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: 32
Temperature: 0.05
Single pos: False
Supervised linear scale up: False
Supervised update delay: 0
Contrastive weight: 0.5
Classifier update interval: 8
Optim: sgd
Max epoch: 2
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: False
Lr scheduler classifier: 
Lr scheduler: 
Grad clip grad norm: False
Erm: False
Erm only: False
Pretrained spurious path: 
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: 0
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: False
Cosine: False
Exp: run0
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=32-cw=0.5-sud=0-me=2-bst=16-o=sgd-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=0-r=0
Mi resampled: None

Pretrained model loaded from 
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: 0.001 | Train Acc: 88.427 | Val Loss: 0.000 | Val Acc: 88.658
Training:
Accuracies by groups:
0, 0  acc: 147737 / 148186 =  99.697
0, 1  acc:  9925 /  9955 =  99.699
0, 2  acc: 16491 / 16544 =  99.680
0, 3  acc:  8534 /  8553 =  99.778
0, 4  acc:  3280 /  3291 =  99.666
0, 5  acc:   365 /   368 =  99.185
0, 6  acc:   390 /   390 = 100.000
0, 7  acc:   427 /   431 =  99.072
0, 8  acc: 16476 / 16537 =  99.631
0, 9  acc:  1061 /  1062 =  99.906
0, 10  acc:  1135 /  1138 =  99.736
0, 11  acc:   793 /   795 =  99.748
0, 12  acc:   647 /   651 =  99.386
0, 13  acc:    77 /    77 = 100.000
0, 14  acc:   122 /   122 = 100.000
0, 15  acc:    67 /    67 = 100.000
0, 16  acc:  6701 /  6714 =  99.806
0, 17  acc:   205 /   205 = 100.000
0, 18  acc:   656 /   658 =  99.696
0, 19  acc:   202 /   202 = 100.000
0, 20  acc:   111 /   111 = 100.000
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    50 /    50 = 100.000
0, 23  acc:     8 /     8 = 100.000
0, 24  acc:   944 /   948 =  99.578
0, 25  acc:    43 /    43 = 100.000
0, 26  acc:    79 /    79 = 100.000
0, 27  acc:    35 /    35 = 100.000
0, 28  acc:    36 /    36 = 100.000
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     5 /     5 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2583 /  2588 =  99.807
0, 33  acc:   115 /   115 = 100.000
0, 34  acc:   104 /   104 = 100.000
0, 35  acc:    40 /    40 = 100.000
0, 36  acc:    40 /    40 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   901 /   905 =  99.558
0, 41  acc:    40 /    40 = 100.000
0, 42  acc:    38 /    38 = 100.000
0, 43  acc:    49 /    49 = 100.000
0, 44  acc:    27 /    27 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   444 /   444 = 100.000
0, 49  acc:     5 /     6 =  83.333
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    21 /    21 = 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:     1 /     1 = 100.000
0, 56  acc:   479 /   483 =  99.172
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    23 /    23 = 100.000
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    17 /    17 = 100.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2867 /  2874 =  99.756
0, 65  acc:   369 /   371 =  99.461
0, 66  acc:   273 /   273 = 100.000
0, 67  acc:   124 /   124 = 100.000
0, 68  acc:    64 /    64 = 100.000
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    25 /    25 = 100.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    85 /    85 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    77 /    77 = 100.000
0, 81  acc:     7 /     7 = 100.000
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     7 /     7 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    72 /    72 = 100.000
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    19 /    19 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5971 /  5989 =  99.699
0, 118  acc:  1410 /  1412 =  99.858
0, 119  acc:   386 /   387 =  99.742
0, 120  acc:   394 /   395 =  99.747
0, 121  acc:    65 /    65 = 100.000
0, 122  acc:    19 /    19 = 100.000
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    23 /    23 = 100.000
0, 125  acc:   400 /   400 = 100.000
0, 126  acc:    95 /    95 = 100.000
0, 127  acc:    31 /    31 = 100.000
0, 128  acc:    34 /    34 = 100.000
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   162 /   162 = 100.000
0, 134  acc:    34 /    34 = 100.000
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    17 /    17 = 100.000
0, 137  acc:     6 /     6 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    43 = 100.000
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     5 /     5 = 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:   104 /   104 = 100.000
0, 149  acc:    14 /    15 =  93.333
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:     7 /     7 = 100.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    29 /    29 = 100.000
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    22 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1654 /  1657 =  99.819
0, 170  acc:   320 /   322 =  99.379
0, 171  acc:   118 /   119 =  99.160
0, 172  acc:   166 /   167 =  99.401
0, 173  acc:    21 /    22 =  95.455
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    17 /    17 = 100.000
0, 177  acc:    85 /    85 = 100.000
0, 178  acc:    11 /    12 =  91.667
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    38 /    38 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    23 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    36 /    37 =  97.297
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    16 /    16 = 100.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 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:    34 / 12731 =   0.267
1, 1  acc:     7 /  1440 =   0.486
1, 2  acc:     9 /  2439 =   0.369
1, 3  acc:     7 /  1007 =   0.695
1, 4  acc:     4 /  1087 =   0.368
1, 5  acc:     1 /   196 =   0.510
1, 6  acc:     0 /   118 =   0.000
1, 7  acc:     1 /   134 =   0.746
1, 8  acc:     4 /  1112 =   0.360
1, 9  acc:     0 /    79 =   0.000
1, 10  acc:     0 /   104 =   0.000
1, 11  acc:     0 /    50 =   0.000
1, 12  acc:     0 /   167 =   0.000
1, 13  acc:     0 /    22 =   0.000
1, 14  acc:     0 /    28 =   0.000
1, 15  acc:     0 /    27 =   0.000
1, 16  acc:     2 /  1783 =   0.112
1, 17  acc:     0 /    70 =   0.000
1, 18  acc:     1 /   142 =   0.704
1, 19  acc:     0 /    54 =   0.000
1, 20  acc:     0 /    70 =   0.000
1, 21  acc:     0 /    11 =   0.000
1, 22  acc:     0 /    34 =   0.000
1, 23  acc:     0 /    11 =   0.000
1, 24  acc:     1 /   223 =   0.448
1, 25  acc:     0 /     5 =   0.000
1, 26  acc:     0 /    22 =   0.000
1, 27  acc:     0 /     3 =   0.000
1, 28  acc:     0 /    35 =   0.000
1, 29  acc:     0 /     2 =   0.000
1, 30  acc:     0 /     6 =   0.000
1, 31  acc:     0 /     2 =   0.000
1, 32  acc:     1 /   361 =   0.277
1, 33  acc:     0 /    19 =   0.000
1, 34  acc:     0 /    16 =   0.000
1, 35  acc:     0 /     6 =   0.000
1, 36  acc:     0 /    12 =   0.000
1, 37  acc:     0 /     2 =   0.000
1, 38  acc:     0 /     7 =   0.000
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:     0 /    84 =   0.000
1, 41  acc:     0 /     4 =   0.000
1, 42  acc:     0 /     3 =   0.000
1, 43  acc:     0 /     4 =   0.000
1, 44  acc:     0 /     6 =   0.000
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     0 /     3 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:     1 /   117 =   0.855
1, 49  acc:     0 /     3 =   0.000
1, 50  acc:     0 /     9 =   0.000
1, 51  acc:     0 /     5 =   0.000
1, 52  acc:     0 /     4 =   0.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     0 /     8 =   0.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:     0 /    88 =   0.000
1, 57  acc:     0 /     4 =   0.000
1, 58  acc:     0 /     4 =   0.000
1, 59  acc:     0 /     3 =   0.000
1, 60  acc:     0 /     7 =   0.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     0 /     5 =   0.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:     2 /  1225 =   0.163
1, 65  acc:     1 /   175 =   0.571
1, 66  acc:     2 /   108 =   1.852
1, 67  acc:     0 /    46 =   0.000
1, 68  acc:     0 /    57 =   0.000
1, 69  acc:     0 /     9 =   0.000
1, 70  acc:     0 /    18 =   0.000
1, 71  acc:     0 /     5 =   0.000
1, 72  acc:     0 /    26 =   0.000
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     1 =   0.000
1, 76  acc:     0 /     5 =   0.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     1 =   0.000
1, 80  acc:     0 /    46 =   0.000
1, 81  acc:     0 /     6 =   0.000
1, 82  acc:     1 /    13 =   7.692
1, 83  acc:     0 /     2 =   0.000
1, 84  acc:     0 /     2 =   0.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     0 /     5 =   0.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     0 /     5 =   0.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:     0 /    36 =   0.000
1, 95  acc:     0 /     5 =   0.000
1, 96  acc:     0 /     3 =   0.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     0 /     5 =   0.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     0 /     5 =   0.000
1, 101  acc:     0 /     1 =   0.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     1 =   0.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     0 /     6 =   0.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     0 /     5 =   0.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     0 /     2 =   0.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     0 /     3 =   0.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:     5 /  2098 =   0.238
1, 118  acc:     0 /   495 =   0.000
1, 119  acc:     0 /   127 =   0.000
1, 120  acc:     0 /   134 =   0.000
1, 121  acc:     0 /    36 =   0.000
1, 122  acc:     0 /    18 =   0.000
1, 123  acc:     0 /     7 =   0.000
1, 124  acc:     1 /     9 =  11.111
1, 125  acc:     2 /   130 =   1.538
1, 126  acc:     0 /    31 =   0.000
1, 127  acc:     0 /     7 =   0.000
1, 128  acc:     0 /    11 =   0.000
1, 129  acc:     0 /     4 =   0.000
1, 130  acc:     0 /     2 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /     2 =   0.000
1, 133  acc:     0 /   116 =   0.000
1, 134  acc:     0 /    22 =   0.000
1, 135  acc:     0 /    10 =   0.000
1, 136  acc:     0 /    11 =   0.000
1, 137  acc:     0 /     2 =   0.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     0 /     1 =   0.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:     0 /    28 =   0.000
1, 142  acc:     0 /     5 =   0.000
1, 143  acc:     0 /     1 =   0.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:     0 /    49 =   0.000
1, 149  acc:     0 /     5 =   0.000
1, 150  acc:     0 /     2 =   0.000
1, 151  acc:     0 /     5 =   0.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:     0 /    10 =   0.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     0 /     2 =   0.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     0 /     8 =   0.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     0 /     6 =   0.000
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:     6 /   828 =   0.725
1, 170  acc:     0 /   159 =   0.000
1, 171  acc:     1 /    62 =   1.613
1, 172  acc:     0 /    53 =   0.000
1, 173  acc:     0 /    15 =   0.000
1, 174  acc:     0 /     3 =   0.000
1, 175  acc:     0 /     2 =   0.000
1, 176  acc:     0 /    11 =   0.000
1, 177  acc:     0 /    18 =   0.000
1, 178  acc:     0 /     3 =   0.000
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     0 /     2 =   0.000
1, 181  acc:     0 /     2 =   0.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     0 /     4 =   0.000
1, 184  acc:     0 /    33 =   0.000
1, 185  acc:     0 /     8 =   0.000
1, 186  acc:     0 /     5 =   0.000
1, 187  acc:     0 /     2 =   0.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     0 /     3 =   0.000
1, 191  acc:     0 /     2 =   0.000
1, 192  acc:     0 /     3 =   0.000
1, 193  acc:     0 /     1 =   0.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     0 /     1 =   0.000
1, 196  acc:     0 /    25 =   0.000
1, 197  acc:     0 /     3 =   0.000
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 /     1 =   0.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     0 /     4 =   0.000
1, 205  acc:     0 /     1 =   0.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     0 /     5 =   0.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     1 =   0.000
1, 212  acc:     0 /     1 =   0.000
1, 213  acc:     0 /     3 =   0.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     1 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     0 /     3 =   0.000
1, 218  acc:     0 /     2 =   0.000
1, 219  acc:     0 /     2 =   0.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 237902 / 269038 =  88.427
Robust  acc:     0 /   118 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25373 / 25373 = 100.000
0, 1  acc: 31282 / 31282 = 100.000
0, 2  acc:  6155 /  6155 = 100.000
0, 3  acc: 24292 / 24292 = 100.000
0, 4  acc: 10829 / 10829 = 100.000
0, 5  acc:  5541 /  5541 = 100.000
0, 6  acc:  6785 /  6785 = 100.000
0, 7  acc: 12016 / 12016 = 100.000
1, 0  acc:     0 /  4437 =   0.000
1, 1  acc:     0 /  4962 =   0.000
1, 2  acc:     0 /  2265 =   0.000
1, 3  acc:     0 /  2446 =   0.000
1, 4  acc:     0 /  3125 =   0.000
1, 5  acc:     0 /  1003 =   0.000
1, 6  acc:     0 /  3111 =   0.000
1, 7  acc:     0 /  4682 =   0.000
--------------------------------------
Average acc: 122273 / 148304 =  82.448
Robust  acc:     0 /  4437 =   0.000
--------------------------------------
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: 0.000 | Best Acc: 100.000
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
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: 0.000 | Train Acc: 88.657 | Val Loss: 0.000 | Val Acc: 88.658
Training:
Accuracies by groups:
0, 0  acc: 148184 / 148186 =  99.999
0, 1  acc:  9955 /  9955 = 100.000
0, 2  acc: 16544 / 16544 = 100.000
0, 3  acc:  8553 /  8553 = 100.000
0, 4  acc:  3291 /  3291 = 100.000
0, 5  acc:   368 /   368 = 100.000
0, 6  acc:   390 /   390 = 100.000
0, 7  acc:   431 /   431 = 100.000
0, 8  acc: 16537 / 16537 = 100.000
0, 9  acc:  1062 /  1062 = 100.000
0, 10  acc:  1138 /  1138 = 100.000
0, 11  acc:   795 /   795 = 100.000
0, 12  acc:   651 /   651 = 100.000
0, 13  acc:    77 /    77 = 100.000
0, 14  acc:   122 /   122 = 100.000
0, 15  acc:    67 /    67 = 100.000
0, 16  acc:  6714 /  6714 = 100.000
0, 17  acc:   205 /   205 = 100.000
0, 18  acc:   658 /   658 = 100.000
0, 19  acc:   202 /   202 = 100.000
0, 20  acc:   111 /   111 = 100.000
0, 21  acc:    13 /    13 = 100.000
0, 22  acc:    50 /    50 = 100.000
0, 23  acc:     8 /     8 = 100.000
0, 24  acc:   948 /   948 = 100.000
0, 25  acc:    43 /    43 = 100.000
0, 26  acc:    79 /    79 = 100.000
0, 27  acc:    35 /    35 = 100.000
0, 28  acc:    36 /    36 = 100.000
0, 29  acc:     2 /     2 = 100.000
0, 30  acc:     5 /     5 = 100.000
0, 31  acc:     6 /     6 = 100.000
0, 32  acc:  2588 /  2588 = 100.000
0, 33  acc:   115 /   115 = 100.000
0, 34  acc:   104 /   104 = 100.000
0, 35  acc:    40 /    40 = 100.000
0, 36  acc:    40 /    40 = 100.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    15 /    15 = 100.000
0, 39  acc:     3 /     3 = 100.000
0, 40  acc:   905 /   905 = 100.000
0, 41  acc:    40 /    40 = 100.000
0, 42  acc:    38 /    38 = 100.000
0, 43  acc:    49 /    49 = 100.000
0, 44  acc:    27 /    27 = 100.000
0, 45  acc:     2 /     2 = 100.000
0, 46  acc:     7 /     7 = 100.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   444 /   444 = 100.000
0, 49  acc:     6 /     6 = 100.000
0, 50  acc:    25 /    25 = 100.000
0, 51  acc:    21 /    21 = 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:     1 /     1 = 100.000
0, 56  acc:   483 /   483 = 100.000
0, 57  acc:    13 /    13 = 100.000
0, 58  acc:    23 /    23 = 100.000
0, 59  acc:    23 /    23 = 100.000
0, 60  acc:    17 /    17 = 100.000
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:     7 /     7 = 100.000
0, 63  acc:     3 /     3 = 100.000
0, 64  acc:  2874 /  2874 = 100.000
0, 65  acc:   371 /   371 = 100.000
0, 66  acc:   273 /   273 = 100.000
0, 67  acc:   124 /   124 = 100.000
0, 68  acc:    64 /    64 = 100.000
0, 69  acc:     3 /     3 = 100.000
0, 70  acc:    25 /    25 = 100.000
0, 71  acc:     9 /     9 = 100.000
0, 72  acc:    85 /    85 = 100.000
0, 73  acc:     6 /     6 = 100.000
0, 74  acc:    15 /    15 = 100.000
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:     5 /     5 = 100.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     4 /     4 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:    77 /    77 = 100.000
0, 81  acc:     7 /     7 = 100.000
0, 82  acc:    13 /    13 = 100.000
0, 83  acc:     7 /     7 = 100.000
0, 84  acc:     7 /     7 = 100.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:     7 /     7 = 100.000
0, 87  acc:     2 /     2 = 100.000
0, 88  acc:     7 /     7 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     1 /     1 = 100.000
0, 91  acc:     1 /     1 = 100.000
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     1 /     1 = 100.000
0, 94  acc:    72 /    72 = 100.000
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     5 /     5 = 100.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    11 /    11 = 100.000
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:    10 /    10 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     3 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    19 /    19 = 100.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:     4 /     4 = 100.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     7 = 100.000
0, 113  acc:     1 /     1 = 100.000
0, 114  acc:     1 /     1 = 100.000
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  5989 /  5989 = 100.000
0, 118  acc:  1412 /  1412 = 100.000
0, 119  acc:   387 /   387 = 100.000
0, 120  acc:   395 /   395 = 100.000
0, 121  acc:    65 /    65 = 100.000
0, 122  acc:    19 /    19 = 100.000
0, 123  acc:     8 /     8 = 100.000
0, 124  acc:    23 /    23 = 100.000
0, 125  acc:   400 /   400 = 100.000
0, 126  acc:    95 /    95 = 100.000
0, 127  acc:    31 /    31 = 100.000
0, 128  acc:    34 /    34 = 100.000
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:     4 /     4 = 100.000
0, 131  acc:     3 /     3 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   162 /   162 = 100.000
0, 134  acc:    34 /    34 = 100.000
0, 135  acc:    20 /    20 = 100.000
0, 136  acc:    17 /    17 = 100.000
0, 137  acc:     6 /     6 = 100.000
0, 138  acc:     1 /     1 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    43 /    43 = 100.000
0, 142  acc:     8 /     8 = 100.000
0, 143  acc:     3 /     3 = 100.000
0, 144  acc:     5 /     5 = 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:   104 /   104 = 100.000
0, 149  acc:    15 /    15 = 100.000
0, 150  acc:     6 /     6 = 100.000
0, 151  acc:     7 /     7 = 100.000
0, 152  acc:     2 /     2 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    29 /    29 = 100.000
0, 155  acc:     5 /     5 = 100.000
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     2 /     2 = 100.000
0, 159  acc:    22 /    22 = 100.000
0, 160  acc:     1 /     1 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    13 /    13 = 100.000
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     3 /     3 = 100.000
0, 167  acc:     1 /     1 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  1657 /  1657 = 100.000
0, 170  acc:   322 /   322 = 100.000
0, 171  acc:   119 /   119 = 100.000
0, 172  acc:   167 /   167 = 100.000
0, 173  acc:    22 /    22 = 100.000
0, 174  acc:     5 /     5 = 100.000
0, 175  acc:     3 /     3 = 100.000
0, 176  acc:    17 /    17 = 100.000
0, 177  acc:    85 /    85 = 100.000
0, 178  acc:    12 /    12 = 100.000
0, 179  acc:     8 /     8 = 100.000
0, 180  acc:     5 /     5 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     2 /     2 = 100.000
0, 183  acc:     4 /     4 = 100.000
0, 184  acc:    38 /    38 = 100.000
0, 185  acc:     5 /     5 = 100.000
0, 186  acc:     6 /     6 = 100.000
0, 187  acc:     8 /     8 = 100.000
0, 188  acc:     2 /     2 = 100.000
0, 189  acc:     2 /     2 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    23 /    23 = 100.000
0, 192  acc:     1 /     1 = 100.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     2 /     2 = 100.000
0, 195  acc:     2 /     2 = 100.000
0, 196  acc:    37 /    37 = 100.000
0, 197  acc:     8 /     8 = 100.000
0, 198  acc:     3 /     3 = 100.000
0, 199  acc:     5 /     5 = 100.000
0, 200  acc:     3 /     3 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     1 /     1 = 100.000
0, 204  acc:    16 /    16 = 100.000
0, 205  acc:     2 /     2 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     1 /     1 = 100.000
0, 208  acc:     3 /     3 = 100.000
0, 209  acc:     6 /     6 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     1 /     1 = 100.000
0, 212  acc:     1 /     1 = 100.000
0, 213  acc:     1 /     1 = 100.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     5 /     5 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     4 = 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:     0 / 12731 =   0.000
1, 1  acc:     0 /  1440 =   0.000
1, 2  acc:     0 /  2439 =   0.000
1, 3  acc:     0 /  1007 =   0.000
1, 4  acc:     0 /  1087 =   0.000
1, 5  acc:     0 /   196 =   0.000
1, 6  acc:     0 /   118 =   0.000
1, 7  acc:     0 /   134 =   0.000
1, 8  acc:     0 /  1112 =   0.000
1, 9  acc:     0 /    79 =   0.000
1, 10  acc:     0 /   104 =   0.000
1, 11  acc:     0 /    50 =   0.000
1, 12  acc:     0 /   167 =   0.000
1, 13  acc:     0 /    22 =   0.000
1, 14  acc:     0 /    28 =   0.000
1, 15  acc:     0 /    27 =   0.000
1, 16  acc:     0 /  1783 =   0.000
1, 17  acc:     0 /    70 =   0.000
1, 18  acc:     0 /   142 =   0.000
1, 19  acc:     0 /    54 =   0.000
1, 20  acc:     0 /    70 =   0.000
1, 21  acc:     0 /    11 =   0.000
1, 22  acc:     0 /    34 =   0.000
1, 23  acc:     0 /    11 =   0.000
1, 24  acc:     0 /   223 =   0.000
1, 25  acc:     0 /     5 =   0.000
1, 26  acc:     0 /    22 =   0.000
1, 27  acc:     0 /     3 =   0.000
1, 28  acc:     0 /    35 =   0.000
1, 29  acc:     0 /     2 =   0.000
1, 30  acc:     0 /     6 =   0.000
1, 31  acc:     0 /     2 =   0.000
1, 32  acc:     0 /   361 =   0.000
1, 33  acc:     0 /    19 =   0.000
1, 34  acc:     0 /    16 =   0.000
1, 35  acc:     0 /     6 =   0.000
1, 36  acc:     0 /    12 =   0.000
1, 37  acc:     0 /     2 =   0.000
1, 38  acc:     0 /     7 =   0.000
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:     0 /    84 =   0.000
1, 41  acc:     0 /     4 =   0.000
1, 42  acc:     0 /     3 =   0.000
1, 43  acc:     0 /     4 =   0.000
1, 44  acc:     0 /     6 =   0.000
1, 45  acc:     0 /     1 =   0.000
1, 46  acc:     0 /     3 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:     0 /   117 =   0.000
1, 49  acc:     0 /     3 =   0.000
1, 50  acc:     0 /     9 =   0.000
1, 51  acc:     0 /     5 =   0.000
1, 52  acc:     0 /     4 =   0.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     0 /     8 =   0.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:     0 /    88 =   0.000
1, 57  acc:     0 /     4 =   0.000
1, 58  acc:     0 /     4 =   0.000
1, 59  acc:     0 /     3 =   0.000
1, 60  acc:     0 /     7 =   0.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     0 /     5 =   0.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:     0 /  1225 =   0.000
1, 65  acc:     0 /   175 =   0.000
1, 66  acc:     0 /   108 =   0.000
1, 67  acc:     0 /    46 =   0.000
1, 68  acc:     0 /    57 =   0.000
1, 69  acc:     0 /     9 =   0.000
1, 70  acc:     0 /    18 =   0.000
1, 71  acc:     0 /     5 =   0.000
1, 72  acc:     0 /    26 =   0.000
1, 73  acc:     0 /     1 =   0.000
1, 74  acc:     0 /     1 =   0.000
1, 75  acc:     0 /     1 =   0.000
1, 76  acc:     0 /     5 =   0.000
1, 77  acc:     0 /     1 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     1 =   0.000
1, 80  acc:     0 /    46 =   0.000
1, 81  acc:     0 /     6 =   0.000
1, 82  acc:     0 /    13 =   0.000
1, 83  acc:     0 /     2 =   0.000
1, 84  acc:     0 /     2 =   0.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     0 /     5 =   0.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     0 /     5 =   0.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     1 =   0.000
1, 93  acc:     0 /     1 =   0.000
1, 94  acc:     0 /    36 =   0.000
1, 95  acc:     0 /     5 =   0.000
1, 96  acc:     0 /     3 =   0.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     0 /     5 =   0.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     0 /     5 =   0.000
1, 101  acc:     0 /     1 =   0.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     1 =   0.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     0 /     6 =   0.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     0 /     5 =   0.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     0 /     2 =   0.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     0 /     3 =   0.000
1, 113  acc:     0 /     0 =     nan
1, 114  acc:     0 /     0 =     nan
1, 115  acc:     0 /     0 =     nan
1, 116  acc:     0 /     0 =     nan
1, 117  acc:     0 /  2098 =   0.000
1, 118  acc:     0 /   495 =   0.000
1, 119  acc:     0 /   127 =   0.000
1, 120  acc:     0 /   134 =   0.000
1, 121  acc:     0 /    36 =   0.000
1, 122  acc:     0 /    18 =   0.000
1, 123  acc:     0 /     7 =   0.000
1, 124  acc:     0 /     9 =   0.000
1, 125  acc:     0 /   130 =   0.000
1, 126  acc:     0 /    31 =   0.000
1, 127  acc:     0 /     7 =   0.000
1, 128  acc:     0 /    11 =   0.000
1, 129  acc:     0 /     4 =   0.000
1, 130  acc:     0 /     2 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /     2 =   0.000
1, 133  acc:     0 /   116 =   0.000
1, 134  acc:     0 /    22 =   0.000
1, 135  acc:     0 /    10 =   0.000
1, 136  acc:     0 /    11 =   0.000
1, 137  acc:     0 /     2 =   0.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     0 /     1 =   0.000
1, 140  acc:     0 /     1 =   0.000
1, 141  acc:     0 /    28 =   0.000
1, 142  acc:     0 /     5 =   0.000
1, 143  acc:     0 /     1 =   0.000
1, 144  acc:     0 /     1 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     1 =   0.000
1, 148  acc:     0 /    49 =   0.000
1, 149  acc:     0 /     5 =   0.000
1, 150  acc:     0 /     2 =   0.000
1, 151  acc:     0 /     5 =   0.000
1, 152  acc:     0 /     1 =   0.000
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:     0 /    10 =   0.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     0 /     2 =   0.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     0 /     8 =   0.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     1 =   0.000
1, 164  acc:     0 /     6 =   0.000
1, 165  acc:     0 /     1 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:     0 /   828 =   0.000
1, 170  acc:     0 /   159 =   0.000
1, 171  acc:     0 /    62 =   0.000
1, 172  acc:     0 /    53 =   0.000
1, 173  acc:     0 /    15 =   0.000
1, 174  acc:     0 /     3 =   0.000
1, 175  acc:     0 /     2 =   0.000
1, 176  acc:     0 /    11 =   0.000
1, 177  acc:     0 /    18 =   0.000
1, 178  acc:     0 /     3 =   0.000
1, 179  acc:     0 /     2 =   0.000
1, 180  acc:     0 /     2 =   0.000
1, 181  acc:     0 /     2 =   0.000
1, 182  acc:     0 /     1 =   0.000
1, 183  acc:     0 /     4 =   0.000
1, 184  acc:     0 /    33 =   0.000
1, 185  acc:     0 /     8 =   0.000
1, 186  acc:     0 /     5 =   0.000
1, 187  acc:     0 /     2 =   0.000
1, 188  acc:     0 /     1 =   0.000
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     0 /     3 =   0.000
1, 191  acc:     0 /     2 =   0.000
1, 192  acc:     0 /     3 =   0.000
1, 193  acc:     0 /     1 =   0.000
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     0 /     1 =   0.000
1, 196  acc:     0 /    25 =   0.000
1, 197  acc:     0 /     3 =   0.000
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 /     1 =   0.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     0 /     4 =   0.000
1, 205  acc:     0 /     1 =   0.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     0 /     5 =   0.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     1 =   0.000
1, 212  acc:     0 /     1 =   0.000
1, 213  acc:     0 /     3 =   0.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     0 /     1 =   0.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     0 /     3 =   0.000
1, 218  acc:     0 /     2 =   0.000
1, 219  acc:     0 /     2 =   0.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 238521 / 269038 =  88.657
Robust  acc:     0 / 12731 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25373 / 25373 = 100.000
0, 1  acc: 31282 / 31282 = 100.000
0, 2  acc:  6155 /  6155 = 100.000
0, 3  acc: 24292 / 24292 = 100.000
0, 4  acc: 10829 / 10829 = 100.000
0, 5  acc:  5541 /  5541 = 100.000
0, 6  acc:  6785 /  6785 = 100.000
0, 7  acc: 12016 / 12016 = 100.000
1, 0  acc:     0 /  4437 =   0.000
1, 1  acc:     0 /  4962 =   0.000
1, 2  acc:     0 /  2265 =   0.000
1, 3  acc:     0 /  2446 =   0.000
1, 4  acc:     0 /  3125 =   0.000
1, 5  acc:     0 /  1003 =   0.000
1, 6  acc:     0 /  3111 =   0.000
1, 7  acc:     0 /  4682 =   0.000
--------------------------------------
Average acc: 122273 / 148304 =  82.448
Robust  acc:     0 /  4437 =   0.000
--------------------------------------
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: 0.000 | Best Acc: 100.000
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 12092 / 12092 = 100.000
0, 1  acc: 14179 / 14179 = 100.000
0, 2  acc:  3210 /  3210 = 100.000
0, 3  acc: 12101 / 12101 = 100.000
0, 4  acc:  5355 /  5355 = 100.000
0, 5  acc:  2980 /  2980 = 100.000
0, 6  acc:  3335 /  3335 = 100.000
0, 7  acc:  5723 /  5723 = 100.000
1, 0  acc:     0 /  2203 =   0.000
1, 1  acc:     0 /  2270 =   0.000
1, 2  acc:     0 /  1216 =   0.000
1, 3  acc:     0 /  1260 =   0.000
1, 4  acc:     0 /  1627 =   0.000
1, 5  acc:     0 /   520 =   0.000
1, 6  acc:     0 /  1537 =   0.000
1, 7  acc:     0 /  2246 =   0.000
------------------------------------
Average acc: 58975 / 71854 =  82.076
Robust  acc:     0 /  2203 =   0.000
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/cp-bias-end-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=2-bst=16-o=sgd-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=0-r=0-cpe=1-cpre=-1-cpb=-1.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======

t_total is 10


t_total is 565488450

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: 0.003 | Train Acc: 99.159 | Val Loss: 0.000 | Val Acc: 99.360
Training:
Accuracies by groups:
0, 0  acc:   867 /  1868 =  46.413
0, 1  acc:    35 /   147 =  23.810
0, 2  acc:    49 /   207 =  23.671
0, 3  acc:    24 /   121 =  19.835
0, 4  acc:     0 /    39 =   0.000
0, 5  acc:     0 /     5 =   0.000
0, 6  acc:     0 /     4 =   0.000
0, 7  acc:     0 /     7 =   0.000
0, 8  acc:   113 /   229 =  49.345
0, 9  acc:     6 /    16 =  37.500
0, 10  acc:     7 /    15 =  46.667
0, 11  acc:     2 /    10 =  20.000
0, 12  acc:     0 /     6 =   0.000
0, 13  acc:     0 /     0 =     nan
0, 14  acc:     0 /     2 =   0.000
0, 15  acc:     0 /     0 =     nan
0, 16  acc:     1 /    68 =   1.471
0, 17  acc:     0 /     4 =   0.000
0, 18  acc:     0 /     3 =   0.000
0, 19  acc:     0 /     1 =   0.000
0, 20  acc:     0 /     0 =     nan
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     0 =     nan
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     0 /     7 =   0.000
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     1 =   0.000
0, 27  acc:     0 /     2 =   0.000
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:     3 /    31 =   9.677
0, 33  acc:     0 /     1 =   0.000
0, 34  acc:     0 /     3 =   0.000
0, 35  acc:     0 /     1 =   0.000
0, 36  acc:     0 /     1 =   0.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     1 =   0.000
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     0 /    11 =   0.000
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     0 /     0 =     nan
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     0 /     7 =   0.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     1 =   0.000
0, 51  acc:     0 /     0 =     nan
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     1 =   0.000
0, 56  acc:     0 /     4 =   0.000
0, 57  acc:     0 /     1 =   0.000
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     0 /    33 =   0.000
0, 65  acc:     0 /     7 =   0.000
0, 66  acc:     0 /     1 =   0.000
0, 67  acc:     0 /     2 =   0.000
0, 68  acc:     0 /     0 =     nan
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     1 =   0.000
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     0 =     nan
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     1 =   0.000
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     0 =     nan
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
0, 89  acc:     0 /     0 =     nan
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:     0 /     0 =     nan
0, 95  acc:     0 /     0 =     nan
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     0 =     nan
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:     0 /    89 =   0.000
0, 118  acc:     0 /    15 =   0.000
0, 119  acc:     1 /     4 =  25.000
0, 120  acc:     0 /     3 =   0.000
0, 121  acc:     0 /     0 =     nan
0, 122  acc:     0 /     1 =   0.000
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /     2 =   0.000
0, 126  acc:     0 /     0 =     nan
0, 127  acc:     0 /     0 =     nan
0, 128  acc:     0 /     1 =   0.000
0, 129  acc:     0 /     1 =   0.000
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     0 =     nan
0, 134  acc:     0 /     1 =   0.000
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     0 =     nan
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     2 =   0.000
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     0 /     3 =   0.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     1 =   0.000
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     0 /    17 =   0.000
0, 170  acc:     0 /     5 =   0.000
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     0 /     4 =   0.000
0, 173  acc:     0 /     0 =     nan
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     0 =     nan
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     1 =   0.000
0, 180  acc:     0 /     0 =     nan
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     0 =     nan
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     2 =   0.000
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     0 =     nan
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     0 =     nan
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 110410 / 110582 =  99.844
1, 1  acc: 12375 / 12399 =  99.806
1, 2  acc: 21156 / 21194 =  99.821
1, 3  acc:  8813 /  8823 =  99.887
1, 4  acc:  9492 /  9498 =  99.937
1, 5  acc:  1764 /  1766 =  99.887
1, 6  acc:  1036 /  1036 = 100.000
1, 7  acc:  1111 /  1111 = 100.000
1, 8  acc:  9561 /  9587 =  99.729
1, 9  acc:   715 /   716 =  99.860
1, 10  acc:   947 /   947 = 100.000
1, 11  acc:   416 /   416 = 100.000
1, 12  acc:  1446 /  1447 =  99.931
1, 13  acc:   190 /   190 = 100.000
1, 14  acc:   255 /   256 =  99.609
1, 15  acc:   246 /   246 = 100.000
1, 16  acc: 15650 / 15660 =  99.936
1, 17  acc:   634 /   634 = 100.000
1, 18  acc:  1278 /  1278 = 100.000
1, 19  acc:   493 /   494 =  99.798
1, 20  acc:   657 /   657 = 100.000
1, 21  acc:    92 /    92 = 100.000
1, 22  acc:   284 /   285 =  99.649
1, 23  acc:    89 /    89 = 100.000
1, 24  acc:  2004 /  2004 = 100.000
1, 25  acc:    45 /    45 = 100.000
1, 26  acc:   189 /   189 = 100.000
1, 27  acc:    24 /    24 = 100.000
1, 28  acc:   293 /   293 = 100.000
1, 29  acc:    20 /    20 = 100.000
1, 30  acc:    62 /    62 = 100.000
1, 31  acc:    17 /    17 = 100.000
1, 32  acc:  3198 /  3201 =  99.906
1, 33  acc:   164 /   164 = 100.000
1, 34  acc:   155 /   155 = 100.000
1, 35  acc:    58 /    58 = 100.000
1, 36  acc:   129 /   130 =  99.231
1, 37  acc:    17 /    17 = 100.000
1, 38  acc:    59 /    59 = 100.000
1, 39  acc:    15 /    15 = 100.000
1, 40  acc:   738 /   740 =  99.730
1, 41  acc:    40 /    40 = 100.000
1, 42  acc:    31 /    31 = 100.000
1, 43  acc:    27 /    29 =  93.103
1, 44  acc:    52 /    52 = 100.000
1, 45  acc:     7 /     7 = 100.000
1, 46  acc:    24 /    24 = 100.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1031 /  1031 = 100.000
1, 49  acc:    24 /    24 = 100.000
1, 50  acc:    57 /    58 =  98.276
1, 51  acc:    33 /    33 = 100.000
1, 52  acc:    35 /    35 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    58 /    58 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   791 /   791 = 100.000
1, 57  acc:    41 /    41 = 100.000
1, 58  acc:    27 /    27 = 100.000
1, 59  acc:    18 /    18 = 100.000
1, 60  acc:    73 /    73 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    50 /    50 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10706 / 10711 =  99.953
1, 65  acc:  1465 /  1467 =  99.864
1, 66  acc:   928 /   929 =  99.892
1, 67  acc:   427 /   428 =  99.766
1, 68  acc:   480 /   480 = 100.000
1, 69  acc:    95 /    95 = 100.000
1, 70  acc:   175 /   175 = 100.000
1, 71  acc:    38 /    38 = 100.000
1, 72  acc:   249 /   249 = 100.000
1, 73  acc:    10 /    10 = 100.000
1, 74  acc:     8 /     8 = 100.000
1, 75  acc:     9 /     9 = 100.000
1, 76  acc:    42 /    42 = 100.000
1, 77  acc:    13 /    13 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     9 /     9 = 100.000
1, 80  acc:   413 /   413 = 100.000
1, 81  acc:    47 /    47 = 100.000
1, 82  acc:    92 /    92 = 100.000
1, 83  acc:    14 /    14 = 100.000
1, 84  acc:    16 /    16 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    42 /    42 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    36 /    36 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:    11 /    11 = 100.000
1, 93  acc:    10 /    10 = 100.000
1, 94  acc:   310 /   310 = 100.000
1, 95  acc:    39 /    39 = 100.000
1, 96  acc:    28 /    28 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    31 /    31 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    44 /    44 = 100.000
1, 101  acc:     9 /     9 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     7 /     7 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    67 /    67 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    37 /    37 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    11 /    11 = 100.000
1, 111  acc:     5 /     5 = 100.000
1, 112  acc:    29 /    29 = 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: 18227 / 18243 =  99.912
1, 118  acc:  4314 /  4317 =  99.931
1, 119  acc:  1157 /  1157 = 100.000
1, 120  acc:  1183 /  1184 =  99.916
1, 121  acc:   318 /   319 =  99.687
1, 122  acc:   151 /   151 = 100.000
1, 123  acc:    60 /    60 = 100.000
1, 124  acc:    84 /    84 = 100.000
1, 125  acc:  1116 /  1116 = 100.000
1, 126  acc:   290 /   291 =  99.656
1, 127  acc:    68 /    68 = 100.000
1, 128  acc:    97 /    97 = 100.000
1, 129  acc:    44 /    44 = 100.000
1, 130  acc:    17 /    17 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    20 /    20 = 100.000
1, 133  acc:   995 /   996 =  99.900
1, 134  acc:   207 /   207 = 100.000
1, 135  acc:    98 /    98 = 100.000
1, 136  acc:    84 /    84 = 100.000
1, 137  acc:    19 /    19 = 100.000
1, 138  acc:     6 /     6 = 100.000
1, 139  acc:     3 /     3 = 100.000
1, 140  acc:    11 /    11 = 100.000
1, 141  acc:   237 /   237 = 100.000
1, 142  acc:    48 /    48 = 100.000
1, 143  acc:    12 /    12 = 100.000
1, 144  acc:     9 /     9 = 100.000
1, 145  acc:    11 /    11 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:    11 /    11 = 100.000
1, 148  acc:   410 /   410 = 100.000
1, 149  acc:    32 /    32 = 100.000
1, 150  acc:    17 /    17 = 100.000
1, 151  acc:    36 /    36 = 100.000
1, 152  acc:     9 /     9 = 100.000
1, 153  acc:     9 /     9 = 100.000
1, 154  acc:    94 /    94 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    16 /    16 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    87 /    87 = 100.000
1, 160  acc:     9 /     9 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     5 /     5 = 100.000
1, 164  acc:    43 /    43 = 100.000
1, 165  acc:    13 /    13 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7276 /  7286 =  99.863
1, 170  acc:  1433 /  1436 =  99.791
1, 171  acc:   586 /   586 = 100.000
1, 172  acc:   506 /   506 = 100.000
1, 173  acc:   132 /   132 = 100.000
1, 174  acc:    36 /    36 = 100.000
1, 175  acc:    11 /    11 = 100.000
1, 176  acc:   109 /   109 = 100.000
1, 177  acc:   163 /   163 = 100.000
1, 178  acc:    25 /    25 = 100.000
1, 179  acc:    18 /    18 = 100.000
1, 180  acc:    12 /    12 = 100.000
1, 181  acc:    17 /    17 = 100.000
1, 182  acc:    10 /    10 = 100.000
1, 183  acc:    26 /    26 = 100.000
1, 184  acc:   240 /   240 = 100.000
1, 185  acc:    79 /    79 = 100.000
1, 186  acc:    44 /    44 = 100.000
1, 187  acc:    18 /    18 = 100.000
1, 188  acc:    11 /    11 = 100.000
1, 189  acc:     8 /     8 = 100.000
1, 190  acc:    34 /    34 = 100.000
1, 191  acc:    16 /    16 = 100.000
1, 192  acc:    31 /    31 = 100.000
1, 193  acc:    12 /    12 = 100.000
1, 194  acc:     8 /     8 = 100.000
1, 195  acc:     8 /     8 = 100.000
1, 196  acc:   209 /   209 = 100.000
1, 197  acc:    28 /    28 = 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:    12 /    12 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    34 /    34 = 100.000
1, 205  acc:     9 /     9 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    47 /    47 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     6 /     6 = 100.000
1, 212  acc:    11 /    11 = 100.000
1, 213  acc:    31 /    31 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     7 /     7 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    32 /    32 = 100.000
1, 218  acc:    18 /    18 = 100.000
1, 219  acc:    10 /    10 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 266776 / 269038 =  99.159
Robust  acc:     0 /    39 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25211 / 25373 =  99.362
0, 1  acc: 31073 / 31282 =  99.332
0, 2  acc:  6110 /  6155 =  99.269
0, 3  acc: 24124 / 24292 =  99.308
0, 4  acc: 10771 / 10829 =  99.464
0, 5  acc:  5503 /  5541 =  99.314
0, 6  acc:  6742 /  6785 =  99.366
0, 7  acc: 11934 / 12016 =  99.318
1, 0  acc:  4410 /  4437 =  99.391
1, 1  acc:  4937 /  4962 =  99.496
1, 2  acc:  2255 /  2265 =  99.558
1, 3  acc:  2432 /  2446 =  99.428
1, 4  acc:  3114 /  3125 =  99.648
1, 5  acc:   997 /  1003 =  99.402
1, 6  acc:  3097 /  3111 =  99.550
1, 7  acc:  4662 /  4682 =  99.573
--------------------------------------
Average acc: 147372 / 148304 =  99.372
Robust  acc:  6110 /  6155 =  99.269
--------------------------------------
New max robust acc: 99.26888708367181
- Saving best checkpoint at epoch 0
replace: True
Checkpoint saved at ./model/civilcomments/config/cp-debias-wga-best-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=2-bst=16-o=sgd-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=0-r=0-cpe=0-cpre=-1-cpb=-1.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: 0.952 | Best Acc: 100.000
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  3396 / 12092 =  28.085
0, 1  acc:  3898 / 14179 =  27.491
0, 2  acc:    58 /  3210 =   1.807
0, 3  acc:  4893 / 12101 =  40.435
0, 4  acc:    51 /  5355 =   0.952
0, 5  acc:   506 /  2980 =  16.980
0, 6  acc:    37 /  3335 =   1.109
0, 7  acc:    77 /  5723 =   1.345
1, 0  acc:  2200 /  2203 =  99.864
1, 1  acc:  2264 /  2270 =  99.736
1, 2  acc:  1215 /  1216 =  99.918
1, 3  acc:  1254 /  1260 =  99.524
1, 4  acc:  1627 /  1627 = 100.000
1, 5  acc:   520 /   520 = 100.000
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2246 /  2246 = 100.000
------------------------------------
Average acc: 25779 / 71854 =  35.877
Robust  acc:    51 /  5355 =   0.952
------------------------------------
Accuracies by groups:
0, 0  acc:  3396 / 12092 =  28.085
0, 1  acc:  3898 / 14179 =  27.491
0, 2  acc:    58 /  3210 =   1.807
0, 3  acc:  4893 / 12101 =  40.435
0, 4  acc:    51 /  5355 =   0.952
0, 5  acc:   506 /  2980 =  16.980
0, 6  acc:    37 /  3335 =   1.109
0, 7  acc:    77 /  5723 =   1.345
1, 0  acc:  2200 /  2203 =  99.864
1, 1  acc:  2264 /  2270 =  99.736
1, 2  acc:  1215 /  1216 =  99.918
1, 3  acc:  1254 /  1260 =  99.524
1, 4  acc:  1627 /  1627 = 100.000
1, 5  acc:   520 /   520 = 100.000
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2246 /  2246 = 100.000
------------------------------------
Average acc: 25779 / 71854 =  35.877
Robust  acc:    51 /  5355 =   0.952
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  3396 / 12092 =  28.085
0, 1  acc:  3898 / 14179 =  27.491
0, 2  acc:    58 /  3210 =   1.807
0, 3  acc:  4893 / 12101 =  40.435
0, 4  acc:    51 /  5355 =   0.952
0, 5  acc:   506 /  2980 =  16.980
0, 6  acc:    37 /  3335 =   1.109
0, 7  acc:    77 /  5723 =   1.345
1, 0  acc:  2200 /  2203 =  99.864
1, 1  acc:  2264 /  2270 =  99.736
1, 2  acc:  1215 /  1216 =  99.918
1, 3  acc:  1254 /  1260 =  99.524
1, 4  acc:  1627 /  1627 = 100.000
1, 5  acc:   520 /   520 = 100.000
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2246 /  2246 = 100.000
------------------------------------
Average acc: 25779 / 71854 =  35.877
Robust  acc:    51 /  5355 =   0.952
------------------------------------

t_total is 565488450

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: 0.002 | Train Acc: 99.455 | Val Loss: 0.000 | Val Acc: 99.545
Training:
Accuracies by groups:
0, 0  acc:  1240 /  1881 =  65.922
0, 1  acc:    65 /   129 =  50.388
0, 2  acc:    63 /   163 =  38.650
0, 3  acc:    48 /   110 =  43.636
0, 4  acc:     1 /    39 =   2.564
0, 5  acc:     0 /     5 =   0.000
0, 6  acc:     0 /     4 =   0.000
0, 7  acc:     0 /     2 =   0.000
0, 8  acc:   132 /   201 =  65.672
0, 9  acc:    11 /    21 =  52.381
0, 10  acc:     7 /    14 =  50.000
0, 11  acc:     6 /     9 =  66.667
0, 12  acc:     1 /     8 =  12.500
0, 13  acc:     0 /     0 =     nan
0, 14  acc:     0 /     2 =   0.000
0, 15  acc:     0 /     1 =   0.000
0, 16  acc:     8 /    83 =   9.639
0, 17  acc:     0 /     0 =     nan
0, 18  acc:     1 /     8 =  12.500
0, 19  acc:     0 /     1 =   0.000
0, 20  acc:     0 /     1 =   0.000
0, 21  acc:     0 /     0 =     nan
0, 22  acc:     0 /     1 =   0.000
0, 23  acc:     0 /     0 =     nan
0, 24  acc:     1 /    19 =   5.263
0, 25  acc:     0 /     0 =     nan
0, 26  acc:     0 /     0 =     nan
0, 27  acc:     0 /     1 =   0.000
0, 28  acc:     0 /     0 =     nan
0, 29  acc:     0 /     0 =     nan
0, 30  acc:     0 /     0 =     nan
0, 31  acc:     0 /     0 =     nan
0, 32  acc:     9 /    33 =  27.273
0, 33  acc:     0 /     0 =     nan
0, 34  acc:     0 /     1 =   0.000
0, 35  acc:     0 /     0 =     nan
0, 36  acc:     0 /     1 =   0.000
0, 37  acc:     0 /     0 =     nan
0, 38  acc:     0 /     0 =     nan
0, 39  acc:     0 /     0 =     nan
0, 40  acc:     4 /    12 =  33.333
0, 41  acc:     0 /     0 =     nan
0, 42  acc:     0 /     0 =     nan
0, 43  acc:     0 /     0 =     nan
0, 44  acc:     0 /     0 =     nan
0, 45  acc:     0 /     0 =     nan
0, 46  acc:     0 /     0 =     nan
0, 47  acc:     0 /     0 =     nan
0, 48  acc:     0 /     3 =   0.000
0, 49  acc:     0 /     0 =     nan
0, 50  acc:     0 /     0 =     nan
0, 51  acc:     0 /     0 =     nan
0, 52  acc:     0 /     0 =     nan
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     0 /     0 =     nan
0, 55  acc:     0 /     0 =     nan
0, 56  acc:     1 /     8 =  12.500
0, 57  acc:     0 /     0 =     nan
0, 58  acc:     0 /     0 =     nan
0, 59  acc:     0 /     0 =     nan
0, 60  acc:     0 /     0 =     nan
0, 61  acc:     0 /     0 =     nan
0, 62  acc:     0 /     0 =     nan
0, 63  acc:     0 /     0 =     nan
0, 64  acc:     1 /    36 =   2.778
0, 65  acc:     0 /     1 =   0.000
0, 66  acc:     1 /     8 =  12.500
0, 67  acc:     0 /     2 =   0.000
0, 68  acc:     0 /     0 =     nan
0, 69  acc:     0 /     0 =     nan
0, 70  acc:     0 /     0 =     nan
0, 71  acc:     0 /     0 =     nan
0, 72  acc:     0 /     0 =     nan
0, 73  acc:     0 /     0 =     nan
0, 74  acc:     0 /     0 =     nan
0, 75  acc:     0 /     0 =     nan
0, 76  acc:     0 /     0 =     nan
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:     0 /     2 =   0.000
0, 81  acc:     0 /     0 =     nan
0, 82  acc:     0 /     0 =     nan
0, 83  acc:     0 /     0 =     nan
0, 84  acc:     0 /     1 =   0.000
0, 85  acc:     0 /     0 =     nan
0, 86  acc:     0 /     0 =     nan
0, 87  acc:     0 /     0 =     nan
0, 88  acc:     0 /     0 =     nan
0, 89  acc:     0 /     0 =     nan
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:     0 /     2 =   0.000
0, 95  acc:     0 /     1 =   0.000
0, 96  acc:     0 /     0 =     nan
0, 97  acc:     0 /     0 =     nan
0, 98  acc:     0 /     0 =     nan
0, 99  acc:     0 /     0 =     nan
0, 100  acc:     0 /     0 =     nan
0, 101  acc:     0 /     0 =     nan
0, 102  acc:     0 /     0 =     nan
0, 103  acc:     0 /     0 =     nan
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:     0 /     0 =     nan
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     0 =     nan
0, 110  acc:     0 /     0 =     nan
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     0 /     1 =   0.000
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:     4 /    72 =   5.556
0, 118  acc:     0 /    18 =   0.000
0, 119  acc:     2 /     7 =  28.571
0, 120  acc:     0 /     6 =   0.000
0, 121  acc:     0 /     1 =   0.000
0, 122  acc:     0 /     0 =     nan
0, 123  acc:     0 /     0 =     nan
0, 124  acc:     0 /     0 =     nan
0, 125  acc:     0 /     1 =   0.000
0, 126  acc:     0 /     1 =   0.000
0, 127  acc:     0 /     1 =   0.000
0, 128  acc:     0 /     1 =   0.000
0, 129  acc:     0 /     0 =     nan
0, 130  acc:     0 /     0 =     nan
0, 131  acc:     0 /     0 =     nan
0, 132  acc:     0 /     0 =     nan
0, 133  acc:     0 /     1 =   0.000
0, 134  acc:     0 /     1 =   0.000
0, 135  acc:     0 /     0 =     nan
0, 136  acc:     0 /     1 =   0.000
0, 137  acc:     0 /     0 =     nan
0, 138  acc:     0 /     0 =     nan
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:     0 /     1 =   0.000
0, 142  acc:     0 /     0 =     nan
0, 143  acc:     0 /     0 =     nan
0, 144  acc:     0 /     0 =     nan
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     0 /     0 =     nan
0, 147  acc:     0 /     0 =     nan
0, 148  acc:     1 /     2 =  50.000
0, 149  acc:     0 /     0 =     nan
0, 150  acc:     0 /     0 =     nan
0, 151  acc:     0 /     0 =     nan
0, 152  acc:     0 /     0 =     nan
0, 153  acc:     0 /     0 =     nan
0, 154  acc:     0 /     1 =   0.000
0, 155  acc:     0 /     0 =     nan
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     0 /     0 =     nan
0, 159  acc:     0 /     0 =     nan
0, 160  acc:     0 /     0 =     nan
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:     0 /     0 =     nan
0, 165  acc:     0 /     0 =     nan
0, 166  acc:     0 /     0 =     nan
0, 167  acc:     0 /     0 =     nan
0, 168  acc:     0 /     0 =     nan
0, 169  acc:     0 /    19 =   0.000
0, 170  acc:     0 /     5 =   0.000
0, 171  acc:     0 /     1 =   0.000
0, 172  acc:     0 /     2 =   0.000
0, 173  acc:     0 /     1 =   0.000
0, 174  acc:     0 /     0 =     nan
0, 175  acc:     0 /     0 =     nan
0, 176  acc:     0 /     0 =     nan
0, 177  acc:     0 /     1 =   0.000
0, 178  acc:     0 /     0 =     nan
0, 179  acc:     0 /     0 =     nan
0, 180  acc:     0 /     1 =   0.000
0, 181  acc:     0 /     0 =     nan
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     0 /     0 =     nan
0, 184  acc:     0 /     0 =     nan
0, 185  acc:     0 /     0 =     nan
0, 186  acc:     0 /     0 =     nan
0, 187  acc:     0 /     0 =     nan
0, 188  acc:     0 /     0 =     nan
0, 189  acc:     0 /     0 =     nan
0, 190  acc:     0 /     0 =     nan
0, 191  acc:     0 /     0 =     nan
0, 192  acc:     0 /     0 =     nan
0, 193  acc:     0 /     0 =     nan
0, 194  acc:     0 /     0 =     nan
0, 195  acc:     0 /     0 =     nan
0, 196  acc:     0 /     1 =   0.000
0, 197  acc:     0 /     0 =     nan
0, 198  acc:     0 /     0 =     nan
0, 199  acc:     0 /     0 =     nan
0, 200  acc:     0 /     0 =     nan
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     0 /     0 =     nan
0, 204  acc:     0 /     1 =   0.000
0, 205  acc:     0 /     0 =     nan
0, 206  acc:     0 /     0 =     nan
0, 207  acc:     0 /     0 =     nan
0, 208  acc:     0 /     0 =     nan
0, 209  acc:     0 /     0 =     nan
0, 210  acc:     0 /     0 =     nan
0, 211  acc:     0 /     0 =     nan
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     0 /     0 =     nan
0, 214  acc:     0 /     0 =     nan
0, 215  acc:     0 /     0 =     nan
0, 216  acc:     0 /     0 =     nan
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     0 /     0 =     nan
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     0 /     0 =     nan
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 109940 / 110007 =  99.939
1, 1  acc: 12506 / 12509 =  99.976
1, 2  acc: 21368 / 21380 =  99.944
1, 3  acc:  8698 /  8701 =  99.966
1, 4  acc:  9484 /  9485 =  99.989
1, 5  acc:  1704 /  1704 = 100.000
1, 6  acc:  1016 /  1016 = 100.000
1, 7  acc:  1165 /  1165 = 100.000
1, 8  acc:  9812 /  9822 =  99.898
1, 9  acc:   669 /   670 =  99.851
1, 10  acc:   918 /   918 = 100.000
1, 11  acc:   475 /   475 = 100.000
1, 12  acc:  1430 /  1430 = 100.000
1, 13  acc:   205 /   205 = 100.000
1, 14  acc:   246 /   246 = 100.000
1, 15  acc:   241 /   241 = 100.000
1, 16  acc: 15816 / 15818 =  99.987
1, 17  acc:   624 /   624 = 100.000
1, 18  acc:  1277 /  1277 = 100.000
1, 19  acc:   478 /   478 = 100.000
1, 20  acc:   625 /   625 = 100.000
1, 21  acc:    90 /    90 = 100.000
1, 22  acc:   313 /   313 = 100.000
1, 23  acc:   107 /   107 = 100.000
1, 24  acc:  1982 /  1984 =  99.899
1, 25  acc:    44 /    44 = 100.000
1, 26  acc:   181 /   181 = 100.000
1, 27  acc:    23 /    23 = 100.000
1, 28  acc:   319 /   319 = 100.000
1, 29  acc:    22 /    22 = 100.000
1, 30  acc:    48 /    48 = 100.000
1, 31  acc:    23 /    23 = 100.000
1, 32  acc:  3222 /  3224 =  99.938
1, 33  acc:   166 /   167 =  99.401
1, 34  acc:   147 /   147 = 100.000
1, 35  acc:    51 /    51 = 100.000
1, 36  acc:   110 /   110 = 100.000
1, 37  acc:    10 /    10 = 100.000
1, 38  acc:    74 /    74 = 100.000
1, 39  acc:     7 /     7 = 100.000
1, 40  acc:   701 /   701 = 100.000
1, 41  acc:    35 /    35 = 100.000
1, 42  acc:    21 /    21 = 100.000
1, 43  acc:    27 /    27 = 100.000
1, 44  acc:    50 /    50 = 100.000
1, 45  acc:    11 /    11 = 100.000
1, 46  acc:    23 /    24 =  95.833
1, 47  acc:     0 /     0 =     nan
1, 48  acc:  1066 /  1066 = 100.000
1, 49  acc:    30 /    30 = 100.000
1, 50  acc:    79 /    79 = 100.000
1, 51  acc:    41 /    41 = 100.000
1, 52  acc:    41 /    41 = 100.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    63 /    63 = 100.000
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   827 /   828 =  99.879
1, 57  acc:    31 /    31 = 100.000
1, 58  acc:    31 /    31 = 100.000
1, 59  acc:    16 /    16 = 100.000
1, 60  acc:    54 /    54 = 100.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:    38 /    38 = 100.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc: 10592 / 10592 = 100.000
1, 65  acc:  1541 /  1541 = 100.000
1, 66  acc:   959 /   959 = 100.000
1, 67  acc:   399 /   399 = 100.000
1, 68  acc:   471 /   471 = 100.000
1, 69  acc:    71 /    71 = 100.000
1, 70  acc:   134 /   134 = 100.000
1, 71  acc:    37 /    37 = 100.000
1, 72  acc:   226 /   226 = 100.000
1, 73  acc:     4 /     4 = 100.000
1, 74  acc:     7 /     7 = 100.000
1, 75  acc:     8 /     8 = 100.000
1, 76  acc:    46 /    46 = 100.000
1, 77  acc:     2 /     2 = 100.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     8 /     8 = 100.000
1, 80  acc:   398 /   398 = 100.000
1, 81  acc:    59 /    59 = 100.000
1, 82  acc:   119 /   119 = 100.000
1, 83  acc:    19 /    19 = 100.000
1, 84  acc:    13 /    13 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    44 /    44 = 100.000
1, 87  acc:     0 /     0 =     nan
1, 88  acc:    38 /    38 = 100.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:    12 /    12 = 100.000
1, 93  acc:    11 /    11 = 100.000
1, 94  acc:   312 /   312 = 100.000
1, 95  acc:    40 /    40 = 100.000
1, 96  acc:    22 /    22 = 100.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:    46 /    46 = 100.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:    53 /    53 = 100.000
1, 101  acc:    15 /    15 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:    11 /    11 = 100.000
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    43 /    43 = 100.000
1, 107  acc:     0 /     0 =     nan
1, 108  acc:    36 /    36 = 100.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:    19 /    19 = 100.000
1, 111  acc:     7 /     7 = 100.000
1, 112  acc:    27 /    27 = 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: 18390 / 18391 =  99.995
1, 118  acc:  4321 /  4321 = 100.000
1, 119  acc:  1116 /  1117 =  99.910
1, 120  acc:  1217 /  1218 =  99.918
1, 121  acc:   317 /   317 = 100.000
1, 122  acc:   156 /   156 = 100.000
1, 123  acc:    64 /    64 = 100.000
1, 124  acc:    87 /    87 = 100.000
1, 125  acc:  1154 /  1154 = 100.000
1, 126  acc:   265 /   265 = 100.000
1, 127  acc:    66 /    66 = 100.000
1, 128  acc:   103 /   103 = 100.000
1, 129  acc:    26 /    26 = 100.000
1, 130  acc:    25 /    25 = 100.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:    20 /    20 = 100.000
1, 133  acc:   993 /   993 = 100.000
1, 134  acc:   184 /   184 = 100.000
1, 135  acc:    76 /    76 = 100.000
1, 136  acc:    95 /    95 = 100.000
1, 137  acc:    27 /    27 = 100.000
1, 138  acc:     9 /     9 = 100.000
1, 139  acc:    10 /    10 = 100.000
1, 140  acc:     6 /     6 = 100.000
1, 141  acc:   267 /   267 = 100.000
1, 142  acc:    44 /    44 = 100.000
1, 143  acc:    11 /    11 = 100.000
1, 144  acc:     7 /     7 = 100.000
1, 145  acc:    10 /    10 = 100.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     3 /     3 = 100.000
1, 148  acc:   454 /   454 = 100.000
1, 149  acc:    47 /    47 = 100.000
1, 150  acc:    14 /    14 = 100.000
1, 151  acc:    47 /    47 = 100.000
1, 152  acc:     5 /     5 = 100.000
1, 153  acc:     6 /     6 = 100.000
1, 154  acc:    97 /    97 = 100.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:    20 /    20 = 100.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    76 /    76 = 100.000
1, 160  acc:    11 /    11 = 100.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:    10 /    10 = 100.000
1, 164  acc:    60 /    60 = 100.000
1, 165  acc:     7 /     7 = 100.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  7281 /  7281 = 100.000
1, 170  acc:  1453 /  1453 = 100.000
1, 171  acc:   581 /   581 = 100.000
1, 172  acc:   465 /   465 = 100.000
1, 173  acc:   149 /   149 = 100.000
1, 174  acc:    20 /    20 = 100.000
1, 175  acc:    15 /    15 = 100.000
1, 176  acc:   100 /   100 = 100.000
1, 177  acc:   163 /   163 = 100.000
1, 178  acc:    26 /    27 =  96.296
1, 179  acc:    19 /    19 = 100.000
1, 180  acc:    16 /    16 = 100.000
1, 181  acc:    16 /    16 = 100.000
1, 182  acc:    15 /    15 = 100.000
1, 183  acc:    35 /    35 = 100.000
1, 184  acc:   294 /   294 = 100.000
1, 185  acc:    61 /    61 = 100.000
1, 186  acc:    45 /    45 = 100.000
1, 187  acc:    18 /    18 = 100.000
1, 188  acc:     8 /     8 = 100.000
1, 189  acc:     8 /     8 = 100.000
1, 190  acc:    24 /    24 = 100.000
1, 191  acc:    21 /    21 = 100.000
1, 192  acc:    26 /    26 = 100.000
1, 193  acc:    18 /    18 = 100.000
1, 194  acc:     5 /     5 = 100.000
1, 195  acc:     5 /     5 = 100.000
1, 196  acc:   225 /   225 = 100.000
1, 197  acc:    25 /    25 = 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:    10 /    10 = 100.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    46 /    46 = 100.000
1, 205  acc:     6 /     6 = 100.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:    41 /    41 = 100.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:    16 /    16 = 100.000
1, 212  acc:    10 /    10 = 100.000
1, 213  acc:    25 /    25 = 100.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     8 /     8 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:    41 /    41 = 100.000
1, 218  acc:    16 /    16 = 100.000
1, 219  acc:    17 /    17 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 267573 / 269038 =  99.455
Robust  acc:     0 /     5 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 25261 / 25373 =  99.559
0, 1  acc: 31140 / 31282 =  99.546
0, 2  acc:  6125 /  6155 =  99.513
0, 3  acc: 24171 / 24292 =  99.502
0, 4  acc: 10773 / 10829 =  99.483
0, 5  acc:  5518 /  5541 =  99.585
0, 6  acc:  6758 /  6785 =  99.602
0, 7  acc: 11966 / 12016 =  99.584
1, 0  acc:  4416 /  4437 =  99.527
1, 1  acc:  4948 /  4962 =  99.718
1, 2  acc:  2258 /  2265 =  99.691
1, 3  acc:  2438 /  2446 =  99.673
1, 4  acc:  3110 /  3125 =  99.520
1, 5  acc:   998 /  1003 =  99.501
1, 6  acc:  3100 /  3111 =  99.646
1, 7  acc:  4664 /  4682 =  99.616
--------------------------------------
Average acc: 147644 / 148304 =  99.555
Robust  acc: 10773 / 10829 =  99.483
--------------------------------------
New max robust acc: 99.48287007110537
- Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint cp-debias-wga-best-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=2-bst=16-o=sgd-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=0-r=0-cpe=0-cpre=-1-cpb=-1.pt...
Checkpoint saved at ./model/civilcomments/config/cp-debias-wga-best-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=2-bst=16-o=sgd-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=0-r=0-cpe=1-cpre=-1-cpb=-1.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: 5.067 | Best Acc: 100.000
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc:  5762 / 12092 =  47.651
0, 1  acc:  6791 / 14179 =  47.895
0, 2  acc:   268 /  3210 =   8.349
0, 3  acc:  7249 / 12101 =  59.904
0, 4  acc:   663 /  5355 =  12.381
0, 5  acc:  1097 /  2980 =  36.812
0, 6  acc:   169 /  3335 =   5.067
0, 7  acc:   290 /  5723 =   5.067
1, 0  acc:  2176 /  2203 =  98.774
1, 1  acc:  2234 /  2270 =  98.414
1, 2  acc:  1211 /  1216 =  99.589
1, 3  acc:  1234 /  1260 =  97.937
1, 4  acc:  1619 /  1627 =  99.508
1, 5  acc:   517 /   520 =  99.423
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2243 /  2246 =  99.866
------------------------------------
Average acc: 35060 / 71854 =  48.793
Robust  acc:   290 /  5723 =   5.067
------------------------------------
Accuracies by groups:
0, 0  acc:  5762 / 12092 =  47.651
0, 1  acc:  6791 / 14179 =  47.895
0, 2  acc:   268 /  3210 =   8.349
0, 3  acc:  7249 / 12101 =  59.904
0, 4  acc:   663 /  5355 =  12.381
0, 5  acc:  1097 /  2980 =  36.812
0, 6  acc:   169 /  3335 =   5.067
0, 7  acc:   290 /  5723 =   5.067
1, 0  acc:  2176 /  2203 =  98.774
1, 1  acc:  2234 /  2270 =  98.414
1, 2  acc:  1211 /  1216 =  99.589
1, 3  acc:  1234 /  1260 =  97.937
1, 4  acc:  1619 /  1627 =  99.508
1, 5  acc:   517 /   520 =  99.423
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2243 /  2246 =  99.866
------------------------------------
Average acc: 35060 / 71854 =  48.793
Robust  acc:   290 /  5723 =   5.067
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  5762 / 12092 =  47.651
0, 1  acc:  6791 / 14179 =  47.895
0, 2  acc:   268 /  3210 =   8.349
0, 3  acc:  7249 / 12101 =  59.904
0, 4  acc:   663 /  5355 =  12.381
0, 5  acc:  1097 /  2980 =  36.812
0, 6  acc:   169 /  3335 =   5.067
0, 7  acc:   290 /  5723 =   5.067
1, 0  acc:  2176 /  2203 =  98.774
1, 1  acc:  2234 /  2270 =  98.414
1, 2  acc:  1211 /  1216 =  99.589
1, 3  acc:  1234 /  1260 =  97.937
1, 4  acc:  1619 /  1627 =  99.508
1, 5  acc:   517 /   520 =  99.423
1, 6  acc:  1537 /  1537 = 100.000
1, 7  acc:  2243 /  2246 =  99.866
------------------------------------
Average acc: 35060 / 71854 =  48.793
Robust  acc:   290 /  5723 =   5.067
------------------------------------
replace: True
Checkpoint saved at ./model/civilcomments/config/cp-debias-end-cnc-civilcomments-sw=re-na=32-np=32-nn=32-nne=0-tsr=1-t=0.05-bf=32-cw=0.5-sud=0-me=2-bst=16-o=sgd-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=0-r=0-cpe=1-cpre=-1-cpb=-1.pt
