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_seed24.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: 24
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=24-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed24.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7045, 0.1821],
        [0.0697, 0.0437]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 86.974 | Val Loss: 0.000 | Val Acc: 91.895
Training:
Accuracies by groups:
0, 0  acc: 104568 / 109823 =  95.215
0, 1  acc:  8958 /  9585 =  93.459
0, 2  acc: 14096 / 15186 =  92.822
0, 3  acc:  7239 /  7768 =  93.190
0, 4  acc:  2368 /  3091 =  76.610
0, 5  acc:   218 /   332 =  65.663
0, 6  acc:   317 /   390 =  81.282
0, 7  acc:   333 /   417 =  79.856
0, 8  acc: 11185 / 11750 =  95.191
0, 9  acc:   772 /   838 =  92.124
0, 10  acc:   750 /   803 =  93.400
0, 11  acc:   551 /   585 =  94.188
0, 12  acc:   440 /   563 =  78.153
0, 13  acc:    53 /    67 =  79.104
0, 14  acc:    83 /    94 =  88.298
0, 15  acc:    30 /    44 =  68.182
0, 16  acc:  6128 /  7129 =  85.959
0, 17  acc:   219 /   252 =  86.905
0, 18  acc:   616 /   685 =  89.927
0, 19  acc:   183 /   200 =  91.500
0, 20  acc:    91 /   134 =  67.910
0, 21  acc:    13 /    22 =  59.091
0, 22  acc:    51 /    73 =  69.863
0, 23  acc:     6 /    15 =  40.000
0, 24  acc:   757 /   893 =  84.770
0, 25  acc:    47 /    50 =  94.000
0, 26  acc:    64 /    74 =  86.486
0, 27  acc:    32 /    34 =  94.118
0, 28  acc:    42 /    55 =  76.364
0, 29  acc:     1 /     1 = 100.000
0, 30  acc:     3 /     5 =  60.000
0, 31  acc:     9 /    12 =  75.000
0, 32  acc:  2227 /  2390 =  93.180
0, 33  acc:   106 /   112 =  94.643
0, 34  acc:    79 /    87 =  90.805
0, 35  acc:    32 /    33 =  96.970
0, 36  acc:    33 /    42 =  78.571
0, 37  acc:     6 /     7 =  85.714
0, 38  acc:    12 /    17 =  70.588
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   642 /   679 =  94.551
0, 41  acc:    40 /    40 = 100.000
0, 42  acc:    22 /    22 = 100.000
0, 43  acc:    30 /    32 =  93.750
0, 44  acc:    22 /    25 =  88.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     3 /     4 =  75.000
0, 47  acc:     5 /     6 =  83.333
0, 48  acc:   392 /   459 =  85.403
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    13 /    17 =  76.471
0, 51  acc:    26 /    27 =  96.296
0, 52  acc:     9 /    13 =  69.231
0, 53  acc:     1 /     3 =  33.333
0, 54  acc:     3 /     4 =  75.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   424 /   472 =  89.831
0, 57  acc:    18 /    18 = 100.000
0, 58  acc:    17 /    20 =  85.000
0, 59  acc:    20 /    20 = 100.000
0, 60  acc:    18 /    24 =  75.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     7 /     9 =  77.778
0, 63  acc:     4 /     4 = 100.000
0, 64  acc:  2464 /  3105 =  79.356
0, 65  acc:   323 /   403 =  80.149
0, 66  acc:   243 /   299 =  81.271
0, 67  acc:   124 /   152 =  81.579
0, 68  acc:    43 /    67 =  64.179
0, 69  acc:     5 /     8 =  62.500
0, 70  acc:    22 /    29 =  75.862
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    81 /    91 =  89.011
0, 73  acc:     7 /     9 =  77.778
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    13 /    13 = 100.000
0, 76  acc:     2 /     4 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    83 /   106 =  78.302
0, 81  acc:    10 /    16 =  62.500
0, 82  acc:    11 /    13 =  84.615
0, 83  acc:    10 /    16 =  62.500
0, 84  acc:     2 /     6 =  33.333
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:     6 /     9 =  66.667
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     8 /    10 =  80.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    59 /    74 =  79.730
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     6 /     8 =  75.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    12 /    15 =  80.000
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     2 /     4 =  50.000
0, 101  acc:    18 /    18 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    16 /    21 =  76.190
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     5 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     6 /    11 =  54.545
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6283 /  7229 =  86.914
0, 118  acc:  1463 /  1713 =  85.406
0, 119  acc:   377 /   439 =  85.877
0, 120  acc:   372 /   439 =  84.738
0, 121  acc:    66 /    93 =  70.968
0, 122  acc:    33 /    38 =  86.842
0, 123  acc:     3 /     6 =  50.000
0, 124  acc:    22 /    27 =  81.481
0, 125  acc:   367 /   444 =  82.658
0, 126  acc:   107 /   124 =  86.290
0, 127  acc:    39 /    40 =  97.500
0, 128  acc:    40 /    47 =  85.106
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     2 /     4 =  50.000
0, 131  acc:     1 /     2 =  50.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   181 /   239 =  75.732
0, 134  acc:    39 /    62 =  62.903
0, 135  acc:    25 /    27 =  92.593
0, 136  acc:    20 /    31 =  64.516
0, 137  acc:     8 /    13 =  61.538
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    56 /    66 =  84.848
0, 142  acc:     8 /    15 =  53.333
0, 143  acc:     0 /     1 =   0.000
0, 144  acc:     8 /    11 =  72.727
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   107 /   122 =  87.705
0, 149  acc:    16 /    17 =  94.118
0, 150  acc:     3 /     4 =  75.000
0, 151  acc:    16 /    18 =  88.889
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    32 /    37 =  86.486
0, 155  acc:     5 /     8 =  62.500
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    27 /    32 =  84.375
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:    14 /    17 =  82.353
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1522 /  2006 =  75.872
0, 170  acc:   305 /   423 =  72.104
0, 171  acc:   114 /   146 =  78.082
0, 172  acc:   138 /   175 =  78.857
0, 173  acc:    12 /    26 =  46.154
0, 174  acc:     5 /     7 =  71.429
0, 175  acc:     7 /     8 =  87.500
0, 176  acc:    15 /    22 =  68.182
0, 177  acc:    78 /    91 =  85.714
0, 178  acc:    11 /    12 =  91.667
0, 179  acc:     9 /    10 =  90.000
0, 180  acc:     5 /     8 =  62.500
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    36 /    47 =  76.596
0, 185  acc:    10 /    11 =  90.909
0, 186  acc:    15 /    17 =  88.235
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     1 /     1 = 100.000
0, 189  acc:     5 /     5 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    16 /    20 =  80.000
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     0 /     1 =   0.000
0, 196  acc:    40 /    51 =  78.431
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     1 /     6 =  16.667
0, 199  acc:     9 /    11 =  81.818
0, 200  acc:     1 /     2 =  50.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     1 =   0.000
0, 204  acc:    24 /    26 =  92.308
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     2 /     2 = 100.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     3 =  33.333
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     9 =  88.889
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     7 /     7 = 100.000
1, 0  acc: 24262 / 31711 =  76.510
1, 1  acc:  2463 /  3321 =  74.164
1, 2  acc:  4122 /  5798 =  71.093
1, 3  acc:  1640 /  2454 =  66.830
1, 4  acc:  2085 /  2844 =  73.312
1, 5  acc:   422 /   523 =  80.688
1, 6  acc:   213 /   302 =  70.530
1, 7  acc:   240 /   336 =  71.429
1, 8  acc:  1781 /  2764 =  64.436
1, 9  acc:   131 /   198 =  66.162
1, 10  acc:   155 /   270 =  57.407
1, 11  acc:    78 /   143 =  54.545
1, 12  acc:   306 /   435 =  70.345
1, 13  acc:    30 /    45 =  66.667
1, 14  acc:    37 /    66 =  56.061
1, 15  acc:    40 /    71 =  56.338
1, 16  acc:  2899 /  4362 =  66.460
1, 17  acc:   112 /   162 =  69.136
1, 18  acc:   197 /   321 =  61.371
1, 19  acc:    63 /   114 =  55.263
1, 20  acc:   136 /   167 =  81.437
1, 21  acc:     7 /    13 =  53.846
1, 22  acc:    61 /    82 =  74.390
1, 23  acc:    19 /    22 =  86.364
1, 24  acc:   346 /   553 =  62.568
1, 25  acc:     5 /    12 =  41.667
1, 26  acc:    47 /    65 =  72.308
1, 27  acc:     8 /    10 =  80.000
1, 28  acc:    69 /    88 =  78.409
1, 29  acc:     3 /     4 =  75.000
1, 30  acc:    11 /    11 = 100.000
1, 31  acc:     3 /     5 =  60.000
1, 32  acc:   560 /   865 =  64.740
1, 33  acc:    36 /    45 =  80.000
1, 34  acc:    30 /    45 =  66.667
1, 35  acc:     6 /     8 =  75.000
1, 36  acc:    29 /    39 =  74.359
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    12 /    19 =  63.158
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:   173 /   250 =  69.200
1, 41  acc:     6 /     8 =  75.000
1, 42  acc:     2 /     9 =  22.222
1, 43  acc:    10 /    15 =  66.667
1, 44  acc:    11 /    18 =  61.111
1, 45  acc:     0 /     2 =   0.000
1, 46  acc:     2 /     4 =  50.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   189 /   304 =  62.171
1, 49  acc:     6 /     8 =  75.000
1, 50  acc:     7 /    11 =  63.636
1, 51  acc:     5 /     6 =  83.333
1, 52  acc:     5 /     6 =  83.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    22 =  72.727
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   149 /   231 =  64.502
1, 57  acc:     9 /    10 =  90.000
1, 58  acc:    10 /    10 = 100.000
1, 59  acc:     4 /     8 =  50.000
1, 60  acc:    12 /    20 =  60.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    13 =  76.923
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2287 /  3045 =  75.107
1, 65  acc:   317 /   443 =  71.558
1, 66  acc:   182 /   256 =  71.094
1, 67  acc:    56 /    95 =  58.947
1, 68  acc:   110 /   135 =  81.481
1, 69  acc:    16 /    19 =  84.211
1, 70  acc:    43 /    51 =  84.314
1, 71  acc:    10 /    15 =  66.667
1, 72  acc:    49 /    63 =  77.778
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     8 /    12 =  66.667
1, 77  acc:     0 /     2 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:    83 /   115 =  72.174
1, 81  acc:     5 /    10 =  50.000
1, 82  acc:    14 /    24 =  58.333
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     2 /     2 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    10 /    11 =  90.909
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     8 /    14 =  57.143
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:     1 /     1 = 100.000
1, 94  acc:    44 /    78 =  56.410
1, 95  acc:     3 /     6 =  50.000
1, 96  acc:     1 /     2 =  50.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     8 =  87.500
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    10 /    11 =  90.909
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:     9 /    17 =  52.941
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     8 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     1 /     2 =  50.000
1, 112  acc:     8 /     9 =  88.889
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  2976 /  4577 =  65.021
1, 118  acc:   793 /  1161 =  68.303
1, 119  acc:   209 /   298 =  70.134
1, 120  acc:   205 /   300 =  68.333
1, 121  acc:    60 /    76 =  78.947
1, 122  acc:    29 /    41 =  70.732
1, 123  acc:     7 /    20 =  35.000
1, 124  acc:    15 /    22 =  68.182
1, 125  acc:   195 /   295 =  66.102
1, 126  acc:    50 /    73 =  68.493
1, 127  acc:     6 /    13 =  46.154
1, 128  acc:     8 /    20 =  40.000
1, 129  acc:     5 /     7 =  71.429
1, 130  acc:     2 /     2 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /    10 =  30.000
1, 133  acc:   176 /   256 =  68.750
1, 134  acc:    29 /    47 =  61.702
1, 135  acc:    14 /    17 =  82.353
1, 136  acc:    14 /    19 =  73.684
1, 137  acc:     4 /     5 =  80.000
1, 138  acc:     1 /     3 =  33.333
1, 139  acc:     1 /     2 =  50.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    48 /    73 =  65.753
1, 142  acc:     5 /     7 =  71.429
1, 143  acc:     3 /     3 = 100.000
1, 144  acc:     1 /     3 =  33.333
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:    59 /   110 =  53.636
1, 149  acc:     5 /     9 =  55.556
1, 150  acc:     4 /     7 =  57.143
1, 151  acc:     0 /     6 =   0.000
1, 152  acc:     1 /     2 =  50.000
1, 153  acc:     0 /     3 =   0.000
1, 154  acc:    21 /    31 =  67.742
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     4 =  25.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    12 /    15 =  80.000
1, 160  acc:     1 /     2 =  50.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     6 /    14 =  42.857
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1404 /  1963 =  71.523
1, 170  acc:   264 /   370 =  71.351
1, 171  acc:   103 /   148 =  69.595
1, 172  acc:    85 /   117 =  72.650
1, 173  acc:    31 /    46 =  67.391
1, 174  acc:     6 /     8 =  75.000
1, 175  acc:     4 /     5 =  80.000
1, 176  acc:    12 /    23 =  52.174
1, 177  acc:    42 /    60 =  70.000
1, 178  acc:     5 /     8 =  62.500
1, 179  acc:     2 /     4 =  50.000
1, 180  acc:     4 /    10 =  40.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     3 /     4 =  75.000
1, 183  acc:     7 /     8 =  87.500
1, 184  acc:    42 /    67 =  62.687
1, 185  acc:     8 /    12 =  66.667
1, 186  acc:     7 /    14 =  50.000
1, 187  acc:     7 /     8 =  87.500
1, 188  acc:     0 /     0 =     nan
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     2 /     3 =  66.667
1, 191  acc:     2 /     2 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     9 /     9 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    32 /    58 =  55.172
1, 197  acc:     3 /     6 =  50.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     3 =  33.333
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /    13 =  38.462
1, 205  acc:     4 /     5 =  80.000
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:     2 /     2 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     3 /     3 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     8 /     8 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 233994 / 269038 =  86.974
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23328 / 25373 =  91.940
0, 1  acc: 28748 / 31282 =  91.899
0, 2  acc:  5685 /  6155 =  92.364
0, 3  acc: 22262 / 24292 =  91.643
0, 4  acc:  9942 / 10829 =  91.809
0, 5  acc:  5090 /  5541 =  91.861
0, 6  acc:  6188 /  6785 =  91.201
0, 7  acc: 11042 / 12016 =  91.894
1, 0  acc:  4074 /  4437 =  91.819
1, 1  acc:  4590 /  4962 =  92.503
1, 2  acc:  2069 /  2265 =  91.347
1, 3  acc:  2237 /  2446 =  91.455
1, 4  acc:  2888 /  3125 =  92.416
1, 5  acc:   926 /  1003 =  92.323
1, 6  acc:  2840 /  3111 =  91.289
1, 7  acc:  4297 /  4682 =  91.777
--------------------------------------
Average acc: 136206 / 148304 =  91.842
Robust  acc:  6188 /  6785 =  91.201
--------------------------------------
New max robust acc: 91.2011790714812
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed24.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed24.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 65.151 | Best Acc: 93.191
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10660 / 12092 =  88.157
0, 1  acc: 12837 / 14179 =  90.535
0, 2  acc:  2254 /  3210 =  70.218
0, 3  acc: 11277 / 12101 =  93.191
0, 4  acc:  4574 /  5355 =  85.415
0, 5  acc:  2681 /  2980 =  89.966
0, 6  acc:  2209 /  3335 =  66.237
0, 7  acc:  4235 /  5723 =  74.000
1, 0  acc:  1635 /  2203 =  74.217
1, 1  acc:  1590 /  2270 =  70.044
1, 2  acc:   922 /  1216 =  75.822
1, 3  acc:   839 /  1260 =  66.587
1, 4  acc:  1060 /  1627 =  65.151
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1258 /  1537 =  81.848
1, 7  acc:  1708 /  2246 =  76.046
------------------------------------
Average acc: 60084 / 71854 =  83.620
Robust  acc:  1060 /  1627 =  65.151
------------------------------------
Accuracies by groups:
0, 0  acc: 10660 / 12092 =  88.157
0, 1  acc: 12837 / 14179 =  90.535
0, 2  acc:  2254 /  3210 =  70.218
0, 3  acc: 11277 / 12101 =  93.191
0, 4  acc:  4574 /  5355 =  85.415
0, 5  acc:  2681 /  2980 =  89.966
0, 6  acc:  2209 /  3335 =  66.237
0, 7  acc:  4235 /  5723 =  74.000
1, 0  acc:  1635 /  2203 =  74.217
1, 1  acc:  1590 /  2270 =  70.044
1, 2  acc:   922 /  1216 =  75.822
1, 3  acc:   839 /  1260 =  66.587
1, 4  acc:  1060 /  1627 =  65.151
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1258 /  1537 =  81.848
1, 7  acc:  1708 /  2246 =  76.046
------------------------------------
Average acc: 60084 / 71854 =  83.620
Robust  acc:  1060 /  1627 =  65.151
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10660 / 12092 =  88.157
0, 1  acc: 12837 / 14179 =  90.535
0, 2  acc:  2254 /  3210 =  70.218
0, 3  acc: 11277 / 12101 =  93.191
0, 4  acc:  4574 /  5355 =  85.415
0, 5  acc:  2681 /  2980 =  89.966
0, 6  acc:  2209 /  3335 =  66.237
0, 7  acc:  4235 /  5723 =  74.000
1, 0  acc:  1635 /  2203 =  74.217
1, 1  acc:  1590 /  2270 =  70.044
1, 2  acc:   922 /  1216 =  75.822
1, 3  acc:   839 /  1260 =  66.587
1, 4  acc:  1060 /  1627 =  65.151
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1258 /  1537 =  81.848
1, 7  acc:  1708 /  2246 =  76.046
------------------------------------
Average acc: 60084 / 71854 =  83.620
Robust  acc:  1060 /  1627 =  65.151
------------------------------------

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: 93.514 | Val Loss: 0.000 | Val Acc: 96.222
Training:
Accuracies by groups:
0, 0  acc: 107221 / 110421 =  97.102
0, 1  acc:  9070 /  9431 =  96.172
0, 2  acc: 14349 / 15050 =  95.342
0, 3  acc:  7175 /  7484 =  95.871
0, 4  acc:  2668 /  3061 =  87.161
0, 5  acc:   343 /   412 =  83.252
0, 6  acc:   365 /   409 =  89.242
0, 7  acc:   364 /   417 =  87.290
0, 8  acc: 11192 / 11605 =  96.441
0, 9  acc:   763 /   790 =  96.582
0, 10  acc:   720 /   750 =  96.000
0, 11  acc:   539 /   566 =  95.230
0, 12  acc:   517 /   600 =  86.167
0, 13  acc:    62 /    69 =  89.855
0, 14  acc:    79 /    91 =  86.813
0, 15  acc:    43 /    51 =  84.314
0, 16  acc:  6381 /  6966 =  91.602
0, 17  acc:   211 /   231 =  91.342
0, 18  acc:   641 /   683 =  93.851
0, 19  acc:   193 /   208 =  92.788
0, 20  acc:   116 /   134 =  86.567
0, 21  acc:    17 /    19 =  89.474
0, 22  acc:    59 /    69 =  85.507
0, 23  acc:     8 /    11 =  72.727
0, 24  acc:   793 /   896 =  88.504
0, 25  acc:    45 /    49 =  91.837
0, 26  acc:    75 /    80 =  93.750
0, 27  acc:    34 /    35 =  97.143
0, 28  acc:    45 /    52 =  86.538
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     6 /    12 =  50.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  2279 /  2371 =  96.120
0, 33  acc:   105 /   108 =  97.222
0, 34  acc:   109 /   113 =  96.460
0, 35  acc:    25 /    27 =  92.593
0, 36  acc:    30 /    34 =  88.235
0, 37  acc:     6 /     8 =  75.000
0, 38  acc:    13 /    17 =  76.471
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   646 /   680 =  95.000
0, 41  acc:    37 /    38 =  97.368
0, 42  acc:    24 /    24 = 100.000
0, 43  acc:    30 /    30 = 100.000
0, 44  acc:    25 /    25 = 100.000
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:    14 /    15 =  93.333
0, 47  acc:     5 /     6 =  83.333
0, 48  acc:   398 /   441 =  90.249
0, 49  acc:     5 /     5 = 100.000
0, 50  acc:    16 /    18 =  88.889
0, 51  acc:    33 /    33 = 100.000
0, 52  acc:     5 /     6 =  83.333
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   397 /   423 =  93.853
0, 57  acc:    17 /    17 = 100.000
0, 58  acc:    19 /    24 =  79.167
0, 59  acc:    25 /    25 = 100.000
0, 60  acc:    14 /    18 =  77.778
0, 61  acc:     3 /     4 =  75.000
0, 62  acc:     7 /     9 =  77.778
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2694 /  3059 =  88.068
0, 65  acc:   369 /   432 =  85.417
0, 66  acc:   245 /   283 =  86.572
0, 67  acc:   118 /   132 =  89.394
0, 68  acc:    52 /    65 =  80.000
0, 69  acc:     8 /     8 = 100.000
0, 70  acc:    22 /    26 =  84.615
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    57 /    61 =  93.443
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    12 /    12 = 100.000
0, 76  acc:     4 /     6 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    92 /   102 =  90.196
0, 81  acc:    12 /    14 =  85.714
0, 82  acc:    14 /    17 =  82.353
0, 83  acc:     6 /     9 =  66.667
0, 84  acc:     9 /    12 =  75.000
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    16 /    20 =  80.000
0, 87  acc:     2 /     4 =  50.000
0, 88  acc:     5 /     6 =  83.333
0, 89  acc:     5 /     6 =  83.333
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    68 /    77 =  88.312
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    13 /    15 =  86.667
0, 99  acc:     8 /     8 = 100.000
0, 100  acc:     1 /     2 =  50.000
0, 101  acc:     8 /    10 =  80.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     2 =  50.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    20 =  85.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     1 /     2 =  50.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     3 /     3 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     1 /     2 =  50.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6698 /  7319 =  91.515
0, 118  acc:  1560 /  1727 =  90.330
0, 119  acc:   382 /   418 =  91.388
0, 120  acc:   388 /   420 =  92.381
0, 121  acc:    67 /    82 =  81.707
0, 122  acc:    30 /    36 =  83.333
0, 123  acc:     6 /     8 =  75.000
0, 124  acc:    23 /    27 =  85.185
0, 125  acc:   419 /   454 =  92.291
0, 126  acc:   109 /   123 =  88.618
0, 127  acc:    35 /    37 =  94.595
0, 128  acc:    33 /    35 =  94.286
0, 129  acc:     3 /     3 = 100.000
0, 130  acc:     7 /     7 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   188 /   220 =  85.455
0, 134  acc:    41 /    59 =  69.492
0, 135  acc:    27 /    30 =  90.000
0, 136  acc:    20 /    23 =  86.957
0, 137  acc:     2 /     5 =  40.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    44 /    56 =  78.571
0, 142  acc:     9 /     9 = 100.000
0, 143  acc:     2 /     4 =  50.000
0, 144  acc:     6 /     6 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   124 /   133 =  93.233
0, 149  acc:    13 /    15 =  86.667
0, 150  acc:     1 /     6 =  16.667
0, 151  acc:     6 /    10 =  60.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    22 /    25 =  88.000
0, 155  acc:     6 /     7 =  85.714
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     1 /     1 = 100.000
0, 159  acc:    28 /    33 =  84.848
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    18 =  83.333
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  1635 /  1911 =  85.557
0, 170  acc:   347 /   409 =  84.841
0, 171  acc:   142 /   161 =  88.199
0, 172  acc:   177 /   199 =  88.945
0, 173  acc:    15 /    17 =  88.235
0, 174  acc:     4 /     9 =  44.444
0, 175  acc:     3 /     4 =  75.000
0, 176  acc:    13 /    17 =  76.471
0, 177  acc:    76 /    83 =  91.566
0, 178  acc:     6 /     6 = 100.000
0, 179  acc:    11 /    14 =  78.571
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     4 /     5 =  80.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     3 /     6 =  50.000
0, 184  acc:    57 /    63 =  90.476
0, 185  acc:     6 /     7 =  85.714
0, 186  acc:    10 /    10 = 100.000
0, 187  acc:     6 /    10 =  60.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     6 /     6 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    21 /    30 =  70.000
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    44 /    54 =  81.481
0, 197  acc:    12 /    14 =  85.714
0, 198  acc:     2 /     4 =  50.000
0, 199  acc:    10 /    13 =  76.923
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     3 = 100.000
0, 204  acc:    22 /    25 =  88.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     1 /     2 =  50.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     3 /     4 =  75.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 29182 / 32098 =  90.915
1, 1  acc:  3047 /  3416 =  89.198
1, 2  acc:  5180 /  5872 =  88.215
1, 3  acc:  2132 /  2472 =  86.246
1, 4  acc:  2508 /  2844 =  88.186
1, 5  acc:   424 /   483 =  87.785
1, 6  acc:   251 /   282 =  89.007
1, 7  acc:   296 /   350 =  84.571
1, 8  acc:  2529 /  2956 =  85.555
1, 9  acc:   159 /   186 =  85.484
1, 10  acc:   220 /   252 =  87.302
1, 11  acc:    96 /   116 =  82.759
1, 12  acc:   400 /   447 =  89.485
1, 13  acc:    48 /    59 =  81.356
1, 14  acc:    45 /    55 =  81.818
1, 15  acc:    61 /    77 =  79.221
1, 16  acc:  3745 /  4377 =  85.561
1, 17  acc:   148 /   169 =  87.574
1, 18  acc:   273 /   321 =  85.047
1, 19  acc:   106 /   131 =  80.916
1, 20  acc:   174 /   191 =  91.099
1, 21  acc:    25 /    25 = 100.000
1, 22  acc:    83 /    98 =  84.694
1, 23  acc:    16 /    22 =  72.727
1, 24  acc:   455 /   556 =  81.835
1, 25  acc:     7 /     9 =  77.778
1, 26  acc:    49 /    55 =  89.091
1, 27  acc:    13 /    13 = 100.000
1, 28  acc:    79 /    85 =  92.941
1, 29  acc:     6 /     7 =  85.714
1, 30  acc:     9 /     9 = 100.000
1, 31  acc:     4 /     5 =  80.000
1, 32  acc:   760 /   876 =  86.758
1, 33  acc:    45 /    56 =  80.357
1, 34  acc:    33 /    36 =  91.667
1, 35  acc:    18 /    20 =  90.000
1, 36  acc:    27 /    29 =  93.103
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    16 /    17 =  94.118
1, 39  acc:     6 /     7 =  85.714
1, 40  acc:   189 /   214 =  88.318
1, 41  acc:     6 /     6 = 100.000
1, 42  acc:     5 /     6 =  83.333
1, 43  acc:     8 /    10 =  80.000
1, 44  acc:     8 /    10 =  80.000
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:     8 /    10 =  80.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   268 /   305 =  87.869
1, 49  acc:     8 /     8 = 100.000
1, 50  acc:    17 /    24 =  70.833
1, 51  acc:     7 /     9 =  77.778
1, 52  acc:     4 /     4 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    10 /    12 =  83.333
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   218 /   253 =  86.166
1, 57  acc:     5 /     7 =  71.429
1, 58  acc:     8 /     9 =  88.889
1, 59  acc:     2 /     7 =  28.571
1, 60  acc:    14 /    14 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    11 /    11 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2706 /  3031 =  89.277
1, 65  acc:   402 /   454 =  88.546
1, 66  acc:   230 /   260 =  88.462
1, 67  acc:    90 /   105 =  85.714
1, 68  acc:   109 /   123 =  88.618
1, 69  acc:    22 /    25 =  88.000
1, 70  acc:    51 /    57 =  89.474
1, 71  acc:     9 /    11 =  81.818
1, 72  acc:    50 /    58 =  86.207
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     8 /    10 =  80.000
1, 77  acc:     5 /     5 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     0 =     nan
1, 80  acc:    94 /   106 =  88.679
1, 81  acc:    14 /    16 =  87.500
1, 82  acc:    25 /    28 =  89.286
1, 83  acc:     3 /     4 =  75.000
1, 84  acc:     3 /     4 =  75.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     8 /     8 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     4 /     8 =  50.000
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:     2 /     2 = 100.000
1, 94  acc:    78 /    92 =  84.783
1, 95  acc:     4 /     7 =  57.143
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     8 /     8 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    11 = 100.000
1, 101  acc:     3 /     3 = 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:    15 /    17 =  88.235
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    12 =  91.667
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     1 /     2 =  50.000
1, 112  acc:     8 /     8 = 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:  3850 /  4594 =  83.805
1, 118  acc:   930 /  1074 =  86.592
1, 119  acc:   198 /   236 =  83.898
1, 120  acc:   280 /   333 =  84.084
1, 121  acc:    80 /    90 =  88.889
1, 122  acc:    38 /    43 =  88.372
1, 123  acc:     9 /    10 =  90.000
1, 124  acc:    18 /    22 =  81.818
1, 125  acc:   252 /   298 =  84.564
1, 126  acc:    61 /    72 =  84.722
1, 127  acc:    15 /    19 =  78.947
1, 128  acc:    16 /    19 =  84.211
1, 129  acc:     9 /    10 =  90.000
1, 130  acc:     6 /     7 =  85.714
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     3 /     3 = 100.000
1, 133  acc:   219 /   243 =  90.123
1, 134  acc:    47 /    52 =  90.385
1, 135  acc:    21 /    21 = 100.000
1, 136  acc:    12 /    17 =  70.588
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    51 /    63 =  80.952
1, 142  acc:     7 /    10 =  70.000
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     0 =     nan
1, 148  acc:    98 /   123 =  79.675
1, 149  acc:     7 /     9 =  77.778
1, 150  acc:     3 /     3 = 100.000
1, 151  acc:     2 /     5 =  40.000
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     2 =  50.000
1, 154  acc:    16 /    20 =  80.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     4 /     6 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    14 /    17 =  82.353
1, 160  acc:     2 /     5 =  40.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    11 /    12 =  91.667
1, 165  acc:     3 /     4 =  75.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1647 /  1919 =  85.826
1, 170  acc:   290 /   343 =  84.548
1, 171  acc:   130 /   147 =  88.435
1, 172  acc:   110 /   126 =  87.302
1, 173  acc:    20 /    22 =  90.909
1, 174  acc:    10 /    11 =  90.909
1, 175  acc:     3 /     5 =  60.000
1, 176  acc:    25 /    33 =  75.758
1, 177  acc:    41 /    46 =  89.130
1, 178  acc:     7 /     8 =  87.500
1, 179  acc:     3 /     3 = 100.000
1, 180  acc:     0 /     1 =   0.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     9 /    13 =  69.231
1, 184  acc:    62 /    74 =  83.784
1, 185  acc:    17 /    19 =  89.474
1, 186  acc:     9 /    11 =  81.818
1, 187  acc:     4 /     6 =  66.667
1, 188  acc:     1 /     2 =  50.000
1, 189  acc:     0 /     2 =   0.000
1, 190  acc:     7 /     7 = 100.000
1, 191  acc:     5 /     5 = 100.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:    39 /    52 =  75.000
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:     9 /    11 =  81.818
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:     3 /     4 =  75.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     2 /     2 = 100.000
1, 218  acc:     2 /     2 = 100.000
1, 219  acc:     5 /     5 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251589 / 269038 =  93.514
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24412 / 25373 =  96.213
0, 1  acc: 30143 / 31282 =  96.359
0, 2  acc:  5941 /  6155 =  96.523
0, 3  acc: 23383 / 24292 =  96.258
0, 4  acc: 10448 / 10829 =  96.482
0, 5  acc:  5336 /  5541 =  96.300
0, 6  acc:  6534 /  6785 =  96.301
0, 7  acc: 11562 / 12016 =  96.222
1, 0  acc:  4268 /  4437 =  96.191
1, 1  acc:  4757 /  4962 =  95.869
1, 2  acc:  2174 /  2265 =  95.982
1, 3  acc:  2347 /  2446 =  95.953
1, 4  acc:  3004 /  3125 =  96.128
1, 5  acc:   975 /  1003 =  97.208
1, 6  acc:  2981 /  3111 =  95.821
1, 7  acc:  4491 /  4682 =  95.921
--------------------------------------
Average acc: 142756 / 148304 =  96.259
Robust  acc:  2981 /  3111 =  95.821
--------------------------------------
New max robust acc: 95.8212793314047
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed24.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed24.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.016 | Best Acc: 93.761
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10843 / 12092 =  89.671
0, 1  acc: 12974 / 14179 =  91.502
0, 2  acc:  2370 /  3210 =  73.832
0, 3  acc: 11346 / 12101 =  93.761
0, 4  acc:  4597 /  5355 =  85.845
0, 5  acc:  2664 /  2980 =  89.396
0, 6  acc:  2410 /  3335 =  72.264
0, 7  acc:  4239 /  5723 =  74.070
1, 0  acc:  1508 /  2203 =  68.452
1, 1  acc:  1509 /  2270 =  66.476
1, 2  acc:   897 /  1216 =  73.766
1, 3  acc:   794 /  1260 =  63.016
1, 4  acc:  1051 /  1627 =  64.597
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1167 /  1537 =  75.927
1, 7  acc:  1630 /  2246 =  72.573
------------------------------------
Average acc: 60344 / 71854 =  83.981
Robust  acc:   794 /  1260 =  63.016
------------------------------------
Accuracies by groups:
0, 0  acc: 10843 / 12092 =  89.671
0, 1  acc: 12974 / 14179 =  91.502
0, 2  acc:  2370 /  3210 =  73.832
0, 3  acc: 11346 / 12101 =  93.761
0, 4  acc:  4597 /  5355 =  85.845
0, 5  acc:  2664 /  2980 =  89.396
0, 6  acc:  2410 /  3335 =  72.264
0, 7  acc:  4239 /  5723 =  74.070
1, 0  acc:  1508 /  2203 =  68.452
1, 1  acc:  1509 /  2270 =  66.476
1, 2  acc:   897 /  1216 =  73.766
1, 3  acc:   794 /  1260 =  63.016
1, 4  acc:  1051 /  1627 =  64.597
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1167 /  1537 =  75.927
1, 7  acc:  1630 /  2246 =  72.573
------------------------------------
Average acc: 60344 / 71854 =  83.981
Robust  acc:   794 /  1260 =  63.016
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10843 / 12092 =  89.671
0, 1  acc: 12974 / 14179 =  91.502
0, 2  acc:  2370 /  3210 =  73.832
0, 3  acc: 11346 / 12101 =  93.761
0, 4  acc:  4597 /  5355 =  85.845
0, 5  acc:  2664 /  2980 =  89.396
0, 6  acc:  2410 /  3335 =  72.264
0, 7  acc:  4239 /  5723 =  74.070
1, 0  acc:  1508 /  2203 =  68.452
1, 1  acc:  1509 /  2270 =  66.476
1, 2  acc:   897 /  1216 =  73.766
1, 3  acc:   794 /  1260 =  63.016
1, 4  acc:  1051 /  1627 =  64.597
1, 5  acc:   345 /   520 =  66.346
1, 6  acc:  1167 /  1537 =  75.927
1, 7  acc:  1630 /  2246 =  72.573
------------------------------------
Average acc: 60344 / 71854 =  83.981
Robust  acc:   794 /  1260 =  63.016
------------------------------------

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: 96.437 | Val Loss: 0.000 | Val Acc: 97.415
Training:
Accuracies by groups:
0, 0  acc: 108628 / 110562 =  98.251
0, 1  acc:  9312 /  9518 =  97.836
0, 2  acc: 14857 / 15281 =  97.225
0, 3  acc:  7436 /  7612 =  97.688
0, 4  acc:  2982 /  3185 =  93.626
0, 5  acc:   357 /   396 =  90.152
0, 6  acc:   352 /   375 =  93.867
0, 7  acc:   381 /   414 =  92.029
0, 8  acc: 11168 / 11414 =  97.845
0, 9  acc:   768 /   789 =  97.338
0, 10  acc:   810 /   830 =  97.590
0, 11  acc:   549 /   563 =  97.513
0, 12  acc:   576 /   610 =  94.426
0, 13  acc:    74 /    80 =  92.500
0, 14  acc:    97 /   100 =  97.000
0, 15  acc:    47 /    54 =  87.037
0, 16  acc:  6520 /  6847 =  95.224
0, 17  acc:   262 /   276 =  94.928
0, 18  acc:   602 /   629 =  95.707
0, 19  acc:   196 /   208 =  94.231
0, 20  acc:   120 /   140 =  85.714
0, 21  acc:     9 /     9 = 100.000
0, 22  acc:    60 /    65 =  92.308
0, 23  acc:     9 /    15 =  60.000
0, 24  acc:   834 /   884 =  94.344
0, 25  acc:    39 /    42 =  92.857
0, 26  acc:    82 /    85 =  96.471
0, 27  acc:    25 /    25 = 100.000
0, 28  acc:    43 /    46 =  93.478
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     6 /     9 =  66.667
0, 31  acc:     9 /    11 =  81.818
0, 32  acc:  2306 /  2368 =  97.382
0, 33  acc:   101 /   104 =  97.115
0, 34  acc:    97 /    97 = 100.000
0, 35  acc:    20 /    21 =  95.238
0, 36  acc:    41 /    42 =  97.619
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    17 /    19 =  89.474
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   682 /   697 =  97.848
0, 41  acc:    31 /    31 = 100.000
0, 42  acc:    30 /    32 =  93.750
0, 43  acc:    26 /    26 = 100.000
0, 44  acc:    24 /    26 =  92.308
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   429 /   449 =  95.546
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    31 /    31 = 100.000
0, 51  acc:    30 /    30 = 100.000
0, 52  acc:    10 /    11 =  90.909
0, 53  acc:     3 /     3 = 100.000
0, 54  acc:     4 /     5 =  80.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   412 /   436 =  94.495
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    16 /    22 =  72.727
0, 59  acc:    22 /    23 =  95.652
0, 60  acc:    21 /    24 =  87.500
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     8 /    10 =  80.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2832 /  3036 =  93.281
0, 65  acc:   399 /   432 =  92.361
0, 66  acc:   273 /   289 =  94.464
0, 67  acc:   133 /   137 =  97.080
0, 68  acc:    81 /    92 =  88.043
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    21 /    25 =  84.000
0, 71  acc:    13 /    14 =  92.857
0, 72  acc:    69 /    71 =  97.183
0, 73  acc:     2 /     2 = 100.000
0, 74  acc:    19 /    19 = 100.000
0, 75  acc:    14 /    16 =  87.500
0, 76  acc:     0 /     1 =   0.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     2 /     2 = 100.000
0, 80  acc:    81 /    91 =  89.011
0, 81  acc:     9 /    10 =  90.000
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:     8 /     8 = 100.000
0, 84  acc:     8 /     9 =  88.889
0, 85  acc:     1 /     2 =  50.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     8 /     9 =  88.889
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     4 /     5 =  80.000
0, 94  acc:    63 /    66 =  95.455
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     3 /     3 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    12 /    12 = 100.000
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     4 /     5 =  80.000
0, 101  acc:     6 /     6 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     4 /     5 =  80.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    24 /    25 =  96.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     1 /     2 =  50.000
0, 111  acc:     2 /     3 =  66.667
0, 112  acc:     8 /     9 =  88.889
0, 113  acc:     3 /     3 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6896 /  7243 =  95.209
0, 118  acc:  1568 /  1661 =  94.401
0, 119  acc:   423 /   450 =  94.000
0, 120  acc:   396 /   419 =  94.511
0, 121  acc:    82 /    94 =  87.234
0, 122  acc:    25 /    27 =  92.593
0, 123  acc:    11 /    12 =  91.667
0, 124  acc:    20 /    22 =  90.909
0, 125  acc:   479 /   491 =  97.556
0, 126  acc:   117 /   118 =  99.153
0, 127  acc:    32 /    34 =  94.118
0, 128  acc:    43 /    44 =  97.727
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     9 /    10 =  90.000
0, 131  acc:     5 /     6 =  83.333
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   214 /   231 =  92.641
0, 134  acc:    48 /    54 =  88.889
0, 135  acc:    22 /    23 =  95.652
0, 136  acc:    28 /    30 =  93.333
0, 137  acc:     8 /     8 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    51 /    62 =  82.258
0, 142  acc:    12 /    13 =  92.308
0, 143  acc:     3 /     4 =  75.000
0, 144  acc:     4 /     6 =  66.667
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   108 /   113 =  95.575
0, 149  acc:    16 /    16 = 100.000
0, 150  acc:     5 /     6 =  83.333
0, 151  acc:     6 /    11 =  54.545
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     2 /     3 =  66.667
0, 154  acc:    43 /    44 =  97.727
0, 155  acc:     7 /     7 = 100.000
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     6 /     7 =  85.714
0, 159  acc:    23 /    26 =  88.462
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     1 /     3 =  33.333
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    14 =  92.857
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     6 /     7 =  85.714
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1753 /  1883 =  93.096
0, 170  acc:   387 /   434 =  89.171
0, 171  acc:   122 /   129 =  94.574
0, 172  acc:   168 /   178 =  94.382
0, 173  acc:    26 /    30 =  86.667
0, 174  acc:     6 /     7 =  85.714
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    18 /    23 =  78.261
0, 177  acc:    84 /    89 =  94.382
0, 178  acc:    17 /    19 =  89.474
0, 179  acc:    10 /    11 =  90.909
0, 180  acc:     8 /     9 =  88.889
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    53 /    55 =  96.364
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:    11 /    11 = 100.000
0, 187  acc:     9 /    10 =  90.000
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    28 /    32 =  87.500
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    38 /    41 =  92.683
0, 197  acc:    14 /    14 = 100.000
0, 198  acc:     2 /     4 =  50.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     4 /     4 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    25 /    26 =  96.154
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:    10 /    10 = 100.000
0, 210  acc:     5 /     6 =  83.333
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    15 /    15 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     6 /     6 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 30615 / 32179 =  95.140
1, 1  acc:  3262 /  3432 =  95.047
1, 2  acc:  5388 /  5766 =  93.444
1, 3  acc:  2263 /  2458 =  92.067
1, 4  acc:  2652 /  2830 =  93.710
1, 5  acc:   447 /   477 =  93.711
1, 6  acc:   245 /   264 =  92.803
1, 7  acc:   321 /   339 =  94.690
1, 8  acc:  2654 /  2856 =  92.927
1, 9  acc:   179 /   192 =  93.229
1, 10  acc:   229 /   247 =  92.713
1, 11  acc:   116 /   132 =  87.879
1, 12  acc:   368 /   390 =  94.359
1, 13  acc:    65 /    71 =  91.549
1, 14  acc:    58 /    67 =  86.567
1, 15  acc:    72 /    80 =  90.000
1, 16  acc:  4157 /  4453 =  93.353
1, 17  acc:   161 /   169 =  95.266
1, 18  acc:   278 /   306 =  90.850
1, 19  acc:   112 /   125 =  89.600
1, 20  acc:   141 /   149 =  94.631
1, 21  acc:    28 /    29 =  96.552
1, 22  acc:    71 /    77 =  92.208
1, 23  acc:    30 /    31 =  96.774
1, 24  acc:   546 /   594 =  91.919
1, 25  acc:    14 /    15 =  93.333
1, 26  acc:    55 /    58 =  94.828
1, 27  acc:    12 /    12 = 100.000
1, 28  acc:    77 /    81 =  95.062
1, 29  acc:     7 /     7 = 100.000
1, 30  acc:    12 /    13 =  92.308
1, 31  acc:     4 /     6 =  66.667
1, 32  acc:   831 /   897 =  92.642
1, 33  acc:    50 /    55 =  90.909
1, 34  acc:    32 /    33 =  96.970
1, 35  acc:    15 /    16 =  93.750
1, 36  acc:    25 /    26 =  96.154
1, 37  acc:     1 /     2 =  50.000
1, 38  acc:    14 /    16 =  87.500
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   230 /   242 =  95.041
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:     5 /     6 =  83.333
1, 43  acc:    15 /    15 = 100.000
1, 44  acc:    13 /    14 =  92.857
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:     9 /    11 =  81.818
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   262 /   280 =  93.571
1, 49  acc:     4 /     5 =  80.000
1, 50  acc:    16 /    17 =  94.118
1, 51  acc:    18 /    18 = 100.000
1, 52  acc:     6 /     6 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    19 /    22 =  86.364
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   225 /   246 =  91.463
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:    12 /    12 = 100.000
1, 59  acc:     6 /     8 =  75.000
1, 60  acc:    16 /    17 =  94.118
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    14 /    14 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2812 /  2970 =  94.680
1, 65  acc:   379 /   397 =  95.466
1, 66  acc:   245 /   268 =  91.418
1, 67  acc:   108 /   117 =  92.308
1, 68  acc:   115 /   121 =  95.041
1, 69  acc:    28 /    28 = 100.000
1, 70  acc:    45 /    48 =  93.750
1, 71  acc:    12 /    14 =  85.714
1, 72  acc:    48 /    52 =  92.308
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     6 /     6 = 100.000
1, 76  acc:    10 /    10 = 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:   123 /   132 =  93.182
1, 81  acc:     5 /     8 =  62.500
1, 82  acc:    29 /    32 =  90.625
1, 83  acc:     2 /     2 = 100.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    16 =  87.500
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    10 /    11 =  90.909
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     3 =  33.333
1, 93  acc:     2 /     2 = 100.000
1, 94  acc:    85 /    91 =  93.407
1, 95  acc:    13 /    16 =  81.250
1, 96  acc:     3 /     3 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     9 /    11 =  81.818
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    11 /    11 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     3 /     3 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    24 /    26 =  92.308
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     7 /     7 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     0 /     1 =   0.000
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:  4127 /  4496 =  91.793
1, 118  acc:  1061 /  1118 =  94.902
1, 119  acc:   247 /   276 =  89.493
1, 120  acc:   286 /   308 =  92.857
1, 121  acc:    51 /    55 =  92.727
1, 122  acc:    36 /    44 =  81.818
1, 123  acc:    16 /    17 =  94.118
1, 124  acc:    14 /    16 =  87.500
1, 125  acc:   246 /   269 =  91.450
1, 126  acc:    59 /    62 =  95.161
1, 127  acc:    15 /    16 =  93.750
1, 128  acc:    18 /    22 =  81.818
1, 129  acc:    11 /    11 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     4 = 100.000
1, 133  acc:   238 /   257 =  92.607
1, 134  acc:    46 /    47 =  97.872
1, 135  acc:    14 /    14 = 100.000
1, 136  acc:    21 /    24 =  87.500
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     2 /     4 =  50.000
1, 139  acc:     4 /     4 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:    49 /    56 =  87.500
1, 142  acc:     4 /     6 =  66.667
1, 143  acc:     0 /     0 =     nan
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     2 =   0.000
1, 148  acc:    97 /   110 =  88.182
1, 149  acc:     7 /     9 =  77.778
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     6 /     9 =  66.667
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    19 /    22 =  86.364
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    16 /    16 = 100.000
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     2 /     2 = 100.000
1, 164  acc:    13 /    13 = 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:  1703 /  1853 =  91.905
1, 170  acc:   348 /   364 =  95.604
1, 171  acc:   139 /   148 =  93.919
1, 172  acc:   104 /   109 =  95.413
1, 173  acc:    25 /    28 =  89.286
1, 174  acc:     4 /     5 =  80.000
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:    26 /    30 =  86.667
1, 177  acc:    52 /    58 =  89.655
1, 178  acc:     1 /     1 = 100.000
1, 179  acc:     1 /     2 =  50.000
1, 180  acc:     1 /     2 =  50.000
1, 181  acc:     3 /     3 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     7 /     7 = 100.000
1, 184  acc:    63 /    66 =  95.455
1, 185  acc:    17 /    19 =  89.474
1, 186  acc:    12 /    15 =  80.000
1, 187  acc:     1 /     2 =  50.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:     5 /     5 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    63 /    69 =  91.304
1, 197  acc:     6 /     6 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    12 /    12 = 100.000
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     4 /     6 =  66.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     3 /     3 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:    10 /    10 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259452 / 269038 =  96.437
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24710 / 25373 =  97.387
0, 1  acc: 30476 / 31282 =  97.423
0, 2  acc:  5986 /  6155 =  97.254
0, 3  acc: 23653 / 24292 =  97.370
0, 4  acc: 10543 / 10829 =  97.359
0, 5  acc:  5388 /  5541 =  97.239
0, 6  acc:  6590 /  6785 =  97.126
0, 7  acc: 11704 / 12016 =  97.403
1, 0  acc:  4315 /  4437 =  97.250
1, 1  acc:  4847 /  4962 =  97.682
1, 2  acc:  2204 /  2265 =  97.307
1, 3  acc:  2388 /  2446 =  97.629
1, 4  acc:  3049 /  3125 =  97.568
1, 5  acc:   966 /  1003 =  96.311
1, 6  acc:  3028 /  3111 =  97.332
1, 7  acc:  4563 /  4682 =  97.458
--------------------------------------
Average acc: 144410 / 148304 =  97.374
Robust  acc:   966 /  1003 =  96.311
--------------------------------------
New max robust acc: 96.31106679960119
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed24.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed24.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 65.238 | Best Acc: 92.901
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10742 / 12092 =  88.836
0, 1  acc: 12840 / 14179 =  90.556
0, 2  acc:  2414 /  3210 =  75.202
0, 3  acc: 11242 / 12101 =  92.901
0, 4  acc:  4460 /  5355 =  83.287
0, 5  acc:  2612 /  2980 =  87.651
0, 6  acc:  2395 /  3335 =  71.814
0, 7  acc:  4359 /  5723 =  76.166
1, 0  acc:  1575 /  2203 =  71.493
1, 1  acc:  1571 /  2270 =  69.207
1, 2  acc:   880 /  1216 =  72.368
1, 3  acc:   822 /  1260 =  65.238
1, 4  acc:  1085 /  1627 =  66.687
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1188 /  1537 =  77.293
1, 7  acc:  1648 /  2246 =  73.375
------------------------------------
Average acc: 60198 / 71854 =  83.778
Robust  acc:   822 /  1260 =  65.238
------------------------------------
Accuracies by groups:
0, 0  acc: 10742 / 12092 =  88.836
0, 1  acc: 12840 / 14179 =  90.556
0, 2  acc:  2414 /  3210 =  75.202
0, 3  acc: 11242 / 12101 =  92.901
0, 4  acc:  4460 /  5355 =  83.287
0, 5  acc:  2612 /  2980 =  87.651
0, 6  acc:  2395 /  3335 =  71.814
0, 7  acc:  4359 /  5723 =  76.166
1, 0  acc:  1575 /  2203 =  71.493
1, 1  acc:  1571 /  2270 =  69.207
1, 2  acc:   880 /  1216 =  72.368
1, 3  acc:   822 /  1260 =  65.238
1, 4  acc:  1085 /  1627 =  66.687
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1188 /  1537 =  77.293
1, 7  acc:  1648 /  2246 =  73.375
------------------------------------
Average acc: 60198 / 71854 =  83.778
Robust  acc:   822 /  1260 =  65.238
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10742 / 12092 =  88.836
0, 1  acc: 12840 / 14179 =  90.556
0, 2  acc:  2414 /  3210 =  75.202
0, 3  acc: 11242 / 12101 =  92.901
0, 4  acc:  4460 /  5355 =  83.287
0, 5  acc:  2612 /  2980 =  87.651
0, 6  acc:  2395 /  3335 =  71.814
0, 7  acc:  4359 /  5723 =  76.166
1, 0  acc:  1575 /  2203 =  71.493
1, 1  acc:  1571 /  2270 =  69.207
1, 2  acc:   880 /  1216 =  72.368
1, 3  acc:   822 /  1260 =  65.238
1, 4  acc:  1085 /  1627 =  66.687
1, 5  acc:   365 /   520 =  70.192
1, 6  acc:  1188 /  1537 =  77.293
1, 7  acc:  1648 /  2246 =  73.375
------------------------------------
Average acc: 60198 / 71854 =  83.778
Robust  acc:   822 /  1260 =  65.238
------------------------------------

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: 97.845 | Val Loss: 0.000 | Val Acc: 99.044
Training:
Accuracies by groups:
0, 0  acc: 109125 / 110359 =  98.882
0, 1  acc:  9458 /  9589 =  98.634
0, 2  acc: 15023 / 15258 =  98.460
0, 3  acc:  7463 /  7603 =  98.159
0, 4  acc:  2957 /  3090 =  95.696
0, 5  acc:   337 /   366 =  92.077
0, 6  acc:   403 /   411 =  98.054
0, 7  acc:   401 /   423 =  94.799
0, 8  acc: 11297 / 11449 =  98.672
0, 9  acc:   814 /   833 =  97.719
0, 10  acc:   795 /   802 =  99.127
0, 11  acc:   597 /   613 =  97.390
0, 12  acc:   572 /   591 =  96.785
0, 13  acc:    74 /    78 =  94.872
0, 14  acc:    94 /    98 =  95.918
0, 15  acc:    43 /    46 =  93.478
0, 16  acc:  6701 /  6892 =  97.229
0, 17  acc:   226 /   233 =  96.996
0, 18  acc:   689 /   713 =  96.634
0, 19  acc:   222 /   230 =  96.522
0, 20  acc:   119 /   131 =  90.840
0, 21  acc:    21 /    21 = 100.000
0, 22  acc:    72 /    74 =  97.297
0, 23  acc:    10 /    13 =  76.923
0, 24  acc:   903 /   939 =  96.166
0, 25  acc:    57 /    57 = 100.000
0, 26  acc:    78 /    80 =  97.500
0, 27  acc:    29 /    30 =  96.667
0, 28  acc:    46 /    46 = 100.000
0, 29  acc:     3 /     5 =  60.000
0, 30  acc:     9 /    10 =  90.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  2313 /  2352 =  98.342
0, 33  acc:    94 /    97 =  96.907
0, 34  acc:   110 /   111 =  99.099
0, 35  acc:    40 /    40 = 100.000
0, 36  acc:    48 /    50 =  96.000
0, 37  acc:     5 /     6 =  83.333
0, 38  acc:    13 /    14 =  92.857
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   689 /   701 =  98.288
0, 41  acc:    36 /    36 = 100.000
0, 42  acc:    35 /    37 =  94.595
0, 43  acc:    32 /    32 = 100.000
0, 44  acc:    18 /    20 =  90.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    12 /    12 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   463 /   482 =  96.058
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    21 /    21 = 100.000
0, 51  acc:    28 /    28 = 100.000
0, 52  acc:     3 /     4 =  75.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   453 /   463 =  97.840
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    21 /    21 = 100.000
0, 59  acc:    24 /    24 = 100.000
0, 60  acc:    25 /    27 =  92.593
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:    13 /    13 = 100.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2971 /  3077 =  96.555
0, 65  acc:   455 /   474 =  95.992
0, 66  acc:   240 /   257 =  93.385
0, 67  acc:   118 /   119 =  99.160
0, 68  acc:    51 /    57 =  89.474
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    21 /    22 =  95.455
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    91 /    93 =  97.849
0, 73  acc:     4 /     5 =  80.000
0, 74  acc:     8 /     9 =  88.889
0, 75  acc:    17 /    17 = 100.000
0, 76  acc:     2 /     2 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    98 /   102 =  96.078
0, 81  acc:    10 /    15 =  66.667
0, 82  acc:     7 /     8 =  87.500
0, 83  acc:     9 /     9 = 100.000
0, 84  acc:     8 /     9 =  88.889
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     7 /     9 =  77.778
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:    17 /    17 = 100.000
0, 89  acc:     2 /     2 = 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:     1 /     2 =  50.000
0, 94  acc:    83 /    85 =  97.647
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    18 /    20 =  90.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     9 /    10 =  90.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    20 /    21 =  95.238
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     6 /     7 =  85.714
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:    10 /    10 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     2 /     2 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7034 /  7273 =  96.714
0, 118  acc:  1592 /  1641 =  97.014
0, 119  acc:   402 /   414 =  97.101
0, 120  acc:   376 /   388 =  96.907
0, 121  acc:    68 /    74 =  91.892
0, 122  acc:    31 /    31 = 100.000
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    21 /    21 = 100.000
0, 125  acc:   439 /   451 =  97.339
0, 126  acc:   110 /   113 =  97.345
0, 127  acc:    29 /    31 =  93.548
0, 128  acc:    34 /    36 =  94.444
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   217 /   225 =  96.444
0, 134  acc:    56 /    60 =  93.333
0, 135  acc:    24 /    24 = 100.000
0, 136  acc:    28 /    28 = 100.000
0, 137  acc:     6 /     8 =  75.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    51 /    53 =  96.226
0, 142  acc:    11 /    11 = 100.000
0, 143  acc:     7 /     8 =  87.500
0, 144  acc:     8 /     8 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   127 /   129 =  98.450
0, 149  acc:    20 /    21 =  95.238
0, 150  acc:     8 /     8 = 100.000
0, 151  acc:     7 /    11 =  63.636
0, 152  acc:     6 /     6 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    32 /    33 =  96.970
0, 155  acc:     9 /     9 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    29 /    31 =  93.548
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    16 /    17 =  94.118
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:    11 /    11 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1809 /  1909 =  94.762
0, 170  acc:   387 /   404 =  95.792
0, 171  acc:   132 /   141 =  93.617
0, 172  acc:   193 /   195 =  98.974
0, 173  acc:    19 /    21 =  90.476
0, 174  acc:    10 /    10 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    14 /    14 = 100.000
0, 177  acc:    73 /    73 = 100.000
0, 178  acc:    14 /    16 =  87.500
0, 179  acc:     6 /     8 =  75.000
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     5 /     5 = 100.000
0, 184  acc:    44 /    47 =  93.617
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     5 /     7 =  71.429
0, 189  acc:     6 /     7 =  85.714
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    28 /    28 = 100.000
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     1 /     2 =  50.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     2 /     3 =  66.667
0, 196  acc:    39 /    42 =  92.857
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     9 /    10 =  90.000
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     9 /     9 = 100.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    19 /    21 =  90.476
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     7 /     9 =  77.778
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     2 /     3 =  66.667
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     6 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 31039 / 31932 =  97.203
1, 1  acc:  3346 /  3448 =  97.042
1, 2  acc:  5686 /  5896 =  96.438
1, 3  acc:  2331 /  2437 =  95.650
1, 4  acc:  2701 /  2799 =  96.499
1, 5  acc:   446 /   461 =  96.746
1, 6  acc:   242 /   252 =  96.032
1, 7  acc:   340 /   352 =  96.591
1, 8  acc:  2809 /  2929 =  95.903
1, 9  acc:   207 /   215 =  96.279
1, 10  acc:   268 /   275 =  97.455
1, 11  acc:   104 /   111 =  93.694
1, 12  acc:   412 /   429 =  96.037
1, 13  acc:    64 /    67 =  95.522
1, 14  acc:    57 /    61 =  93.443
1, 15  acc:    73 /    75 =  97.333
1, 16  acc:  4198 /  4370 =  96.064
1, 17  acc:   153 /   156 =  98.077
1, 18  acc:   343 /   352 =  97.443
1, 19  acc:   118 /   126 =  93.651
1, 20  acc:   141 /   144 =  97.917
1, 21  acc:    19 /    19 = 100.000
1, 22  acc:    71 /    73 =  97.260
1, 23  acc:    18 /    19 =  94.737
1, 24  acc:   571 /   596 =  95.805
1, 25  acc:    11 /    11 = 100.000
1, 26  acc:    46 /    48 =  95.833
1, 27  acc:     7 /     7 = 100.000
1, 28  acc:    93 /    95 =  97.895
1, 29  acc:     3 /     3 = 100.000
1, 30  acc:    16 /    17 =  94.118
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   882 /   914 =  96.499
1, 33  acc:    44 /    46 =  95.652
1, 34  acc:    20 /    22 =  90.909
1, 35  acc:     9 /     9 = 100.000
1, 36  acc:    23 /    24 =  95.833
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    17 /    17 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   220 /   225 =  97.778
1, 41  acc:    10 /    10 = 100.000
1, 42  acc:     3 /     6 =  50.000
1, 43  acc:     9 /    11 =  81.818
1, 44  acc:    10 /    11 =  90.909
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     2 /     2 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   275 /   294 =  93.537
1, 49  acc:     9 /     9 = 100.000
1, 50  acc:    28 /    29 =  96.552
1, 51  acc:    20 /    20 = 100.000
1, 52  acc:     5 /     6 =  83.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    16 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   240 /   249 =  96.386
1, 57  acc:    11 /    11 = 100.000
1, 58  acc:     8 /     8 = 100.000
1, 59  acc:     7 /     7 = 100.000
1, 60  acc:    16 /    17 =  94.118
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /    10 =  90.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2789 /  2909 =  95.875
1, 65  acc:   392 /   405 =  96.790
1, 66  acc:   257 /   268 =  95.896
1, 67  acc:    92 /    96 =  95.833
1, 68  acc:   132 /   137 =  96.350
1, 69  acc:    26 /    27 =  96.296
1, 70  acc:    38 /    39 =  97.436
1, 71  acc:    19 /    20 =  95.000
1, 72  acc:    47 /    49 =  95.918
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     2 /     3 =  66.667
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    13 /    13 = 100.000
1, 77  acc:     4 /     4 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   100 /   106 =  94.340
1, 81  acc:     5 /    10 =  50.000
1, 82  acc:    33 /    34 =  97.059
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     7 /     7 = 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:     2 /     2 = 100.000
1, 94  acc:    69 /    72 =  95.833
1, 95  acc:     7 /     7 = 100.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    13 /    13 = 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:    19 /    19 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     8 /     8 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     9 /    10 =  90.000
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:  4374 /  4585 =  95.398
1, 118  acc:  1069 /  1113 =  96.047
1, 119  acc:   251 /   265 =  94.717
1, 120  acc:   290 /   303 =  95.710
1, 121  acc:    97 /   104 =  93.269
1, 122  acc:    42 /    43 =  97.674
1, 123  acc:    13 /    13 = 100.000
1, 124  acc:    24 /    24 = 100.000
1, 125  acc:   250 /   262 =  95.420
1, 126  acc:    70 /    73 =  95.890
1, 127  acc:    17 /    17 = 100.000
1, 128  acc:    16 /    17 =  94.118
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   222 /   226 =  98.230
1, 134  acc:    49 /    52 =  94.231
1, 135  acc:    20 /    21 =  95.238
1, 136  acc:    10 /    13 =  76.923
1, 137  acc:     8 /     8 = 100.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    74 /    77 =  96.104
1, 142  acc:    15 /    16 =  93.750
1, 143  acc:     2 /     2 = 100.000
1, 144  acc:     5 /     5 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   111 /   122 =  90.984
1, 149  acc:     9 /    10 =  90.000
1, 150  acc:     5 /     5 = 100.000
1, 151  acc:     7 /    12 =  58.333
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    18 /    19 =  94.737
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     6 /     6 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    17 /    18 =  94.444
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:    14 /    14 = 100.000
1, 165  acc:     1 /     2 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1918 /  1995 =  96.140
1, 170  acc:   324 /   345 =  93.913
1, 171  acc:   156 /   160 =  97.500
1, 172  acc:   101 /   101 = 100.000
1, 173  acc:    29 /    31 =  93.548
1, 174  acc:     5 /     5 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    31 /    34 =  91.176
1, 177  acc:    47 /    50 =  94.000
1, 178  acc:     5 /     6 =  83.333
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     7 /     8 =  87.500
1, 181  acc:     1 /     1 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     6 /     6 = 100.000
1, 184  acc:    47 /    54 =  87.037
1, 185  acc:    16 /    17 =  94.118
1, 186  acc:    10 /    10 = 100.000
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     1 /     2 =  50.000
1, 190  acc:     4 /     4 = 100.000
1, 191  acc:     1 /     1 = 100.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    53 /    56 =  94.643
1, 197  acc:     7 /     8 =  87.500
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     9 /     9 = 100.000
1, 205  acc:     3 /     3 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    12 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     2 /     2 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     2 /     2 = 100.000
1, 218  acc:     7 /     7 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263239 / 269038 =  97.845
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25147 / 25373 =  99.109
0, 1  acc: 30976 / 31282 =  99.022
0, 2  acc:  6099 /  6155 =  99.090
0, 3  acc: 24070 / 24292 =  99.086
0, 4  acc: 10737 / 10829 =  99.150
0, 5  acc:  5487 /  5541 =  99.025
0, 6  acc:  6714 /  6785 =  98.954
0, 7  acc: 11895 / 12016 =  98.993
1, 0  acc:  4391 /  4437 =  98.963
1, 1  acc:  4919 /  4962 =  99.133
1, 2  acc:  2243 /  2265 =  99.029
1, 3  acc:  2419 /  2446 =  98.896
1, 4  acc:  3100 /  3125 =  99.200
1, 5  acc:   989 /  1003 =  98.604
1, 6  acc:  3083 /  3111 =  99.100
1, 7  acc:  4630 /  4682 =  98.889
--------------------------------------
Average acc: 146899 / 148304 =  99.053
Robust  acc:   989 /  1003 =  98.604
--------------------------------------
New max robust acc: 98.60418743768695
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed24.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed24.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: 52.381 | Best Acc: 95.430
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11220 / 12092 =  92.789
0, 1  acc: 13313 / 14179 =  93.892
0, 2  acc:  2742 /  3210 =  85.421
0, 3  acc: 11548 / 12101 =  95.430
0, 4  acc:  4715 /  5355 =  88.049
0, 5  acc:  2754 /  2980 =  92.416
0, 6  acc:  2808 /  3335 =  84.198
0, 7  acc:  4856 /  5723 =  84.851
1, 0  acc:  1332 /  2203 =  60.463
1, 1  acc:  1341 /  2270 =  59.075
1, 2  acc:   676 /  1216 =  55.592
1, 3  acc:   660 /  1260 =  52.381
1, 4  acc:   920 /  1627 =  56.546
1, 5  acc:   303 /   520 =  58.269
1, 6  acc:   961 /  1537 =  62.524
1, 7  acc:  1370 /  2246 =  60.997
------------------------------------
Average acc: 61519 / 71854 =  85.617
Robust  acc:   660 /  1260 =  52.381
------------------------------------
Accuracies by groups:
0, 0  acc: 11220 / 12092 =  92.789
0, 1  acc: 13313 / 14179 =  93.892
0, 2  acc:  2742 /  3210 =  85.421
0, 3  acc: 11548 / 12101 =  95.430
0, 4  acc:  4715 /  5355 =  88.049
0, 5  acc:  2754 /  2980 =  92.416
0, 6  acc:  2808 /  3335 =  84.198
0, 7  acc:  4856 /  5723 =  84.851
1, 0  acc:  1332 /  2203 =  60.463
1, 1  acc:  1341 /  2270 =  59.075
1, 2  acc:   676 /  1216 =  55.592
1, 3  acc:   660 /  1260 =  52.381
1, 4  acc:   920 /  1627 =  56.546
1, 5  acc:   303 /   520 =  58.269
1, 6  acc:   961 /  1537 =  62.524
1, 7  acc:  1370 /  2246 =  60.997
------------------------------------
Average acc: 61519 / 71854 =  85.617
Robust  acc:   660 /  1260 =  52.381
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11220 / 12092 =  92.789
0, 1  acc: 13313 / 14179 =  93.892
0, 2  acc:  2742 /  3210 =  85.421
0, 3  acc: 11548 / 12101 =  95.430
0, 4  acc:  4715 /  5355 =  88.049
0, 5  acc:  2754 /  2980 =  92.416
0, 6  acc:  2808 /  3335 =  84.198
0, 7  acc:  4856 /  5723 =  84.851
1, 0  acc:  1332 /  2203 =  60.463
1, 1  acc:  1341 /  2270 =  59.075
1, 2  acc:   676 /  1216 =  55.592
1, 3  acc:   660 /  1260 =  52.381
1, 4  acc:   920 /  1627 =  56.546
1, 5  acc:   303 /   520 =  58.269
1, 6  acc:   961 /  1537 =  62.524
1, 7  acc:  1370 /  2246 =  60.997
------------------------------------
Average acc: 61519 / 71854 =  85.617
Robust  acc:   660 /  1260 =  52.381
------------------------------------

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: 98.550 | Val Loss: 0.000 | Val Acc: 99.406
Training:
Accuracies by groups:
0, 0  acc: 110179 / 110993 =  99.267
0, 1  acc:  9350 /  9449 =  98.952
0, 2  acc: 14958 / 15131 =  98.857
0, 3  acc:  7662 /  7735 =  99.056
0, 4  acc:  2990 /  3081 =  97.046
0, 5  acc:   366 /   378 =  96.825
0, 6  acc:   372 /   383 =  97.128
0, 7  acc:   407 /   416 =  97.837
0, 8  acc: 11317 / 11416 =  99.133
0, 9  acc:   787 /   799 =  98.498
0, 10  acc:   759 /   768 =  98.828
0, 11  acc:   578 /   584 =  98.973
0, 12  acc:   618 /   634 =  97.476
0, 13  acc:    66 /    69 =  95.652
0, 14  acc:    86 /    86 = 100.000
0, 15  acc:    49 /    52 =  94.231
0, 16  acc:  6813 /  6939 =  98.184
0, 17  acc:   235 /   238 =  98.739
0, 18  acc:   662 /   674 =  98.220
0, 19  acc:   245 /   251 =  97.610
0, 20  acc:   133 /   142 =  93.662
0, 21  acc:    25 /    26 =  96.154
0, 22  acc:    61 /    63 =  96.825
0, 23  acc:     9 /    10 =  90.000
0, 24  acc:   894 /   907 =  98.567
0, 25  acc:    33 /    33 = 100.000
0, 26  acc:    81 /    83 =  97.590
0, 27  acc:    27 /    28 =  96.429
0, 28  acc:    52 /    54 =  96.296
0, 29  acc:     2 /     3 =  66.667
0, 30  acc:     7 /     7 = 100.000
0, 31  acc:     5 /     5 = 100.000
0, 32  acc:  2350 /  2374 =  98.989
0, 33  acc:   118 /   122 =  96.721
0, 34  acc:    90 /    93 =  96.774
0, 35  acc:    35 /    35 = 100.000
0, 36  acc:    37 /    38 =  97.368
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   661 /   673 =  98.217
0, 41  acc:    31 /    31 = 100.000
0, 42  acc:    33 /    34 =  97.059
0, 43  acc:    31 /    31 = 100.000
0, 44  acc:    28 /    28 = 100.000
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   462 /   471 =  98.089
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    21 /    23 =  91.304
0, 51  acc:    28 /    28 = 100.000
0, 52  acc:     4 /     4 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   430 /   442 =  97.285
0, 57  acc:    20 /    20 = 100.000
0, 58  acc:    21 /    21 = 100.000
0, 59  acc:    29 /    30 =  96.667
0, 60  acc:    12 /    13 =  92.308
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    12 /    12 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2906 /  2991 =  97.158
0, 65  acc:   459 /   471 =  97.452
0, 66  acc:   297 /   303 =  98.020
0, 67  acc:   111 /   113 =  98.230
0, 68  acc:    66 /    67 =  98.507
0, 69  acc:     1 /     1 = 100.000
0, 70  acc:    28 /    31 =  90.323
0, 71  acc:    14 /    14 = 100.000
0, 72  acc:    76 /    77 =  98.701
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    17 /    17 = 100.000
0, 76  acc:     6 /     6 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    88 /    89 =  98.876
0, 81  acc:    10 /    12 =  83.333
0, 82  acc:    10 /    10 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     6 /     6 = 100.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     5 /     5 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     8 /     8 = 100.000
0, 89  acc:     3 /     3 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     3 /     3 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    75 /    77 =  97.403
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    13 /    14 =  92.857
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:     7 /     8 =  87.500
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    13 /    13 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     3 /     3 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     8 /     8 = 100.000
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     2 /     2 = 100.000
0, 117  acc:  7083 /  7236 =  97.886
0, 118  acc:  1566 /  1599 =  97.936
0, 119  acc:   470 /   485 =  96.907
0, 120  acc:   437 /   450 =  97.111
0, 121  acc:    68 /    71 =  95.775
0, 122  acc:    24 /    26 =  92.308
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    26 /    27 =  96.296
0, 125  acc:   452 /   460 =  98.261
0, 126  acc:   125 /   125 = 100.000
0, 127  acc:    28 /    30 =  93.333
0, 128  acc:    37 /    38 =  97.368
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     4 /     5 =  80.000
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   195 /   202 =  96.535
0, 134  acc:    53 /    55 =  96.364
0, 135  acc:    24 /    24 = 100.000
0, 136  acc:    20 /    23 =  86.957
0, 137  acc:     8 /     8 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    72 /    72 = 100.000
0, 142  acc:    14 /    14 = 100.000
0, 143  acc:     5 /     5 = 100.000
0, 144  acc:    14 /    14 = 100.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   140 /   145 =  96.552
0, 149  acc:    17 /    18 =  94.444
0, 150  acc:     3 /     3 = 100.000
0, 151  acc:    10 /    13 =  76.923
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    42 /    43 =  97.674
0, 155  acc:     8 /     9 =  88.889
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    26 /    28 =  92.857
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     0 /     1 =   0.000
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    16 =  93.750
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1843 /  1899 =  97.051
0, 170  acc:   421 /   430 =  97.907
0, 171  acc:   129 /   135 =  95.556
0, 172  acc:   197 /   204 =  96.569
0, 173  acc:    21 /    22 =  95.455
0, 174  acc:     7 /     7 = 100.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:    10 /    11 =  90.909
0, 177  acc:    87 /    89 =  97.753
0, 178  acc:    11 /    11 = 100.000
0, 179  acc:    10 /    13 =  76.923
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     7 /     7 = 100.000
0, 184  acc:    52 /    54 =  96.296
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     8 /     8 = 100.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     4 /     4 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    30 /    31 =  96.774
0, 192  acc:     1 /     2 =  50.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    58 /    60 =  96.667
0, 197  acc:     7 /     7 = 100.000
0, 198  acc:     1 /     2 =  50.000
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    20 /    22 =  90.909
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     3 /     3 = 100.000
0, 207  acc:     2 /     2 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     3 /     4 =  75.000
0, 210  acc:     2 /     3 =  66.667
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     3 /     4 =  75.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     6 /     8 =  75.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     2 /     2 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     7 /     7 = 100.000
1, 0  acc: 31117 / 31736 =  98.050
1, 1  acc:  3278 /  3362 =  97.501
1, 2  acc:  5661 /  5801 =  97.587
1, 3  acc:  2407 /  2477 =  97.174
1, 4  acc:  2761 /  2823 =  97.804
1, 5  acc:   448 /   456 =  98.246
1, 6  acc:   251 /   261 =  96.169
1, 7  acc:   337 /   349 =  96.562
1, 8  acc:  2743 /  2820 =  97.270
1, 9  acc:   196 /   200 =  98.000
1, 10  acc:   249 /   253 =  98.419
1, 11  acc:   159 /   163 =  97.546
1, 12  acc:   414 /   431 =  96.056
1, 13  acc:    55 /    55 = 100.000
1, 14  acc:    69 /    73 =  94.521
1, 15  acc:    66 /    70 =  94.286
1, 16  acc:  4316 /  4420 =  97.647
1, 17  acc:   156 /   156 = 100.000
1, 18  acc:   340 /   350 =  97.143
1, 19  acc:   150 /   152 =  98.684
1, 20  acc:   152 /   156 =  97.436
1, 21  acc:    18 /    19 =  94.737
1, 22  acc:    74 /    76 =  97.368
1, 23  acc:    14 /    17 =  82.353
1, 24  acc:   514 /   532 =  96.617
1, 25  acc:     9 /     9 = 100.000
1, 26  acc:    71 /    73 =  97.260
1, 27  acc:    10 /    10 = 100.000
1, 28  acc:    73 /    76 =  96.053
1, 29  acc:     2 /     2 = 100.000
1, 30  acc:    11 /    11 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:   870 /   890 =  97.753
1, 33  acc:    48 /    49 =  97.959
1, 34  acc:    39 /    40 =  97.500
1, 35  acc:     7 /     7 = 100.000
1, 36  acc:    27 /    27 = 100.000
1, 37  acc:     3 /     3 = 100.000
1, 38  acc:    27 /    27 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   225 /   233 =  96.567
1, 41  acc:    16 /    16 = 100.000
1, 42  acc:     8 /     8 = 100.000
1, 43  acc:     9 /    10 =  90.000
1, 44  acc:    13 /    13 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     6 /     6 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   290 /   301 =  96.346
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    25 /    26 =  96.154
1, 51  acc:     9 /     9 = 100.000
1, 52  acc:     5 /     5 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    15 /    15 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   219 /   227 =  96.476
1, 57  acc:     7 /     7 = 100.000
1, 58  acc:     9 /     9 = 100.000
1, 59  acc:    11 /    11 = 100.000
1, 60  acc:    15 /    15 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    10 /    10 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2863 /  2935 =  97.547
1, 65  acc:   390 /   401 =  97.257
1, 66  acc:   251 /   259 =  96.911
1, 67  acc:    92 /    93 =  98.925
1, 68  acc:   125 /   126 =  99.206
1, 69  acc:    25 /    25 = 100.000
1, 70  acc:    31 /    31 = 100.000
1, 71  acc:    21 /    21 = 100.000
1, 72  acc:    61 /    63 =  96.825
1, 73  acc:     2 /     2 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    13 /    13 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   121 /   124 =  97.581
1, 81  acc:    14 /    15 =  93.333
1, 82  acc:    32 /    32 = 100.000
1, 83  acc:     7 /     7 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    25 /    25 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    11 /    12 =  91.667
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:     1 /     2 =  50.000
1, 94  acc:    73 /    75 =  97.333
1, 95  acc:     8 /     8 = 100.000
1, 96  acc:     9 /     9 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    10 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     9 /    10 =  90.000
1, 101  acc:     0 /     0 =     nan
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 /    18 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     5 /     5 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     3 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:     8 /     8 = 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:  4541 /  4690 =  96.823
1, 118  acc:  1081 /  1105 =  97.828
1, 119  acc:   262 /   271 =  96.679
1, 120  acc:   283 /   294 =  96.259
1, 121  acc:    72 /    76 =  94.737
1, 122  acc:    37 /    39 =  94.872
1, 123  acc:     6 /     8 =  75.000
1, 124  acc:    24 /    25 =  96.000
1, 125  acc:   260 /   269 =  96.654
1, 126  acc:    76 /    77 =  98.701
1, 127  acc:    18 /    18 = 100.000
1, 128  acc:    23 /    24 =  95.833
1, 129  acc:     6 /     6 = 100.000
1, 130  acc:     5 /     5 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   220 /   225 =  97.778
1, 134  acc:    42 /    44 =  95.455
1, 135  acc:    17 /    18 =  94.444
1, 136  acc:    19 /    20 =  95.000
1, 137  acc:     6 /     6 = 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:    66 /    67 =  98.507
1, 142  acc:     8 /     8 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     4 /     4 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     4 /     4 = 100.000
1, 148  acc:   104 /   108 =  96.296
1, 149  acc:    11 /    12 =  91.667
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     5 /     7 =  71.429
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    13 /    13 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    16 /    17 =  94.118
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    16 /    17 =  94.118
1, 165  acc:     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:  1917 /  1976 =  97.014
1, 170  acc:   352 /   360 =  97.778
1, 171  acc:   154 /   159 =  96.855
1, 172  acc:    98 /   101 =  97.030
1, 173  acc:    29 /    32 =  90.625
1, 174  acc:     3 /     3 = 100.000
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    20 /    22 =  90.909
1, 177  acc:    39 /    39 = 100.000
1, 178  acc:     7 /     7 = 100.000
1, 179  acc:     4 /     5 =  80.000
1, 180  acc:     3 /     3 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     3 /     3 = 100.000
1, 183  acc:     6 /     6 = 100.000
1, 184  acc:    66 /    67 =  98.507
1, 185  acc:    20 /    21 =  95.238
1, 186  acc:    11 /    11 = 100.000
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     1 /     2 =  50.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     3 /     3 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    59 /    63 =  93.651
1, 197  acc:     9 /     9 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     6 /     7 =  85.714
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    13 /    15 =  86.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     5 /     5 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     3 /     3 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265136 / 269038 =  98.550
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25218 / 25373 =  99.389
0, 1  acc: 31084 / 31282 =  99.367
0, 2  acc:  6110 /  6155 =  99.269
0, 3  acc: 24140 / 24292 =  99.374
0, 4  acc: 10762 / 10829 =  99.381
0, 5  acc:  5520 /  5541 =  99.621
0, 6  acc:  6744 /  6785 =  99.396
0, 7  acc: 11952 / 12016 =  99.467
1, 0  acc:  4406 /  4437 =  99.301
1, 1  acc:  4943 /  4962 =  99.617
1, 2  acc:  2243 /  2265 =  99.029
1, 3  acc:  2430 /  2446 =  99.346
1, 4  acc:  3109 /  3125 =  99.488
1, 5  acc:  1001 /  1003 =  99.801
1, 6  acc:  3081 /  3111 =  99.036
1, 7  acc:  4640 /  4682 =  99.103
--------------------------------------
Average acc: 147383 / 148304 =  99.379
Robust  acc:  2243 /  2265 =  99.029
--------------------------------------
New max robust acc: 99.02869757174393
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed24.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed24.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: 51.111 | Best Acc: 96.025
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11319 / 12092 =  93.607
0, 1  acc: 13374 / 14179 =  94.323
0, 2  acc:  2778 /  3210 =  86.542
0, 3  acc: 11620 / 12101 =  96.025
0, 4  acc:  4862 /  5355 =  90.794
0, 5  acc:  2793 /  2980 =  93.725
0, 6  acc:  2864 /  3335 =  85.877
0, 7  acc:  4938 /  5723 =  86.283
1, 0  acc:  1304 /  2203 =  59.192
1, 1  acc:  1314 /  2270 =  57.885
1, 2  acc:   672 /  1216 =  55.263
1, 3  acc:   644 /  1260 =  51.111
1, 4  acc:   847 /  1627 =  52.059
1, 5  acc:   279 /   520 =  53.654
1, 6  acc:   914 /  1537 =  59.466
1, 7  acc:  1337 /  2246 =  59.528
------------------------------------
Average acc: 61859 / 71854 =  86.090
Robust  acc:   644 /  1260 =  51.111
------------------------------------
Accuracies by groups:
0, 0  acc: 11319 / 12092 =  93.607
0, 1  acc: 13374 / 14179 =  94.323
0, 2  acc:  2778 /  3210 =  86.542
0, 3  acc: 11620 / 12101 =  96.025
0, 4  acc:  4862 /  5355 =  90.794
0, 5  acc:  2793 /  2980 =  93.725
0, 6  acc:  2864 /  3335 =  85.877
0, 7  acc:  4938 /  5723 =  86.283
1, 0  acc:  1304 /  2203 =  59.192
1, 1  acc:  1314 /  2270 =  57.885
1, 2  acc:   672 /  1216 =  55.263
1, 3  acc:   644 /  1260 =  51.111
1, 4  acc:   847 /  1627 =  52.059
1, 5  acc:   279 /   520 =  53.654
1, 6  acc:   914 /  1537 =  59.466
1, 7  acc:  1337 /  2246 =  59.528
------------------------------------
Average acc: 61859 / 71854 =  86.090
Robust  acc:   644 /  1260 =  51.111
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11319 / 12092 =  93.607
0, 1  acc: 13374 / 14179 =  94.323
0, 2  acc:  2778 /  3210 =  86.542
0, 3  acc: 11620 / 12101 =  96.025
0, 4  acc:  4862 /  5355 =  90.794
0, 5  acc:  2793 /  2980 =  93.725
0, 6  acc:  2864 /  3335 =  85.877
0, 7  acc:  4938 /  5723 =  86.283
1, 0  acc:  1304 /  2203 =  59.192
1, 1  acc:  1314 /  2270 =  57.885
1, 2  acc:   672 /  1216 =  55.263
1, 3  acc:   644 /  1260 =  51.111
1, 4  acc:   847 /  1627 =  52.059
1, 5  acc:   279 /   520 =  53.654
1, 6  acc:   914 /  1537 =  59.466
1, 7  acc:  1337 /  2246 =  59.528
------------------------------------
Average acc: 61859 / 71854 =  86.090
Robust  acc:   644 /  1260 =  51.111
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed24.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed24.pt
