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_seed44.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: 44
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 12
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=44-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed44.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.022 | Train Acc: 84.845 | Val Loss: 0.000 | Val Acc: 92.242
Training:
Accuracies by groups:
0, 0  acc: 55740 / 63771 =  87.407
0, 1  acc:  5996 /  6909 =  86.785
0, 2  acc:  8926 / 10706 =  83.374
0, 3  acc:  4420 /  5252 =  84.158
0, 4  acc:  1151 /  2077 =  55.416
0, 5  acc:   129 /   270 =  47.778
0, 6  acc:   197 /   305 =  64.590
0, 7  acc:   177 /   279 =  63.441
0, 8  acc:  4948 /  5853 =  84.538
0, 9  acc:   333 /   420 =  79.286
0, 10  acc:   349 /   453 =  77.042
0, 11  acc:   242 /   299 =  80.936
0, 12  acc:   240 /   438 =  54.795
0, 13  acc:    31 /    49 =  63.265
0, 14  acc:    32 /    54 =  59.259
0, 15  acc:    15 /    37 =  40.541
0, 16  acc:  3239 /  4809 =  67.353
0, 17  acc:   122 /   184 =  66.304
0, 18  acc:   331 /   445 =  74.382
0, 19  acc:   109 /   153 =  71.242
0, 20  acc:    51 /   118 =  43.220
0, 21  acc:    10 /    23 =  43.478
0, 22  acc:    32 /    60 =  53.333
0, 23  acc:     8 /    15 =  53.333
0, 24  acc:   378 /   631 =  59.905
0, 25  acc:    22 /    31 =  70.968
0, 26  acc:    55 /    73 =  75.342
0, 27  acc:    14 /    21 =  66.667
0, 28  acc:    31 /    50 =  62.000
0, 29  acc:     0 /     2 =   0.000
0, 30  acc:     2 /     7 =  28.571
0, 31  acc:     4 /     6 =  66.667
0, 32  acc:  1190 /  1480 =  80.405
0, 33  acc:    63 /    72 =  87.500
0, 34  acc:    63 /    73 =  86.301
0, 35  acc:    10 /    15 =  66.667
0, 36  acc:    26 /    35 =  74.286
0, 37  acc:     4 /    11 =  36.364
0, 38  acc:    19 /    26 =  73.077
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   264 /   341 =  77.419
0, 41  acc:    11 /    14 =  78.571
0, 42  acc:    13 /    16 =  81.250
0, 43  acc:    11 /    15 =  73.333
0, 44  acc:    10 /    18 =  55.556
0, 45  acc:     2 /     3 =  66.667
0, 46  acc:     3 /     8 =  37.500
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   213 /   322 =  66.149
0, 49  acc:     1 /     2 =  50.000
0, 50  acc:    15 /    23 =  65.217
0, 51  acc:    13 /    15 =  86.667
0, 52  acc:     1 /     5 =  20.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     3 =   0.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   179 /   256 =  69.922
0, 57  acc:     4 /     4 = 100.000
0, 58  acc:     8 /    16 =  50.000
0, 59  acc:    12 /    13 =  92.308
0, 60  acc:    11 /    20 =  55.000
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     5 /    11 =  45.455
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  1566 /  2457 =  63.736
0, 65  acc:   205 /   357 =  57.423
0, 66  acc:   183 /   277 =  66.065
0, 67  acc:    72 /   108 =  66.667
0, 68  acc:    29 /    47 =  61.702
0, 69  acc:     3 /     5 =  60.000
0, 70  acc:     8 /    21 =  38.095
0, 71  acc:     6 /    10 =  60.000
0, 72  acc:    36 /    49 =  73.469
0, 73  acc:     1 /     2 =  50.000
0, 74  acc:     6 /     7 =  85.714
0, 75  acc:     7 /     8 =  87.500
0, 76  acc:     1 /     2 =  50.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    54 /    90 =  60.000
0, 81  acc:     6 /    12 =  50.000
0, 82  acc:     9 /    12 =  75.000
0, 83  acc:     6 /    13 =  46.154
0, 84  acc:     0 /     1 =   0.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     2 /     8 =  25.000
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     5 /    10 =  50.000
0, 89  acc:     2 /     5 =  40.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    39 /    77 =  50.649
0, 95  acc:     6 /     7 =  85.714
0, 96  acc:     1 /     4 =  25.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     6 /    13 =  46.154
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    10 /    12 =  83.333
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     1 =   0.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    11 /    20 =  55.000
0, 107  acc:     0 /     0 =     nan
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:     2 /     7 =  28.571
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5134 /  6784 =  75.678
0, 118  acc:  1203 /  1652 =  72.821
0, 119  acc:   267 /   368 =  72.554
0, 120  acc:   238 /   321 =  74.143
0, 121  acc:    45 /    81 =  55.556
0, 122  acc:    23 /    35 =  65.714
0, 123  acc:    11 /    13 =  84.615
0, 124  acc:    13 /    24 =  54.167
0, 125  acc:   268 /   359 =  74.652
0, 126  acc:    83 /   118 =  70.339
0, 127  acc:    11 /    24 =  45.833
0, 128  acc:    28 /    42 =  66.667
0, 129  acc:     3 /     5 =  60.000
0, 130  acc:     4 /     7 =  57.143
0, 131  acc:     5 /     7 =  71.429
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   124 /   218 =  56.881
0, 134  acc:    38 /    78 =  48.718
0, 135  acc:    24 /    33 =  72.727
0, 136  acc:    10 /    20 =  50.000
0, 137  acc:     7 /    14 =  50.000
0, 138  acc:     1 /     2 =  50.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    45 /    76 =  59.211
0, 142  acc:     4 /    10 =  40.000
0, 143  acc:     0 /     3 =   0.000
0, 144  acc:     6 /     7 =  85.714
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     4 =  50.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:    86 /   116 =  74.138
0, 149  acc:     8 /    16 =  50.000
0, 150  acc:     4 /     6 =  66.667
0, 151  acc:    15 /    24 =  62.500
0, 152  acc:     0 /     2 =   0.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    26 /    36 =  72.222
0, 155  acc:     3 /     6 =  50.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     6 =  66.667
0, 159  acc:    12 /    17 =  70.588
0, 160  acc:     0 /     1 =   0.000
0, 161  acc:     6 /     7 =  85.714
0, 162  acc:     1 /     2 =  50.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     9 /    15 =  60.000
0, 165  acc:     0 /     1 =   0.000
0, 166  acc:    20 /    22 =  90.909
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     5 /     5 = 100.000
0, 169  acc:  1042 /  1789 =  58.245
0, 170  acc:   217 /   393 =  55.216
0, 171  acc:    52 /   108 =  48.148
0, 172  acc:   134 /   203 =  66.010
0, 173  acc:     9 /    21 =  42.857
0, 174  acc:     5 /     9 =  55.556
0, 175  acc:     3 /     6 =  50.000
0, 176  acc:    10 /    21 =  47.619
0, 177  acc:    54 /    83 =  65.060
0, 178  acc:    12 /    17 =  70.588
0, 179  acc:     9 /    11 =  81.818
0, 180  acc:     3 /     4 =  75.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     2 =   0.000
0, 183  acc:     4 /     6 =  66.667
0, 184  acc:    43 /    65 =  66.154
0, 185  acc:     7 /    10 =  70.000
0, 186  acc:     1 /     3 =  33.333
0, 187  acc:     3 /     5 =  60.000
0, 188  acc:     0 /     1 =   0.000
0, 189  acc:     6 /     7 =  85.714
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     8 /    25 =  32.000
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     2 =   0.000
0, 196  acc:    32 /    50 =  64.000
0, 197  acc:    19 /    23 =  82.609
0, 198  acc:     1 /     5 =  20.000
0, 199  acc:     7 /    12 =  58.333
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:    21 /    31 =  67.742
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     0 /     2 =   0.000
0, 209  acc:     4 /     7 =  57.143
0, 210  acc:     1 /     4 =  25.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     0 /     3 =   0.000
0, 214  acc:     0 /     1 =   0.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     7 =  71.429
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     3 =   0.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 56645 / 63259 =  89.545
1, 1  acc:  5513 /  6424 =  85.819
1, 2  acc:  9659 / 11294 =  85.523
1, 3  acc:  3968 /  4711 =  84.228
1, 4  acc:  5279 /  5713 =  92.403
1, 5  acc:   819 /   893 =  91.713
1, 6  acc:   476 /   534 =  89.139
1, 7  acc:   608 /   658 =  92.401
1, 8  acc:  4762 /  5730 =  83.106
1, 9  acc:   357 /   414 =  86.232
1, 10  acc:   413 /   488 =  84.631
1, 11  acc:   192 /   234 =  82.051
1, 12  acc:   787 /   844 =  93.246
1, 13  acc:    98 /   114 =  85.965
1, 14  acc:   105 /   132 =  79.545
1, 15  acc:   121 /   142 =  85.211
1, 16  acc:  7415 /  8556 =  86.664
1, 17  acc:   222 /   268 =  82.836
1, 18  acc:   583 /   682 =  85.484
1, 19  acc:   201 /   254 =  79.134
1, 20  acc:   259 /   286 =  90.559
1, 21  acc:    44 /    46 =  95.652
1, 22  acc:   132 /   141 =  93.617
1, 23  acc:    40 /    43 =  93.023
1, 24  acc:   933 /  1106 =  84.358
1, 25  acc:    18 /    24 =  75.000
1, 26  acc:    85 /   100 =  85.000
1, 27  acc:    16 /    18 =  88.889
1, 28  acc:   142 /   151 =  94.040
1, 29  acc:     4 /     4 = 100.000
1, 30  acc:    35 /    36 =  97.222
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:  1540 /  1803 =  85.413
1, 33  acc:    91 /   105 =  86.667
1, 34  acc:    60 /    73 =  82.192
1, 35  acc:    18 /    23 =  78.261
1, 36  acc:    64 /    68 =  94.118
1, 37  acc:     8 /     8 = 100.000
1, 38  acc:    31 /    34 =  91.176
1, 39  acc:     2 /     3 =  66.667
1, 40  acc:   413 /   469 =  88.060
1, 41  acc:    18 /    23 =  78.261
1, 42  acc:    13 /    16 =  81.250
1, 43  acc:    24 /    29 =  82.759
1, 44  acc:    18 /    25 =  72.000
1, 45  acc:    10 /    11 =  90.909
1, 46  acc:     7 /     9 =  77.778
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   477 /   553 =  86.257
1, 49  acc:     5 /     6 =  83.333
1, 50  acc:    44 /    51 =  86.275
1, 51  acc:    27 /    27 = 100.000
1, 52  acc:    13 /    15 =  86.667
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    23 /    27 =  85.185
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   418 /   489 =  85.481
1, 57  acc:    19 /    21 =  90.476
1, 58  acc:    28 /    28 = 100.000
1, 59  acc:     9 /    12 =  75.000
1, 60  acc:    25 /    33 =  75.758
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    20 /    22 =  90.909
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5004 /  5634 =  88.818
1, 65  acc:   713 /   800 =  89.125
1, 66  acc:   441 /   498 =  88.554
1, 67  acc:   159 /   195 =  81.538
1, 68  acc:   246 /   268 =  91.791
1, 69  acc:    50 /    53 =  94.340
1, 70  acc:    66 /    71 =  92.958
1, 71  acc:    27 /    29 =  93.103
1, 72  acc:   106 /   113 =  93.805
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     1 /     4 =  25.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:    24 /    26 =  92.308
1, 77  acc:     8 /     8 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     7 /     7 = 100.000
1, 80  acc:   181 /   193 =  93.782
1, 81  acc:    21 /    28 =  75.000
1, 82  acc:    56 /    63 =  88.889
1, 83  acc:     9 /    10 =  90.000
1, 84  acc:     6 /     7 =  85.714
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    23 /    23 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    19 /    22 =  86.364
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     2 /     4 =  50.000
1, 93  acc:     8 /     8 = 100.000
1, 94  acc:   120 /   141 =  85.106
1, 95  acc:    13 /    19 =  68.421
1, 96  acc:    16 /    16 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    12 /    12 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    18 /    20 =  90.000
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    31 /    33 =  93.939
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    19 /    21 =  90.476
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     1 /     2 =  50.000
1, 112  acc:    12 /    13 =  92.308
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:  6791 /  8519 =  79.716
1, 118  acc:  1750 /  2091 =  83.692
1, 119  acc:   417 /   511 =  81.605
1, 120  acc:   446 /   549 =  81.239
1, 121  acc:   100 /   119 =  84.034
1, 122  acc:    66 /    77 =  85.714
1, 123  acc:    19 /    28 =  67.857
1, 124  acc:    40 /    44 =  90.909
1, 125  acc:   451 /   550 =  82.000
1, 126  acc:    88 /   113 =  77.876
1, 127  acc:    17 /    26 =  65.385
1, 128  acc:    35 /    50 =  70.000
1, 129  acc:    18 /    19 =  94.737
1, 130  acc:     7 /     8 =  87.500
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     9 /     9 = 100.000
1, 133  acc:   399 /   484 =  82.438
1, 134  acc:    84 /    98 =  85.714
1, 135  acc:    28 /    32 =  87.500
1, 136  acc:    16 /    27 =  59.259
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     4 /     6 =  66.667
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     3 /     3 = 100.000
1, 141  acc:   100 /   130 =  76.923
1, 142  acc:    19 /    19 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     1 /     3 =  33.333
1, 145  acc:     4 /     4 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:   150 /   203 =  73.892
1, 149  acc:    14 /    21 =  66.667
1, 150  acc:    10 /    11 =  90.909
1, 151  acc:     2 /    13 =  15.385
1, 152  acc:     4 /     5 =  80.000
1, 153  acc:     3 /     7 =  42.857
1, 154  acc:    39 /    49 =  79.592
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    11 /    12 =  91.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    33 /    35 =  94.286
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     4 =  75.000
1, 164  acc:    18 /    22 =  81.818
1, 165  acc:     2 /     2 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3187 /  3653 =  87.243
1, 170  acc:   638 /   716 =  89.106
1, 171  acc:   245 /   278 =  88.129
1, 172  acc:   200 /   224 =  89.286
1, 173  acc:    62 /    67 =  92.537
1, 174  acc:     9 /    10 =  90.000
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    50 /    63 =  79.365
1, 177  acc:    97 /   114 =  85.088
1, 178  acc:    17 /    20 =  85.000
1, 179  acc:     2 /     4 =  50.000
1, 180  acc:     4 /     7 =  57.143
1, 181  acc:    12 /    13 =  92.308
1, 182  acc:     7 /     7 = 100.000
1, 183  acc:    18 /    20 =  90.000
1, 184  acc:   108 /   124 =  87.097
1, 185  acc:    39 /    41 =  95.122
1, 186  acc:    11 /    19 =  57.895
1, 187  acc:    10 /    10 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     7 /     9 =  77.778
1, 190  acc:    12 /    12 = 100.000
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:    11 /    11 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:    99 /   114 =  86.842
1, 197  acc:    10 /    15 =  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:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    17 /    21 =  80.952
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:    11 /    12 =  91.667
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     9 /     9 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     2 /     2 = 100.000
1, 218  acc:    12 /    12 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 228264 / 269038 =  84.845
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23375 / 25373 =  92.125
0, 1  acc: 28874 / 31282 =  92.302
0, 2  acc:  5666 /  6155 =  92.055
0, 3  acc: 22469 / 24292 =  92.495
0, 4  acc: 10009 / 10829 =  92.428
0, 5  acc:  5094 /  5541 =  91.933
0, 6  acc:  6260 /  6785 =  92.262
0, 7  acc: 11081 / 12016 =  92.219
1, 0  acc:  4075 /  4437 =  91.841
1, 1  acc:  4583 /  4962 =  92.362
1, 2  acc:  2089 /  2265 =  92.230
1, 3  acc:  2241 /  2446 =  91.619
1, 4  acc:  2877 /  3125 =  92.064
1, 5  acc:   918 /  1003 =  91.525
1, 6  acc:  2859 /  3111 =  91.900
1, 7  acc:  4321 /  4682 =  92.290
--------------------------------------
Average acc: 136791 / 148304 =  92.237
Robust  acc:   918 /  1003 =  91.525
--------------------------------------
New max robust acc: 91.52542372881356
debias model - Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed44.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 53.333 | Best Acc: 86.365
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9776 / 12092 =  80.847
0, 1  acc: 11619 / 14179 =  81.945
0, 2  acc:  1712 /  3210 =  53.333
0, 3  acc: 10451 / 12101 =  86.365
0, 4  acc:  3589 /  5355 =  67.021
0, 5  acc:  2376 /  2980 =  79.732
0, 6  acc:  1883 /  3335 =  56.462
0, 7  acc:  3772 /  5723 =  65.909
1, 0  acc:  1725 /  2203 =  78.302
1, 1  acc:  1755 /  2270 =  77.313
1, 2  acc:   988 /  1216 =  81.250
1, 3  acc:   949 /  1260 =  75.317
1, 4  acc:  1271 /  1627 =  78.119
1, 5  acc:   390 /   520 =  75.000
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1716 /  2246 =  76.402
------------------------------------
Average acc: 55233 / 71854 =  76.868
Robust  acc:  1712 /  3210 =  53.333
------------------------------------
Accuracies by groups:
0, 0  acc:  9776 / 12092 =  80.847
0, 1  acc: 11619 / 14179 =  81.945
0, 2  acc:  1712 /  3210 =  53.333
0, 3  acc: 10451 / 12101 =  86.365
0, 4  acc:  3589 /  5355 =  67.021
0, 5  acc:  2376 /  2980 =  79.732
0, 6  acc:  1883 /  3335 =  56.462
0, 7  acc:  3772 /  5723 =  65.909
1, 0  acc:  1725 /  2203 =  78.302
1, 1  acc:  1755 /  2270 =  77.313
1, 2  acc:   988 /  1216 =  81.250
1, 3  acc:   949 /  1260 =  75.317
1, 4  acc:  1271 /  1627 =  78.119
1, 5  acc:   390 /   520 =  75.000
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1716 /  2246 =  76.402
------------------------------------
Average acc: 55233 / 71854 =  76.868
Robust  acc:  1712 /  3210 =  53.333
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9776 / 12092 =  80.847
0, 1  acc: 11619 / 14179 =  81.945
0, 2  acc:  1712 /  3210 =  53.333
0, 3  acc: 10451 / 12101 =  86.365
0, 4  acc:  3589 /  5355 =  67.021
0, 5  acc:  2376 /  2980 =  79.732
0, 6  acc:  1883 /  3335 =  56.462
0, 7  acc:  3772 /  5723 =  65.909
1, 0  acc:  1725 /  2203 =  78.302
1, 1  acc:  1755 /  2270 =  77.313
1, 2  acc:   988 /  1216 =  81.250
1, 3  acc:   949 /  1260 =  75.317
1, 4  acc:  1271 /  1627 =  78.119
1, 5  acc:   390 /   520 =  75.000
1, 6  acc:  1261 /  1537 =  82.043
1, 7  acc:  1716 /  2246 =  76.402
------------------------------------
Average acc: 55233 / 71854 =  76.868
Robust  acc:  1712 /  3210 =  53.333
------------------------------------

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: 94.105 | Val Loss: 0.000 | Val Acc: 97.006
Training:
Accuracies by groups:
0, 0  acc: 59911 / 63433 =  94.448
0, 1  acc:  6444 /  6867 =  93.840
0, 2  acc:  9860 / 10594 =  93.072
0, 3  acc:  4966 /  5374 =  92.408
0, 4  acc:  1730 /  2164 =  79.945
0, 5  acc:   204 /   286 =  71.329
0, 6  acc:   253 /   300 =  84.333
0, 7  acc:   219 /   283 =  77.385
0, 8  acc:  5390 /  5806 =  92.835
0, 9  acc:   424 /   457 =  92.779
0, 10  acc:   364 /   413 =  88.136
0, 11  acc:   267 /   299 =  89.298
0, 12  acc:   313 /   398 =  78.643
0, 13  acc:    28 /    40 =  70.000
0, 14  acc:    41 /    52 =  78.846
0, 15  acc:    12 /    22 =  54.545
0, 16  acc:  4206 /  4947 =  85.021
0, 17  acc:   155 /   176 =  88.068
0, 18  acc:   434 /   506 =  85.771
0, 19  acc:   128 /   152 =  84.211
0, 20  acc:    90 /   127 =  70.866
0, 21  acc:    17 /    18 =  94.444
0, 22  acc:    41 /    47 =  87.234
0, 23  acc:    10 /    17 =  58.824
0, 24  acc:   546 /   651 =  83.871
0, 25  acc:    27 /    31 =  87.097
0, 26  acc:    54 /    59 =  91.525
0, 27  acc:    21 /    22 =  95.455
0, 28  acc:    32 /    39 =  82.051
0, 29  acc:     1 /     2 =  50.000
0, 30  acc:     4 /     9 =  44.444
0, 31  acc:     5 /     7 =  71.429
0, 32  acc:  1447 /  1578 =  91.698
0, 33  acc:    67 /    72 =  93.056
0, 34  acc:    68 /    72 =  94.444
0, 35  acc:    21 /    26 =  80.769
0, 36  acc:    28 /    33 =  84.848
0, 37  acc:    11 /    11 = 100.000
0, 38  acc:    15 /    18 =  83.333
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   372 /   406 =  91.626
0, 41  acc:    14 /    15 =  93.333
0, 42  acc:    11 /    14 =  78.571
0, 43  acc:     9 /    11 =  81.818
0, 44  acc:    10 /    14 =  71.429
0, 45  acc:     0 /     0 =     nan
0, 46  acc:    10 /    10 = 100.000
0, 47  acc:     1 /     2 =  50.000
0, 48  acc:   267 /   311 =  85.852
0, 49  acc:     0 /     0 =     nan
0, 50  acc:    19 /    21 =  90.476
0, 51  acc:    14 /    18 =  77.778
0, 52  acc:     6 /    11 =  54.545
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     1 =   0.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   224 /   259 =  86.486
0, 57  acc:     7 /     7 = 100.000
0, 58  acc:    16 /    17 =  94.118
0, 59  acc:     5 /     6 =  83.333
0, 60  acc:    13 /    22 =  59.091
0, 61  acc:     3 /     4 =  75.000
0, 62  acc:     2 /     3 =  66.667
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2054 /  2464 =  83.360
0, 65  acc:   286 /   338 =  84.615
0, 66  acc:   209 /   251 =  83.267
0, 67  acc:    94 /   112 =  83.929
0, 68  acc:    26 /    32 =  81.250
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    16 /    23 =  69.565
0, 71  acc:     3 /     4 =  75.000
0, 72  acc:    66 /    70 =  94.286
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:     6 /     7 =  85.714
0, 76  acc:     1 /     5 =  20.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    67 /    86 =  77.907
0, 81  acc:     5 /    10 =  50.000
0, 82  acc:     9 /     9 = 100.000
0, 83  acc:    10 /    11 =  90.909
0, 84  acc:     2 /     3 =  66.667
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    14 /    16 =  87.500
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:    10 /    13 =  76.923
0, 89  acc:     0 /     2 =   0.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     1 =   0.000
0, 94  acc:    52 /    63 =  82.540
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     4 /     4 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    16 /    17 =  94.118
0, 99  acc:     1 /     1 = 100.000
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:     6 /     8 =  75.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    11 /    12 =  91.667
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    10 /    11 =  90.909
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     1 =   0.000
0, 116  acc:     0 /     1 =   0.000
0, 117  acc:  5918 /  6637 =  89.167
0, 118  acc:  1430 /  1595 =  89.655
0, 119  acc:   329 /   383 =  85.901
0, 120  acc:   311 /   348 =  89.368
0, 121  acc:    50 /    65 =  76.923
0, 122  acc:    35 /    38 =  92.105
0, 123  acc:     8 /     9 =  88.889
0, 124  acc:    23 /    25 =  92.000
0, 125  acc:   324 /   368 =  88.043
0, 126  acc:   100 /   116 =  86.207
0, 127  acc:    20 /    23 =  86.957
0, 128  acc:    34 /    42 =  80.952
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     3 /     4 =  75.000
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   202 /   252 =  80.159
0, 134  acc:    46 /    63 =  73.016
0, 135  acc:    10 /    11 =  90.909
0, 136  acc:    34 /    37 =  91.892
0, 137  acc:     2 /     5 =  40.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    41 /    52 =  78.846
0, 142  acc:    14 /    16 =  87.500
0, 143  acc:     4 /     7 =  57.143
0, 144  acc:    15 /    19 =  78.947
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     2 /     2 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   107 /   120 =  89.167
0, 149  acc:    13 /    18 =  72.222
0, 150  acc:     3 /     6 =  50.000
0, 151  acc:    14 /    21 =  66.667
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     1 /     2 =  50.000
0, 154  acc:    54 /    58 =  93.103
0, 155  acc:     7 /     8 =  87.500
0, 156  acc:     2 /     2 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    26 /    30 =  86.667
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     3 =  66.667
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    15 =  73.333
0, 165  acc:     1 /     1 = 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:  1400 /  1687 =  82.988
0, 170  acc:   330 /   417 =  79.137
0, 171  acc:    83 /   104 =  79.808
0, 172  acc:   132 /   155 =  85.161
0, 173  acc:    16 /    19 =  84.211
0, 174  acc:     4 /     5 =  80.000
0, 175  acc:     9 /     9 = 100.000
0, 176  acc:    13 /    18 =  72.222
0, 177  acc:    64 /    71 =  90.141
0, 178  acc:    14 /    14 = 100.000
0, 179  acc:     4 /     5 =  80.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     1 =   0.000
0, 183  acc:     1 /     5 =  20.000
0, 184  acc:    48 /    60 =  80.000
0, 185  acc:     2 /     3 =  66.667
0, 186  acc:    10 /    11 =  90.909
0, 187  acc:     7 /    11 =  63.636
0, 188  acc:     1 /     3 =  33.333
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    18 /    27 =  66.667
0, 192  acc:     0 /     4 =   0.000
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     1 =   0.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    50 /    57 =  87.719
0, 197  acc:    14 /    14 = 100.000
0, 198  acc:     5 /     6 =  83.333
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     3 /     4 =  75.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     3 /     4 =  75.000
0, 204  acc:    22 /    24 =  91.667
0, 205  acc:     7 /     7 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     4 /     5 =  80.000
0, 209  acc:     7 /     9 =  77.778
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     2 /     3 =  66.667
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     7 /     9 =  77.778
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     1 =   0.000
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 61547 / 63494 =  96.934
1, 1  acc:  6219 /  6463 =  96.225
1, 2  acc: 10822 / 11340 =  95.432
1, 3  acc:  4456 /  4681 =  95.193
1, 4  acc:  5427 /  5628 =  96.429
1, 5  acc:   891 /   933 =  95.498
1, 6  acc:   526 /   557 =  94.434
1, 7  acc:   667 /   691 =  96.527
1, 8  acc:  5473 /  5713 =  95.799
1, 9  acc:   375 /   390 =  96.154
1, 10  acc:   441 /   474 =  93.038
1, 11  acc:   229 /   255 =  89.804
1, 12  acc:   835 /   881 =  94.779
1, 13  acc:    96 /   101 =  95.050
1, 14  acc:   143 /   152 =  94.079
1, 15  acc:   152 /   158 =  96.203
1, 16  acc:  8137 /  8515 =  95.561
1, 17  acc:   270 /   288 =  93.750
1, 18  acc:   583 /   619 =  94.184
1, 19  acc:   208 /   219 =  94.977
1, 20  acc:   269 /   283 =  95.053
1, 21  acc:    40 /    41 =  97.561
1, 22  acc:   131 /   139 =  94.245
1, 23  acc:    44 /    45 =  97.778
1, 24  acc:  1052 /  1121 =  93.845
1, 25  acc:    24 /    24 = 100.000
1, 26  acc:    93 /    95 =  97.895
1, 27  acc:    26 /    27 =  96.296
1, 28  acc:   166 /   169 =  98.225
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    33 /    33 = 100.000
1, 31  acc:     5 /     6 =  83.333
1, 32  acc:  1711 /  1783 =  95.962
1, 33  acc:    88 /    90 =  97.778
1, 34  acc:    64 /    69 =  92.754
1, 35  acc:    17 /    19 =  89.474
1, 36  acc:    61 /    62 =  98.387
1, 37  acc:    11 /    11 = 100.000
1, 38  acc:    38 /    38 = 100.000
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   405 /   414 =  97.826
1, 41  acc:    15 /    16 =  93.750
1, 42  acc:     7 /    10 =  70.000
1, 43  acc:    17 /    19 =  89.474
1, 44  acc:    20 /    22 =  90.909
1, 45  acc:     3 /     4 =  75.000
1, 46  acc:    19 /    20 =  95.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   589 /   615 =  95.772
1, 49  acc:     9 /    10 =  90.000
1, 50  acc:    49 /    50 =  98.000
1, 51  acc:    28 /    29 =  96.552
1, 52  acc:    14 /    15 =  93.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    27 /    30 =  90.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   459 /   477 =  96.226
1, 57  acc:    20 /    20 = 100.000
1, 58  acc:    16 /    17 =  94.118
1, 59  acc:     9 /    12 =  75.000
1, 60  acc:    33 /    36 =  91.667
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    22 /    23 =  95.652
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5405 /  5641 =  95.816
1, 65  acc:   742 /   787 =  94.282
1, 66  acc:   483 /   510 =  94.706
1, 67  acc:   195 /   208 =  93.750
1, 68  acc:   251 /   259 =  96.911
1, 69  acc:    44 /    44 = 100.000
1, 70  acc:    71 /    72 =  98.611
1, 71  acc:    27 /    30 =  90.000
1, 72  acc:   102 /   105 =  97.143
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     3 /     5 =  60.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    29 /    30 =  96.667
1, 77  acc:     5 /     6 =  83.333
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   202 /   208 =  97.115
1, 81  acc:    33 /    36 =  91.667
1, 82  acc:    54 /    56 =  96.429
1, 83  acc:     4 /     5 =  80.000
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    23 /    23 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    19 /    19 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:   143 /   153 =  93.464
1, 95  acc:     7 /     9 =  77.778
1, 96  acc:    16 /    16 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    18 /    19 =  94.737
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    28 /    29 =  96.552
1, 101  acc:     5 /     5 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    36 /    37 =  97.297
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    17 /    18 =  94.444
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     7 /     7 = 100.000
1, 111  acc:     1 /     2 =  50.000
1, 112  acc:    24 /    26 =  92.308
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:  8181 /  8705 =  93.980
1, 118  acc:  1983 /  2105 =  94.204
1, 119  acc:   487 /   512 =  95.117
1, 120  acc:   515 /   555 =  92.793
1, 121  acc:   117 /   130 =  90.000
1, 122  acc:    93 /   100 =  93.000
1, 123  acc:    22 /    25 =  88.000
1, 124  acc:    37 /    39 =  94.872
1, 125  acc:   524 /   554 =  94.585
1, 126  acc:   129 /   136 =  94.853
1, 127  acc:    23 /    25 =  92.000
1, 128  acc:    47 /    51 =  92.157
1, 129  acc:    13 /    14 =  92.857
1, 130  acc:     3 /     4 =  75.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    12 /    13 =  92.308
1, 133  acc:   460 /   484 =  95.041
1, 134  acc:    83 /    87 =  95.402
1, 135  acc:    26 /    28 =  92.857
1, 136  acc:    31 /    36 =  86.111
1, 137  acc:     3 /     4 =  75.000
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:   100 /   108 =  92.593
1, 142  acc:    17 /    20 =  85.000
1, 143  acc:     7 /     7 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     5 /     5 = 100.000
1, 148  acc:   201 /   219 =  91.781
1, 149  acc:    10 /    12 =  83.333
1, 150  acc:     7 /     9 =  77.778
1, 151  acc:     9 /    15 =  60.000
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     5 /     6 =  83.333
1, 154  acc:    29 /    31 =  93.548
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     9 /     9 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    31 /    32 =  96.875
1, 160  acc:     3 /     3 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    15 /    19 =  78.947
1, 165  acc:    14 /    14 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3489 /  3685 =  94.681
1, 170  acc:   678 /   713 =  95.091
1, 171  acc:   267 /   282 =  94.681
1, 172  acc:   212 /   224 =  94.643
1, 173  acc:    67 /    69 =  97.101
1, 174  acc:    16 /    18 =  88.889
1, 175  acc:    13 /    13 = 100.000
1, 176  acc:    46 /    53 =  86.792
1, 177  acc:    80 /    84 =  95.238
1, 178  acc:    10 /    11 =  90.909
1, 179  acc:     6 /     7 =  85.714
1, 180  acc:     9 /    10 =  90.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    13 /    13 = 100.000
1, 184  acc:   139 /   147 =  94.558
1, 185  acc:    35 /    36 =  97.222
1, 186  acc:    26 /    27 =  96.296
1, 187  acc:     9 /    10 =  90.000
1, 188  acc:     5 /     6 =  83.333
1, 189  acc:     4 /     4 = 100.000
1, 190  acc:     8 /     9 =  88.889
1, 191  acc:     4 /     5 =  80.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:    10 /    10 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    88 /    95 =  92.632
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:     6 /     6 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    17 =  94.118
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    16 /    18 =  88.889
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     6 /     6 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     9 =  77.778
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:     5 /     5 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 253178 / 269038 =  94.105
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24596 / 25373 =  96.938
0, 1  acc: 30365 / 31282 =  97.069
0, 2  acc:  5986 /  6155 =  97.254
0, 3  acc: 23566 / 24292 =  97.011
0, 4  acc: 10499 / 10829 =  96.953
0, 5  acc:  5381 /  5541 =  97.112
0, 6  acc:  6569 /  6785 =  96.817
0, 7  acc: 11647 / 12016 =  96.929
1, 0  acc:  4292 /  4437 =  96.732
1, 1  acc:  4800 /  4962 =  96.735
1, 2  acc:  2204 /  2265 =  97.307
1, 3  acc:  2374 /  2446 =  97.056
1, 4  acc:  3035 /  3125 =  97.120
1, 5  acc:   979 /  1003 =  97.607
1, 6  acc:  3021 /  3111 =  97.107
1, 7  acc:  4547 /  4682 =  97.117
--------------------------------------
Average acc: 143861 / 148304 =  97.004
Robust  acc:  4292 /  4437 =  96.732
--------------------------------------
New max robust acc: 96.73202614379085
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed44.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed44.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: 65.396 | Best Acc: 90.662
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10551 / 12092 =  87.256
0, 1  acc: 12497 / 14179 =  88.137
0, 2  acc:  2105 /  3210 =  65.576
0, 3  acc: 10971 / 12101 =  90.662
0, 4  acc:  4422 /  5355 =  82.577
0, 5  acc:  2595 /  2980 =  87.081
0, 6  acc:  2359 /  3335 =  70.735
0, 7  acc:  4450 /  5723 =  77.756
1, 0  acc:  1524 /  2203 =  69.178
1, 1  acc:  1586 /  2270 =  69.868
1, 2  acc:   894 /  1216 =  73.520
1, 3  acc:   855 /  1260 =  67.857
1, 4  acc:  1064 /  1627 =  65.396
1, 5  acc:   343 /   520 =  65.962
1, 6  acc:  1119 /  1537 =  72.804
1, 7  acc:  1505 /  2246 =  67.008
------------------------------------
Average acc: 58840 / 71854 =  81.888
Robust  acc:  1064 /  1627 =  65.396
------------------------------------
Accuracies by groups:
0, 0  acc: 10551 / 12092 =  87.256
0, 1  acc: 12497 / 14179 =  88.137
0, 2  acc:  2105 /  3210 =  65.576
0, 3  acc: 10971 / 12101 =  90.662
0, 4  acc:  4422 /  5355 =  82.577
0, 5  acc:  2595 /  2980 =  87.081
0, 6  acc:  2359 /  3335 =  70.735
0, 7  acc:  4450 /  5723 =  77.756
1, 0  acc:  1524 /  2203 =  69.178
1, 1  acc:  1586 /  2270 =  69.868
1, 2  acc:   894 /  1216 =  73.520
1, 3  acc:   855 /  1260 =  67.857
1, 4  acc:  1064 /  1627 =  65.396
1, 5  acc:   343 /   520 =  65.962
1, 6  acc:  1119 /  1537 =  72.804
1, 7  acc:  1505 /  2246 =  67.008
------------------------------------
Average acc: 58840 / 71854 =  81.888
Robust  acc:  1064 /  1627 =  65.396
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10551 / 12092 =  87.256
0, 1  acc: 12497 / 14179 =  88.137
0, 2  acc:  2105 /  3210 =  65.576
0, 3  acc: 10971 / 12101 =  90.662
0, 4  acc:  4422 /  5355 =  82.577
0, 5  acc:  2595 /  2980 =  87.081
0, 6  acc:  2359 /  3335 =  70.735
0, 7  acc:  4450 /  5723 =  77.756
1, 0  acc:  1524 /  2203 =  69.178
1, 1  acc:  1586 /  2270 =  69.868
1, 2  acc:   894 /  1216 =  73.520
1, 3  acc:   855 /  1260 =  67.857
1, 4  acc:  1064 /  1627 =  65.396
1, 5  acc:   343 /   520 =  65.962
1, 6  acc:  1119 /  1537 =  72.804
1, 7  acc:  1505 /  2246 =  67.008
------------------------------------
Average acc: 58840 / 71854 =  81.888
Robust  acc:  1064 /  1627 =  65.396
------------------------------------

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: 96.852 | Val Loss: 0.000 | Val Acc: 98.599
Training:
Accuracies by groups:
0, 0  acc: 61296 / 63415 =  96.659
0, 1  acc:  6742 /  6969 =  96.743
0, 2  acc: 10221 / 10684 =  95.666
0, 3  acc:  5088 /  5301 =  95.982
0, 4  acc:  1985 /  2208 =  89.900
0, 5  acc:   221 /   264 =  83.712
0, 6  acc:   280 /   303 =  92.409
0, 7  acc:   256 /   293 =  87.372
0, 8  acc:  5552 /  5815 =  95.477
0, 9  acc:   434 /   458 =  94.760
0, 10  acc:   378 /   393 =  96.183
0, 11  acc:   264 /   283 =  93.286
0, 12  acc:   353 /   396 =  89.141
0, 13  acc:    29 /    34 =  85.294
0, 14  acc:    39 /    46 =  84.783
0, 15  acc:    24 /    31 =  77.419
0, 16  acc:  4553 /  4913 =  92.673
0, 17  acc:   177 /   190 =  93.158
0, 18  acc:   481 /   504 =  95.437
0, 19  acc:   106 /   114 =  92.982
0, 20  acc:   117 /   132 =  88.636
0, 21  acc:    16 /    16 = 100.000
0, 22  acc:    49 /    51 =  96.078
0, 23  acc:    16 /    20 =  80.000
0, 24  acc:   535 /   588 =  90.986
0, 25  acc:    27 /    29 =  93.103
0, 26  acc:    50 /    54 =  92.593
0, 27  acc:    17 /    19 =  89.474
0, 28  acc:    26 /    27 =  96.296
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     7 /     9 =  77.778
0, 31  acc:    10 /    11 =  90.909
0, 32  acc:  1493 /  1557 =  95.890
0, 33  acc:    75 /    80 =  93.750
0, 34  acc:    64 /    66 =  96.970
0, 35  acc:    19 /    20 =  95.000
0, 36  acc:    30 /    38 =  78.947
0, 37  acc:     7 /     7 = 100.000
0, 38  acc:    16 /    18 =  88.889
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   350 /   365 =  95.890
0, 41  acc:    12 /    12 = 100.000
0, 42  acc:    13 /    14 =  92.857
0, 43  acc:    12 /    12 = 100.000
0, 44  acc:    13 /    13 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:    11 /    12 =  91.667
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   308 /   332 =  92.771
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    11 /    11 = 100.000
0, 51  acc:    19 /    19 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   233 /   252 =  92.460
0, 57  acc:    10 /    10 = 100.000
0, 58  acc:     8 /     8 = 100.000
0, 59  acc:    15 /    15 = 100.000
0, 60  acc:    17 /    19 =  89.474
0, 61  acc:     5 /     5 = 100.000
0, 62  acc:     5 /     7 =  71.429
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2186 /  2404 =  90.932
0, 65  acc:   331 /   362 =  91.436
0, 66  acc:   221 /   243 =  90.947
0, 67  acc:   100 /   110 =  90.909
0, 68  acc:    38 /    47 =  80.851
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:     9 /    12 =  75.000
0, 71  acc:     5 /     6 =  83.333
0, 72  acc:    60 /    63 =  95.238
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:     5 /     5 = 100.000
0, 75  acc:     9 /    11 =  81.818
0, 76  acc:     7 /     7 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    72 /    87 =  82.759
0, 81  acc:     8 /    11 =  72.727
0, 82  acc:     4 /     4 = 100.000
0, 83  acc:    13 /    14 =  92.857
0, 84  acc:     2 /     4 =  50.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    16 /    16 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    70 /    74 =  94.595
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     8 /     9 =  88.889
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    13 /    15 =  86.667
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     2 =   0.000
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     2 /     2 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    16 /    19 =  84.211
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     2 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    16 /    17 =  94.118
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6344 /  6731 =  94.250
0, 118  acc:  1472 /  1551 =  94.907
0, 119  acc:   362 /   383 =  94.517
0, 120  acc:   309 /   329 =  93.921
0, 121  acc:    62 /    71 =  87.324
0, 122  acc:    44 /    45 =  97.778
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    14 /    15 =  93.333
0, 125  acc:   364 /   384 =  94.792
0, 126  acc:   101 /   108 =  93.519
0, 127  acc:    25 /    27 =  92.593
0, 128  acc:    39 /    41 =  95.122
0, 129  acc:     7 /     7 = 100.000
0, 130  acc:     3 /     3 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   229 /   254 =  90.157
0, 134  acc:    81 /    84 =  96.429
0, 135  acc:    27 /    27 = 100.000
0, 136  acc:    41 /    41 = 100.000
0, 137  acc:    15 /    17 =  88.235
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    57 /    64 =  89.062
0, 142  acc:     5 /     6 =  83.333
0, 143  acc:     7 /     7 = 100.000
0, 144  acc:    12 /    13 =  92.308
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     5 /     5 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   117 /   121 =  96.694
0, 149  acc:    13 /    14 =  92.857
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:    11 /    14 =  78.571
0, 152  acc:     3 /     4 =  75.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    53 /    55 =  96.364
0, 155  acc:     7 /     7 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    17 /    20 =  85.000
0, 160  acc:     4 /     4 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     7 /     7 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     8 /     8 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1532 /  1705 =  89.853
0, 170  acc:   371 /   398 =  93.216
0, 171  acc:   102 /   119 =  85.714
0, 172  acc:   149 /   162 =  91.975
0, 173  acc:    16 /    17 =  94.118
0, 174  acc:     4 /     5 =  80.000
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:     8 /    15 =  53.333
0, 177  acc:    77 /    80 =  96.250
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:     5 /     7 =  71.429
0, 180  acc:     7 /     7 = 100.000
0, 181  acc:     2 /     2 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     5 =  80.000
0, 184  acc:    52 /    54 =  96.296
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:    11 /    11 = 100.000
0, 187  acc:     8 /     9 =  88.889
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    28 =  92.857
0, 192  acc:     0 /     3 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    54 /    57 =  94.737
0, 197  acc:    15 /    16 =  93.750
0, 198  acc:     3 /     5 =  60.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     1 /     1 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    24 /    26 =  92.308
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     7 /     7 = 100.000
0, 209  acc:     3 /     6 =  50.000
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     4 /     4 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     4 /     4 = 100.000
0, 214  acc:     4 /     5 =  80.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    14 /    14 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 62349 / 63356 =  98.411
1, 1  acc:  6421 /  6542 =  98.150
1, 2  acc: 11111 / 11349 =  97.903
1, 3  acc:  4590 /  4690 =  97.868
1, 4  acc:  5521 /  5626 =  98.134
1, 5  acc:   955 /   972 =  98.251
1, 6  acc:   538 /   547 =  98.355
1, 7  acc:   601 /   613 =  98.042
1, 8  acc:  5712 /  5825 =  98.060
1, 9  acc:   400 /   405 =  98.765
1, 10  acc:   456 /   466 =  97.854
1, 11  acc:   262 /   270 =  97.037
1, 12  acc:   847 /   862 =  98.260
1, 13  acc:   129 /   130 =  99.231
1, 14  acc:   152 /   155 =  98.065
1, 15  acc:   141 /   147 =  95.918
1, 16  acc:  8309 /  8552 =  97.159
1, 17  acc:   252 /   255 =  98.824
1, 18  acc:   634 /   652 =  97.239
1, 19  acc:   250 /   254 =  98.425
1, 20  acc:   301 /   302 =  99.669
1, 21  acc:    35 /    35 = 100.000
1, 22  acc:   139 /   142 =  97.887
1, 23  acc:    35 /    38 =  92.105
1, 24  acc:  1083 /  1117 =  96.956
1, 25  acc:    25 /    25 = 100.000
1, 26  acc:    84 /    84 = 100.000
1, 27  acc:    18 /    18 = 100.000
1, 28  acc:   161 /   163 =  98.773
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    20 /    20 = 100.000
1, 31  acc:     4 /     6 =  66.667
1, 32  acc:  1790 /  1838 =  97.388
1, 33  acc:    82 /    83 =  98.795
1, 34  acc:    78 /    79 =  98.734
1, 35  acc:    29 /    29 = 100.000
1, 36  acc:    62 /    62 = 100.000
1, 37  acc:    10 /    10 = 100.000
1, 38  acc:    32 /    33 =  96.970
1, 39  acc:     5 /     5 = 100.000
1, 40  acc:   455 /   463 =  98.272
1, 41  acc:    13 /    14 =  92.857
1, 42  acc:    20 /    20 = 100.000
1, 43  acc:    22 /    22 = 100.000
1, 44  acc:    21 /    22 =  95.455
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    10 /    10 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   536 /   543 =  98.711
1, 49  acc:    10 /    10 = 100.000
1, 50  acc:    30 /    31 =  96.774
1, 51  acc:    26 /    26 = 100.000
1, 52  acc:    20 /    20 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    45 /    45 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   465 /   470 =  98.936
1, 57  acc:    21 /    22 =  95.455
1, 58  acc:    15 /    15 = 100.000
1, 59  acc:    12 /    12 = 100.000
1, 60  acc:    29 /    32 =  90.625
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    28 /    28 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5560 /  5687 =  97.767
1, 65  acc:   774 /   788 =  98.223
1, 66  acc:   459 /   468 =  98.077
1, 67  acc:   178 /   183 =  97.268
1, 68  acc:   265 /   272 =  97.426
1, 69  acc:    49 /    50 =  98.000
1, 70  acc:    78 /    81 =  96.296
1, 71  acc:    26 /    26 = 100.000
1, 72  acc:   117 /   121 =  96.694
1, 73  acc:    10 /    10 = 100.000
1, 74  acc:     4 /     4 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    26 /    27 =  96.296
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     6 /     6 = 100.000
1, 80  acc:   199 /   203 =  98.030
1, 81  acc:    17 /    21 =  80.952
1, 82  acc:    55 /    57 =  96.491
1, 83  acc:     2 /     3 =  66.667
1, 84  acc:    14 /    14 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    34 /    34 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    23 /    23 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     4 /     4 = 100.000
1, 93  acc:     2 /     3 =  66.667
1, 94  acc:   156 /   156 = 100.000
1, 95  acc:    12 /    15 =  80.000
1, 96  acc:    16 /    16 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    13 /    13 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    22 /    22 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    35 /    35 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    18 /    18 = 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:    18 /    18 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  8433 /  8699 =  96.942
1, 118  acc:  2042 /  2091 =  97.657
1, 119  acc:   508 /   516 =  98.450
1, 120  acc:   560 /   574 =  97.561
1, 121  acc:   137 /   142 =  96.479
1, 122  acc:    84 /    84 = 100.000
1, 123  acc:    26 /    27 =  96.296
1, 124  acc:    45 /    46 =  97.826
1, 125  acc:   496 /   512 =  96.875
1, 126  acc:   114 /   118 =  96.610
1, 127  acc:    23 /    24 =  95.833
1, 128  acc:    44 /    44 = 100.000
1, 129  acc:    13 /    13 = 100.000
1, 130  acc:     8 /    10 =  80.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    15 /    15 = 100.000
1, 133  acc:   456 /   467 =  97.645
1, 134  acc:    77 /    78 =  98.718
1, 135  acc:    36 /    38 =  94.737
1, 136  acc:    33 /    34 =  97.059
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     6 /     6 = 100.000
1, 140  acc:     2 /     3 =  66.667
1, 141  acc:   103 /   107 =  96.262
1, 142  acc:    16 /    17 =  94.118
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     3 /     3 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:   183 /   189 =  96.825
1, 149  acc:    13 /    13 = 100.000
1, 150  acc:    14 /    14 = 100.000
1, 151  acc:    12 /    19 =  63.158
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    31 /    35 =  88.571
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     7 /     7 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    30 /    30 = 100.000
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    31 /    32 =  96.875
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3581 /  3684 =  97.204
1, 170  acc:   661 /   672 =  98.363
1, 171  acc:   290 /   297 =  97.643
1, 172  acc:   212 /   217 =  97.696
1, 173  acc:    70 /    73 =  95.890
1, 174  acc:    16 /    17 =  94.118
1, 175  acc:     7 /     7 = 100.000
1, 176  acc:    50 /    53 =  94.340
1, 177  acc:    72 /    73 =  98.630
1, 178  acc:    14 /    14 = 100.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     7 /     7 = 100.000
1, 181  acc:    13 /    13 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    19 /    19 = 100.000
1, 184  acc:   130 /   132 =  98.485
1, 185  acc:    55 /    55 = 100.000
1, 186  acc:    25 /    26 =  96.154
1, 187  acc:     7 /     8 =  87.500
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     4 =  75.000
1, 190  acc:    13 /    13 = 100.000
1, 191  acc:     7 /     8 =  87.500
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:    10 /    10 = 100.000
1, 194  acc:     4 /     4 = 100.000
1, 195  acc:     4 /     4 = 100.000
1, 196  acc:   107 /   111 =  96.396
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    16 = 100.000
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    11 =  90.909
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    11 /    11 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 260568 / 269038 =  96.852
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25036 / 25373 =  98.672
0, 1  acc: 30846 / 31282 =  98.606
0, 2  acc:  6073 /  6155 =  98.668
0, 3  acc: 23943 / 24292 =  98.563
0, 4  acc: 10683 / 10829 =  98.652
0, 5  acc:  5451 /  5541 =  98.376
0, 6  acc:  6688 /  6785 =  98.570
0, 7  acc: 11837 / 12016 =  98.510
1, 0  acc:  4367 /  4437 =  98.422
1, 1  acc:  4884 /  4962 =  98.428
1, 2  acc:  2238 /  2265 =  98.808
1, 3  acc:  2402 /  2446 =  98.201
1, 4  acc:  3089 /  3125 =  98.848
1, 5  acc:   987 /  1003 =  98.405
1, 6  acc:  3071 /  3111 =  98.714
1, 7  acc:  4615 /  4682 =  98.569
--------------------------------------
Average acc: 146210 / 148304 =  98.588
Robust  acc:  2402 /  2446 =  98.201
--------------------------------------
New max robust acc: 98.2011447260834
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed44.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed44.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 62.308 | Best Acc: 93.075
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10975 / 12092 =  90.762
0, 1  acc: 13045 / 14179 =  92.002
0, 2  acc:  2470 /  3210 =  76.947
0, 3  acc: 11263 / 12101 =  93.075
0, 4  acc:  4526 /  5355 =  84.519
0, 5  acc:  2674 /  2980 =  89.732
0, 6  acc:  2512 /  3335 =  75.322
0, 7  acc:  4713 /  5723 =  82.352
1, 0  acc:  1401 /  2203 =  63.595
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   811 /  1216 =  66.694
1, 3  acc:   791 /  1260 =  62.778
1, 4  acc:  1036 /  1627 =  63.675
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1063 /  1537 =  69.161
1, 7  acc:  1415 /  2246 =  63.001
------------------------------------
Average acc: 60467 / 71854 =  84.153
Robust  acc:   324 /   520 =  62.308
------------------------------------
Accuracies by groups:
0, 0  acc: 10975 / 12092 =  90.762
0, 1  acc: 13045 / 14179 =  92.002
0, 2  acc:  2470 /  3210 =  76.947
0, 3  acc: 11263 / 12101 =  93.075
0, 4  acc:  4526 /  5355 =  84.519
0, 5  acc:  2674 /  2980 =  89.732
0, 6  acc:  2512 /  3335 =  75.322
0, 7  acc:  4713 /  5723 =  82.352
1, 0  acc:  1401 /  2203 =  63.595
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   811 /  1216 =  66.694
1, 3  acc:   791 /  1260 =  62.778
1, 4  acc:  1036 /  1627 =  63.675
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1063 /  1537 =  69.161
1, 7  acc:  1415 /  2246 =  63.001
------------------------------------
Average acc: 60467 / 71854 =  84.153
Robust  acc:   324 /   520 =  62.308
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10975 / 12092 =  90.762
0, 1  acc: 13045 / 14179 =  92.002
0, 2  acc:  2470 /  3210 =  76.947
0, 3  acc: 11263 / 12101 =  93.075
0, 4  acc:  4526 /  5355 =  84.519
0, 5  acc:  2674 /  2980 =  89.732
0, 6  acc:  2512 /  3335 =  75.322
0, 7  acc:  4713 /  5723 =  82.352
1, 0  acc:  1401 /  2203 =  63.595
1, 1  acc:  1448 /  2270 =  63.789
1, 2  acc:   811 /  1216 =  66.694
1, 3  acc:   791 /  1260 =  62.778
1, 4  acc:  1036 /  1627 =  63.675
1, 5  acc:   324 /   520 =  62.308
1, 6  acc:  1063 /  1537 =  69.161
1, 7  acc:  1415 /  2246 =  63.001
------------------------------------
Average acc: 60467 / 71854 =  84.153
Robust  acc:   324 /   520 =  62.308
------------------------------------

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: 0.005 | Train Acc: 98.045 | Val Loss: 0.000 | Val Acc: 97.997
Training:
Accuracies by groups:
0, 0  acc: 61822 / 63141 =  97.911
0, 1  acc:  6824 /  6962 =  98.018
0, 2  acc: 10436 / 10696 =  97.569
0, 3  acc:  5232 /  5354 =  97.721
0, 4  acc:  1908 /  2053 =  92.937
0, 5  acc:   262 /   283 =  92.580
0, 6  acc:   260 /   268 =  97.015
0, 7  acc:   267 /   288 =  92.708
0, 8  acc:  5561 /  5725 =  97.135
0, 9  acc:   419 /   432 =  96.991
0, 10  acc:   411 /   429 =  95.804
0, 11  acc:   267 /   278 =  96.043
0, 12  acc:   367 /   392 =  93.622
0, 13  acc:    39 /    44 =  88.636
0, 14  acc:    38 /    44 =  86.364
0, 15  acc:    20 /    22 =  90.909
0, 16  acc:  4670 /  4881 =  95.677
0, 17  acc:   179 /   185 =  96.757
0, 18  acc:   463 /   488 =  94.877
0, 19  acc:   138 /   147 =  93.878
0, 20  acc:   114 /   119 =  95.798
0, 21  acc:    11 /    12 =  91.667
0, 22  acc:    57 /    60 =  95.000
0, 23  acc:    11 /    14 =  78.571
0, 24  acc:   591 /   627 =  94.258
0, 25  acc:    22 /    23 =  95.652
0, 26  acc:    71 /    72 =  98.611
0, 27  acc:    16 /    17 =  94.118
0, 28  acc:    45 /    50 =  90.000
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:     8 /     9 =  88.889
0, 31  acc:     7 /     8 =  87.500
0, 32  acc:  1447 /  1489 =  97.179
0, 33  acc:    66 /    68 =  97.059
0, 34  acc:    52 /    53 =  98.113
0, 35  acc:    20 /    20 = 100.000
0, 36  acc:    37 /    38 =  97.368
0, 37  acc:     4 /     4 = 100.000
0, 38  acc:    18 /    18 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   374 /   390 =  95.897
0, 41  acc:    12 /    12 = 100.000
0, 42  acc:    11 /    13 =  84.615
0, 43  acc:    12 /    12 = 100.000
0, 44  acc:    16 /    16 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   309 /   322 =  95.963
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    15 /    17 =  88.235
0, 51  acc:    20 /    20 = 100.000
0, 52  acc:     6 /     6 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   241 /   253 =  95.257
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    19 /    21 =  90.476
0, 59  acc:     8 /     9 =  88.889
0, 60  acc:    12 /    13 =  92.308
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:    17 /    17 = 100.000
0, 63  acc:     0 /     0 =     nan
0, 64  acc:  2312 /  2450 =  94.367
0, 65  acc:   354 /   374 =  94.652
0, 66  acc:   231 /   241 =  95.851
0, 67  acc:    97 /    99 =  97.980
0, 68  acc:    43 /    53 =  81.132
0, 69  acc:     4 /     4 = 100.000
0, 70  acc:    20 /    23 =  86.957
0, 71  acc:     8 /     8 = 100.000
0, 72  acc:    69 /    69 = 100.000
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:     7 /     7 = 100.000
0, 76  acc:     1 /     3 =  33.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    74 /    79 =  93.671
0, 81  acc:     7 /    11 =  63.636
0, 82  acc:     2 /     2 = 100.000
0, 83  acc:    11 /    11 = 100.000
0, 84  acc:     3 /     6 =  50.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     6 /     6 = 100.000
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     8 /     9 =  88.889
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     2 =  50.000
0, 94  acc:    66 /    67 =  98.507
0, 95  acc:     2 /     3 =  66.667
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    15 /    17 =  88.235
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    14 /    14 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     3 /     6 =  50.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    10 /    10 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6556 /  6793 =  96.511
0, 118  acc:  1603 /  1651 =  97.093
0, 119  acc:   367 /   386 =  95.078
0, 120  acc:   343 /   357 =  96.078
0, 121  acc:    62 /    73 =  84.932
0, 122  acc:    31 /    32 =  96.875
0, 123  acc:     9 /     9 = 100.000
0, 124  acc:    21 /    21 = 100.000
0, 125  acc:   327 /   338 =  96.746
0, 126  acc:   106 /   111 =  95.495
0, 127  acc:    38 /    39 =  97.436
0, 128  acc:    29 /    30 =  96.667
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:    12 /    12 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   219 /   227 =  96.476
0, 134  acc:    49 /    52 =  94.231
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    32 /    32 = 100.000
0, 137  acc:    15 /    16 =  93.750
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    63 /    64 =  98.438
0, 142  acc:     7 /     8 =  87.500
0, 143  acc:     6 /     7 =  85.714
0, 144  acc:     8 /     8 = 100.000
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     3 /     3 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   102 /   103 =  99.029
0, 149  acc:    17 /    17 = 100.000
0, 150  acc:     8 /     8 = 100.000
0, 151  acc:    15 /    19 =  78.947
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    37 /    37 = 100.000
0, 155  acc:     5 /     6 =  83.333
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    16 /    17 =  94.118
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     1 /     1 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    15 /    16 =  93.750
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:    15 /    15 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1694 /  1786 =  94.849
0, 170  acc:   378 /   398 =  94.975
0, 171  acc:    99 /   106 =  93.396
0, 172  acc:   159 /   169 =  94.083
0, 173  acc:    22 /    23 =  95.652
0, 174  acc:     9 /     9 = 100.000
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:     7 /    13 =  53.846
0, 177  acc:    76 /    76 = 100.000
0, 178  acc:    12 /    13 =  92.308
0, 179  acc:     6 /     7 =  85.714
0, 180  acc:     4 /     4 = 100.000
0, 181  acc:     4 /     4 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    56 /    57 =  98.246
0, 185  acc:     8 /     8 = 100.000
0, 186  acc:     1 /     1 = 100.000
0, 187  acc:    14 /    14 = 100.000
0, 188  acc:     5 /     5 = 100.000
0, 189  acc:     7 /     8 =  87.500
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    27 =  96.296
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     1 = 100.000
0, 196  acc:    65 /    66 =  98.485
0, 197  acc:    11 /    11 = 100.000
0, 198  acc:     5 /     6 =  83.333
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     8 /     8 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    26 /    28 =  92.857
0, 205  acc:     6 /     6 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     2 /     2 = 100.000
0, 209  acc:     5 /     7 =  71.429
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     2 /     2 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    11 /    11 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 63115 / 63745 =  99.012
1, 1  acc:  6407 /  6478 =  98.904
1, 2  acc: 11186 / 11323 =  98.790
1, 3  acc:  4705 /  4778 =  98.472
1, 4  acc:  5473 /  5533 =  98.916
1, 5  acc:   913 /   922 =  99.024
1, 6  acc:   558 /   567 =  98.413
1, 7  acc:   683 /   692 =  98.699
1, 8  acc:  5588 /  5675 =  98.467
1, 9  acc:   454 /   455 =  99.780
1, 10  acc:   510 /   519 =  98.266
1, 11  acc:   261 /   263 =  99.240
1, 12  acc:   908 /   916 =  99.127
1, 13  acc:   133 /   134 =  99.254
1, 14  acc:   134 /   136 =  98.529
1, 15  acc:   138 /   143 =  96.503
1, 16  acc:  8692 /  8817 =  98.582
1, 17  acc:   306 /   308 =  99.351
1, 18  acc:   624 /   634 =  98.423
1, 19  acc:   233 /   236 =  98.729
1, 20  acc:   328 /   333 =  98.498
1, 21  acc:    41 /    41 = 100.000
1, 22  acc:   137 /   139 =  98.561
1, 23  acc:    36 /    42 =  85.714
1, 24  acc:  1092 /  1112 =  98.201
1, 25  acc:    28 /    28 = 100.000
1, 26  acc:   107 /   107 = 100.000
1, 27  acc:    22 /    22 = 100.000
1, 28  acc:   142 /   147 =  96.599
1, 29  acc:    10 /    10 = 100.000
1, 30  acc:    28 /    28 = 100.000
1, 31  acc:    13 /    13 = 100.000
1, 32  acc:  1750 /  1782 =  98.204
1, 33  acc:    87 /    88 =  98.864
1, 34  acc:    71 /    73 =  97.260
1, 35  acc:    30 /    30 = 100.000
1, 36  acc:    40 /    40 = 100.000
1, 37  acc:    10 /    10 = 100.000
1, 38  acc:    27 /    27 = 100.000
1, 39  acc:     3 /     3 = 100.000
1, 40  acc:   456 /   460 =  99.130
1, 41  acc:    18 /    18 = 100.000
1, 42  acc:    15 /    17 =  88.235
1, 43  acc:    24 /    24 = 100.000
1, 44  acc:    24 /    24 = 100.000
1, 45  acc:     2 /     2 = 100.000
1, 46  acc:     7 /     8 =  87.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   536 /   545 =  98.349
1, 49  acc:    10 /    10 = 100.000
1, 50  acc:    43 /    44 =  97.727
1, 51  acc:    27 /    27 = 100.000
1, 52  acc:    20 /    20 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    30 /    31 =  96.774
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   448 /   452 =  99.115
1, 57  acc:    16 /    17 =  94.118
1, 58  acc:    27 /    27 = 100.000
1, 59  acc:    13 /    13 = 100.000
1, 60  acc:    19 /    20 =  95.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    27 /    27 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5729 /  5808 =  98.640
1, 65  acc:   775 /   789 =  98.226
1, 66  acc:   442 /   446 =  99.103
1, 67  acc:   190 /   196 =  96.939
1, 68  acc:   259 /   266 =  97.368
1, 69  acc:    48 /    48 = 100.000
1, 70  acc:    71 /    71 = 100.000
1, 71  acc:    21 /    21 = 100.000
1, 72  acc:   123 /   124 =  99.194
1, 73  acc:     6 /     6 = 100.000
1, 74  acc:     6 /     6 = 100.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:    24 /    24 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     5 /     5 = 100.000
1, 80  acc:   243 /   244 =  99.590
1, 81  acc:    25 /    27 =  92.593
1, 82  acc:    58 /    58 = 100.000
1, 83  acc:     3 /     3 = 100.000
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    21 /    21 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    14 /    14 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     5 /     5 = 100.000
1, 94  acc:   169 /   171 =  98.830
1, 95  acc:    21 /    21 = 100.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    16 /    17 =  94.118
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    17 /    17 = 100.000
1, 101  acc:     2 /     3 =  66.667
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     5 /     5 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    43 /    43 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    16 /    16 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    13 /    13 = 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:  8344 /  8535 =  97.762
1, 118  acc:  2069 /  2103 =  98.383
1, 119  acc:   496 /   509 =  97.446
1, 120  acc:   581 /   594 =  97.811
1, 121  acc:   147 /   151 =  97.351
1, 122  acc:    74 /    74 = 100.000
1, 123  acc:    33 /    33 = 100.000
1, 124  acc:    35 /    35 = 100.000
1, 125  acc:   534 /   538 =  99.257
1, 126  acc:   124 /   126 =  98.413
1, 127  acc:    30 /    30 = 100.000
1, 128  acc:    33 /    35 =  94.286
1, 129  acc:    10 /    10 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    12 =  91.667
1, 133  acc:   477 /   483 =  98.758
1, 134  acc:    86 /    89 =  96.629
1, 135  acc:    29 /    29 = 100.000
1, 136  acc:    21 /    24 =  87.500
1, 137  acc:     8 /     9 =  88.889
1, 138  acc:     4 /     4 = 100.000
1, 139  acc:     7 /     7 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:    99 /    99 = 100.000
1, 142  acc:    21 /    22 =  95.455
1, 143  acc:     2 /     2 = 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:     7 /     7 = 100.000
1, 148  acc:   184 /   186 =  98.925
1, 149  acc:    15 /    16 =  93.750
1, 150  acc:    12 /    12 = 100.000
1, 151  acc:    13 /    19 =  68.421
1, 152  acc:     7 /     7 = 100.000
1, 153  acc:     4 /     4 = 100.000
1, 154  acc:    34 /    36 =  94.444
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    11 /    12 =  91.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    32 /    32 = 100.000
1, 160  acc:     4 /     5 =  80.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    28 /    28 = 100.000
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3488 /  3553 =  98.171
1, 170  acc:   665 /   670 =  99.254
1, 171  acc:   264 /   267 =  98.876
1, 172  acc:   192 /   199 =  96.482
1, 173  acc:    54 /    54 = 100.000
1, 174  acc:     8 /     8 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    54 /    56 =  96.429
1, 177  acc:    83 /    84 =  98.810
1, 178  acc:     8 /     8 = 100.000
1, 179  acc:    10 /    10 = 100.000
1, 180  acc:    11 /    11 = 100.000
1, 181  acc:     2 /     2 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    20 /    20 = 100.000
1, 184  acc:   135 /   137 =  98.540
1, 185  acc:    33 /    34 =  97.059
1, 186  acc:    18 /    18 = 100.000
1, 187  acc:    13 /    13 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     5 /     5 = 100.000
1, 190  acc:    11 /    12 =  91.667
1, 191  acc:     3 /     3 = 100.000
1, 192  acc:     8 /     8 = 100.000
1, 193  acc:     3 /     3 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:   105 /   108 =  97.222
1, 197  acc:    10 /    10 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     4 /     4 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    15 /    15 = 100.000
1, 205  acc:     8 /     8 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    19 /    21 =  90.476
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     5 /     5 = 100.000
1, 212  acc:     3 /     3 = 100.000
1, 213  acc:    12 /    12 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     5 /     5 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    10 /    10 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     8 /     8 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263778 / 269038 =  98.045
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24836 / 25373 =  97.884
0, 1  acc: 30634 / 31282 =  97.929
0, 2  acc:  6039 /  6155 =  98.115
0, 3  acc: 23797 / 24292 =  97.962
0, 4  acc: 10608 / 10829 =  97.959
0, 5  acc:  5448 /  5541 =  98.322
0, 6  acc:  6648 /  6785 =  97.981
0, 7  acc: 11757 / 12016 =  97.845
1, 0  acc:  4356 /  4437 =  98.174
1, 1  acc:  4869 /  4962 =  98.126
1, 2  acc:  2224 /  2265 =  98.190
1, 3  acc:  2391 /  2446 =  97.751
1, 4  acc:  3058 /  3125 =  97.856
1, 5  acc:   984 /  1003 =  98.106
1, 6  acc:  3044 /  3111 =  97.846
1, 7  acc:  4580 /  4682 =  97.821
--------------------------------------
Average acc: 145273 / 148304 =  97.956
Robust  acc:  2391 /  2446 =  97.751
--------------------------------------
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: 67.134 | Best Acc: 88.943
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10347 / 12092 =  85.569
0, 1  acc: 12315 / 14179 =  86.854
0, 2  acc:  2155 /  3210 =  67.134
0, 3  acc: 10763 / 12101 =  88.943
0, 4  acc:  4063 /  5355 =  75.873
0, 5  acc:  2428 /  2980 =  81.477
0, 6  acc:  2326 /  3335 =  69.745
0, 7  acc:  4252 /  5723 =  74.297
1, 0  acc:  1638 /  2203 =  74.353
1, 1  acc:  1671 /  2270 =  73.612
1, 2  acc:   941 /  1216 =  77.385
1, 3  acc:   931 /  1260 =  73.889
1, 4  acc:  1178 /  1627 =  72.403
1, 5  acc:   388 /   520 =  74.615
1, 6  acc:  1193 /  1537 =  77.619
1, 7  acc:  1642 /  2246 =  73.108
------------------------------------
Average acc: 58231 / 71854 =  81.041
Robust  acc:  2155 /  3210 =  67.134
------------------------------------
Accuracies by groups:
0, 0  acc: 10347 / 12092 =  85.569
0, 1  acc: 12315 / 14179 =  86.854
0, 2  acc:  2155 /  3210 =  67.134
0, 3  acc: 10763 / 12101 =  88.943
0, 4  acc:  4063 /  5355 =  75.873
0, 5  acc:  2428 /  2980 =  81.477
0, 6  acc:  2326 /  3335 =  69.745
0, 7  acc:  4252 /  5723 =  74.297
1, 0  acc:  1638 /  2203 =  74.353
1, 1  acc:  1671 /  2270 =  73.612
1, 2  acc:   941 /  1216 =  77.385
1, 3  acc:   931 /  1260 =  73.889
1, 4  acc:  1178 /  1627 =  72.403
1, 5  acc:   388 /   520 =  74.615
1, 6  acc:  1193 /  1537 =  77.619
1, 7  acc:  1642 /  2246 =  73.108
------------------------------------
Average acc: 58231 / 71854 =  81.041
Robust  acc:  2155 /  3210 =  67.134
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10347 / 12092 =  85.569
0, 1  acc: 12315 / 14179 =  86.854
0, 2  acc:  2155 /  3210 =  67.134
0, 3  acc: 10763 / 12101 =  88.943
0, 4  acc:  4063 /  5355 =  75.873
0, 5  acc:  2428 /  2980 =  81.477
0, 6  acc:  2326 /  3335 =  69.745
0, 7  acc:  4252 /  5723 =  74.297
1, 0  acc:  1638 /  2203 =  74.353
1, 1  acc:  1671 /  2270 =  73.612
1, 2  acc:   941 /  1216 =  77.385
1, 3  acc:   931 /  1260 =  73.889
1, 4  acc:  1178 /  1627 =  72.403
1, 5  acc:   388 /   520 =  74.615
1, 6  acc:  1193 /  1537 =  77.619
1, 7  acc:  1642 /  2246 =  73.108
------------------------------------
Average acc: 58231 / 71854 =  81.041
Robust  acc:  2155 /  3210 =  67.134
------------------------------------

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: 98.609 | Val Loss: 0.000 | Val Acc: 98.816
Training:
Accuracies by groups:
0, 0  acc: 62527 / 63445 =  98.553
0, 1  acc:  6751 /  6851 =  98.540
0, 2  acc: 10603 / 10784 =  98.322
0, 3  acc:  5250 /  5327 =  98.555
0, 4  acc:  1971 /  2062 =  95.587
0, 5  acc:   240 /   255 =  94.118
0, 6  acc:   313 /   326 =  96.012
0, 7  acc:   261 /   272 =  95.956
0, 8  acc:  5652 /  5778 =  97.819
0, 9  acc:   459 /   476 =  96.429
0, 10  acc:   450 /   458 =  98.253
0, 11  acc:   323 /   332 =  97.289
0, 12  acc:   382 /   399 =  95.739
0, 13  acc:    31 /    33 =  93.939
0, 14  acc:    57 /    60 =  95.000
0, 15  acc:    18 /    21 =  85.714
0, 16  acc:  4840 /  4981 =  97.169
0, 17  acc:   185 /   190 =  97.368
0, 18  acc:   476 /   487 =  97.741
0, 19  acc:   151 /   157 =  96.178
0, 20  acc:   110 /   122 =  90.164
0, 21  acc:    15 /    15 = 100.000
0, 22  acc:    77 /    78 =  98.718
0, 23  acc:    15 /    17 =  88.235
0, 24  acc:   600 /   623 =  96.308
0, 25  acc:    30 /    31 =  96.774
0, 26  acc:    64 /    65 =  98.462
0, 27  acc:    21 /    22 =  95.455
0, 28  acc:    48 /    49 =  97.959
0, 29  acc:     3 /     4 =  75.000
0, 30  acc:     7 /     7 = 100.000
0, 31  acc:     7 /     7 = 100.000
0, 32  acc:  1451 /  1485 =  97.710
0, 33  acc:    70 /    73 =  95.890
0, 34  acc:    73 /    74 =  98.649
0, 35  acc:    19 /    19 = 100.000
0, 36  acc:    35 /    36 =  97.222
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    15 /    16 =  93.750
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   346 /   354 =  97.740
0, 41  acc:    15 /    15 = 100.000
0, 42  acc:    11 /    11 = 100.000
0, 43  acc:     7 /     7 = 100.000
0, 44  acc:    19 /    20 =  95.000
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   268 /   277 =  96.751
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    20 /    20 = 100.000
0, 51  acc:    11 /    12 =  91.667
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     2 /     2 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   267 /   276 =  96.739
0, 57  acc:     5 /     6 =  83.333
0, 58  acc:    14 /    15 =  93.333
0, 59  acc:    15 /    15 = 100.000
0, 60  acc:    12 /    14 =  85.714
0, 61  acc:     0 /     0 =     nan
0, 62  acc:    10 /    11 =  90.909
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2367 /  2460 =  96.220
0, 65  acc:   374 /   386 =  96.891
0, 66  acc:   238 /   251 =  94.821
0, 67  acc:   109 /   110 =  99.091
0, 68  acc:    52 /    55 =  94.545
0, 69  acc:     0 /     0 =     nan
0, 70  acc:    25 /    25 = 100.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    59 /    60 =  98.333
0, 73  acc:     5 /     5 = 100.000
0, 74  acc:     5 /     5 = 100.000
0, 75  acc:    13 /    13 = 100.000
0, 76  acc:     6 /     7 =  85.714
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    89 /    96 =  92.708
0, 81  acc:    11 /    14 =  78.571
0, 82  acc:     6 /     7 =  85.714
0, 83  acc:    18 /    18 = 100.000
0, 84  acc:     8 /     9 =  88.889
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    10 /    10 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     6 /     6 = 100.000
0, 89  acc:     1 /     3 =  33.333
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    61 /    65 =  93.846
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    10 /    10 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     0 /     1 =   0.000
0, 101  acc:    10 /    11 =  90.909
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    14 /    15 =  93.333
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     5 /     5 = 100.000
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:     9 /     9 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6545 /  6694 =  97.774
0, 118  acc:  1602 /  1645 =  97.386
0, 119  acc:   413 /   424 =  97.406
0, 120  acc:   356 /   372 =  95.699
0, 121  acc:    51 /    56 =  91.071
0, 122  acc:    29 /    29 = 100.000
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    15 /    15 = 100.000
0, 125  acc:   380 /   384 =  98.958
0, 126  acc:   104 /   108 =  96.296
0, 127  acc:    28 /    28 = 100.000
0, 128  acc:    28 /    29 =  96.552
0, 129  acc:     2 /     2 = 100.000
0, 130  acc:     7 /     8 =  87.500
0, 131  acc:     2 /     2 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   212 /   221 =  95.928
0, 134  acc:    84 /    88 =  95.455
0, 135  acc:    24 /    24 = 100.000
0, 136  acc:    25 /    26 =  96.154
0, 137  acc:    13 /    14 =  92.857
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    76 /    78 =  97.436
0, 142  acc:    12 /    12 = 100.000
0, 143  acc:    10 /    10 = 100.000
0, 144  acc:    16 /    18 =  88.889
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   130 /   135 =  96.296
0, 149  acc:    15 /    15 = 100.000
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:    14 /    20 =  70.000
0, 152  acc:     1 /     1 = 100.000
0, 153  acc:     2 /     2 = 100.000
0, 154  acc:    25 /    26 =  96.154
0, 155  acc:     2 /     2 = 100.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    41 /    41 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     4 /     4 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    20 =  95.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     8 /     8 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1626 /  1685 =  96.499
0, 170  acc:   359 /   376 =  95.479
0, 171  acc:   106 /   107 =  99.065
0, 172  acc:   152 /   159 =  95.597
0, 173  acc:    24 /    27 =  88.889
0, 174  acc:     9 /     9 = 100.000
0, 175  acc:     6 /     6 = 100.000
0, 176  acc:     6 /    10 =  60.000
0, 177  acc:    76 /    77 =  98.701
0, 178  acc:    21 /    22 =  95.455
0, 179  acc:     8 /    10 =  80.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    55 /    55 = 100.000
0, 185  acc:     9 /     9 = 100.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:     6 /     6 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     3 /     3 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    36 /    36 = 100.000
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    55 /    55 = 100.000
0, 197  acc:    19 /    20 =  95.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:    16 /    16 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     5 /     5 = 100.000
0, 204  acc:    27 /    28 =  96.429
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:     6 /     7 =  85.714
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     4 /     4 = 100.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     5 /     5 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     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:     0 /     0 =     nan
0, 221  acc:     4 /     4 = 100.000
1, 0  acc: 63445 / 63929 =  99.243
1, 1  acc:  6510 /  6572 =  99.057
1, 2  acc: 11083 / 11170 =  99.221
1, 3  acc:  4512 /  4570 =  98.731
1, 4  acc:  5412 /  5473 =  98.885
1, 5  acc:   963 /   971 =  99.176
1, 6  acc:   535 /   538 =  99.442
1, 7  acc:   637 /   643 =  99.067
1, 8  acc:  5628 /  5691 =  98.893
1, 9  acc:   389 /   391 =  99.488
1, 10  acc:   462 /   470 =  98.298
1, 11  acc:   244 /   247 =  98.785
1, 12  acc:   868 /   878 =  98.861
1, 13  acc:   117 /   117 = 100.000
1, 14  acc:   129 /   129 = 100.000
1, 15  acc:   143 /   143 = 100.000
1, 16  acc:  8539 /  8632 =  98.923
1, 17  acc:   317 /   320 =  99.062
1, 18  acc:   652 /   659 =  98.938
1, 19  acc:   235 /   241 =  97.510
1, 20  acc:   282 /   289 =  97.578
1, 21  acc:    43 /    43 = 100.000
1, 22  acc:   138 /   140 =  98.571
1, 23  acc:    34 /    34 = 100.000
1, 24  acc:  1103 /  1116 =  98.835
1, 25  acc:    26 /    26 = 100.000
1, 26  acc:   121 /   122 =  99.180
1, 27  acc:    20 /    20 = 100.000
1, 28  acc:   168 /   170 =  98.824
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    20 /    20 = 100.000
1, 31  acc:    11 /    12 =  91.667
1, 32  acc:  1757 /  1774 =  99.042
1, 33  acc:    97 /    98 =  98.980
1, 34  acc:    76 /    76 = 100.000
1, 35  acc:    22 /    22 = 100.000
1, 36  acc:    54 /    54 = 100.000
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    38 /    38 = 100.000
1, 39  acc:     4 /     4 = 100.000
1, 40  acc:   443 /   444 =  99.775
1, 41  acc:    12 /    12 = 100.000
1, 42  acc:    17 /    18 =  94.444
1, 43  acc:    35 /    35 = 100.000
1, 44  acc:    17 /    17 = 100.000
1, 45  acc:     6 /     6 = 100.000
1, 46  acc:    11 /    11 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   588 /   595 =  98.824
1, 49  acc:    13 /    13 = 100.000
1, 50  acc:    35 /    37 =  94.595
1, 51  acc:    18 /    18 = 100.000
1, 52  acc:    14 /    14 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    43 /    43 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   479 /   488 =  98.156
1, 57  acc:    19 /    19 = 100.000
1, 58  acc:    21 /    21 = 100.000
1, 59  acc:    24 /    24 = 100.000
1, 60  acc:    37 /    37 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    18 /    18 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  5598 /  5649 =  99.097
1, 65  acc:   772 /   778 =  99.229
1, 66  acc:   495 /   503 =  98.410
1, 67  acc:   193 /   196 =  98.469
1, 68  acc:   227 /   232 =  97.845
1, 69  acc:    42 /    42 = 100.000
1, 70  acc:    75 /    75 = 100.000
1, 71  acc:    22 /    22 = 100.000
1, 72  acc:   114 /   114 = 100.000
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     1 /     1 = 100.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    20 /    20 = 100.000
1, 77  acc:     8 /     8 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     8 /     8 = 100.000
1, 80  acc:   210 /   212 =  99.057
1, 81  acc:    26 /    27 =  96.296
1, 82  acc:    56 /    59 =  94.915
1, 83  acc:     6 /     6 = 100.000
1, 84  acc:    10 /    10 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    30 /    30 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    18 /    19 =  94.737
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:   170 /   170 = 100.000
1, 95  acc:    18 /    18 = 100.000
1, 96  acc:    15 /    15 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    12 =  91.667
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    20 /    20 = 100.000
1, 101  acc:     2 /     2 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     4 /     4 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    41 /    42 =  97.619
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    11 /    11 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     2 /     2 = 100.000
1, 112  acc:    10 /    11 =  90.909
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:  8387 /  8492 =  98.764
1, 118  acc:  1988 /  2013 =  98.758
1, 119  acc:   503 /   511 =  98.434
1, 120  acc:   574 /   583 =  98.456
1, 121  acc:   155 /   158 =  98.101
1, 122  acc:    69 /    70 =  98.571
1, 123  acc:    24 /    24 = 100.000
1, 124  acc:    48 /    48 = 100.000
1, 125  acc:   513 /   520 =  98.654
1, 126  acc:   134 /   135 =  99.259
1, 127  acc:    27 /    28 =  96.429
1, 128  acc:    47 /    47 = 100.000
1, 129  acc:    15 /    15 = 100.000
1, 130  acc:    13 /    14 =  92.857
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    11 /    11 = 100.000
1, 133  acc:   478 /   479 =  99.791
1, 134  acc:    93 /    94 =  98.936
1, 135  acc:    40 /    40 = 100.000
1, 136  acc:    46 /    47 =  97.872
1, 137  acc:     5 /     5 = 100.000
1, 138  acc:     6 /     6 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:     2 /     2 = 100.000
1, 141  acc:   125 /   127 =  98.425
1, 142  acc:    18 /    18 = 100.000
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     6 /     6 = 100.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   204 /   210 =  97.143
1, 149  acc:     8 /    10 =  80.000
1, 150  acc:    20 /    20 = 100.000
1, 151  acc:    12 /    16 =  75.000
1, 152  acc:     6 /     6 = 100.000
1, 153  acc:     6 /     6 = 100.000
1, 154  acc:    33 /    35 =  94.286
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    10 /    10 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    35 /    35 = 100.000
1, 160  acc:     4 /     4 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    28 /    28 = 100.000
1, 165  acc:     4 /     4 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  3523 /  3567 =  98.766
1, 170  acc:   660 /   665 =  99.248
1, 171  acc:   287 /   289 =  99.308
1, 172  acc:   217 /   219 =  99.087
1, 173  acc:    78 /    79 =  98.734
1, 174  acc:    12 /    12 = 100.000
1, 175  acc:     5 /     5 = 100.000
1, 176  acc:    49 /    50 =  98.000
1, 177  acc:    87 /    87 = 100.000
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     7 /     7 = 100.000
1, 180  acc:     8 /     9 =  88.889
1, 181  acc:     7 /     7 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:    17 /    17 = 100.000
1, 184  acc:   125 /   129 =  96.899
1, 185  acc:    41 /    41 = 100.000
1, 186  acc:    21 /    21 = 100.000
1, 187  acc:    15 /    15 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     3 /     3 = 100.000
1, 190  acc:    11 /    11 = 100.000
1, 191  acc:     4 /     4 = 100.000
1, 192  acc:    13 /    13 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:   109 /   115 =  94.783
1, 197  acc:    14 /    14 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    16 /    16 = 100.000
1, 205  acc:     7 /     7 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    20 /    20 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     3 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:    11 /    11 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     4 /     4 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     9 /     9 = 100.000
1, 218  acc:    14 /    14 = 100.000
1, 219  acc:     2 /     3 =  66.667
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265297 / 269038 =  98.609
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25055 / 25373 =  98.747
0, 1  acc: 30902 / 31282 =  98.785
0, 2  acc:  6084 /  6155 =  98.846
0, 3  acc: 24019 / 24292 =  98.876
0, 4  acc: 10680 / 10829 =  98.624
0, 5  acc:  5474 /  5541 =  98.791
0, 6  acc:  6695 /  6785 =  98.674
0, 7  acc: 11874 / 12016 =  98.818
1, 0  acc:  4391 /  4437 =  98.963
1, 1  acc:  4901 /  4962 =  98.771
1, 2  acc:  2241 /  2265 =  98.940
1, 3  acc:  2416 /  2446 =  98.774
1, 4  acc:  3094 /  3125 =  99.008
1, 5  acc:   996 /  1003 =  99.302
1, 6  acc:  3076 /  3111 =  98.875
1, 7  acc:  4630 /  4682 =  98.889
--------------------------------------
Average acc: 146528 / 148304 =  98.802
Robust  acc: 10680 / 10829 =  98.624
--------------------------------------
New max robust acc: 98.62406501061963
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed44.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed44.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: 67.222 | Best Acc: 90.902
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10642 / 12092 =  88.009
0, 1  acc: 12666 / 14179 =  89.329
0, 2  acc:  2320 /  3210 =  72.274
0, 3  acc: 11000 / 12101 =  90.902
0, 4  acc:  4173 /  5355 =  77.927
0, 5  acc:  2536 /  2980 =  85.101
0, 6  acc:  2396 /  3335 =  71.844
0, 7  acc:  4376 /  5723 =  76.463
1, 0  acc:  1547 /  2203 =  70.222
1, 1  acc:  1554 /  2270 =  68.458
1, 2  acc:   849 /  1216 =  69.819
1, 3  acc:   847 /  1260 =  67.222
1, 4  acc:  1153 /  1627 =  70.867
1, 5  acc:   372 /   520 =  71.538
1, 6  acc:  1126 /  1537 =  73.260
1, 7  acc:  1565 /  2246 =  69.679
------------------------------------
Average acc: 59122 / 71854 =  82.281
Robust  acc:   847 /  1260 =  67.222
------------------------------------
Accuracies by groups:
0, 0  acc: 10642 / 12092 =  88.009
0, 1  acc: 12666 / 14179 =  89.329
0, 2  acc:  2320 /  3210 =  72.274
0, 3  acc: 11000 / 12101 =  90.902
0, 4  acc:  4173 /  5355 =  77.927
0, 5  acc:  2536 /  2980 =  85.101
0, 6  acc:  2396 /  3335 =  71.844
0, 7  acc:  4376 /  5723 =  76.463
1, 0  acc:  1547 /  2203 =  70.222
1, 1  acc:  1554 /  2270 =  68.458
1, 2  acc:   849 /  1216 =  69.819
1, 3  acc:   847 /  1260 =  67.222
1, 4  acc:  1153 /  1627 =  70.867
1, 5  acc:   372 /   520 =  71.538
1, 6  acc:  1126 /  1537 =  73.260
1, 7  acc:  1565 /  2246 =  69.679
------------------------------------
Average acc: 59122 / 71854 =  82.281
Robust  acc:   847 /  1260 =  67.222
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10642 / 12092 =  88.009
0, 1  acc: 12666 / 14179 =  89.329
0, 2  acc:  2320 /  3210 =  72.274
0, 3  acc: 11000 / 12101 =  90.902
0, 4  acc:  4173 /  5355 =  77.927
0, 5  acc:  2536 /  2980 =  85.101
0, 6  acc:  2396 /  3335 =  71.844
0, 7  acc:  4376 /  5723 =  76.463
1, 0  acc:  1547 /  2203 =  70.222
1, 1  acc:  1554 /  2270 =  68.458
1, 2  acc:   849 /  1216 =  69.819
1, 3  acc:   847 /  1260 =  67.222
1, 4  acc:  1153 /  1627 =  70.867
1, 5  acc:   372 /   520 =  71.538
1, 6  acc:  1126 /  1537 =  73.260
1, 7  acc:  1565 /  2246 =  69.679
------------------------------------
Average acc: 59122 / 71854 =  82.281
Robust  acc:   847 /  1260 =  67.222
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/debias-end_seed44.pt
