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_seed9.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: 9
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 32
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_JTT_adamW
Tau: 2.0
Gamma: None
Remove label noise: False
Model for remove samples: 
Remove ratio: 0.03
Supervised contrast: True
Prioritize spurious pos: False
Contrastive type: cnc
Compute auroc: False
Model type: bert-base-uncased_pt_cnc
Criterion: cross_entropy
Pretrained: False
Max grad norm: 1.0
Adam epsilon: 1e-08
Warmup steps: 0
Max grad norm s: 1.0
Adam epsilon s: 1e-08
Warmup steps s: 0
Grad max grad norm: 1.0
Grad adam epsilon: 1e-08
Grad warmup steps: 0
Device: cuda
Img file type: .png
Display image: False
Image path: ./images/civilcomments/civilcomments/config/contrastive_umaps
Log interval: 1
Log path: ./logs/civilcomments/config
Results path: ./results/civilcomments/config
Model path: ./model/civilcomments/config
Loss factor: 1
Supersample labels: False
Subsample labels: False
Weigh slice samples by loss: True
Val split: 0.1
Spurious train split: 0.2
Subsample groups: False
Train method: sc
Max robust acc: -1
Max robust epoch: -1
Max robust group acc: (None, None)
Root dir: ./datasets/data/CivilComments/
Target name: toxic
Confounder names: ['identities']
Image mean: 0
Image std: 0
Augment data: False
Max token length: 300
Task: civilcomments
Num classes: 2
Experiment configs: config
Experiment name: cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=None-cw=0.5-sud=0-me=5-bst=16-o=AdamW-lr=1e-05-mo=0.9-wd=0.01-wdc=0.01-spur-me=1-bst=32-lr=0.001-mo=0.9-wd=0.0005-sts=0.2-s=9-r=0
Mi resampled: None

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/no_gce/JTT_sgd_no_gce_model_b_epoch0_seed9.pt
======
# Calculate probability ...
======
======
p_y_a:  tensor([[0.7163, 0.1703],
        [0.0706, 0.0428]])
p_y:  tensor([0.8866, 0.1134])
# Load biased model ...
======

t_total is 10


t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   1 | Train Loss: 0.019 | Train Acc: 86.570 | Val Loss: 0.000 | Val Acc: 91.791
Training:
Accuracies by groups:
0, 0  acc: 102857 / 108449 =  94.844
0, 1  acc:  8541 /  9161 =  93.232
0, 2  acc: 13168 / 14348 =  91.776
0, 3  acc:  6933 /  7506 =  92.366
0, 4  acc:  2278 /  3018 =  75.480
0, 5  acc:   275 /   404 =  68.069
0, 6  acc:   338 /   413 =  81.840
0, 7  acc:   327 /   426 =  76.761
0, 8  acc: 10402 / 10988 =  94.667
0, 9  acc:   687 /   738 =  93.089
0, 10  acc:   800 /   851 =  94.007
0, 11  acc:   500 /   537 =  93.110
0, 12  acc:   483 /   619 =  78.029
0, 13  acc:    46 /    66 =  69.697
0, 14  acc:    67 /    78 =  85.897
0, 15  acc:    38 /    52 =  73.077
0, 16  acc:  5773 /  6805 =  84.835
0, 17  acc:   191 /   227 =  84.141
0, 18  acc:   593 /   671 =  88.376
0, 19  acc:   171 /   190 =  90.000
0, 20  acc:    97 /   138 =  70.290
0, 21  acc:    17 /    25 =  68.000
0, 22  acc:    56 /    76 =  73.684
0, 23  acc:     4 /    10 =  40.000
0, 24  acc:   742 /   895 =  82.905
0, 25  acc:    53 /    58 =  91.379
0, 26  acc:    78 /    80 =  97.500
0, 27  acc:    21 /    24 =  87.500
0, 28  acc:    35 /    47 =  74.468
0, 29  acc:     3 /     7 =  42.857
0, 30  acc:     0 /     5 =   0.000
0, 31  acc:    10 /    10 = 100.000
0, 32  acc:  2169 /  2318 =  93.572
0, 33  acc:    90 /    98 =  91.837
0, 34  acc:   103 /   115 =  89.565
0, 35  acc:    27 /    30 =  90.000
0, 36  acc:    35 /    41 =  85.366
0, 37  acc:     7 /    11 =  63.636
0, 38  acc:    13 /    19 =  68.421
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   661 /   711 =  92.968
0, 41  acc:    34 /    35 =  97.143
0, 42  acc:    20 /    20 = 100.000
0, 43  acc:    29 /    30 =  96.667
0, 44  acc:    21 /    23 =  91.304
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:     9 /    13 =  69.231
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   405 /   482 =  84.025
0, 49  acc:     8 /     8 = 100.000
0, 50  acc:    27 /    27 = 100.000
0, 51  acc:    23 /    24 =  95.833
0, 52  acc:    13 /    14 =  92.857
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   386 /   427 =  90.398
0, 57  acc:     8 /     9 =  88.889
0, 58  acc:    16 /    23 =  69.565
0, 59  acc:    17 /    19 =  89.474
0, 60  acc:    23 /    23 = 100.000
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:     9 /    11 =  81.818
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2310 /  2992 =  77.206
0, 65  acc:   323 /   429 =  75.291
0, 66  acc:   224 /   277 =  80.866
0, 67  acc:   100 /   121 =  82.645
0, 68  acc:    47 /    79 =  59.494
0, 69  acc:     3 /     4 =  75.000
0, 70  acc:    17 /    25 =  68.000
0, 71  acc:     8 /     9 =  88.889
0, 72  acc:    65 /    72 =  90.278
0, 73  acc:     9 /    11 =  81.818
0, 74  acc:     8 /     8 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     1 /     4 =  25.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     3 /     3 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    73 /   108 =  67.593
0, 81  acc:     5 /     9 =  55.556
0, 82  acc:     6 /     6 = 100.000
0, 83  acc:     9 /    12 =  75.000
0, 84  acc:     3 /     7 =  42.857
0, 85  acc:     1 /     2 =  50.000
0, 86  acc:     5 /    11 =  45.455
0, 87  acc:     1 /     2 =  50.000
0, 88  acc:     5 /     5 = 100.000
0, 89  acc:     0 /     1 =   0.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     2 /     2 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    57 /    74 =  77.027
0, 95  acc:     5 /     5 = 100.000
0, 96  acc:     2 /     3 =  66.667
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    14 /    18 =  77.778
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     1 /     3 =  33.333
0, 101  acc:    12 /    14 =  85.714
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     4 =  75.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    10 /    15 =  66.667
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     0 /     3 =   0.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     6 /     9 =  66.667
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  6349 /  7419 =  85.578
0, 118  acc:  1459 /  1729 =  84.384
0, 119  acc:   383 /   447 =  85.682
0, 120  acc:   367 /   427 =  85.948
0, 121  acc:    51 /    85 =  60.000
0, 122  acc:    26 /    36 =  72.222
0, 123  acc:     9 /    13 =  69.231
0, 124  acc:    18 /    21 =  85.714
0, 125  acc:   397 /   466 =  85.193
0, 126  acc:    92 /   116 =  79.310
0, 127  acc:    35 /    42 =  83.333
0, 128  acc:    44 /    52 =  84.615
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     6 /     9 =  66.667
0, 131  acc:     4 /     4 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   156 /   227 =  68.722
0, 134  acc:    41 /    61 =  67.213
0, 135  acc:    21 /    28 =  75.000
0, 136  acc:    21 /    25 =  84.000
0, 137  acc:     5 /     8 =  62.500
0, 138  acc:     0 /     1 =   0.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    58 /    73 =  79.452
0, 142  acc:     9 /    12 =  75.000
0, 143  acc:     2 /     3 =  66.667
0, 144  acc:     8 /    11 =  72.727
0, 145  acc:     1 /     2 =  50.000
0, 146  acc:     0 /     2 =   0.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   134 /   150 =  89.333
0, 149  acc:    12 /    16 =  75.000
0, 150  acc:     5 /     7 =  71.429
0, 151  acc:    15 /    17 =  88.235
0, 152  acc:     2 /     3 =  66.667
0, 153  acc:     4 /     4 = 100.000
0, 154  acc:    29 /    32 =  90.625
0, 155  acc:     1 /     3 =  33.333
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    15 /    23 =  65.217
0, 160  acc:     2 /     3 =  66.667
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    19 =  94.737
0, 165  acc:     0 /     1 =   0.000
0, 166  acc:     8 /    10 =  80.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1386 /  1891 =  73.295
0, 170  acc:   266 /   384 =  69.271
0, 171  acc:    98 /   130 =  75.385
0, 172  acc:   148 /   191 =  77.487
0, 173  acc:    16 /    24 =  66.667
0, 174  acc:     5 /     7 =  71.429
0, 175  acc:     2 /     4 =  50.000
0, 176  acc:    10 /    20 =  50.000
0, 177  acc:    64 /    75 =  85.333
0, 178  acc:    10 /    14 =  71.429
0, 179  acc:     9 /     9 = 100.000
0, 180  acc:     6 /     6 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     4 /     4 = 100.000
0, 183  acc:     6 /     6 = 100.000
0, 184  acc:    38 /    48 =  79.167
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     7 /     8 =  87.500
0, 187  acc:     8 /    14 =  57.143
0, 188  acc:     1 /     2 =  50.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    27 /    29 =  93.103
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     2 /     3 =  66.667
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    37 /    51 =  72.549
0, 197  acc:    12 /    15 =  80.000
0, 198  acc:     1 /     5 =  20.000
0, 199  acc:     8 /     9 =  88.889
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     2 =  50.000
0, 204  acc:    23 /    26 =  88.462
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     2 /     3 =  66.667
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     6 /     8 =  75.000
0, 210  acc:     0 /     1 =   0.000
0, 211  acc:     1 /     3 =  33.333
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     5 =  20.000
0, 214  acc:     1 /     3 =  33.333
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     4 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     3 /     4 =  75.000
1, 0  acc: 25862 / 33304 =  77.654
1, 1  acc:  2729 /  3589 =  76.038
1, 2  acc:  4492 /  6185 =  72.627
1, 3  acc:  1818 /  2637 =  68.942
1, 4  acc:  2093 /  2866 =  73.029
1, 5  acc:   369 /   473 =  78.013
1, 6  acc:   262 /   341 =  76.833
1, 7  acc:   247 /   355 =  69.577
1, 8  acc:  1966 /  3033 =  64.820
1, 9  acc:   154 /   219 =  70.320
1, 10  acc:   191 /   285 =  67.018
1, 11  acc:   109 /   159 =  68.553
1, 12  acc:   334 /   459 =  72.767
1, 13  acc:    34 /    49 =  69.388
1, 14  acc:    51 /    85 =  60.000
1, 15  acc:    37 /    73 =  50.685
1, 16  acc:  3167 /  4620 =  68.550
1, 17  acc:   131 /   173 =  75.723
1, 18  acc:   260 /   384 =  67.708
1, 19  acc:    75 /   124 =  60.484
1, 20  acc:   153 /   184 =  83.152
1, 21  acc:    33 /    36 =  91.667
1, 22  acc:    67 /    86 =  77.907
1, 23  acc:    21 /    22 =  95.455
1, 24  acc:   385 /   582 =  66.151
1, 25  acc:     5 /    16 =  31.250
1, 26  acc:    32 /    51 =  62.745
1, 27  acc:     4 /     6 =  66.667
1, 28  acc:    60 /    78 =  76.923
1, 29  acc:     2 /     5 =  40.000
1, 30  acc:    17 /    20 =  85.000
1, 31  acc:     4 /     7 =  57.143
1, 32  acc:   655 /   961 =  68.158
1, 33  acc:    33 /    53 =  62.264
1, 34  acc:    26 /    34 =  76.471
1, 35  acc:    14 /    21 =  66.667
1, 36  acc:    26 /    32 =  81.250
1, 37  acc:     2 /     3 =  66.667
1, 38  acc:    20 /    24 =  83.333
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   205 /   282 =  72.695
1, 41  acc:     9 /    10 =  90.000
1, 42  acc:     2 /     7 =  28.571
1, 43  acc:    12 /    15 =  80.000
1, 44  acc:    17 /    26 =  65.385
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     2 /     6 =  33.333
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   210 /   326 =  64.417
1, 49  acc:     3 /     9 =  33.333
1, 50  acc:    12 /    27 =  44.444
1, 51  acc:    14 /    14 = 100.000
1, 52  acc:     6 /     7 =  85.714
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    14 /    18 =  77.778
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   171 /   259 =  66.023
1, 57  acc:     7 /    10 =  70.000
1, 58  acc:     9 /    12 =  75.000
1, 59  acc:     5 /    10 =  50.000
1, 60  acc:     6 /    14 =  42.857
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     9 /    11 =  81.818
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2385 /  3130 =  76.198
1, 65  acc:   319 /   429 =  74.359
1, 66  acc:   211 /   289 =  73.010
1, 67  acc:    73 /   110 =  66.364
1, 68  acc:    95 /   123 =  77.236
1, 69  acc:    20 /    22 =  90.909
1, 70  acc:    25 /    31 =  80.645
1, 71  acc:    11 /    17 =  64.706
1, 72  acc:    48 /    57 =  84.211
1, 73  acc:     1 /     2 =  50.000
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    11 /    14 =  78.571
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    93 /   127 =  73.228
1, 81  acc:     9 /    19 =  47.368
1, 82  acc:    24 /    35 =  68.571
1, 83  acc:     4 /     6 =  66.667
1, 84  acc:     7 /     7 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     7 /     8 =  87.500
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     8 /    16 =  50.000
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:     3 /     3 = 100.000
1, 94  acc:    70 /   111 =  63.063
1, 95  acc:     7 /     9 =  77.778
1, 96  acc:     3 /     5 =  60.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     7 /     8 =  87.500
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    12 /    14 =  85.714
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    16 /    19 =  84.211
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    13 /    14 =  92.857
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     0 /     0 =     nan
1, 112  acc:    10 /    12 =  83.333
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  3205 /  4898 =  65.435
1, 118  acc:   771 /  1133 =  68.049
1, 119  acc:   209 /   307 =  68.078
1, 120  acc:   247 /   370 =  66.757
1, 121  acc:    71 /    95 =  74.737
1, 122  acc:    34 /    46 =  73.913
1, 123  acc:     9 /    17 =  52.941
1, 124  acc:    14 /    20 =  70.000
1, 125  acc:   198 /   310 =  63.871
1, 126  acc:    54 /    72 =  75.000
1, 127  acc:    10 /    18 =  55.556
1, 128  acc:    11 /    25 =  44.000
1, 129  acc:     8 /    11 =  72.727
1, 130  acc:     2 /     4 =  50.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     1 /     2 =  50.000
1, 133  acc:   151 /   229 =  65.939
1, 134  acc:    36 /    57 =  63.158
1, 135  acc:    20 /    24 =  83.333
1, 136  acc:    18 /    28 =  64.286
1, 137  acc:     3 /     3 = 100.000
1, 138  acc:     0 /     3 =   0.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    33 /    60 =  55.000
1, 142  acc:     7 /     7 = 100.000
1, 143  acc:     2 /     3 =  66.667
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     6 =   0.000
1, 148  acc:    55 /   106 =  51.887
1, 149  acc:     7 /    11 =  63.636
1, 150  acc:     3 /     6 =  50.000
1, 151  acc:     0 /     9 =   0.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     4 =   0.000
1, 154  acc:    11 /    22 =  50.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     6 =  50.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    13 /    16 =  81.250
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     3 /     3 = 100.000
1, 164  acc:    12 /    21 =  57.143
1, 165  acc:     0 /     2 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1573 /  2156 =  72.959
1, 170  acc:   273 /   360 =  75.833
1, 171  acc:   112 /   153 =  73.203
1, 172  acc:    91 /   123 =  73.984
1, 173  acc:    27 /    43 =  62.791
1, 174  acc:     1 /     3 =  33.333
1, 175  acc:     7 /     8 =  87.500
1, 176  acc:    15 /    27 =  55.556
1, 177  acc:    42 /    59 =  71.186
1, 178  acc:     5 /    12 =  41.667
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     0 /     3 =   0.000
1, 181  acc:     1 /     1 = 100.000
1, 182  acc:     3 /     4 =  75.000
1, 183  acc:     6 /     7 =  85.714
1, 184  acc:    52 /    77 =  67.532
1, 185  acc:    18 /    21 =  85.714
1, 186  acc:     7 /     8 =  87.500
1, 187  acc:     4 /     5 =  80.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     0 /     3 =   0.000
1, 190  acc:     3 /     4 =  75.000
1, 191  acc:     4 /     5 =  80.000
1, 192  acc:     6 /     6 = 100.000
1, 193  acc:     0 /     0 =     nan
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     0 /     1 =   0.000
1, 196  acc:    40 /    63 =  63.492
1, 197  acc:     3 /     6 =  50.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     2 /     2 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /    12 =  41.667
1, 205  acc:     1 /     1 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    13 =  76.923
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     8 /     9 =  88.889
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     3 /     3 = 100.000
1, 218  acc:     4 /     4 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 232905 / 269038 =  86.570
Robust  acc:     0 /     5 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 23285 / 25373 =  91.771
0, 1  acc: 28710 / 31282 =  91.778
0, 2  acc:  5678 /  6155 =  92.250
0, 3  acc: 22397 / 24292 =  92.199
0, 4  acc:  9906 / 10829 =  91.477
0, 5  acc:  5092 /  5541 =  91.897
0, 6  acc:  6226 /  6785 =  91.761
0, 7  acc: 11033 / 12016 =  91.819
1, 0  acc:  4093 /  4437 =  92.247
1, 1  acc:  4572 /  4962 =  92.140
1, 2  acc:  2071 /  2265 =  91.435
1, 3  acc:  2221 /  2446 =  90.801
1, 4  acc:  2851 /  3125 =  91.232
1, 5  acc:   925 /  1003 =  92.223
1, 6  acc:  2866 /  3111 =  92.125
1, 7  acc:  4301 /  4682 =  91.862
--------------------------------------
Average acc: 136227 / 148304 =  91.857
Robust  acc:  2221 /  2446 =  90.801
--------------------------------------
New max robust acc: 90.80130825838103
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed9.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed9.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 63.891 | Best Acc: 93.563
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 10883 / 12092 =  90.002
0, 1  acc: 12886 / 14179 =  90.881
0, 2  acc:  2590 /  3210 =  80.685
0, 3  acc: 11322 / 12101 =  93.563
0, 4  acc:  4602 /  5355 =  85.938
0, 5  acc:  2686 /  2980 =  90.134
0, 6  acc:  2658 /  3335 =  79.700
0, 7  acc:  4771 /  5723 =  83.365
1, 0  acc:  1523 /  2203 =  69.133
1, 1  acc:  1560 /  2270 =  68.722
1, 2  acc:   803 /  1216 =  66.036
1, 3  acc:   817 /  1260 =  64.841
1, 4  acc:  1056 /  1627 =  64.905
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1045 /  1537 =  67.990
1, 7  acc:  1435 /  2246 =  63.891
------------------------------------
Average acc: 60977 / 71854 =  84.862
Robust  acc:  1435 /  2246 =  63.891
------------------------------------
Accuracies by groups:
0, 0  acc: 10883 / 12092 =  90.002
0, 1  acc: 12886 / 14179 =  90.881
0, 2  acc:  2590 /  3210 =  80.685
0, 3  acc: 11322 / 12101 =  93.563
0, 4  acc:  4602 /  5355 =  85.938
0, 5  acc:  2686 /  2980 =  90.134
0, 6  acc:  2658 /  3335 =  79.700
0, 7  acc:  4771 /  5723 =  83.365
1, 0  acc:  1523 /  2203 =  69.133
1, 1  acc:  1560 /  2270 =  68.722
1, 2  acc:   803 /  1216 =  66.036
1, 3  acc:   817 /  1260 =  64.841
1, 4  acc:  1056 /  1627 =  64.905
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1045 /  1537 =  67.990
1, 7  acc:  1435 /  2246 =  63.891
------------------------------------
Average acc: 60977 / 71854 =  84.862
Robust  acc:  1435 /  2246 =  63.891
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10883 / 12092 =  90.002
0, 1  acc: 12886 / 14179 =  90.881
0, 2  acc:  2590 /  3210 =  80.685
0, 3  acc: 11322 / 12101 =  93.563
0, 4  acc:  4602 /  5355 =  85.938
0, 5  acc:  2686 /  2980 =  90.134
0, 6  acc:  2658 /  3335 =  79.700
0, 7  acc:  4771 /  5723 =  83.365
1, 0  acc:  1523 /  2203 =  69.133
1, 1  acc:  1560 /  2270 =  68.722
1, 2  acc:   803 /  1216 =  66.036
1, 3  acc:   817 /  1260 =  64.841
1, 4  acc:  1056 /  1627 =  64.905
1, 5  acc:   340 /   520 =  65.385
1, 6  acc:  1045 /  1537 =  67.990
1, 7  acc:  1435 /  2246 =  63.891
------------------------------------
Average acc: 60977 / 71854 =  84.862
Robust  acc:  1435 /  2246 =  63.891
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   2 | Train Loss: 0.012 | Train Acc: 93.343 | Val Loss: 0.000 | Val Acc: 95.042
Training:
Accuracies by groups:
0, 0  acc: 104616 / 107903 =  96.954
0, 1  acc:  8919 /  9256 =  96.359
0, 2  acc: 13964 / 14693 =  95.038
0, 3  acc:  7158 /  7540 =  94.934
0, 4  acc:  2698 /  3088 =  87.370
0, 5  acc:   295 /   368 =  80.163
0, 6  acc:   384 /   443 =  86.682
0, 7  acc:   326 /   378 =  86.243
0, 8  acc: 10825 / 11236 =  96.342
0, 9  acc:   763 /   807 =  94.548
0, 10  acc:   723 /   757 =  95.509
0, 11  acc:   493 /   517 =  95.358
0, 12  acc:   462 /   522 =  88.506
0, 13  acc:    55 /    66 =  83.333
0, 14  acc:    94 /   103 =  91.262
0, 15  acc:    42 /    49 =  85.714
0, 16  acc:  6021 /  6599 =  91.241
0, 17  acc:   237 /   257 =  92.218
0, 18  acc:   626 /   673 =  93.016
0, 19  acc:   181 /   197 =  91.878
0, 20  acc:   111 /   131 =  84.733
0, 21  acc:    21 /    25 =  84.000
0, 22  acc:    47 /    52 =  90.385
0, 23  acc:     5 /     9 =  55.556
0, 24  acc:   808 /   905 =  89.282
0, 25  acc:    46 /    47 =  97.872
0, 26  acc:    77 /    81 =  95.062
0, 27  acc:    33 /    37 =  89.189
0, 28  acc:    44 /    52 =  84.615
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:     3 /     6 =  50.000
0, 31  acc:     9 /    10 =  90.000
0, 32  acc:  2158 /  2272 =  94.982
0, 33  acc:    98 /   104 =  94.231
0, 34  acc:   112 /   114 =  98.246
0, 35  acc:    24 /    24 = 100.000
0, 36  acc:    47 /    52 =  90.385
0, 37  acc:     4 /     6 =  66.667
0, 38  acc:    18 /    20 =  90.000
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   652 /   684 =  95.322
0, 41  acc:    21 /    22 =  95.455
0, 42  acc:    23 /    24 =  95.833
0, 43  acc:    36 /    36 = 100.000
0, 44  acc:    25 /    28 =  89.286
0, 45  acc:     1 /     2 =  50.000
0, 46  acc:     8 /     8 = 100.000
0, 47  acc:     4 /     5 =  80.000
0, 48  acc:   403 /   440 =  91.591
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    24 /    27 =  88.889
0, 51  acc:    23 /    23 = 100.000
0, 52  acc:     5 /     5 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     4 /     5 =  80.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   423 /   447 =  94.631
0, 57  acc:    17 /    17 = 100.000
0, 58  acc:    11 /    14 =  78.571
0, 59  acc:    12 /    13 =  92.308
0, 60  acc:    22 /    28 =  78.571
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     6 /     7 =  85.714
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2626 /  2993 =  87.738
0, 65  acc:   364 /   421 =  86.461
0, 66  acc:   267 /   295 =  90.508
0, 67  acc:    99 /   116 =  85.345
0, 68  acc:    46 /    54 =  85.185
0, 69  acc:     0 /     1 =   0.000
0, 70  acc:    19 /    29 =  65.517
0, 71  acc:    19 /    19 = 100.000
0, 72  acc:    81 /    89 =  91.011
0, 73  acc:     7 /     8 =  87.500
0, 74  acc:    12 /    12 = 100.000
0, 75  acc:    15 /    16 =  93.750
0, 76  acc:     4 /     7 =  57.143
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    77 /    89 =  86.517
0, 81  acc:     6 /     8 =  75.000
0, 82  acc:    13 /    15 =  86.667
0, 83  acc:     6 /     7 =  85.714
0, 84  acc:     5 /     8 =  62.500
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:     7 /     9 =  77.778
0, 87  acc:     0 /     1 =   0.000
0, 88  acc:     6 /     6 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     2 /     2 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     3 =  33.333
0, 94  acc:    69 /    81 =  85.185
0, 95  acc:    10 /    10 = 100.000
0, 96  acc:     6 /     7 =  85.714
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    18 /    21 =  85.714
0, 99  acc:     1 /     2 =  50.000
0, 100  acc:     0 /     3 =   0.000
0, 101  acc:    12 /    13 =  92.308
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    22 /    25 =  88.000
0, 107  acc:     0 /     1 =   0.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     2 /     7 =  28.571
0, 111  acc:     1 /     2 =  50.000
0, 112  acc:     8 /     9 =  88.889
0, 113  acc:     2 /     2 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6715 /  7359 =  91.249
0, 118  acc:  1546 /  1706 =  90.621
0, 119  acc:   396 /   430 =  92.093
0, 120  acc:   372 /   406 =  91.626
0, 121  acc:    56 /    71 =  78.873
0, 122  acc:    22 /    26 =  84.615
0, 123  acc:     8 /     9 =  88.889
0, 124  acc:    17 /    19 =  89.474
0, 125  acc:   433 /   466 =  92.918
0, 126  acc:    93 /   110 =  84.545
0, 127  acc:    27 /    29 =  93.103
0, 128  acc:    44 /    48 =  91.667
0, 129  acc:     5 /     5 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     3 /     4 =  75.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   169 /   201 =  84.080
0, 134  acc:    51 /    66 =  77.273
0, 135  acc:    23 /    27 =  85.185
0, 136  acc:    24 /    25 =  96.000
0, 137  acc:     7 /     9 =  77.778
0, 138  acc:     1 /     2 =  50.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    37 /    49 =  75.510
0, 142  acc:     6 /     7 =  85.714
0, 143  acc:     3 /     5 =  60.000
0, 144  acc:     9 /     9 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   122 /   134 =  91.045
0, 149  acc:    11 /    13 =  84.615
0, 150  acc:     6 /     7 =  85.714
0, 151  acc:     9 /    15 =  60.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     3 /     3 = 100.000
0, 154  acc:    26 /    28 =  92.857
0, 155  acc:     5 /     8 =  62.500
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    32 /    34 =  94.118
0, 160  acc:     5 /     5 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     3 /     3 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    11 /    13 =  84.615
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     4 /     4 = 100.000
0, 167  acc:     0 /     1 =   0.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1658 /  1955 =  84.808
0, 170  acc:   295 /   378 =  78.042
0, 171  acc:   118 /   134 =  88.060
0, 172  acc:   172 /   195 =  88.205
0, 173  acc:    18 /    20 =  90.000
0, 174  acc:     3 /     6 =  50.000
0, 175  acc:     8 /     9 =  88.889
0, 176  acc:    18 /    23 =  78.261
0, 177  acc:    74 /    80 =  92.500
0, 178  acc:    11 /    15 =  73.333
0, 179  acc:     7 /     7 = 100.000
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     5 /     6 =  83.333
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    49 /    55 =  89.091
0, 185  acc:     3 /     4 =  75.000
0, 186  acc:     8 /    10 =  80.000
0, 187  acc:    11 /    14 =  78.571
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    18 /    22 =  81.818
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     1 =   0.000
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     1 /     2 =  50.000
0, 196  acc:    37 /    42 =  88.095
0, 197  acc:    12 /    13 =  92.308
0, 198  acc:     0 /     2 =   0.000
0, 199  acc:     6 /     9 =  66.667
0, 200  acc:     2 /     2 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     5 /     5 = 100.000
0, 204  acc:    13 /    17 =  76.471
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     5 /     5 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     1 /     1 = 100.000
0, 209  acc:     5 /     8 =  62.500
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     0 /     2 =   0.000
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    13 =  76.923
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     1 /     1 = 100.000
0, 221  acc:     2 /     2 = 100.000
1, 0  acc: 30611 / 33710 =  90.807
1, 1  acc:  3341 /  3685 =  90.665
1, 2  acc:  5443 /  6152 =  88.475
1, 3  acc:  2239 /  2596 =  86.248
1, 4  acc:  2745 /  3085 =  88.979
1, 5  acc:   443 /   512 =  86.523
1, 6  acc:   286 /   315 =  90.794
1, 7  acc:   292 /   329 =  88.754
1, 8  acc:  2717 /  3122 =  87.028
1, 9  acc:   185 /   219 =  84.475
1, 10  acc:   241 /   276 =  87.319
1, 11  acc:   109 /   132 =  82.576
1, 12  acc:   391 /   443 =  88.262
1, 13  acc:    59 /    70 =  84.286
1, 14  acc:    85 /    96 =  88.542
1, 15  acc:    55 /    74 =  74.324
1, 16  acc:  3882 /  4461 =  87.021
1, 17  acc:   143 /   166 =  86.145
1, 18  acc:   328 /   366 =  89.617
1, 19  acc:   100 /   123 =  81.301
1, 20  acc:   167 /   181 =  92.265
1, 21  acc:    18 /    20 =  90.000
1, 22  acc:    65 /    77 =  84.416
1, 23  acc:    20 /    20 = 100.000
1, 24  acc:   509 /   607 =  83.855
1, 25  acc:     6 /     8 =  75.000
1, 26  acc:    47 /    53 =  88.679
1, 27  acc:    10 /    11 =  90.909
1, 28  acc:    89 /   101 =  88.119
1, 29  acc:     5 /     5 = 100.000
1, 30  acc:    15 /    15 = 100.000
1, 31  acc:     2 /     3 =  66.667
1, 32  acc:   821 /   947 =  86.695
1, 33  acc:    44 /    49 =  89.796
1, 34  acc:    27 /    37 =  72.973
1, 35  acc:    11 /    11 = 100.000
1, 36  acc:    37 /    41 =  90.244
1, 37  acc:     2 /     3 =  66.667
1, 38  acc:    12 /    15 =  80.000
1, 39  acc:     2 /     2 = 100.000
1, 40  acc:   196 /   226 =  86.726
1, 41  acc:    12 /    13 =  92.308
1, 42  acc:     4 /     7 =  57.143
1, 43  acc:     9 /    13 =  69.231
1, 44  acc:    18 /    21 =  85.714
1, 45  acc:     0 /     2 =   0.000
1, 46  acc:     4 /     4 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   257 /   291 =  88.316
1, 49  acc:     3 /     3 = 100.000
1, 50  acc:    18 /    22 =  81.818
1, 51  acc:     9 /    10 =  90.000
1, 52  acc:     4 /     6 =  66.667
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    19 /    23 =  82.609
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   229 /   266 =  86.090
1, 57  acc:     9 /    11 =  81.818
1, 58  acc:     8 /     8 = 100.000
1, 59  acc:    11 /    12 =  91.667
1, 60  acc:    18 /    20 =  90.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    16 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2709 /  3041 =  89.083
1, 65  acc:   392 /   458 =  85.590
1, 66  acc:   258 /   293 =  88.055
1, 67  acc:    95 /   117 =  81.197
1, 68  acc:   139 /   159 =  87.421
1, 69  acc:    24 /    28 =  85.714
1, 70  acc:    45 /    51 =  88.235
1, 71  acc:    13 /    13 = 100.000
1, 72  acc:    58 /    68 =  85.294
1, 73  acc:     5 /     5 = 100.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    21 /    22 =  95.455
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     3 /     3 = 100.000
1, 80  acc:    97 /   105 =  92.381
1, 81  acc:    16 /    19 =  84.211
1, 82  acc:    18 /    24 =  75.000
1, 83  acc:     3 /     4 =  75.000
1, 84  acc:     7 /     8 =  87.500
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    15 /    16 =  93.750
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     9 /    11 =  81.818
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:     0 /     0 =     nan
1, 94  acc:    89 /   100 =  89.000
1, 95  acc:    11 /    14 =  78.571
1, 96  acc:     8 /     8 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     6 /     7 =  85.714
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     3 /     3 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     9 /    11 =  81.818
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     5 /     7 =  71.429
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     0 /     1 =   0.000
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:  4282 /  5046 =  84.859
1, 118  acc:   972 /  1147 =  84.743
1, 119  acc:   262 /   301 =  87.043
1, 120  acc:   247 /   286 =  86.364
1, 121  acc:    78 /    88 =  88.636
1, 122  acc:    42 /    45 =  93.333
1, 123  acc:    14 /    19 =  73.684
1, 124  acc:    22 /    25 =  88.000
1, 125  acc:   277 /   321 =  86.293
1, 126  acc:    53 /    63 =  84.127
1, 127  acc:    17 /    21 =  80.952
1, 128  acc:    16 /    23 =  69.565
1, 129  acc:    12 /    12 = 100.000
1, 130  acc:     6 /     6 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     6 /     6 = 100.000
1, 133  acc:   237 /   274 =  86.496
1, 134  acc:    40 /    42 =  95.238
1, 135  acc:    29 /    31 =  93.548
1, 136  acc:    12 /    17 =  70.588
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     5 /     6 =  83.333
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    45 /    57 =  78.947
1, 142  acc:    10 /    11 =  90.909
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     0 /     0 =     nan
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     4 =  75.000
1, 148  acc:    75 /   108 =  69.444
1, 149  acc:     8 /    13 =  61.538
1, 150  acc:     1 /     1 = 100.000
1, 151  acc:     3 /    13 =  23.077
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     2 /     4 =  50.000
1, 154  acc:    23 /    27 =  85.185
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     5 /     5 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    12 /    14 =  85.714
1, 160  acc:     0 /     0 =     nan
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     2 =  50.000
1, 164  acc:     8 /    10 =  80.000
1, 165  acc:     2 /     4 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1768 /  2036 =  86.837
1, 170  acc:   333 /   396 =  84.091
1, 171  acc:   130 /   148 =  87.838
1, 172  acc:   118 /   129 =  91.473
1, 173  acc:    31 /    38 =  81.579
1, 174  acc:    11 /    13 =  84.615
1, 175  acc:     1 /     1 = 100.000
1, 176  acc:    16 /    22 =  72.727
1, 177  acc:    39 /    44 =  88.636
1, 178  acc:     5 /     8 =  62.500
1, 179  acc:     0 /     1 =   0.000
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     5 /     5 = 100.000
1, 182  acc:     7 /     7 = 100.000
1, 183  acc:     5 /     9 =  55.556
1, 184  acc:    67 /    71 =  94.366
1, 185  acc:    16 /    20 =  80.000
1, 186  acc:     7 /     9 =  77.778
1, 187  acc:     8 /     8 = 100.000
1, 188  acc:     1 /     1 = 100.000
1, 189  acc:     2 /     3 =  66.667
1, 190  acc:     3 /     5 =  60.000
1, 191  acc:     1 /     1 = 100.000
1, 192  acc:     9 /     9 = 100.000
1, 193  acc:     4 /     4 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    51 /    62 =  82.258
1, 197  acc:     3 /     5 =  60.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     0 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     5 /     8 =  62.500
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    10 /    12 =  83.333
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     4 /     4 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     4 /     4 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     3 /     3 = 100.000
1, 219  acc:     7 /     7 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 251127 / 269038 =  93.343
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24116 / 25373 =  95.046
0, 1  acc: 29711 / 31282 =  94.978
0, 2  acc:  5854 /  6155 =  95.110
0, 3  acc: 23054 / 24292 =  94.904
0, 4  acc: 10276 / 10829 =  94.893
0, 5  acc:  5285 /  5541 =  95.380
0, 6  acc:  6437 /  6785 =  94.871
0, 7  acc: 11407 / 12016 =  94.932
1, 0  acc:  4202 /  4437 =  94.704
1, 1  acc:  4712 /  4962 =  94.962
1, 2  acc:  2161 /  2265 =  95.408
1, 3  acc:  2323 /  2446 =  94.971
1, 4  acc:  2971 /  3125 =  95.072
1, 5  acc:   955 /  1003 =  95.214
1, 6  acc:  2958 /  3111 =  95.082
1, 7  acc:  4453 /  4682 =  95.109
--------------------------------------
Average acc: 140875 / 148304 =  94.991
Robust  acc:  4202 /  4437 =  94.704
--------------------------------------
New max robust acc: 94.70362857786793
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed9.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed9.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: 71.454 | Best Acc: 90.191
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10589 / 12092 =  87.570
0, 1  acc: 12542 / 14179 =  88.455
0, 2  acc:  2323 /  3210 =  72.368
0, 3  acc: 10914 / 12101 =  90.191
0, 4  acc:  4053 /  5355 =  75.686
0, 5  acc:  2486 /  2980 =  83.423
0, 6  acc:  2383 /  3335 =  71.454
0, 7  acc:  4172 /  5723 =  72.899
1, 0  acc:  1582 /  2203 =  71.811
1, 1  acc:  1646 /  2270 =  72.511
1, 2  acc:   891 /  1216 =  73.273
1, 3  acc:   919 /  1260 =  72.937
1, 4  acc:  1232 /  1627 =  75.722
1, 5  acc:   397 /   520 =  76.346
1, 6  acc:  1174 /  1537 =  76.383
1, 7  acc:  1674 /  2246 =  74.533
------------------------------------
Average acc: 58977 / 71854 =  82.079
Robust  acc:  2383 /  3335 =  71.454
------------------------------------
Accuracies by groups:
0, 0  acc: 10589 / 12092 =  87.570
0, 1  acc: 12542 / 14179 =  88.455
0, 2  acc:  2323 /  3210 =  72.368
0, 3  acc: 10914 / 12101 =  90.191
0, 4  acc:  4053 /  5355 =  75.686
0, 5  acc:  2486 /  2980 =  83.423
0, 6  acc:  2383 /  3335 =  71.454
0, 7  acc:  4172 /  5723 =  72.899
1, 0  acc:  1582 /  2203 =  71.811
1, 1  acc:  1646 /  2270 =  72.511
1, 2  acc:   891 /  1216 =  73.273
1, 3  acc:   919 /  1260 =  72.937
1, 4  acc:  1232 /  1627 =  75.722
1, 5  acc:   397 /   520 =  76.346
1, 6  acc:  1174 /  1537 =  76.383
1, 7  acc:  1674 /  2246 =  74.533
------------------------------------
Average acc: 58977 / 71854 =  82.079
Robust  acc:  2383 /  3335 =  71.454
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10589 / 12092 =  87.570
0, 1  acc: 12542 / 14179 =  88.455
0, 2  acc:  2323 /  3210 =  72.368
0, 3  acc: 10914 / 12101 =  90.191
0, 4  acc:  4053 /  5355 =  75.686
0, 5  acc:  2486 /  2980 =  83.423
0, 6  acc:  2383 /  3335 =  71.454
0, 7  acc:  4172 /  5723 =  72.899
1, 0  acc:  1582 /  2203 =  71.811
1, 1  acc:  1646 /  2270 =  72.511
1, 2  acc:   891 /  1216 =  73.273
1, 3  acc:   919 /  1260 =  72.937
1, 4  acc:  1232 /  1627 =  75.722
1, 5  acc:   397 /   520 =  76.346
1, 6  acc:  1174 /  1537 =  76.383
1, 7  acc:  1674 /  2246 =  74.533
------------------------------------
Average acc: 58977 / 71854 =  82.079
Robust  acc:  2383 /  3335 =  71.454
------------------------------------

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: 96.389 | Val Loss: 0.000 | Val Acc: 98.054
Training:
Accuracies by groups:
0, 0  acc: 106724 / 108625 =  98.250
0, 1  acc:  9059 /  9268 =  97.745
0, 2  acc: 14194 / 14647 =  96.907
0, 3  acc:  7273 /  7486 =  97.155
0, 4  acc:  2816 /  3042 =  92.571
0, 5  acc:   310 /   360 =  86.111
0, 6  acc:   382 /   402 =  95.025
0, 7  acc:   389 /   417 =  93.285
0, 8  acc: 10946 / 11179 =  97.916
0, 9  acc:   769 /   791 =  97.219
0, 10  acc:   754 /   771 =  97.795
0, 11  acc:   530 /   548 =  96.715
0, 12  acc:   486 /   535 =  90.841
0, 13  acc:    53 /    59 =  89.831
0, 14  acc:    63 /    67 =  94.030
0, 15  acc:    42 /    43 =  97.674
0, 16  acc:  6328 /  6683 =  94.688
0, 17  acc:   225 /   239 =  94.142
0, 18  acc:   671 /   698 =  96.132
0, 19  acc:   182 /   194 =  93.814
0, 20  acc:   124 /   143 =  86.713
0, 21  acc:    20 /    20 = 100.000
0, 22  acc:    46 /    56 =  82.143
0, 23  acc:     5 /    10 =  50.000
0, 24  acc:   808 /   858 =  94.172
0, 25  acc:    42 /    44 =  95.455
0, 26  acc:    81 /    86 =  94.186
0, 27  acc:    29 /    29 = 100.000
0, 28  acc:    42 /    48 =  87.500
0, 29  acc:     0 /     1 =   0.000
0, 30  acc:     2 /     7 =  28.571
0, 31  acc:     7 /     8 =  87.500
0, 32  acc:  2181 /  2261 =  96.462
0, 33  acc:    85 /    92 =  92.391
0, 34  acc:    98 /   100 =  98.000
0, 35  acc:    29 /    29 = 100.000
0, 36  acc:    33 /    35 =  94.286
0, 37  acc:     6 /     6 = 100.000
0, 38  acc:    16 /    17 =  94.118
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   691 /   706 =  97.875
0, 41  acc:    33 /    34 =  97.059
0, 42  acc:    25 /    27 =  92.593
0, 43  acc:    23 /    23 = 100.000
0, 44  acc:    19 /    22 =  86.364
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    11 /    11 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   422 /   450 =  93.778
0, 49  acc:     7 /     7 = 100.000
0, 50  acc:    26 /    28 =  92.857
0, 51  acc:    22 /    22 = 100.000
0, 52  acc:     9 /     9 = 100.000
0, 53  acc:     1 /     1 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     3 /     3 = 100.000
0, 56  acc:   395 /   415 =  95.181
0, 57  acc:    12 /    12 = 100.000
0, 58  acc:    21 /    26 =  80.769
0, 59  acc:    18 /    19 =  94.737
0, 60  acc:    29 /    34 =  85.294
0, 61  acc:     1 /     1 = 100.000
0, 62  acc:     9 /    10 =  90.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2684 /  2894 =  92.744
0, 65  acc:   380 /   407 =  93.366
0, 66  acc:   273 /   304 =  89.803
0, 67  acc:   127 /   132 =  96.212
0, 68  acc:    78 /    87 =  89.655
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    24 /    27 =  88.889
0, 71  acc:     8 /     9 =  88.889
0, 72  acc:    71 /    73 =  97.260
0, 73  acc:    10 /    10 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    27 /    28 =  96.429
0, 76  acc:     7 /     8 =  87.500
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     6 /     6 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    80 /   101 =  79.208
0, 81  acc:     9 /     9 = 100.000
0, 82  acc:    15 /    15 = 100.000
0, 83  acc:    11 /    14 =  78.571
0, 84  acc:     5 /     6 =  83.333
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    10 /    10 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     8 /    10 =  80.000
0, 89  acc:     1 /     1 = 100.000
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:    79 /    82 =  96.341
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     8 /     8 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    15 /    18 =  83.333
0, 99  acc:     4 /     4 = 100.000
0, 100  acc:     1 /     1 = 100.000
0, 101  acc:    18 /    19 =  94.737
0, 102  acc:     3 /     3 = 100.000
0, 103  acc:     4 /     5 =  80.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    15 /    17 =  88.235
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     3 /     5 =  60.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     6 /     7 =  85.714
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  6990 /  7344 =  95.180
0, 118  acc:  1630 /  1708 =  95.433
0, 119  acc:   404 /   428 =  94.393
0, 120  acc:   358 /   383 =  93.473
0, 121  acc:    68 /    83 =  81.928
0, 122  acc:    33 /    33 = 100.000
0, 123  acc:     7 /     7 = 100.000
0, 124  acc:    14 /    18 =  77.778
0, 125  acc:   431 /   452 =  95.354
0, 126  acc:   106 /   113 =  93.805
0, 127  acc:    43 /    44 =  97.727
0, 128  acc:    44 /    46 =  95.652
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     2 /     3 =  66.667
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   181 /   199 =  90.955
0, 134  acc:    42 /    49 =  85.714
0, 135  acc:    22 /    23 =  95.652
0, 136  acc:    26 /    28 =  92.857
0, 137  acc:    10 /    13 =  76.923
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    53 /    60 =  88.333
0, 142  acc:     9 /    10 =  90.000
0, 143  acc:     7 /     9 =  77.778
0, 144  acc:     9 /    10 =  90.000
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   114 /   116 =  98.276
0, 149  acc:    13 /    13 = 100.000
0, 150  acc:     3 /     5 =  60.000
0, 151  acc:    13 /    15 =  86.667
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    31 /    32 =  96.875
0, 155  acc:     2 /     2 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     4 /     4 = 100.000
0, 159  acc:    27 /    30 =  90.000
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    19 =  94.737
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1764 /  1921 =  91.827
0, 170  acc:   338 /   376 =  89.894
0, 171  acc:   123 /   139 =  88.489
0, 172  acc:   175 /   191 =  91.623
0, 173  acc:    21 /    26 =  80.769
0, 174  acc:     3 /     6 =  50.000
0, 175  acc:     7 /     7 = 100.000
0, 176  acc:    15 /    18 =  83.333
0, 177  acc:    70 /    74 =  94.595
0, 178  acc:    16 /    16 = 100.000
0, 179  acc:     6 /     8 =  75.000
0, 180  acc:     9 /     9 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     9 /    10 =  90.000
0, 184  acc:    50 /    56 =  89.286
0, 185  acc:     4 /     4 = 100.000
0, 186  acc:     6 /     7 =  85.714
0, 187  acc:     7 /     8 =  87.500
0, 188  acc:     5 /     5 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    31 =  83.871
0, 192  acc:     0 /     2 =   0.000
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     6 /     6 = 100.000
0, 196  acc:    58 /    68 =  85.294
0, 197  acc:     4 /     5 =  80.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     7 /     8 =  87.500
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    18 /    20 =  90.000
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     1 /     3 =  33.333
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     3 /     3 = 100.000
0, 213  acc:     1 /     2 =  50.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     9 /    10 =  90.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 32100 / 33610 =  95.507
1, 1  acc:  3256 /  3428 =  94.982
1, 2  acc:  5915 /  6282 =  94.158
1, 3  acc:  2390 /  2549 =  93.762
1, 4  acc:  2761 /  2929 =  94.264
1, 5  acc:   524 /   552 =  94.928
1, 6  acc:   272 /   290 =  93.793
1, 7  acc:   375 /   397 =  94.458
1, 8  acc:  2901 /  3084 =  94.066
1, 9  acc:   193 /   205 =  94.146
1, 10  acc:   288 /   307 =  93.811
1, 11  acc:   122 /   138 =  88.406
1, 12  acc:   460 /   482 =  95.436
1, 13  acc:    51 /    60 =  85.000
1, 14  acc:    73 /    86 =  84.884
1, 15  acc:    72 /    83 =  86.747
1, 16  acc:  4366 /  4681 =  93.271
1, 17  acc:   155 /   161 =  96.273
1, 18  acc:   324 /   340 =  95.294
1, 19  acc:   116 /   125 =  92.800
1, 20  acc:   149 /   163 =  91.411
1, 21  acc:    24 /    25 =  96.000
1, 22  acc:    67 /    71 =  94.366
1, 23  acc:    17 /    22 =  77.273
1, 24  acc:   564 /   610 =  92.459
1, 25  acc:     9 /     9 = 100.000
1, 26  acc:    55 /    55 = 100.000
1, 27  acc:     5 /     5 = 100.000
1, 28  acc:    92 /    97 =  94.845
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    15 /    16 =  93.750
1, 31  acc:     4 /     4 = 100.000
1, 32  acc:   879 /   941 =  93.411
1, 33  acc:    39 /    42 =  92.857
1, 34  acc:    27 /    29 =  93.103
1, 35  acc:    15 /    15 = 100.000
1, 36  acc:    31 /    32 =  96.875
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    19 /    21 =  90.476
1, 39  acc:     0 /     0 =     nan
1, 40  acc:   217 /   236 =  91.949
1, 41  acc:    13 /    15 =  86.667
1, 42  acc:     9 /    11 =  81.818
1, 43  acc:    11 /    13 =  84.615
1, 44  acc:    13 /    13 = 100.000
1, 45  acc:     1 /     2 =  50.000
1, 46  acc:     6 /     7 =  85.714
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   279 /   294 =  94.898
1, 49  acc:     7 /     8 =  87.500
1, 50  acc:    15 /    15 = 100.000
1, 51  acc:    15 /    16 =  93.750
1, 52  acc:     7 /     8 =  87.500
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    25 /    26 =  96.154
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   213 /   227 =  93.833
1, 57  acc:     8 /     9 =  88.889
1, 58  acc:     6 /     6 = 100.000
1, 59  acc:    11 /    13 =  84.615
1, 60  acc:    19 /    23 =  82.609
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    12 /    12 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2983 /  3176 =  93.923
1, 65  acc:   381 /   401 =  95.012
1, 66  acc:   256 /   267 =  95.880
1, 67  acc:    92 /   103 =  89.320
1, 68  acc:   127 /   135 =  94.074
1, 69  acc:    26 /    26 = 100.000
1, 70  acc:    60 /    61 =  98.361
1, 71  acc:    14 /    15 =  93.333
1, 72  acc:    74 /    76 =  97.368
1, 73  acc:     3 /     3 = 100.000
1, 74  acc:     3 /     4 =  75.000
1, 75  acc:     3 /     3 = 100.000
1, 76  acc:     9 /    10 =  90.000
1, 77  acc:     2 /     3 =  66.667
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    88 /    95 =  92.632
1, 81  acc:    21 /    23 =  91.304
1, 82  acc:    25 /    28 =  89.286
1, 83  acc:     1 /     2 =  50.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     9 /     9 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     3 /     3 = 100.000
1, 94  acc:    83 /    88 =  94.318
1, 95  acc:    14 /    14 = 100.000
1, 96  acc:     5 /     5 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    10 /    11 =  90.909
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    15 /    15 = 100.000
1, 101  acc:     4 /     4 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     1 /     1 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    15 /    19 =  78.947
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    15 /    15 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     4 /     4 = 100.000
1, 111  acc:     2 /     3 =  66.667
1, 112  acc:     9 /    10 =  90.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4529 /  4900 =  92.429
1, 118  acc:  1026 /  1100 =  93.273
1, 119  acc:   283 /   305 =  92.787
1, 120  acc:   306 /   328 =  93.293
1, 121  acc:    73 /    78 =  93.590
1, 122  acc:    49 /    51 =  96.078
1, 123  acc:    15 /    17 =  88.235
1, 124  acc:    26 /    28 =  92.857
1, 125  acc:   269 /   297 =  90.572
1, 126  acc:    70 /    76 =  92.105
1, 127  acc:    16 /    16 = 100.000
1, 128  acc:    22 /    23 =  95.652
1, 129  acc:     9 /    10 =  90.000
1, 130  acc:     2 /     2 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     4 = 100.000
1, 133  acc:   218 /   234 =  93.162
1, 134  acc:    60 /    63 =  95.238
1, 135  acc:    23 /    23 = 100.000
1, 136  acc:    23 /    26 =  88.462
1, 137  acc:     4 /     4 = 100.000
1, 138  acc:     3 /     3 = 100.000
1, 139  acc:     2 /     2 = 100.000
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    48 /    54 =  88.889
1, 142  acc:     7 /     9 =  77.778
1, 143  acc:     6 /     6 = 100.000
1, 144  acc:     2 /     2 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:    93 /   103 =  90.291
1, 149  acc:    10 /    10 = 100.000
1, 150  acc:     7 /     8 =  87.500
1, 151  acc:     3 /     8 =  37.500
1, 152  acc:     4 /     4 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    24 /    28 =  85.714
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     2 /     3 =  66.667
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     9 /    10 =  90.000
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     4 /     4 = 100.000
1, 164  acc:    17 /    17 = 100.000
1, 165  acc:     9 /     9 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1876 /  2009 =  93.380
1, 170  acc:   340 /   368 =  92.391
1, 171  acc:   141 /   153 =  92.157
1, 172  acc:   107 /   120 =  89.167
1, 173  acc:    21 /    25 =  84.000
1, 174  acc:     7 /     8 =  87.500
1, 175  acc:     6 /     6 = 100.000
1, 176  acc:    26 /    32 =  81.250
1, 177  acc:    55 /    58 =  94.828
1, 178  acc:    12 /    12 = 100.000
1, 179  acc:     5 /     7 =  71.429
1, 180  acc:     4 /     5 =  80.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     1 /     1 = 100.000
1, 183  acc:     8 /     8 = 100.000
1, 184  acc:    63 /    69 =  91.304
1, 185  acc:    21 /    22 =  95.455
1, 186  acc:     9 /     9 = 100.000
1, 187  acc:     2 /     2 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     6 /     7 =  85.714
1, 191  acc:     2 /     3 =  66.667
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     6 /     6 = 100.000
1, 194  acc:     1 /     1 = 100.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    45 /    56 =  80.357
1, 197  acc:     5 /     5 = 100.000
1, 198  acc:     0 /     0 =     nan
1, 199  acc:     0 /     0 =     nan
1, 200  acc:     0 /     0 =     nan
1, 201  acc:     0 /     0 =     nan
1, 202  acc:     3 /     3 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     8 /    11 =  72.727
1, 205  acc:     0 /     0 =     nan
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /    11 =  81.818
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     2 /     2 = 100.000
1, 213  acc:     6 /     7 =  85.714
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     7 /     7 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 259323 / 269038 =  96.389
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 24924 / 25373 =  98.230
0, 1  acc: 30684 / 31282 =  98.088
0, 2  acc:  6037 /  6155 =  98.083
0, 3  acc: 23804 / 24292 =  97.991
0, 4  acc: 10628 / 10829 =  98.144
0, 5  acc:  5420 /  5541 =  97.816
0, 6  acc:  6639 /  6785 =  97.848
0, 7  acc: 11773 / 12016 =  97.978
1, 0  acc:  4348 /  4437 =  97.994
1, 1  acc:  4854 /  4962 =  97.823
1, 2  acc:  2218 /  2265 =  97.925
1, 3  acc:  2408 /  2446 =  98.446
1, 4  acc:  3069 /  3125 =  98.208
1, 5  acc:   985 /  1003 =  98.205
1, 6  acc:  3050 /  3111 =  98.039
1, 7  acc:  4599 /  4682 =  98.227
--------------------------------------
Average acc: 145440 / 148304 =  98.069
Robust  acc:  5420 /  5541 =  97.816
--------------------------------------
New max robust acc: 97.81627865006317
debias model - Saving best checkpoint at epoch 2
replace: True
-> Updating checkpoint debias-wga-best_seed9.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed9.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: 65.000 | Best Acc: 92.943
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc: 10921 / 12092 =  90.316
0, 1  acc: 13040 / 14179 =  91.967
0, 2  acc:  2494 /  3210 =  77.695
0, 3  acc: 11247 / 12101 =  92.943
0, 4  acc:  4417 /  5355 =  82.484
0, 5  acc:  2619 /  2980 =  87.886
0, 6  acc:  2500 /  3335 =  74.963
0, 7  acc:  4498 /  5723 =  78.595
1, 0  acc:  1464 /  2203 =  66.455
1, 1  acc:  1486 /  2270 =  65.463
1, 2  acc:   823 /  1216 =  67.681
1, 3  acc:   819 /  1260 =  65.000
1, 4  acc:  1117 /  1627 =  68.654
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1117 /  1537 =  72.674
1, 7  acc:  1532 /  2246 =  68.210
------------------------------------
Average acc: 60446 / 71854 =  84.123
Robust  acc:   819 /  1260 =  65.000
------------------------------------
Accuracies by groups:
0, 0  acc: 10921 / 12092 =  90.316
0, 1  acc: 13040 / 14179 =  91.967
0, 2  acc:  2494 /  3210 =  77.695
0, 3  acc: 11247 / 12101 =  92.943
0, 4  acc:  4417 /  5355 =  82.484
0, 5  acc:  2619 /  2980 =  87.886
0, 6  acc:  2500 /  3335 =  74.963
0, 7  acc:  4498 /  5723 =  78.595
1, 0  acc:  1464 /  2203 =  66.455
1, 1  acc:  1486 /  2270 =  65.463
1, 2  acc:   823 /  1216 =  67.681
1, 3  acc:   819 /  1260 =  65.000
1, 4  acc:  1117 /  1627 =  68.654
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1117 /  1537 =  72.674
1, 7  acc:  1532 /  2246 =  68.210
------------------------------------
Average acc: 60446 / 71854 =  84.123
Robust  acc:   819 /  1260 =  65.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10921 / 12092 =  90.316
0, 1  acc: 13040 / 14179 =  91.967
0, 2  acc:  2494 /  3210 =  77.695
0, 3  acc: 11247 / 12101 =  92.943
0, 4  acc:  4417 /  5355 =  82.484
0, 5  acc:  2619 /  2980 =  87.886
0, 6  acc:  2500 /  3335 =  74.963
0, 7  acc:  4498 /  5723 =  78.595
1, 0  acc:  1464 /  2203 =  66.455
1, 1  acc:  1486 /  2270 =  65.463
1, 2  acc:   823 /  1216 =  67.681
1, 3  acc:   819 /  1260 =  65.000
1, 4  acc:  1117 /  1627 =  68.654
1, 5  acc:   352 /   520 =  67.692
1, 6  acc:  1117 /  1537 =  72.674
1, 7  acc:  1532 /  2246 =  68.210
------------------------------------
Average acc: 60446 / 71854 =  84.123
Robust  acc:   819 /  1260 =  65.000
------------------------------------

t_total is 1413721125

male 0
[213150  25373  26078   4437]
1 1 25373
3 3 4437
female 1
[207241  31282  25553   4962]
1 1 31282
3 3 4962
LGBTQ 2
[232368   6155  28250   2265]
1 1 6155
3 3 2265
christian 3
[214231  24292  28069   2446]
1 1 24292
3 3 2446
muslim 4
[227694  10829  27390   3125]
1 1 10829
3 3 3125
other_religions 5
[232982   5541  29512   1003]
1 1 5541
3 3 1003
black 6
[231738   6785  27404   3111]
1 1 6785
3 3 3111
white 7
[226507  12016  25833   4682]
1 1 12016
3 3 4682
[213150  25373  26078   4437]
[207241  31282  25553   4962]
[232368   6155  28250   2265]
[214231  24292  28069   2446]
[227694  10829  27390   3125]
[232982   5541  29512   1003]
[231738   6785  27404   3111]
[226507  12016  25833   4682]
Epoch:   4 | Train Loss: 0.006 | Train Acc: 97.806 | Val Loss: 0.000 | Val Acc: 98.913
Training:
Accuracies by groups:
0, 0  acc: 106974 / 108201 =  98.866
0, 1  acc:  9021 /  9138 =  98.720
0, 2  acc: 14454 / 14710 =  98.260
0, 3  acc:  7250 /  7377 =  98.278
0, 4  acc:  2893 /  3027 =  95.573
0, 5  acc:   355 /   374 =  94.920
0, 6  acc:   365 /   374 =  97.594
0, 7  acc:   381 /   399 =  95.489
0, 8  acc: 11011 / 11173 =  98.550
0, 9  acc:   780 /   793 =  98.361
0, 10  acc:   728 /   738 =  98.645
0, 11  acc:   532 /   545 =  97.615
0, 12  acc:   572 /   596 =  95.973
0, 13  acc:    59 /    62 =  95.161
0, 14  acc:    83 /    85 =  97.647
0, 15  acc:    49 /    52 =  94.231
0, 16  acc:  6615 /  6800 =  97.279
0, 17  acc:   213 /   222 =  95.946
0, 18  acc:   666 /   686 =  97.085
0, 19  acc:   177 /   186 =  95.161
0, 20  acc:   135 /   145 =  93.103
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    63 /    66 =  95.455
0, 23  acc:     5 /     9 =  55.556
0, 24  acc:   853 /   884 =  96.493
0, 25  acc:    43 /    43 = 100.000
0, 26  acc:    75 /    76 =  98.684
0, 27  acc:    39 /    39 = 100.000
0, 28  acc:    39 /    45 =  86.667
0, 29  acc:     5 /     6 =  83.333
0, 30  acc:     2 /     4 =  50.000
0, 31  acc:     6 /     7 =  85.714
0, 32  acc:  2334 /  2377 =  98.191
0, 33  acc:   107 /   111 =  96.396
0, 34  acc:    91 /    92 =  98.913
0, 35  acc:    33 /    34 =  97.059
0, 36  acc:    47 /    48 =  97.917
0, 37  acc:     6 /     7 =  85.714
0, 38  acc:    19 /    19 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   688 /   700 =  98.286
0, 41  acc:    26 /    26 = 100.000
0, 42  acc:    26 /    27 =  96.296
0, 43  acc:    39 /    39 = 100.000
0, 44  acc:    27 /    28 =  96.429
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     5 /     5 = 100.000
0, 47  acc:     3 /     3 = 100.000
0, 48  acc:   441 /   453 =  97.351
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    19 /    19 = 100.000
0, 51  acc:    17 /    17 = 100.000
0, 52  acc:    16 /    16 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     5 /     5 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   431 /   447 =  96.421
0, 57  acc:    15 /    15 = 100.000
0, 58  acc:    21 /    21 = 100.000
0, 59  acc:    19 /    19 = 100.000
0, 60  acc:    20 /    23 =  86.957
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     8 /    10 =  80.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2811 /  2953 =  95.191
0, 65  acc:   383 /   400 =  95.750
0, 66  acc:   254 /   268 =  94.776
0, 67  acc:   120 /   123 =  97.561
0, 68  acc:    61 /    65 =  93.846
0, 69  acc:     2 /     2 = 100.000
0, 70  acc:    28 /    29 =  96.552
0, 71  acc:    11 /    11 = 100.000
0, 72  acc:    74 /    75 =  98.667
0, 73  acc:     4 /     4 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     8 /     9 =  88.889
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    87 /    94 =  92.553
0, 81  acc:     4 /     6 =  66.667
0, 82  acc:     4 /     4 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     8 /     9 =  88.889
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    13 /    13 = 100.000
0, 87  acc:     0 /     2 =   0.000
0, 88  acc:     4 /     4 = 100.000
0, 89  acc:     3 /     3 = 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:    58 /    60 =  96.667
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:    11 /    11 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:     8 /     8 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     7 /     7 = 100.000
0, 102  acc:     5 /     5 = 100.000
0, 103  acc:     1 /     1 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     3 /     3 = 100.000
0, 106  acc:    18 /    19 =  94.737
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     0 /     0 =     nan
0, 112  acc:    11 /    11 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     2 /     2 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  7029 /  7263 =  96.778
0, 118  acc:  1692 /  1748 =  96.796
0, 119  acc:   425 /   438 =  97.032
0, 120  acc:   390 /   407 =  95.823
0, 121  acc:    61 /    67 =  91.045
0, 122  acc:    35 /    37 =  94.595
0, 123  acc:    11 /    11 = 100.000
0, 124  acc:    33 /    37 =  89.189
0, 125  acc:   434 /   444 =  97.748
0, 126  acc:   112 /   119 =  94.118
0, 127  acc:    26 /    26 = 100.000
0, 128  acc:    34 /    37 =  91.892
0, 129  acc:     1 /     1 = 100.000
0, 130  acc:     6 /     6 = 100.000
0, 131  acc:     1 /     1 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   236 /   249 =  94.779
0, 134  acc:    65 /    69 =  94.203
0, 135  acc:    21 /    21 = 100.000
0, 136  acc:    25 /    26 =  96.154
0, 137  acc:     8 /     8 = 100.000
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    57 /    62 =  91.935
0, 142  acc:    11 /    12 =  91.667
0, 143  acc:     5 /     6 =  83.333
0, 144  acc:     6 /     6 = 100.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   117 /   123 =  95.122
0, 149  acc:    11 /    14 =  78.571
0, 150  acc:     6 /     7 =  85.714
0, 151  acc:     6 /    10 =  60.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     0 /     0 =     nan
0, 154  acc:    31 /    33 =  93.939
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    29 /    30 =  96.667
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     3 /     4 =  75.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    14 /    15 =  93.333
0, 165  acc:     3 /     3 = 100.000
0, 166  acc:     9 /     9 = 100.000
0, 167  acc:     3 /     3 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1873 /  1966 =  95.270
0, 170  acc:   387 /   400 =  96.750
0, 171  acc:   113 /   115 =  98.261
0, 172  acc:   211 /   221 =  95.475
0, 173  acc:    24 /    26 =  92.308
0, 174  acc:     4 /     4 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    17 /    20 =  85.000
0, 177  acc:    75 /    76 =  98.684
0, 178  acc:     9 /     9 = 100.000
0, 179  acc:     6 /     8 =  75.000
0, 180  acc:    10 /    10 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     8 /     8 = 100.000
0, 184  acc:    42 /    43 =  97.674
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:     9 /     9 = 100.000
0, 187  acc:    10 /    10 = 100.000
0, 188  acc:     3 /     4 =  75.000
0, 189  acc:     4 /     4 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    32 /    33 =  96.970
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     2 /     2 = 100.000
0, 194  acc:     1 /     1 = 100.000
0, 195  acc:     3 /     3 = 100.000
0, 196  acc:    42 /    45 =  93.333
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     9 /    10 =  90.000
0, 199  acc:     8 /     8 = 100.000
0, 200  acc:     4 /     5 =  80.000
0, 201  acc:     2 /     2 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    20 /    22 =  90.909
0, 205  acc:     1 /     1 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     4 /     4 = 100.000
0, 208  acc:     2 /     3 =  66.667
0, 209  acc:     7 /     7 = 100.000
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     2 /     2 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     4 /     4 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     1 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 32664 / 33628 =  97.133
1, 1  acc:  3423 /  3529 =  96.996
1, 2  acc:  6192 /  6386 =  96.962
1, 3  acc:  2558 /  2651 =  96.492
1, 4  acc:  2840 /  2943 =  96.500
1, 5  acc:   480 /   498 =  96.386
1, 6  acc:   309 /   322 =  95.963
1, 7  acc:   378 /   388 =  97.423
1, 8  acc:  2838 /  2969 =  95.588
1, 9  acc:   198 /   206 =  96.117
1, 10  acc:   288 /   296 =  97.297
1, 11  acc:   111 /   118 =  94.068
1, 12  acc:   450 /   469 =  95.949
1, 13  acc:    68 /    71 =  95.775
1, 14  acc:    67 /    68 =  98.529
1, 15  acc:    84 /    88 =  95.455
1, 16  acc:  4583 /  4754 =  96.403
1, 17  acc:   161 /   166 =  96.988
1, 18  acc:   323 /   333 =  96.997
1, 19  acc:   119 /   121 =  98.347
1, 20  acc:   145 /   151 =  96.026
1, 21  acc:    15 /    16 =  93.750
1, 22  acc:    90 /    92 =  97.826
1, 23  acc:    23 /    23 = 100.000
1, 24  acc:   593 /   623 =  95.185
1, 25  acc:    14 /    14 = 100.000
1, 26  acc:    74 /    76 =  97.368
1, 27  acc:     5 /     5 = 100.000
1, 28  acc:    88 /    92 =  95.652
1, 29  acc:     9 /     9 = 100.000
1, 30  acc:    15 /    15 = 100.000
1, 31  acc:     4 /     6 =  66.667
1, 32  acc:   833 /   868 =  95.968
1, 33  acc:    40 /    42 =  95.238
1, 34  acc:    30 /    35 =  85.714
1, 35  acc:    14 /    14 = 100.000
1, 36  acc:    35 /    37 =  94.595
1, 37  acc:     4 /     5 =  80.000
1, 38  acc:    27 /    27 = 100.000
1, 39  acc:     1 /     2 =  50.000
1, 40  acc:   216 /   227 =  95.154
1, 41  acc:    13 /    13 = 100.000
1, 42  acc:     3 /     5 =  60.000
1, 43  acc:    20 /    20 = 100.000
1, 44  acc:    13 /    13 = 100.000
1, 45  acc:     1 /     1 = 100.000
1, 46  acc:     7 /     7 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   298 /   307 =  97.068
1, 49  acc:    11 /    12 =  91.667
1, 50  acc:    24 /    24 = 100.000
1, 51  acc:    12 /    13 =  92.308
1, 52  acc:    14 /    15 =  93.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    23 /    23 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   217 /   225 =  96.444
1, 57  acc:    12 /    13 =  92.308
1, 58  acc:    11 /    11 = 100.000
1, 59  acc:     8 /     8 = 100.000
1, 60  acc:    13 /    14 =  92.857
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    13 /    13 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3011 /  3114 =  96.692
1, 65  acc:   432 /   446 =  96.861
1, 66  acc:   254 /   267 =  95.131
1, 67  acc:   100 /   106 =  94.340
1, 68  acc:   136 /   139 =  97.842
1, 69  acc:    14 /    14 = 100.000
1, 70  acc:    46 /    47 =  97.872
1, 71  acc:     9 /    10 =  90.000
1, 72  acc:    48 /    50 =  96.000
1, 73  acc:     1 /     1 = 100.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     9 /    10 =  90.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     4 /     4 = 100.000
1, 80  acc:   107 /   112 =  95.536
1, 81  acc:    11 /    13 =  84.615
1, 82  acc:    38 /    40 =  95.000
1, 83  acc:     5 /     5 = 100.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    12 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    17 /    18 =  94.444
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     1 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    98 /   103 =  95.146
1, 95  acc:    10 /    10 = 100.000
1, 96  acc:     7 /     7 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    14 /    14 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    15 /    15 = 100.000
1, 101  acc:     2 /     2 = 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:    21 /    21 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     9 /     9 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     8 /     8 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:     6 /     6 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4507 /  4736 =  95.165
1, 118  acc:  1147 /  1189 =  96.468
1, 119  acc:   274 /   287 =  95.470
1, 120  acc:   302 /   321 =  94.081
1, 121  acc:    68 /    70 =  97.143
1, 122  acc:    49 /    51 =  96.078
1, 123  acc:    17 /    17 = 100.000
1, 124  acc:    26 /    26 = 100.000
1, 125  acc:   306 /   319 =  95.925
1, 126  acc:    77 /    80 =  96.250
1, 127  acc:    15 /    15 = 100.000
1, 128  acc:    22 /    23 =  95.652
1, 129  acc:    17 /    18 =  94.444
1, 130  acc:     2 /     3 =  66.667
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     4 /     4 = 100.000
1, 133  acc:   259 /   270 =  95.926
1, 134  acc:    47 /    51 =  92.157
1, 135  acc:    25 /    27 =  92.593
1, 136  acc:    21 /    22 =  95.455
1, 137  acc:     5 /     6 =  83.333
1, 138  acc:     1 /     1 = 100.000
1, 139  acc:     6 /     7 =  85.714
1, 140  acc:     1 /     1 = 100.000
1, 141  acc:    64 /    67 =  95.522
1, 142  acc:    11 /    13 =  84.615
1, 143  acc:     1 /     1 = 100.000
1, 144  acc:     3 /     3 = 100.000
1, 145  acc:     2 /     2 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     2 =  50.000
1, 148  acc:   132 /   138 =  95.652
1, 149  acc:    15 /    15 = 100.000
1, 150  acc:     6 /     6 = 100.000
1, 151  acc:     5 /    10 =  50.000
1, 152  acc:     2 /     2 = 100.000
1, 153  acc:     1 /     1 = 100.000
1, 154  acc:    27 /    30 =  90.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     1 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    17 /    17 = 100.000
1, 160  acc:     0 /     2 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    16 /    16 = 100.000
1, 165  acc:     1 /     2 =  50.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1997 /  2072 =  96.380
1, 170  acc:   384 /   400 =  96.000
1, 171  acc:   150 /   157 =  95.541
1, 172  acc:   146 /   152 =  96.053
1, 173  acc:    38 /    39 =  97.436
1, 174  acc:     9 /     9 = 100.000
1, 175  acc:    10 /    10 = 100.000
1, 176  acc:    22 /    23 =  95.652
1, 177  acc:    45 /    48 =  93.750
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     3 /     4 =  75.000
1, 180  acc:     3 /     4 =  75.000
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     2 /     2 = 100.000
1, 183  acc:     5 /     8 =  62.500
1, 184  acc:    74 /    80 =  92.500
1, 185  acc:    27 /    29 =  93.103
1, 186  acc:    10 /    12 =  83.333
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     3 /     3 = 100.000
1, 189  acc:     2 /     2 = 100.000
1, 190  acc:     6 /     6 = 100.000
1, 191  acc:     4 /     5 =  80.000
1, 192  acc:     7 /     7 = 100.000
1, 193  acc:     2 /     2 = 100.000
1, 194  acc:     2 /     2 = 100.000
1, 195  acc:     3 /     3 = 100.000
1, 196  acc:    53 /    56 =  94.643
1, 197  acc:    12 /    12 = 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:     8 /     8 = 100.000
1, 205  acc:     5 /     5 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /     9 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     2 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     5 /     5 = 100.000
1, 218  acc:     9 /     9 = 100.000
1, 219  acc:     4 /     4 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 263135 / 269038 =  97.806
Robust  acc:     0 /     2 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25109 / 25373 =  98.960
0, 1  acc: 30965 / 31282 =  98.987
0, 2  acc:  6089 /  6155 =  98.928
0, 3  acc: 24035 / 24292 =  98.942
0, 4  acc: 10714 / 10829 =  98.938
0, 5  acc:  5460 /  5541 =  98.538
0, 6  acc:  6719 /  6785 =  99.027
0, 7  acc: 11889 / 12016 =  98.943
1, 0  acc:  4381 /  4437 =  98.738
1, 1  acc:  4908 /  4962 =  98.912
1, 2  acc:  2242 /  2265 =  98.985
1, 3  acc:  2434 /  2446 =  99.509
1, 4  acc:  3097 /  3125 =  99.104
1, 5  acc:   991 /  1003 =  98.804
1, 6  acc:  3081 /  3111 =  99.036
1, 7  acc:  4629 /  4682 =  98.868
--------------------------------------
Average acc: 146743 / 148304 =  98.947
Robust  acc:  5460 /  5541 =  98.538
--------------------------------------
New max robust acc: 98.53817000541419
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed9.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed9.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 57.406 | Best Acc: 94.777
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 11074 / 12092 =  91.581
0, 1  acc: 13172 / 14179 =  92.898
0, 2  acc:  2696 /  3210 =  83.988
0, 3  acc: 11469 / 12101 =  94.777
0, 4  acc:  4717 /  5355 =  88.086
0, 5  acc:  2692 /  2980 =  90.336
0, 6  acc:  2631 /  3335 =  78.891
0, 7  acc:  4676 /  5723 =  81.705
1, 0  acc:  1409 /  2203 =  63.958
1, 1  acc:  1434 /  2270 =  63.172
1, 2  acc:   714 /  1216 =  58.717
1, 3  acc:   724 /  1260 =  57.460
1, 4  acc:   934 /  1627 =  57.406
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1067 /  1537 =  69.421
1, 7  acc:  1485 /  2246 =  66.118
------------------------------------
Average acc: 61217 / 71854 =  85.196
Robust  acc:   934 /  1627 =  57.406
------------------------------------
Accuracies by groups:
0, 0  acc: 11074 / 12092 =  91.581
0, 1  acc: 13172 / 14179 =  92.898
0, 2  acc:  2696 /  3210 =  83.988
0, 3  acc: 11469 / 12101 =  94.777
0, 4  acc:  4717 /  5355 =  88.086
0, 5  acc:  2692 /  2980 =  90.336
0, 6  acc:  2631 /  3335 =  78.891
0, 7  acc:  4676 /  5723 =  81.705
1, 0  acc:  1409 /  2203 =  63.958
1, 1  acc:  1434 /  2270 =  63.172
1, 2  acc:   714 /  1216 =  58.717
1, 3  acc:   724 /  1260 =  57.460
1, 4  acc:   934 /  1627 =  57.406
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1067 /  1537 =  69.421
1, 7  acc:  1485 /  2246 =  66.118
------------------------------------
Average acc: 61217 / 71854 =  85.196
Robust  acc:   934 /  1627 =  57.406
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11074 / 12092 =  91.581
0, 1  acc: 13172 / 14179 =  92.898
0, 2  acc:  2696 /  3210 =  83.988
0, 3  acc: 11469 / 12101 =  94.777
0, 4  acc:  4717 /  5355 =  88.086
0, 5  acc:  2692 /  2980 =  90.336
0, 6  acc:  2631 /  3335 =  78.891
0, 7  acc:  4676 /  5723 =  81.705
1, 0  acc:  1409 /  2203 =  63.958
1, 1  acc:  1434 /  2270 =  63.172
1, 2  acc:   714 /  1216 =  58.717
1, 3  acc:   724 /  1260 =  57.460
1, 4  acc:   934 /  1627 =  57.406
1, 5  acc:   323 /   520 =  62.115
1, 6  acc:  1067 /  1537 =  69.421
1, 7  acc:  1485 /  2246 =  66.118
------------------------------------
Average acc: 61217 / 71854 =  85.196
Robust  acc:   934 /  1627 =  57.406
------------------------------------

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: 98.555 | Val Loss: 0.000 | Val Acc: 99.454
Training:
Accuracies by groups:
0, 0  acc: 107433 / 108267 =  99.230
0, 1  acc:  9235 /  9311 =  99.184
0, 2  acc: 14222 / 14396 =  98.791
0, 3  acc:  7351 /  7441 =  98.790
0, 4  acc:  2992 /  3085 =  96.985
0, 5  acc:   367 /   381 =  96.325
0, 6  acc:   409 /   421 =  97.150
0, 7  acc:   395 /   408 =  96.814
0, 8  acc: 11027 / 11141 =  98.977
0, 9  acc:   820 /   831 =  98.676
0, 10  acc:   792 /   806 =  98.263
0, 11  acc:   550 /   553 =  99.458
0, 12  acc:   602 /   613 =  98.206
0, 13  acc:    71 /    73 =  97.260
0, 14  acc:    88 /    92 =  95.652
0, 15  acc:    49 /    54 =  90.741
0, 16  acc:  6680 /  6818 =  97.976
0, 17  acc:   219 /   222 =  98.649
0, 18  acc:   641 /   649 =  98.767
0, 19  acc:   172 /   178 =  96.629
0, 20  acc:   121 /   130 =  93.077
0, 21  acc:    21 /    21 = 100.000
0, 22  acc:    69 /    71 =  97.183
0, 23  acc:     9 /    12 =  75.000
0, 24  acc:   923 /   941 =  98.087
0, 25  acc:    48 /    48 = 100.000
0, 26  acc:    86 /    87 =  98.851
0, 27  acc:    31 /    32 =  96.875
0, 28  acc:    49 /    52 =  94.231
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:    11 /    12 =  91.667
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  2252 /  2277 =  98.902
0, 33  acc:   106 /   107 =  99.065
0, 34  acc:   104 /   104 = 100.000
0, 35  acc:    31 /    31 = 100.000
0, 36  acc:    42 /    42 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    19 /    20 =  95.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:   707 /   713 =  99.158
0, 41  acc:    33 /    34 =  97.059
0, 42  acc:    27 /    27 = 100.000
0, 43  acc:    30 /    30 = 100.000
0, 44  acc:    33 /    33 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     9 /     9 = 100.000
0, 47  acc:     2 /     2 = 100.000
0, 48  acc:   436 /   441 =  98.866
0, 49  acc:     2 /     2 = 100.000
0, 50  acc:    17 /    18 =  94.444
0, 51  acc:    25 /    25 = 100.000
0, 52  acc:     7 /     7 = 100.000
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     6 /     6 = 100.000
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   424 /   435 =  97.471
0, 57  acc:    11 /    11 = 100.000
0, 58  acc:    17 /    19 =  89.474
0, 59  acc:    18 /    18 = 100.000
0, 60  acc:     8 /     9 =  88.889
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:     8 /     8 = 100.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2882 /  2962 =  97.299
0, 65  acc:   416 /   421 =  98.812
0, 66  acc:   283 /   294 =  96.259
0, 67  acc:   114 /   117 =  97.436
0, 68  acc:    72 /    74 =  97.297
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    23 /    23 = 100.000
0, 71  acc:    13 /    13 = 100.000
0, 72  acc:    86 /    88 =  97.727
0, 73  acc:     9 /     9 = 100.000
0, 74  acc:    10 /    10 = 100.000
0, 75  acc:    13 /    13 = 100.000
0, 76  acc:     4 /     5 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    93 /    96 =  96.875
0, 81  acc:     7 /    11 =  63.636
0, 82  acc:    13 /    14 =  92.857
0, 83  acc:     8 /     8 = 100.000
0, 84  acc:     4 /     4 = 100.000
0, 85  acc:     2 /     2 = 100.000
0, 86  acc:    11 /    11 = 100.000
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     6 /     6 = 100.000
0, 89  acc:     0 /     0 =     nan
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     0 /     0 =     nan
0, 94  acc:    67 /    72 =  93.056
0, 95  acc:     5 /     6 =  83.333
0, 96  acc:    11 /    11 = 100.000
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    15 /    15 = 100.000
0, 99  acc:     7 /     7 = 100.000
0, 100  acc:     2 /     3 =  66.667
0, 101  acc:     8 /     8 = 100.000
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     4 /     4 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    22 /    22 = 100.000
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     1 /     1 = 100.000
0, 110  acc:     5 /     6 =  83.333
0, 111  acc:     2 /     2 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7138 /  7296 =  97.834
0, 118  acc:  1695 /  1734 =  97.751
0, 119  acc:   425 /   430 =  98.837
0, 120  acc:   382 /   388 =  98.454
0, 121  acc:    77 /    80 =  96.250
0, 122  acc:    38 /    40 =  95.000
0, 123  acc:    10 /    11 =  90.909
0, 124  acc:    24 /    24 = 100.000
0, 125  acc:   453 /   459 =  98.693
0, 126  acc:   131 /   133 =  98.496
0, 127  acc:    27 /    27 = 100.000
0, 128  acc:    45 /    45 = 100.000
0, 129  acc:     7 /     7 = 100.000
0, 130  acc:     2 /     3 =  66.667
0, 131  acc:     6 /     6 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   235 /   240 =  97.917
0, 134  acc:    71 /    71 = 100.000
0, 135  acc:    27 /    28 =  96.429
0, 136  acc:    19 /    21 =  90.476
0, 137  acc:    14 /    14 = 100.000
0, 138  acc:     3 /     3 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    63 /    66 =  95.455
0, 142  acc:    19 /    19 = 100.000
0, 143  acc:     6 /     6 = 100.000
0, 144  acc:     8 /     8 = 100.000
0, 145  acc:     1 /     1 = 100.000
0, 146  acc:     1 /     1 = 100.000
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   126 /   131 =  96.183
0, 149  acc:    27 /    27 = 100.000
0, 150  acc:     7 /     7 = 100.000
0, 151  acc:    18 /    21 =  85.714
0, 152  acc:     5 /     5 = 100.000
0, 153  acc:     4 /     4 = 100.000
0, 154  acc:    29 /    31 =  93.548
0, 155  acc:     7 /     8 =  87.500
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    14 /    17 =  82.353
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    20 /    20 = 100.000
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     5 /     5 = 100.000
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     2 /     2 = 100.000
0, 169  acc:  1796 /  1864 =  96.352
0, 170  acc:   398 /   417 =  95.444
0, 171  acc:   126 /   129 =  97.674
0, 172  acc:   203 /   207 =  98.068
0, 173  acc:    22 /    22 = 100.000
0, 174  acc:     3 /     4 =  75.000
0, 175  acc:     4 /     4 = 100.000
0, 176  acc:    16 /    19 =  84.211
0, 177  acc:    84 /    85 =  98.824
0, 178  acc:     8 /     9 =  88.889
0, 179  acc:    11 /    12 =  91.667
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     8 /     8 = 100.000
0, 184  acc:    52 /    56 =  92.857
0, 185  acc:     6 /     6 = 100.000
0, 186  acc:    10 /    10 = 100.000
0, 187  acc:     4 /     4 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    43 /    44 =  97.727
0, 192  acc:     0 /     1 =   0.000
0, 193  acc:     2 /     2 = 100.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    68 /    68 = 100.000
0, 197  acc:    13 /    13 = 100.000
0, 198  acc:     2 /     2 = 100.000
0, 199  acc:     6 /     6 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     3 /     3 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     2 /     2 = 100.000
0, 204  acc:    21 /    24 =  87.500
0, 205  acc:     3 /     3 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     6 /     6 = 100.000
0, 209  acc:     5 /     6 =  83.333
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     3 /     3 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     6 /     6 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     8 /     8 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     5 = 100.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     5 /     5 = 100.000
1, 0  acc: 32978 / 33602 =  98.143
1, 1  acc:  3427 /  3501 =  97.886
1, 2  acc:  6097 /  6213 =  98.133
1, 3  acc:  2521 /  2578 =  97.789
1, 4  acc:  2879 /  2943 =  97.825
1, 5  acc:   487 /   497 =  97.988
1, 6  acc:   307 /   311 =  98.714
1, 7  acc:   376 /   384 =  97.917
1, 8  acc:  3013 /  3096 =  97.319
1, 9  acc:   230 /   231 =  99.567
1, 10  acc:   270 /   278 =  97.122
1, 11  acc:   142 /   147 =  96.599
1, 12  acc:   471 /   485 =  97.113
1, 13  acc:    70 /    71 =  98.592
1, 14  acc:    79 /    82 =  96.341
1, 15  acc:    70 /    71 =  98.592
1, 16  acc:  4545 /  4649 =  97.763
1, 17  acc:   146 /   148 =  98.649
1, 18  acc:   345 /   358 =  96.369
1, 19  acc:   137 /   142 =  96.479
1, 20  acc:   181 /   185 =  97.838
1, 21  acc:    21 /    21 = 100.000
1, 22  acc:    67 /    69 =  97.101
1, 23  acc:    18 /    19 =  94.737
1, 24  acc:   577 /   592 =  97.466
1, 25  acc:     6 /     7 =  85.714
1, 26  acc:    54 /    55 =  98.182
1, 27  acc:     7 /     8 =  87.500
1, 28  acc:    97 /    98 =  98.980
1, 29  acc:     8 /     8 = 100.000
1, 30  acc:    14 /    14 = 100.000
1, 31  acc:     7 /     7 = 100.000
1, 32  acc:   937 /   962 =  97.401
1, 33  acc:    46 /    47 =  97.872
1, 34  acc:    43 /    44 =  97.727
1, 35  acc:    17 /    17 = 100.000
1, 36  acc:    17 /    17 = 100.000
1, 37  acc:     4 /     4 = 100.000
1, 38  acc:    20 /    20 = 100.000
1, 39  acc:     3 /     4 =  75.000
1, 40  acc:   224 /   228 =  98.246
1, 41  acc:     9 /    10 =  90.000
1, 42  acc:     2 /     4 =  50.000
1, 43  acc:    16 /    16 = 100.000
1, 44  acc:    15 /    15 = 100.000
1, 45  acc:     3 /     3 = 100.000
1, 46  acc:     8 /     8 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   272 /   282 =  96.454
1, 49  acc:     6 /     6 = 100.000
1, 50  acc:    23 /    24 =  95.833
1, 51  acc:    15 /    16 =  93.750
1, 52  acc:     9 /     9 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    16 /    16 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   231 /   236 =  97.881
1, 57  acc:     2 /     2 = 100.000
1, 58  acc:    14 /    14 = 100.000
1, 59  acc:     7 /     7 = 100.000
1, 60  acc:    13 /    15 =  86.667
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    16 /    16 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  3116 /  3178 =  98.049
1, 65  acc:   427 /   438 =  97.489
1, 66  acc:   263 /   266 =  98.872
1, 67  acc:    96 /   100 =  96.000
1, 68  acc:   149 /   155 =  96.129
1, 69  acc:    22 /    22 = 100.000
1, 70  acc:    45 /    47 =  95.745
1, 71  acc:    15 /    15 = 100.000
1, 72  acc:    62 /    65 =  95.385
1, 73  acc:     1 /     2 =  50.000
1, 74  acc:     3 /     3 = 100.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:    16 /    16 = 100.000
1, 77  acc:     0 /     0 =     nan
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:   105 /   107 =  98.131
1, 81  acc:    16 /    20 =  80.000
1, 82  acc:    26 /    26 = 100.000
1, 83  acc:     1 /     1 = 100.000
1, 84  acc:     4 /     4 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    13 /    13 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     7 /     7 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     3 /     3 = 100.000
1, 93  acc:     0 /     0 =     nan
1, 94  acc:    76 /    76 = 100.000
1, 95  acc:    10 /    10 = 100.000
1, 96  acc:    11 /    11 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    11 /    11 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    16 /    16 = 100.000
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     2 /     2 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    12 /    13 =  92.308
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    10 /    10 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     5 /     5 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    10 /    10 = 100.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:  4631 /  4775 =  96.984
1, 118  acc:  1157 /  1182 =  97.885
1, 119  acc:   276 /   288 =  95.833
1, 120  acc:   287 /   303 =  94.719
1, 121  acc:    83 /    86 =  96.512
1, 122  acc:    46 /    48 =  95.833
1, 123  acc:    19 /    19 = 100.000
1, 124  acc:    21 /    21 = 100.000
1, 125  acc:   289 /   295 =  97.966
1, 126  acc:    71 /    73 =  97.260
1, 127  acc:    18 /    19 =  94.737
1, 128  acc:    19 /    20 =  95.000
1, 129  acc:     8 /     8 = 100.000
1, 130  acc:     4 /     4 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     7 /     7 = 100.000
1, 133  acc:   222 /   226 =  98.230
1, 134  acc:    47 /    47 = 100.000
1, 135  acc:    19 /    19 = 100.000
1, 136  acc:    21 /    21 = 100.000
1, 137  acc:     2 /     2 = 100.000
1, 138  acc:     3 /     5 =  60.000
1, 139  acc:     5 /     5 = 100.000
1, 140  acc:     4 /     4 = 100.000
1, 141  acc:    62 /    65 =  95.385
1, 142  acc:    10 /    10 = 100.000
1, 143  acc:     4 /     4 = 100.000
1, 144  acc:     1 /     2 =  50.000
1, 145  acc:     1 /     1 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     2 /     3 =  66.667
1, 148  acc:   127 /   129 =  98.450
1, 149  acc:     8 /     8 = 100.000
1, 150  acc:     9 /     9 = 100.000
1, 151  acc:     3 /     6 =  50.000
1, 152  acc:     3 /     3 = 100.000
1, 153  acc:     0 /     0 =     nan
1, 154  acc:    28 /    31 =  90.323
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /     3 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    20 /    21 =  95.238
1, 160  acc:     2 /     2 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     1 /     1 = 100.000
1, 164  acc:    18 /    19 =  94.737
1, 165  acc:     3 /     3 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  2033 /  2087 =  97.413
1, 170  acc:   384 /   390 =  98.462
1, 171  acc:   152 /   155 =  98.065
1, 172  acc:   126 /   129 =  97.674
1, 173  acc:    35 /    37 =  94.595
1, 174  acc:     6 /     6 = 100.000
1, 175  acc:     4 /     4 = 100.000
1, 176  acc:    18 /    20 =  90.000
1, 177  acc:    46 /    47 =  97.872
1, 178  acc:    10 /    10 = 100.000
1, 179  acc:     4 /     4 = 100.000
1, 180  acc:     6 /     6 = 100.000
1, 181  acc:     6 /     6 = 100.000
1, 182  acc:     4 /     4 = 100.000
1, 183  acc:    10 /    10 = 100.000
1, 184  acc:    67 /    71 =  94.366
1, 185  acc:    19 /    19 = 100.000
1, 186  acc:    18 /    18 = 100.000
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     2 /     2 = 100.000
1, 189  acc:     1 /     1 = 100.000
1, 190  acc:     5 /     5 = 100.000
1, 191  acc:     6 /     6 = 100.000
1, 192  acc:    13 /    13 = 100.000
1, 193  acc:     5 /     5 = 100.000
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    49 /    52 =  94.231
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:     1 /     1 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     8 /    10 =  80.000
1, 205  acc:     2 /     2 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     9 /     9 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     1 /     1 = 100.000
1, 213  acc:     7 /     7 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     4 /     4 = 100.000
1, 218  acc:     6 /     6 = 100.000
1, 219  acc:     6 /     7 =  85.714
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 265151 / 269038 =  98.555
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25213 / 25373 =  99.369
0, 1  acc: 31119 / 31282 =  99.479
0, 2  acc:  6114 /  6155 =  99.334
0, 3  acc: 24156 / 24292 =  99.440
0, 4  acc: 10763 / 10829 =  99.391
0, 5  acc:  5507 /  5541 =  99.386
0, 6  acc:  6736 /  6785 =  99.278
0, 7  acc: 11940 / 12016 =  99.368
1, 0  acc:  4412 /  4437 =  99.437
1, 1  acc:  4938 /  4962 =  99.516
1, 2  acc:  2256 /  2265 =  99.603
1, 3  acc:  2434 /  2446 =  99.509
1, 4  acc:  3108 /  3125 =  99.456
1, 5  acc:  1000 /  1003 =  99.701
1, 6  acc:  3100 /  3111 =  99.646
1, 7  acc:  4665 /  4682 =  99.637
--------------------------------------
Average acc: 147461 / 148304 =  99.432
Robust  acc:  6736 /  6785 =  99.278
--------------------------------------
New max robust acc: 99.27781871775977
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed9.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed9.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: 50.556 | Best Acc: 96.314
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 11394 / 12092 =  94.228
0, 1  acc: 13471 / 14179 =  95.007
0, 2  acc:  2836 /  3210 =  88.349
0, 3  acc: 11655 / 12101 =  96.314
0, 4  acc:  4833 /  5355 =  90.252
0, 5  acc:  2780 /  2980 =  93.289
0, 6  acc:  2888 /  3335 =  86.597
0, 7  acc:  5060 /  5723 =  88.415
1, 0  acc:  1260 /  2203 =  57.195
1, 1  acc:  1301 /  2270 =  57.313
1, 2  acc:   629 /  1216 =  51.727
1, 3  acc:   637 /  1260 =  50.556
1, 4  acc:   875 /  1627 =  53.780
1, 5  acc:   277 /   520 =  53.269
1, 6  acc:   908 /  1537 =  59.076
1, 7  acc:  1263 /  2246 =  56.233
------------------------------------
Average acc: 62067 / 71854 =  86.379
Robust  acc:   637 /  1260 =  50.556
------------------------------------
Accuracies by groups:
0, 0  acc: 11394 / 12092 =  94.228
0, 1  acc: 13471 / 14179 =  95.007
0, 2  acc:  2836 /  3210 =  88.349
0, 3  acc: 11655 / 12101 =  96.314
0, 4  acc:  4833 /  5355 =  90.252
0, 5  acc:  2780 /  2980 =  93.289
0, 6  acc:  2888 /  3335 =  86.597
0, 7  acc:  5060 /  5723 =  88.415
1, 0  acc:  1260 /  2203 =  57.195
1, 1  acc:  1301 /  2270 =  57.313
1, 2  acc:   629 /  1216 =  51.727
1, 3  acc:   637 /  1260 =  50.556
1, 4  acc:   875 /  1627 =  53.780
1, 5  acc:   277 /   520 =  53.269
1, 6  acc:   908 /  1537 =  59.076
1, 7  acc:  1263 /  2246 =  56.233
------------------------------------
Average acc: 62067 / 71854 =  86.379
Robust  acc:   637 /  1260 =  50.556
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 11394 / 12092 =  94.228
0, 1  acc: 13471 / 14179 =  95.007
0, 2  acc:  2836 /  3210 =  88.349
0, 3  acc: 11655 / 12101 =  96.314
0, 4  acc:  4833 /  5355 =  90.252
0, 5  acc:  2780 /  2980 =  93.289
0, 6  acc:  2888 /  3335 =  86.597
0, 7  acc:  5060 /  5723 =  88.415
1, 0  acc:  1260 /  2203 =  57.195
1, 1  acc:  1301 /  2270 =  57.313
1, 2  acc:   629 /  1216 =  51.727
1, 3  acc:   637 /  1260 =  50.556
1, 4  acc:   875 /  1627 =  53.780
1, 5  acc:   277 /   520 =  53.269
1, 6  acc:   908 /  1537 =  59.076
1, 7  acc:  1263 /  2246 =  56.233
------------------------------------
Average acc: 62067 / 71854 =  86.379
Robust  acc:   637 /  1260 =  50.556
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed9.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed9.pt
