16 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2733 /  2823 =  96.812
1, 65  acc:   336 /   351 =  95.726
1, 66  acc:   254 /   262 =  96.947
1, 67  acc:    96 /   102 =  94.118
1, 68  acc:   129 /   137 =  94.161
1, 69  acc:    26 /    26 = 100.000
1, 70  acc:    48 /    50 =  96.000
1, 71  acc:    12 /    13 =  92.308
1, 72  acc:    56 /    56 = 100.000
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    17 /    17 = 100.000
1, 77  acc:     1 /     2 =  50.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     2 = 100.000
1, 80  acc:   108 /   115 =  93.913
1, 81  acc:     6 /    10 =  60.000
1, 82  acc:    21 /    23 =  91.304
1, 83  acc:     4 /     4 = 100.000
1, 84  acc:     8 /     8 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    19 /    19 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    11 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     0 =     nan
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    85 /    88 =  96.591
1, 95  acc:    16 /    16 = 100.000
1, 96  acc:     8 /     9 =  88.889
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    15 /    15 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     7 /     7 = 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:    20 /    20 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     9 =  88.889
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     4 /     4 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4148 /  4369 =  94.942
1, 118  acc:   980 /  1026 =  95.517
1, 119  acc:   248 /   260 =  95.385
1, 120  acc:   305 /   320 =  95.312
1, 121  acc:    94 /    97 =  96.907
1, 122  acc:    31 /    31 = 100.000
1, 123  acc:    14 /    14 = 100.000
1, 124  acc:    25 /    26 =  96.154
1, 125  acc:   285 /   297 =  95.960
1, 126  acc:    84 /    86 =  97.674
1, 127  acc:    12 /    12 = 100.000
1, 128  acc:    22 /    23 =  95.652
1, 129  acc:    10 /    10 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     8 =  87.500
1, 133  acc:   243 /   254 =  95.669
1, 134  acc:    43 /    46 =  93.478
1, 135  acc:    14 /    14 = 100.000
1, 136  acc:    18 /    22 =  81.818
1, 137  acc:     6 /     6 = 100.000
1, 138  acc:     4 /     5 =  80.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    57 /    60 =  95.000
1, 142  acc:     8 /     9 =  88.889
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     1 /     1 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:    95 /   101 =  94.059
1, 149  acc:     8 /     8 = 100.000
1, 150  acc:     7 /     7 = 100.000
1, 151  acc:     4 /     9 =  44.444
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    13 /    17 =  76.471
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     4 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    19 /    19 = 100.000
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     0 =     nan
1, 164  acc:    15 /    16 =  93.750
1, 165  acc:     1 /     1 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1776 /  1851 =  95.948
1, 170  acc:   335 /   354 =  94.633
1, 171  acc:   148 /   148 = 100.000
1, 172  acc:   104 /   110 =  94.545
1, 173  acc:    24 /    26 =  92.308
1, 174  acc:     4 /     4 = 100.000
1, 175  acc:     5 /     6 =  83.333
1, 176  acc:    20 /    21 =  95.238
1, 177  acc:    38 /    43 =  88.372
1, 178  acc:     9 /     9 = 100.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     5 /     7 =  71.429
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:    10 /    12 =  83.333
1, 184  acc:    59 /    60 =  98.333
1, 185  acc:    16 /    16 = 100.000
1, 186  acc:     7 /     7 = 100.000
1, 187  acc:     4 /     4 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     2 /     2 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    58 /    60 =  96.667
1, 197  acc:     2 /     3 =  66.667
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:     8 /     8 = 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:     8 /    11 =  72.727
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     2 /     2 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     0 =     nan
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263232 / 269038 =  97.842
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25138 / 25373 =  99.074
0, 1  acc: 30989 / 31282 =  99.063
0, 2  acc:  6094 /  6155 =  99.009
0, 3  acc: 24057 / 24292 =  99.033
0, 4  acc: 10723 / 10829 =  99.021
0, 5  acc:  5481 /  5541 =  98.917
0, 6  acc:  6716 /  6785 =  98.983
0, 7  acc: 11888 / 12016 =  98.935
1, 0  acc:  4398 /  4437 =  99.121
1, 1  acc:  4925 /  4962 =  99.254
1, 2  acc:  2241 /  2265 =  98.940
1, 3  acc:  2430 /  2446 =  99.346
1, 4  acc:  3100 /  3125 =  99.200
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3088 /  3111 =  99.261
1, 7  acc:  4644 /  4682 =  99.188
--------------------------------------
Average acc: 146910 / 148304 =  99.060
Robust  acc:  5481 /  5541 =  98.917
--------------------------------------
New max robust acc: 98.91716296697346
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed17.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed17.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 51.032 | Best Acc: 96.463
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11317 / 12092 =  93.591
0, 1  acc: 13392 / 14179 =  94.450
0, 2  acc:  2858 /  3210 =  89.034
0, 3  acc: 11673 / 12101 =  96.463
0, 4  acc:  4867 /  5355 =  90.887
0, 5  acc:  2805 /  2980 =  94.128
0, 6  acc:  2821 /  3335 =  84.588
0, 7  acc:  4955 /  5723 =  86.580
1, 0  acc:  1333 /  2203 =  60.508
1, 1  acc:  1336 /  2270 =  58.855
1, 2  acc:   641 /  1216 =  52.714
1, 3  acc:   643 /  1260 =  51.032
1, 4  acc:   881 /  1627 =  54.149
1, 5  acc:   284 /   520 =  54.615
1, 6  acc:   963 /  1537 =  62.655
1, 7  acc:  1363 /  2246 =  60.686
------------------------------------
Average acc: 62132 / 71854 =  86.470
Robust  acc:   643 /  1260 =  51.032
------------------------------------
Accuracies by groups:
0, 0  acc: 11317 / 12092 =  93.591
0, 1  acc: 13392 / 14179 =  94.450
0, 2  acc:  2858 /  3210 =  89.034
0, 3  acc: 11673 / 12101 =  96.463
0, 4  acc:  4867 /  5355 =  90.887
0, 5  acc:  2805 /  2980 =  94.128
0, 6  acc:  2821 /  3335 =  84.588
0, 7  acc:  4955 /  5723 =  86.580
1, 0  acc:  1333 /  2203 =  60.508
1, 1  acc:  1336 /  2270 =  58.855
1, 2  acc:   641 /  1216 =  52.714
1, 3  acc:   643 /  1260 =  51.032
1, 4  acc:   881 /  1627 =  54.149
1, 5  acc:   284 /   520 =  54.615
1, 6  acc:   963 /  1537 =  62.655
1, 7  acc:  1363 /  2246 =  60.686
------------------------------------
Average acc: 62132 / 71854 =  86.470
Robust  acc:   643 /  1260 =  51.032
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11317 / 12092 =  93.591
0, 1  acc: 13392 / 14179 =  94.450
0, 2  acc:  2858 /  3210 =  89.034
0, 3  acc: 11673 / 12101 =  96.463
0, 4  acc:  4867 /  5355 =  90.887
0, 5  acc:  2805 /  2980 =  94.128
0, 6  acc:  2821 /  3335 =  84.588
0, 7  acc:  4955 /  5723 =  86.580
1, 0  acc:  1333 /  2203 =  60.508
1, 1  acc:  1336 /  2270 =  58.855
1, 2  acc:   641 /  1216 =  52.714
1, 3  acc:   643 /  1260 =  51.032
1, 4  acc:   881 /  1627 =  54.149
1, 5  acc:   284 /   520 =  54.615
1, 6  acc:   963 /  1537 =  62.655
1, 7  acc:  1363 /  2246 =  60.686
------------------------------------
Average acc: 62132 / 71854 =  86.470
Robust  acc:   643 /  1260 =  51.032
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   5 | Train Loss: 0.004 | Train Acc: 98.529 | Val Loss: 0.000 | Val Acc: 99.428
Training:
Accuracies by groups:
0, 0  acc: 111635 / 112427 =  99.296
0, 1  acc:  9549 /  9635 =  99.107
0, 2  acc: 15295 / 15452 =  98.984
0, 3  acc:  7704 /  7792 =  98.871
0, 4  acc:  3100 /  3182 =  97.423
0, 5  acc:   360 /   380 =  94.737
0, 6  acc:   402 /   411 =  97.810
0, 7  acc:   416 /   430 =  96.744
0, 8  acc: 11308 / 11406 =  99.141
0, 9  acc:   748 /   757 =  98.811
0, 10  acc:   819 /   828 =  98.913
0, 11  acc:   552 /   559 =  98.748
0, 12  acc:   612 /   629 =  97.297
0, 13  acc:    74 /    75 =  98.667
0, 14  acc:    86 /    87 =  98.851
0, 15  acc:    51 /    53 =  96.226
0, 16  acc:  6798 /  6943 =  97.912
0, 17  acc:   244 /   250 =  97.600
0, 18  acc:   655 /   671 =  97.615
0, 19  acc:   216 /   218 =  99.083
0, 20  acc:   139 /   149 =  93.289
0, 21  acc:    20 /    20 = 100.000
0, 22  acc:    61 /    63 =  96.825
0, 23  acc:    11 /    14 =  78.571
0, 24  acc:   841 /   853 =  98.593
0, 25  acc:    56 /    57 =  98.246
0, 26  acc:    72 /    73 =  98.630
0, 27  acc:    27 /    28 =  96.429
0, 28  acc:    43 /    45 =  95.556
0, 29  acc:     4 /     5 =  80.000
0, 30  acc:     5 /     6 =  83.333
0, 31  acc:     3 /     4 =  75.000
0, 32  acc:  2334 /  2362 =  98.815
0, 33  acc:   113 /   114 =  99.123
0, 34  acc:   102 /   102 = 100.000
0, 35  acc:    31 /    31 = 100.000
0, 36  acc:    48 /    50 =  96.000
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    19 /    19 = 100.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   661 /   671 =  98.510
0, 41  acc:    31 /    31 = 100.000
0, 42  acc:    31 /    34 =  91.176
0, 43  acc:    28 /    28 = 100.000
0, 44  acc:    24 /    24 = 100.000
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:    12 /    12 = 100.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   447 /   449 =  99.555
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    18 /    19 =  94.737
0, 51  acc:    25 /    25 = 100.000
0, 52  acc:     6 /     7 =  85.714
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   415 /   419 =  99.045
0, 57  acc:    16 /    16 = 100.000
0, 58  acc:    25 /    26 =  96.154
0, 59  acc:    27 /    28 =  96.429
0, 60  acc:    25 /    26 =  96.154
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2996 /  3091 =  96.927
0, 65  acc:   436 /   445 =  97.978
0, 66  acc:   295 /   298 =  98.993
0, 67  acc:   153 /   157 =  97.452
0, 68  acc:    65 /    65 = 100.000
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    32 /    32 = 100.000
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    83 /    83 = 100.000
0, 73  acc:    10 /    10 = 100.000
0, 74  acc:    13 /    13 = 100.000
0, 75  acc:     9 /     9 = 100.000
0, 76  acc:     7 /     7 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    95 /   100 =  95.000
0, 81  acc:     7 /     9 =  77.778
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:    13 /    13 = 100.000
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    10 /    10 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    88 /    90 =  97.778
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     9 /     9 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    18 /    18 = 100.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     3 /     3 = 100.000
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    15 /    15 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     7 /     7 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     9 /    10 =  90.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7145 /  7297 =  97.917
0, 118  acc:  1687 /  1716 =  98.310
0, 119  acc:   447 /   457 =  97.812
0, 120  acc:   422 /   432 =  97.685
0, 121  acc:    68 /    72 =  94.444
0, 122  acc:    31 /    31 = 100.000
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    18 /    20 =  90.000
0, 125  acc:   421 /   429 =  98.135
0, 126  acc:   124 /   127 =  97.638
0, 127  acc:    28 /    28 = 100.000
0, 128  acc:    34 /    35 =  97.143
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   226 /   232 =  97.414
0, 134  acc:    68 /    69 =  98.551
0, 135  acc:    24 /    25 =  96.000
0, 136  acc:    23 /    23 = 100.000
0, 137  acc:     5 /     6 =  83.333
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    66 /    71 =  92.958
0, 142  acc:    15 /    15 = 100.000
0, 143  acc:     9 /     9 = 100.000
0, 144  acc:     8 /     8 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   114 /   116 =  98.276
0, 149  acc:    24 /    24 = 100.000
0, 150  acc:     6 /     8 =  75.000
0, 151  acc:    13 /    18 =  72.222
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    44 /    44 = 100.000
0, 155  acc:    11 /    11 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    21 /    22 =  95.455
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     4 =  75.000
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    17 /    18 =  94.444
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1844 /  1912 =  96.444
0, 170  acc:   420 /   433 =  96.998
0, 171  acc:   121 /   124 =  97.581
0, 172  acc:   196 /   202 =  97.030
0, 173  acc:    27 /    27 = 100.000
0, 174  acc:     8 /     8 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    14 /    18 =  77.778
0, 177  acc:    96 /    97 =  98.969
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:     8 /    10 =  80.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     1 /     1 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    56 /    57 =  98.246
0, 185  acc:     2 /     2 = 100.000
0, 186  acc:     7 /     7 = 100.000
0, 187  acc:     6 /     6 = 100.000
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    38 /    39 =  97.436
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     4 /     4 = 100.000
0, 196  acc:    58 /    58 = 100.000
0, 197  acc:    13 /    14 =  92.857
0, 198  acc:     4 /     5 =  80.000
0, 199  acc:     2 /     2 = 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:     0 /     0 =     nan
0, 204  acc:    25 /    28 =  89.286
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     5 /     5 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     4 =  75.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     5 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 29901 / 30560 =  97.844
1, 1  acc:  3124 /  3204 =  97.503
1, 2  acc:  5562 /  5686 =  97.819
1, 3  acc:  2183 /  2245 =  97.238
1, 4  acc:  2621 /  2690 =  97.435
1, 5  acc:   475 /   486 =  97.737
1, 6  acc:   263 /   271 =  97.048
1, 7  acc:   344 /   353 =  97.450
1, 8  acc:  2649 /  2732 =  96.962
1, 9  acc:   212 /   221 =  95.928
1, 10  acc:   228 /   239 =  95.397
1, 11  acc:   104 /   111 =  93.694
1, 12  acc:   432 /   445 =  97.079
1, 13  acc:    56 /    57 =  98.246
1, 14  acc:    86 /    88 =  97.727
1, 15  acc:    66 /    67 =  98.507
1, 16  acc:  4188 /  4321 =  96.922
1, 17  acc:   162 /   169 =  95.858
1, 18  acc:   304 /   315 =  96.508
1, 19  acc:   127 /   130 =  97.692
1, 20  acc:   150 /   153 =  98.039
1, 21  acc:    20 /    22 =  90.909
1, 22  acc:    63 /    63 = 100.000
1, 23  acc:    26 /    29 =  89.655
1, 24  acc:   539 /   555 =  97.117
1, 25  acc:    12 /    12 = 100.000
1, 26  acc:    45 /    45 = 100.000
1, 27  acc:    12 /    12 = 100.000
1, 28  acc:    86 /    89 =  96.629
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:     9 /     9 = 100.000
1, 31  acc:     2 /     3 =  66.667
1, 32  acc:   861 /   877 =  98.176
1, 33  acc:    44 /    47 =  93.617
1, 34  acc:    41 /    41 = 100.000
1, 35  acc:     5 /     6 =  83.333
1, 36  acc:    39 /    40 =  97.500
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    14 /    14 = 100.000
1, 39  acc:     1 /     1 = 100.000
1, 40  acc:   185 /   189 =  97.884
1, 41  acc:    11 /    11 = 100.000
1, 42  acc:     6 /     8 =  75.000
1, 43  acc:    13 /    13 = 100.000
1, 44  acc:    13 /    13 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     7 /     7 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   292 /   300 =  97.333
1, 49  acc:     8 /     9 =  88.889
1, 50  acc:    17 /    18 =  94.444
1, 51  acc:    13 /    13 = 100.000
1, 52  acc:     2 /     2 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    21 /    22 =  95.455
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   217 /   230 =  94.348
1, 57  acc:    16 /    16 = 100.000
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:    12 /    13 =  92.308
1, 60  acc:    12 /    12 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2844 /  2923 =  97.297
1, 65  acc:   355 /   372 =  95.430
1, 66  acc:   225 /   232 =  96.983
1, 67  acc:   103 /   103 = 100.000
1, 68  acc:   142 /   148 =  95.946
1, 69  acc:    19 /    19 = 100.000
1, 70  acc:    43 /    43 = 100.000
1, 71  acc:    15 /    15 = 100.000
1, 72  acc:    54 /    59 =  91.525
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     2 /     2 = 100.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     6 /     6 = 100.000
1, 77  acc:     1 /     1 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   112 /   116 =  96.552
1, 81  acc:     8 /     9 =  88.889
1, 82  acc:    28 /    28 = 100.000
1, 83  acc:     0 /     0 =     nan
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     9 /     9 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    10 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     2 = 100.000
1, 93  acc:     1 /     1 = 100.000
1, 94  acc:    56 /    58 =  96.552
1, 95  acc:    11 /    11 = 100.000
1, 96  acc:    10 /    10 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    12 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    17 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    18 /    18 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    11 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:     7 /     7 = 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:  4384 /  4547 =  96.415
1, 118  acc:  1106 /  1136 =  97.359
1, 119  acc:   289 /   299 =  96.656
1, 120  acc:   276 /   287 =  96.167
1, 121  acc:    76 /    77 =  98.701
1, 122  acc:    28 /    29 =  96.552
1, 123  acc:    27 /    27 = 100.000
1, 124  acc:    24 /    24 = 100.000
1, 125  acc:   279 /   287 =  97.213
1, 126  acc:    77 /    77 = 100.000
1, 127  acc:     9 /     9 = 100.000
1, 128  acc:    23 /    23 = 100.000
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /     9 = 100.000
1, 133  acc:   203 /   207 =  98.068
1, 134  acc:    56 /    57 =  98.246
1, 135  acc:    21 /    21 = 100.000
1, 136  acc:    17 /    18 =  94.444
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    68 /    70 =  97.143
1, 142  acc:    16 /    16 = 100.000
1, 143  acc:     3 /     3 = 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:     1 /     2 =  50.000
1, 148  acc:   111 /   115 =  96.522
1, 149  acc:    15 /    15 = 100.000
1, 150  acc:     4 /     4 = 100.000
1, 151  acc:     5 /     9 =  55.556
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     2 /     2 = 100.000
1, 154  acc:    19 /    20 =  95.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    15 /    15 = 100.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    16 /    16 = 100.000
1, 165  acc:     1 /     1 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1833 /  1892 =  96.882
1, 170  acc:   328 /   337 =  97.329
1, 171  acc:   133 /   135 =  98.519
1, 172  acc:   112 /   115 =  97.391
1, 173  acc:    29 /    29 = 100.000
1, 174  acc:     9 /     9 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    19 /    21 =  90.476
1, 177  acc:    40 /    42 =  95.238
1, 178  acc:     6 /     7 =  85.714
1, 179  acc:     6 /     6 = 100.000
1, 180  acc:     4 /     5 =  80.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     8 /     8 = 100.000
1, 184  acc:    72 /    73 =  98.630
1, 185  acc:    22 /    22 = 100.000
1, 186  acc:     9 /     9 = 100.000
1, 187  acc:     7 /     7 = 100.000
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     3 /     3 = 100.000
1, 191  acc:     2 /     3 =  66.667
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    56 /    59 =  94.915
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:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    13 /    14 =  92.857
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     8 /     8 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     2 /     3 =  66.667
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:     9 /    10 =  90.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265080 / 269038 =  98.529
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25226 / 25373 =  99.421
0, 1  acc: 31100 / 31282 =  99.418
0, 2  acc:  6121 /  6155 =  99.448
0, 3  acc: 24145 / 24292 =  99.395
0, 4  acc: 10749 / 10829 =  99.261
0, 5  acc:  5501 /  5541 =  99.278
0, 6  acc:  6740 /  6785 =  99.337
0, 7  acc: 11951 / 12016 =  99.459
1, 0  acc:  4416 /  4437 =  99.527
1, 1  acc:  4935 /  4962 =  99.456
1, 2  acc:  2256 /  2265 =  99.603
1, 3  acc:  2438 /  2446 =  99.673
1, 4  acc:  3108 /  3125 =  99.456
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3093 /  3111 =  99.421
1, 7  acc:  4656 /  4682 =  99.445
--------------------------------------
Average acc: 147433 / 148304 =  99.413
Robust  acc: 10749 / 10829 =  99.261
--------------------------------------
New max robust acc: 99.26124295872195
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed17.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed17.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 55.317 | Best Acc: 95.405
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11328 / 12092 =  93.682
0, 1  acc: 13430 / 14179 =  94.718
0, 2  acc:  2760 /  3210 =  85.981
0, 3  acc: 11545 / 12101 =  95.405
0, 4  acc:  4797 /  5355 =  89.580
0, 5  acc:  2777 /  2980 =  93.188
0, 6  acc:  2777 /  3335 =  83.268
0, 7  acc:  4942 /  5723 =  86.353
1, 0  acc:  1308 /  2203 =  59.374
1, 1  acc:  1291 /  2270 =  56.872
1, 2  acc:   686 /  1216 =  56.414
1, 3  acc:   697 /  1260 =  55.317
1, 4  acc:   919 /  1627 =  56.484
1, 5  acc:   299 /   520 =  57.500
1, 6  acc:   973 /  1537 =  63.305
1, 7  acc:  1355 /  2246 =  60.329
------------------------------------
Average acc: 61884 / 71854 =  86.125
Robust  acc:   697 /  1260 =  55.317
------------------------------------
Accuracies by groups:
0, 0  acc: 11328 / 12092 =  93.682
0, 1  acc: 13430 / 14179 =  94.718
0, 2  acc:  2760 /  3210 =  85.981
0, 3  acc: 11545 / 12101 =  95.405
0, 4  acc:  4797 /  5355 =  89.580
0, 5  acc:  2777 /  2980 =  93.188
0, 6  acc:  2777 /  3335 =  83.268
0, 7  acc:  4942 /  5723 =  86.353
1, 0  acc:  1308 /  2203 =  59.374
1, 1  acc:  1291 /  2270 =  56.872
1, 2  acc:   686 /  1216 =  56.414
1, 3  acc:   697 /  1260 =  55.317
1, 4  acc:   919 /  1627 =  56.484
1, 5  acc:   299 /   520 =  57.500
1, 6  acc:   973 /  1537 =  63.305
1, 7  acc:  1355 /  2246 =  60.329
------------------------------------
Average acc: 61884 / 71854 =  86.125
Robust  acc:   697 /  1260 =  55.317
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11328 / 12092 =  93.682
0, 1  acc: 13430 / 14179 =  94.718
0, 2  acc:  2760 /  3210 =  85.981
0, 3  acc: 11545 / 12101 =  95.405
0, 4  acc:  4797 /  5355 =  89.580
0, 5  acc:  2777 /  2980 =  93.188
0, 6  acc:  2777 /  3335 =  83.268
0, 7  acc:  4942 /  5723 =  86.353
1, 0  acc:  1308 /  2203 =  59.374
1, 1  acc:  1291 /  2270 =  56.872
1, 2  acc:   686 /  1216 =  56.414
1, 3  acc:   697 /  1260 =  55.317
1, 4  acc:   919 /  1627 =  56.484
1, 5  acc:   299 /   520 =  57.500
1, 6  acc:   973 /  1537 =  63.305
1, 7  acc:  1355 /  2246 =  60.329
------------------------------------
Average acc: 61884 / 71854 =  86.125
Robust  acc:   697 /  1260 =  55.317
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed17.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed17.pt
