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: sgd
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: False
Lr scheduler classifier: 
Lr scheduler: 
Grad clip grad norm: False
Erm: False
Erm only: False
Pretrained spurious path: ./model/civilcomments/config/JTT_sgd_no_gce_model_b_epoch3_seed0.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: 0
Replicate: 0
No cuda: False
Resume: False
New slice: False
Num workers: 12
Evaluate: False
Data cmap: hsv
Test cmap: 
P correlation: 0.9
P corr by class: None
Train classes: ['non_toxic', 'toxic']
Train class ratios: None
Test shift: random
Flipped: False
Q: 0.7
Pretrained bmodel: True
Cosine: False
Exp: JTT_sgd_no_gce_sgd
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=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

------------------------
> Loading spurious model
------------------------
Pretrained model loaded from ./model/civilcomments/config/JTT_sgd_no_gce_model_b_epoch3_seed0.pt
======
# Calculate probability ...
======
======
# Load biased model ...
======
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: 0.043 | Train Acc: 54.072 | Val Loss: 0.000 | Val Acc: 53.537
Training:
Accuracies by groups:
0, 0  acc: 53019 / 64313 =  82.439
0, 1  acc:  5793 /  7189 =  80.581
0, 2  acc:  9536 / 11641 =  81.917
0, 3  acc:  5161 /  6023 =  85.688
0, 4  acc:  3873 /  4785 =  80.940
0, 5  acc:   552 /   699 =  78.970
0, 6  acc:   502 /   638 =  78.683
0, 7  acc:   548 /   669 =  81.913
0, 8  acc:  5321 /  6182 =  86.072
0, 9  acc:   499 /   581 =  85.886
0, 10  acc:   480 /   552 =  86.957
0, 11  acc:   383 /   423 =  90.544
0, 12  acc:   787 /   986 =  79.817
0, 13  acc:    78 /   106 =  73.585
0, 14  acc:   114 /   135 =  84.444
0, 15  acc:    61 /    75 =  81.333
0, 16  acc:  5737 /  7672 =  74.778
0, 17  acc:   217 /   266 =  81.579
0, 18  acc:   610 /   749 =  81.442
0, 19  acc:   185 /   211 =  87.678
0, 20  acc:   172 /   260 =  66.154
0, 21  acc:    26 /    38 =  68.421
0, 22  acc:    82 /   105 =  78.095
0, 23  acc:    25 /    34 =  73.529
0, 24  acc:   724 /   970 =  74.639
0, 25  acc:    39 /    47 =  82.979
0, 26  acc:    63 /    70 =  90.000
0, 27  acc:    22 /    28 =  78.571
0, 28  acc:    65 /    90 =  72.222
0, 29  acc:     3 /     7 =  42.857
0, 30  acc:    11 /    15 =  73.333
0, 31  acc:    11 /    11 = 100.000
0, 32  acc:  1615 /  1998 =  80.831
0, 33  acc:    70 /    85 =  82.353
0, 34  acc:    75 /    98 =  76.531
0, 35  acc:    19 /    29 =  65.517
0, 36  acc:    60 /    80 =  75.000
0, 37  acc:     5 /     5 = 100.000
0, 38  acc:    17 /    30 =  56.667
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   430 /   515 =  83.495
0, 41  acc:    16 /    17 =  94.118
0, 42  acc:    13 /    16 =  81.250
0, 43  acc:    19 /    22 =  86.364
0, 44  acc:    20 /    25 =  80.000
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:    12 /    26 =  46.154
0, 47  acc:     6 /     6 = 100.000
0, 48  acc:   404 /   569 =  71.002
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    25 /    33 =  75.758
0, 51  acc:    26 /    30 =  86.667
0, 52  acc:    13 /    23 =  56.522
0, 53  acc:     2 /     4 =  50.000
0, 54  acc:     6 /    12 =  50.000
0, 55  acc:     0 /     0 =     nan
0, 56  acc:   325 /   432 =  75.231
0, 57  acc:     2 /     2 = 100.000
0, 58  acc:    22 /    32 =  68.750
0, 59  acc:    20 /    23 =  86.957
0, 60  acc:    31 /    43 =  72.093
0, 61  acc:     3 /     3 = 100.000
0, 62  acc:    21 /    25 =  84.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  3324 /  4082 =  81.431
0, 65  acc:   460 /   572 =  80.420
0, 66  acc:   329 /   391 =  84.143
0, 67  acc:   122 /   143 =  85.315
0, 68  acc:   114 /   150 =  76.000
0, 69  acc:     5 /     5 = 100.000
0, 70  acc:    50 /    67 =  74.627
0, 71  acc:    19 /    20 =  95.000
0, 72  acc:    52 /    56 =  92.857
0, 73  acc:     5 /     6 =  83.333
0, 74  acc:     7 /     7 = 100.000
0, 75  acc:    16 /    16 = 100.000
0, 76  acc:    12 /    18 =  66.667
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    99 /   160 =  61.875
0, 81  acc:    13 /    15 =  86.667
0, 82  acc:     7 /     8 =  87.500
0, 83  acc:    18 /    20 =  90.000
0, 84  acc:     9 /    18 =  50.000
0, 85  acc:     4 /     6 =  66.667
0, 86  acc:    17 /    19 =  89.474
0, 87  acc:     4 /     5 =  80.000
0, 88  acc:    10 /    10 = 100.000
0, 89  acc:     3 /     3 = 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:     6 /     9 =  66.667
0, 94  acc:    84 /   112 =  75.000
0, 95  acc:     3 /     3 = 100.000
0, 96  acc:     3 /     4 =  75.000
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    15 /    22 =  68.182
0, 99  acc:     3 /     4 =  75.000
0, 100  acc:    18 /    18 = 100.000
0, 101  acc:    15 /    15 = 100.000
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     3 /     4 =  75.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    25 /    39 =  64.103
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     2 /     2 = 100.000
0, 110  acc:    20 /    25 =  80.000
0, 111  acc:     1 /     1 = 100.000
0, 112  acc:     7 /     9 =  77.778
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:  7288 /  9317 =  78.223
0, 118  acc:  1845 /  2450 =  75.306
0, 119  acc:   469 /   593 =  79.089
0, 120  acc:   465 /   563 =  82.593
0, 121  acc:   138 /   178 =  77.528
0, 122  acc:    48 /    55 =  87.273
0, 123  acc:    12 /    13 =  92.308
0, 124  acc:    49 /    54 =  90.741
0, 125  acc:   428 /   531 =  80.603
0, 126  acc:   100 /   146 =  68.493
0, 127  acc:    25 /    37 =  67.568
0, 128  acc:    43 /    45 =  95.556
0, 129  acc:     7 /     9 =  77.778
0, 130  acc:    11 /    13 =  84.615
0, 131  acc:     4 /     5 =  80.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   313 /   408 =  76.716
0, 134  acc:    81 /   121 =  66.942
0, 135  acc:    29 /    36 =  80.556
0, 136  acc:    35 /    49 =  71.429
0, 137  acc:    31 /    40 =  77.500
0, 138  acc:     3 /     4 =  75.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    79 /   105 =  75.238
0, 142  acc:    15 /    25 =  60.000
0, 143  acc:    11 /    11 = 100.000
0, 144  acc:    17 /    21 =  80.952
0, 145  acc:     3 /     4 =  75.000
0, 146  acc:     3 /     7 =  42.857
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   132 /   151 =  87.417
0, 149  acc:    19 /    31 =  61.290
0, 150  acc:     5 /     7 =  71.429
0, 151  acc:    23 /    25 =  92.000
0, 152  acc:     5 /     6 =  83.333
0, 153  acc:     3 /     4 =  75.000
0, 154  acc:    34 /    44 =  77.273
0, 155  acc:     5 /     7 =  71.429
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     3 /     3 = 100.000
0, 159  acc:    36 /    42 =  85.714
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     3 /     3 = 100.000
0, 162  acc:     2 /     2 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    26 /    30 =  86.667
0, 165  acc:     4 /     5 =  80.000
0, 166  acc:    11 /    12 =  91.667
0, 167  acc:     1 /     3 =  33.333
0, 168  acc:     1 /     2 =  50.000
0, 169  acc:  2464 /  3082 =  79.948
0, 170  acc:   553 /   730 =  75.753
0, 171  acc:   143 /   179 =  79.888
0, 172  acc:   241 /   299 =  80.602
0, 173  acc:    32 /    43 =  74.419
0, 174  acc:     8 /     9 =  88.889
0, 175  acc:     8 /    10 =  80.000
0, 176  acc:    42 /    50 =  84.000
0, 177  acc:    84 /   105 =  80.000
0, 178  acc:    19 /    21 =  90.476
0, 179  acc:    10 /    15 =  66.667
0, 180  acc:     6 /     7 =  85.714
0, 181  acc:     7 /     7 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     7 /    11 =  63.636
0, 184  acc:    61 /    81 =  75.309
0, 185  acc:    12 /    15 =  80.000
0, 186  acc:     7 /    10 =  70.000
0, 187  acc:    29 /    32 =  90.625
0, 188  acc:     9 /    11 =  81.818
0, 189  acc:     8 /     8 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    48 /    81 =  59.259
0, 192  acc:     4 /     7 =  57.143
0, 193  acc:     3 /     4 =  75.000
0, 194  acc:     4 /     4 = 100.000
0, 195  acc:     6 /    10 =  60.000
0, 196  acc:    66 /    76 =  86.842
0, 197  acc:    14 /    16 =  87.500
0, 198  acc:     5 /     9 =  55.556
0, 199  acc:     9 /     9 = 100.000
0, 200  acc:     9 /    10 =  90.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     9 /    10 =  90.000
0, 204  acc:    37 /    41 =  90.244
0, 205  acc:     4 /     4 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     2 /     4 =  50.000
0, 208  acc:     3 /     5 =  60.000
0, 209  acc:     4 /     6 =  66.667
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     3 /     6 =  50.000
0, 212  acc:     0 /     0 =     nan
0, 213  acc:     8 /     8 = 100.000
0, 214  acc:     2 /     2 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    12 /    13 =  92.308
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     1 /     2 =  50.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     3 /     3 = 100.000
1, 0  acc: 10788 / 49743 =  21.687
1, 1  acc:  1179 /  5209 =  22.634
1, 2  acc:  2056 / 10066 =  20.425
1, 3  acc:   675 /  4161 =  16.222
1, 4  acc:  1011 /  4594 =  22.007
1, 5  acc:   174 /   793 =  21.942
1, 6  acc:   107 /   443 =  24.153
1, 7  acc:    91 /   523 =  17.400
1, 8  acc:   914 /  5464 =  16.728
1, 9  acc:    51 /   315 =  16.190
1, 10  acc:    70 /   497 =  14.085
1, 11  acc:    25 /   257 =   9.728
1, 12  acc:   142 /   697 =  20.373
1, 13  acc:    35 /   119 =  29.412
1, 14  acc:    20 /   123 =  16.260
1, 15  acc:    13 /   142 =   9.155
1, 16  acc:  2210 /  8185 =  27.001
1, 17  acc:    67 /   256 =  26.172
1, 18  acc:   155 /   599 =  25.876
1, 19  acc:    38 /   217 =  17.512
1, 20  acc:    65 /   228 =  28.509
1, 21  acc:    14 /    34 =  41.176
1, 22  acc:    29 /   101 =  28.713
1, 23  acc:     5 /    28 =  17.857
1, 24  acc:   253 /  1093 =  23.147
1, 25  acc:    10 /    27 =  37.037
1, 26  acc:    17 /    95 =  17.895
1, 27  acc:     4 /    14 =  28.571
1, 28  acc:    32 /   130 =  24.615
1, 29  acc:     7 /     9 =  77.778
1, 30  acc:     7 /    28 =  25.000
1, 31  acc:     1 /    10 =  10.000
1, 32  acc:   372 /  1579 =  23.559
1, 33  acc:    13 /    64 =  20.312
1, 34  acc:    14 /    49 =  28.571
1, 35  acc:     1 /    26 =   3.846
1, 36  acc:     9 /    42 =  21.429
1, 37  acc:     0 /     3 =   0.000
1, 38  acc:     9 /    22 =  40.909
1, 39  acc:     0 /     2 =   0.000
1, 40  acc:    74 /   366 =  20.219
1, 41  acc:     4 /    15 =  26.667
1, 42  acc:     1 /    18 =   5.556
1, 43  acc:     1 /    17 =   5.882
1, 44  acc:     2 /    32 =   6.250
1, 45  acc:     1 /     6 =  16.667
1, 46  acc:     1 /     8 =  12.500
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   195 /   550 =  35.455
1, 49  acc:     0 /    10 =   0.000
1, 50  acc:     6 /    40 =  15.000
1, 51  acc:     6 /    28 =  21.429
1, 52  acc:     1 /    12 =   8.333
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    10 /    36 =  27.778
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   103 /   442 =  23.303
1, 57  acc:     7 /    19 =  36.842
1, 58  acc:     2 /    12 =  16.667
1, 59  acc:     2 /    13 =  15.385
1, 60  acc:     5 /    27 =  18.519
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     8 /    20 =  40.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  1099 /  5085 =  21.613
1, 65  acc:   163 /   726 =  22.452
1, 66  acc:    97 /   436 =  22.248
1, 67  acc:    18 /   163 =  11.043
1, 68  acc:    46 /   179 =  25.698
1, 69  acc:     4 /    25 =  16.000
1, 70  acc:    20 /    58 =  34.483
1, 71  acc:     5 /    29 =  17.241
1, 72  acc:    36 /   107 =  33.645
1, 73  acc:     0 /     2 =   0.000
1, 74  acc:     0 /     6 =   0.000
1, 75  acc:     2 /     2 = 100.000
1, 76  acc:     3 /    28 =  10.714
1, 77  acc:     0 /     3 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    42 /   171 =  24.561
1, 81  acc:     2 /    22 =   9.091
1, 82  acc:    10 /    50 =  20.000
1, 83  acc:     1 /     5 =  20.000
1, 84  acc:     4 /     6 =  66.667
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     7 /    21 =  33.333
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /    26 =  19.231
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     8 =  12.500
1, 93  acc:     1 /     4 =  25.000
1, 94  acc:    37 /   126 =  29.365
1, 95  acc:     3 /    13 =  23.077
1, 96  acc:     6 /    12 =  50.000
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     0 /     8 =   0.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     6 /    16 =  37.500
1, 101  acc:     1 /     1 = 100.000
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    12 /    36 =  33.333
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     3 /    12 =  25.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     0 /     1 =   0.000
1, 111  acc:     0 /     5 =   0.000
1, 112  acc:     3 /    21 =  14.286
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:  1801 /  7875 =  22.870
1, 118  acc:   407 /  1789 =  22.750
1, 119  acc:   113 /   449 =  25.167
1, 120  acc:    78 /   533 =  14.634
1, 121  acc:    16 /   128 =  12.500
1, 122  acc:     5 /    50 =  10.000
1, 123  acc:     2 /    26 =   7.692
1, 124  acc:     9 /    40 =  22.500
1, 125  acc:   110 /   536 =  20.522
1, 126  acc:    33 /   120 =  27.500
1, 127  acc:     0 /    22 =   0.000
1, 128  acc:     9 /    54 =  16.667
1, 129  acc:     6 /    19 =  31.579
1, 130  acc:     3 /    13 =  23.077
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     1 /    16 =   6.250
1, 133  acc:   132 /   455 =  29.011
1, 134  acc:    25 /    93 =  26.882
1, 135  acc:     5 /    27 =  18.519
1, 136  acc:     5 /    35 =  14.286
1, 137  acc:     0 /     2 =   0.000
1, 138  acc:     1 /     5 =  20.000
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     1 /     2 =  50.000
1, 141  acc:    15 /    98 =  15.306
1, 142  acc:     7 /    21 =  33.333
1, 143  acc:     2 /     4 =  50.000
1, 144  acc:     0 /     7 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     7 =   0.000
1, 148  acc:    35 /   209 =  16.746
1, 149  acc:     2 /    23 =   8.696
1, 150  acc:     3 /    15 =  20.000
1, 151  acc:     3 /    22 =  13.636
1, 152  acc:     3 /     6 =  50.000
1, 153  acc:     0 /     6 =   0.000
1, 154  acc:     8 /    54 =  14.815
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     0 /     9 =   0.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    10 /    32 =  31.250
1, 160  acc:     1 /     6 =  16.667
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     4 =   0.000
1, 164  acc:     6 /    21 =  28.571
1, 165  acc:     1 /     7 =  14.286
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:   727 /  3288 =  22.111
1, 170  acc:   129 /   576 =  22.396
1, 171  acc:    49 /   226 =  21.681
1, 172  acc:    43 /   213 =  20.188
1, 173  acc:     8 /    66 =  12.121
1, 174  acc:     1 /    13 =   7.692
1, 175  acc:     0 /     3 =   0.000
1, 176  acc:     8 /    53 =  15.094
1, 177  acc:    17 /    96 =  17.708
1, 178  acc:     1 /    10 =  10.000
1, 179  acc:     0 /     8 =   0.000
1, 180  acc:     1 /    12 =   8.333
1, 181  acc:     0 /     1 =   0.000
1, 182  acc:     0 /     9 =   0.000
1, 183  acc:     4 /    22 =  18.182
1, 184  acc:    23 /   115 =  20.000
1, 185  acc:    15 /    47 =  31.915
1, 186  acc:     2 /    14 =  14.286
1, 187  acc:     4 /     5 =  80.000
1, 188  acc:     1 /     4 =  25.000
1, 189  acc:     0 /     8 =   0.000
1, 190  acc:     2 /     7 =  28.571
1, 191  acc:     2 /     7 =  28.571
1, 192  acc:     2 /     7 =  28.571
1, 193  acc:     2 /     4 =  50.000
1, 194  acc:     0 /     2 =   0.000
1, 195  acc:     0 /     0 =     nan
1, 196  acc:    31 /   107 =  28.972
1, 197  acc:     1 /    13 =   7.692
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:     4 /    28 =  14.286
1, 205  acc:     1 /     3 =  33.333
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     3 /    12 =  25.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     2 =   0.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     0 /     6 =   0.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     4 =  50.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     1 /     6 =  16.667
1, 218  acc:     2 /    10 =  20.000
1, 219  acc:     2 /     2 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 145474 / 269038 =  54.072
Robust  acc:     0 /     3 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 13656 / 25373 =  53.821
0, 1  acc: 16673 / 31282 =  53.299
0, 2  acc:  3290 /  6155 =  53.452
0, 3  acc: 12995 / 24292 =  53.495
0, 4  acc:  5741 / 10829 =  53.015
0, 5  acc:  2978 /  5541 =  53.745
0, 6  acc:  3633 /  6785 =  53.545
0, 7  acc:  6446 / 12016 =  53.645
1, 0  acc:  2396 /  4437 =  54.000
1, 1  acc:  2653 /  4962 =  53.466
1, 2  acc:  1221 /  2265 =  53.907
1, 3  acc:  1288 /  2446 =  52.657
1, 4  acc:  1654 /  3125 =  52.928
1, 5  acc:   556 /  1003 =  55.434
1, 6  acc:  1644 /  3111 =  52.845
1, 7  acc:  2474 /  4682 =  52.841
-------------------------------------
Average acc: 79298 / 148304 =  53.470
Robust  acc:  1288 /  2446 =  52.657
-------------------------------------
New max robust acc: 52.6573998364677
debias model - Saving best checkpoint at epoch 0
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 53.669 | Best Acc: 84.109
-------------------------------------
Training, Epoch 0:
Accuracies by groups:
0, 0  acc:  9484 / 12092 =  78.432
0, 1  acc: 11310 / 14179 =  79.766
0, 2  acc:  1908 /  3210 =  59.439
0, 3  acc: 10178 / 12101 =  84.109
0, 4  acc:  2874 /  5355 =  53.669
0, 5  acc:  2064 /  2980 =  69.262
0, 6  acc:  2042 /  3335 =  61.229
0, 7  acc:  3578 /  5723 =  62.520
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1435 /  2270 =  63.216
1, 2  acc:   864 /  1216 =  71.053
1, 3  acc:   827 /  1260 =  65.635
1, 4  acc:  1299 /  1627 =  79.840
1, 5  acc:   384 /   520 =  73.846
1, 6  acc:  1104 /  1537 =  71.828
1, 7  acc:  1577 /  2246 =  70.214
------------------------------------
Average acc: 52366 / 71854 =  72.878
Robust  acc:  2874 /  5355 =  53.669
------------------------------------
Accuracies by groups:
0, 0  acc:  9484 / 12092 =  78.432
0, 1  acc: 11310 / 14179 =  79.766
0, 2  acc:  1908 /  3210 =  59.439
0, 3  acc: 10178 / 12101 =  84.109
0, 4  acc:  2874 /  5355 =  53.669
0, 5  acc:  2064 /  2980 =  69.262
0, 6  acc:  2042 /  3335 =  61.229
0, 7  acc:  3578 /  5723 =  62.520
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1435 /  2270 =  63.216
1, 2  acc:   864 /  1216 =  71.053
1, 3  acc:   827 /  1260 =  65.635
1, 4  acc:  1299 /  1627 =  79.840
1, 5  acc:   384 /   520 =  73.846
1, 6  acc:  1104 /  1537 =  71.828
1, 7  acc:  1577 /  2246 =  70.214
------------------------------------
Average acc: 52366 / 71854 =  72.878
Robust  acc:  2874 /  5355 =  53.669
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  9484 / 12092 =  78.432
0, 1  acc: 11310 / 14179 =  79.766
0, 2  acc:  1908 /  3210 =  59.439
0, 3  acc: 10178 / 12101 =  84.109
0, 4  acc:  2874 /  5355 =  53.669
0, 5  acc:  2064 /  2980 =  69.262
0, 6  acc:  2042 /  3335 =  61.229
0, 7  acc:  3578 /  5723 =  62.520
1, 0  acc:  1438 /  2203 =  65.275
1, 1  acc:  1435 /  2270 =  63.216
1, 2  acc:   864 /  1216 =  71.053
1, 3  acc:   827 /  1260 =  65.635
1, 4  acc:  1299 /  1627 =  79.840
1, 5  acc:   384 /   520 =  73.846
1, 6  acc:  1104 /  1537 =  71.828
1, 7  acc:  1577 /  2246 =  70.214
------------------------------------
Average acc: 52366 / 71854 =  72.878
Robust  acc:  2874 /  5355 =  53.669
------------------------------------
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: 0.043 | Train Acc: 55.516 | Val Loss: 0.000 | Val Acc: 56.883
Training:
Accuracies by groups:
0, 0  acc: 53762 / 64614 =  83.205
0, 1  acc:  5856 /  7193 =  81.412
0, 2  acc:  9440 / 11739 =  80.416
0, 3  acc:  5210 /  6115 =  85.200
0, 4  acc:  3874 /  4822 =  80.340
0, 5  acc:   594 /   737 =  80.597
0, 6  acc:   465 /   602 =  77.243
0, 7  acc:   598 /   688 =  86.919
0, 8  acc:  5308 /  6146 =  86.365
0, 9  acc:   537 /   619 =  86.753
0, 10  acc:   454 /   510 =  89.020
0, 11  acc:   379 /   417 =  90.887
0, 12  acc:   722 /   886 =  81.490
0, 13  acc:    94 /   114 =  82.456
0, 14  acc:   106 /   111 =  95.495
0, 15  acc:    70 /    81 =  86.420
0, 16  acc:  5578 /  7779 =  71.706
0, 17  acc:   206 /   264 =  78.030
0, 18  acc:   597 /   776 =  76.933
0, 19  acc:   185 /   235 =  78.723
0, 20  acc:   200 /   308 =  64.935
0, 21  acc:    28 /    45 =  62.222
0, 22  acc:   102 /   129 =  79.070
0, 23  acc:    25 /    41 =  60.976
0, 24  acc:   768 /  1036 =  74.131
0, 25  acc:    53 /    63 =  84.127
0, 26  acc:    76 /    88 =  86.364
0, 27  acc:    14 /    14 = 100.000
0, 28  acc:    71 /    88 =  80.682
0, 29  acc:     4 /     7 =  57.143
0, 30  acc:    14 /    16 =  87.500
0, 31  acc:     9 /     9 = 100.000
0, 32  acc:  1678 /  2010 =  83.483
0, 33  acc:    92 /    98 =  93.878
0, 34  acc:    80 /    98 =  81.633
0, 35  acc:    23 /    28 =  82.143
0, 36  acc:    37 /    48 =  77.083
0, 37  acc:     8 /     8 = 100.000
0, 38  acc:    20 /    34 =  58.824
0, 39  acc:     2 /     2 = 100.000
0, 40  acc:   440 /   501 =  87.824
0, 41  acc:    21 /    21 = 100.000
0, 42  acc:    17 /    21 =  80.952
0, 43  acc:     7 /     8 =  87.500
0, 44  acc:    29 /    34 =  85.294
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:     9 /    17 =  52.941
0, 47  acc:     7 /     8 =  87.500
0, 48  acc:   398 /   557 =  71.454
0, 49  acc:     0 /     0 =     nan
0, 50  acc:    25 /    30 =  83.333
0, 51  acc:    21 /    21 = 100.000
0, 52  acc:     8 /    13 =  61.538
0, 53  acc:     0 /     1 =   0.000
0, 54  acc:     7 /    11 =  63.636
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   296 /   386 =  76.684
0, 57  acc:     9 /    10 =  90.000
0, 58  acc:    20 /    28 =  71.429
0, 59  acc:    22 /    23 =  95.652
0, 60  acc:    35 /    41 =  85.366
0, 61  acc:     5 /     6 =  83.333
0, 62  acc:    15 /    18 =  83.333
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  3178 /  4022 =  79.015
0, 65  acc:   482 /   604 =  79.801
0, 66  acc:   312 /   383 =  81.462
0, 67  acc:   134 /   154 =  87.013
0, 68  acc:   125 /   148 =  84.459
0, 69  acc:    10 /    10 = 100.000
0, 70  acc:    55 /    63 =  87.302
0, 71  acc:    11 /    12 =  91.667
0, 72  acc:    66 /    76 =  86.842
0, 73  acc:    11 /    11 = 100.000
0, 74  acc:     9 /     9 = 100.000
0, 75  acc:    13 /    15 =  86.667
0, 76  acc:    14 /    15 =  93.333
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     0 /     0 =     nan
0, 79  acc:     0 /     0 =     nan
0, 80  acc:   129 /   174 =  74.138
0, 81  acc:    10 /    14 =  71.429
0, 82  acc:    13 /    14 =  92.857
0, 83  acc:    16 /    20 =  80.000
0, 84  acc:     7 /    10 =  70.000
0, 85  acc:     1 /     1 = 100.000
0, 86  acc:    30 /    31 =  96.774
0, 87  acc:     3 /     4 =  75.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     1 /     1 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     4 /     7 =  57.143
0, 94  acc:    90 /   116 =  77.586
0, 95  acc:     6 /     6 = 100.000
0, 96  acc:     5 /     6 =  83.333
0, 97  acc:     1 /     1 = 100.000
0, 98  acc:    16 /    19 =  84.211
0, 99  acc:     6 /     6 = 100.000
0, 100  acc:     2 /     2 = 100.000
0, 101  acc:     7 /     8 =  87.500
0, 102  acc:     2 /     2 = 100.000
0, 103  acc:     7 /     7 = 100.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     1 /     1 = 100.000
0, 106  acc:    17 /    26 =  65.385
0, 107  acc:     0 /     0 =     nan
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     2 =   0.000
0, 110  acc:    11 /    17 =  64.706
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     7 /     8 =  87.500
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     0 =     nan
0, 116  acc:     3 /     3 = 100.000
0, 117  acc:  7704 /  9276 =  83.053
0, 118  acc:  1978 /  2444 =  80.933
0, 119  acc:   466 /   582 =  80.069
0, 120  acc:   460 /   533 =  86.304
0, 121  acc:   155 /   183 =  84.699
0, 122  acc:    59 /    65 =  90.769
0, 123  acc:     6 /     6 = 100.000
0, 124  acc:    35 /    35 = 100.000
0, 125  acc:   409 /   480 =  85.208
0, 126  acc:   130 /   173 =  75.145
0, 127  acc:    34 /    39 =  87.179
0, 128  acc:    58 /    63 =  92.063
0, 129  acc:    10 /    10 = 100.000
0, 130  acc:     5 /     5 = 100.000
0, 131  acc:     8 /     9 =  88.889
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   278 /   355 =  78.310
0, 134  acc:    81 /   124 =  65.323
0, 135  acc:    28 /    30 =  93.333
0, 136  acc:    33 /    45 =  73.333
0, 137  acc:    14 /    17 =  82.353
0, 138  acc:     8 /     8 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    73 /    87 =  83.908
0, 142  acc:    17 /    23 =  73.913
0, 143  acc:    12 /    15 =  80.000
0, 144  acc:    20 /    27 =  74.074
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     3 /     8 =  37.500
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   153 /   167 =  91.617
0, 149  acc:    17 /    24 =  70.833
0, 150  acc:     2 /     3 =  66.667
0, 151  acc:    13 /    13 = 100.000
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     4 /     4 = 100.000
0, 154  acc:    42 /    49 =  85.714
0, 155  acc:    10 /    14 =  71.429
0, 156  acc:     1 /     1 = 100.000
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     5 /     6 =  83.333
0, 159  acc:    50 /    53 =  94.340
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     2 /     2 = 100.000
0, 162  acc:     0 /     0 =     nan
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    25 /    29 =  86.207
0, 165  acc:     1 /     1 = 100.000
0, 166  acc:     8 /    10 =  80.000
0, 167  acc:     3 /     3 = 100.000
0, 168  acc:     1 /     1 = 100.000
0, 169  acc:  2505 /  3098 =  80.859
0, 170  acc:   547 /   706 =  77.479
0, 171  acc:   160 /   199 =  80.402
0, 172  acc:   236 /   304 =  77.632
0, 173  acc:    49 /    61 =  80.328
0, 174  acc:     8 /    11 =  72.727
0, 175  acc:     5 /     5 = 100.000
0, 176  acc:    31 /    38 =  81.579
0, 177  acc:    73 /    84 =  86.905
0, 178  acc:    18 /    18 = 100.000
0, 179  acc:    16 /    20 =  80.000
0, 180  acc:    13 /    14 =  92.857
0, 181  acc:     6 /     6 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:    10 /    11 =  90.909
0, 184  acc:    55 /    69 =  79.710
0, 185  acc:    16 /    16 = 100.000
0, 186  acc:     8 /    11 =  72.727
0, 187  acc:    27 /    28 =  96.429
0, 188  acc:     6 /     6 = 100.000
0, 189  acc:     7 /     7 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    46 /    64 =  71.875
0, 192  acc:     1 /     3 =  33.333
0, 193  acc:     1 /     2 =  50.000
0, 194  acc:     6 /     6 = 100.000
0, 195  acc:     7 /    13 =  53.846
0, 196  acc:    66 /    80 =  82.500
0, 197  acc:    20 /    21 =  95.238
0, 198  acc:     4 /     8 =  50.000
0, 199  acc:    11 /    11 = 100.000
0, 200  acc:     8 /     9 =  88.889
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     5 =  80.000
0, 204  acc:    38 /    41 =  92.683
0, 205  acc:     4 /     5 =  80.000
0, 206  acc:     1 /     1 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     6 /     7 =  85.714
0, 209  acc:    12 /    14 =  85.714
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     3 /     4 =  75.000
0, 212  acc:     4 /     4 = 100.000
0, 213  acc:     9 /     9 = 100.000
0, 214  acc:     3 /     4 =  75.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    13 /    15 =  86.667
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     5 =  80.000
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     5 /     6 =  83.333
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 11735 / 49354 =  23.777
1, 1  acc:  1278 /  5340 =  23.933
1, 2  acc:  2522 / 10211 =  24.699
1, 3  acc:   746 /  4113 =  18.138
1, 4  acc:   999 /  4601 =  21.713
1, 5  acc:   167 /   767 =  21.773
1, 6  acc:   106 /   452 =  23.451
1, 7  acc:   100 /   576 =  17.361
1, 8  acc:   951 /  5571 =  17.071
1, 9  acc:    53 /   350 =  15.143
1, 10  acc:    83 /   418 =  19.856
1, 11  acc:    21 /   240 =   8.750
1, 12  acc:   155 /   756 =  20.503
1, 13  acc:    19 /    93 =  20.430
1, 14  acc:    16 /   123 =  13.008
1, 15  acc:    10 /   136 =   7.353
1, 16  acc:  2763 /  7994 =  34.563
1, 17  acc:    90 /   262 =  34.351
1, 18  acc:   180 /   577 =  31.196
1, 19  acc:    51 /   254 =  20.079
1, 20  acc:    67 /   210 =  31.905
1, 21  acc:    10 /    33 =  30.303
1, 22  acc:    33 /   101 =  32.673
1, 23  acc:    10 /    28 =  35.714
1, 24  acc:   281 /  1094 =  25.686
1, 25  acc:     6 /    17 =  35.294
1, 26  acc:    19 /   102 =  18.627
1, 27  acc:     3 /     7 =  42.857
1, 28  acc:    39 /   141 =  27.660
1, 29  acc:     1 /     3 =  33.333
1, 30  acc:     2 /    21 =   9.524
1, 31  acc:     1 /     5 =  20.000
1, 32  acc:   400 /  1624 =  24.631
1, 33  acc:    15 /    71 =  21.127
1, 34  acc:    13 /    44 =  29.545
1, 35  acc:     2 /    27 =   7.407
1, 36  acc:    16 /    49 =  32.653
1, 37  acc:     4 /     8 =  50.000
1, 38  acc:    13 /    30 =  43.333
1, 39  acc:     0 /     5 =   0.000
1, 40  acc:    88 /   429 =  20.513
1, 41  acc:     5 /    18 =  27.778
1, 42  acc:     0 /    19 =   0.000
1, 43  acc:     6 /    17 =  35.294
1, 44  acc:     1 /    31 =   3.226
1, 45  acc:     2 /     3 =  66.667
1, 46  acc:     2 /    20 =  10.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   187 /   552 =  33.877
1, 49  acc:     2 /     8 =  25.000
1, 50  acc:     8 /    38 =  21.053
1, 51  acc:     8 /    23 =  34.783
1, 52  acc:     1 /    13 =   7.692
1, 53  acc:     0 /     0 =     nan
1, 54  acc:    10 /    49 =  20.408
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   114 /   396 =  28.788
1, 57  acc:     3 /    11 =  27.273
1, 58  acc:     5 /    18 =  27.778
1, 59  acc:     4 /    16 =  25.000
1, 60  acc:     4 /    31 =  12.903
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     4 /    16 =  25.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  1302 /  4958 =  26.261
1, 65  acc:   216 /   745 =  28.993
1, 66  acc:    92 /   435 =  21.149
1, 67  acc:    27 /   210 =  12.857
1, 68  acc:    56 /   201 =  27.861
1, 69  acc:     7 /    31 =  22.581
1, 70  acc:    21 /    59 =  35.593
1, 71  acc:     3 /    17 =  17.647
1, 72  acc:    27 /   101 =  26.733
1, 73  acc:     0 /     7 =   0.000
1, 74  acc:     0 /     4 =   0.000
1, 75  acc:     1 /     2 =  50.000
1, 76  acc:     6 /    20 =  30.000
1, 77  acc:     0 /     3 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     1 =   0.000
1, 80  acc:    37 /   161 =  22.981
1, 81  acc:     7 /    18 =  38.889
1, 82  acc:     5 /    45 =  11.111
1, 83  acc:     1 /     7 =  14.286
1, 84  acc:     3 /     3 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     8 /    24 =  33.333
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     5 /    23 =  21.739
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     5 =   0.000
1, 93  acc:     1 /     5 =  20.000
1, 94  acc:    31 /   138 =  22.464
1, 95  acc:     2 /    11 =  18.182
1, 96  acc:     1 /     7 =  14.286
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     0 /     6 =   0.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     3 /    12 =  25.000
1, 101  acc:     0 /     0 =     nan
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:     9 /    41 =  21.951
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     3 /     9 =  33.333
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     1 /     2 =  50.000
1, 111  acc:     0 /     4 =   0.000
1, 112  acc:     3 /    10 =  30.000
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:  1722 /  7916 =  21.753
1, 118  acc:   441 /  1832 =  24.072
1, 119  acc:   103 /   443 =  23.251
1, 120  acc:    84 /   465 =  18.065
1, 121  acc:    29 /   132 =  21.970
1, 122  acc:    13 /    60 =  21.667
1, 123  acc:     7 /    28 =  25.000
1, 124  acc:    10 /    34 =  29.412
1, 125  acc:   101 /   524 =  19.275
1, 126  acc:    38 /   110 =  34.545
1, 127  acc:     1 /    38 =   2.632
1, 128  acc:    12 /    41 =  29.268
1, 129  acc:     6 /    13 =  46.154
1, 130  acc:     3 /     9 =  33.333
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /    14 =   0.000
1, 133  acc:   114 /   416 =  27.404
1, 134  acc:    33 /    89 =  37.079
1, 135  acc:     4 /    28 =  14.286
1, 136  acc:     7 /    33 =  21.212
1, 137  acc:     1 /     7 =  14.286
1, 138  acc:     0 /     5 =   0.000
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     0 /     4 =   0.000
1, 141  acc:    28 /   139 =  20.144
1, 142  acc:     7 /    15 =  46.667
1, 143  acc:     4 /     5 =  80.000
1, 144  acc:     0 /     4 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     7 =   0.000
1, 148  acc:    29 /   213 =  13.615
1, 149  acc:     0 /    15 =   0.000
1, 150  acc:     0 /    14 =   0.000
1, 151  acc:     0 /    21 =   0.000
1, 152  acc:     2 /     3 =  66.667
1, 153  acc:     0 /     2 =   0.000
1, 154  acc:     4 /    46 =   8.696
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     0 /     8 =   0.000
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     4 /    22 =  18.182
1, 160  acc:     1 /     5 =  20.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     6 =   0.000
1, 164  acc:    10 /    25 =  40.000
1, 165  acc:     0 /     8 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:   795 /  3203 =  24.820
1, 170  acc:   144 /   567 =  25.397
1, 171  acc:    59 /   244 =  24.180
1, 172  acc:    36 /   216 =  16.667
1, 173  acc:     4 /    54 =   7.407
1, 174  acc:     1 /    12 =   8.333
1, 175  acc:     1 /     2 =  50.000
1, 176  acc:     5 /    54 =   9.259
1, 177  acc:    17 /    88 =  19.318
1, 178  acc:     0 /     5 =   0.000
1, 179  acc:     0 /     1 =   0.000
1, 180  acc:     1 /     8 =  12.500
1, 181  acc:     1 /     4 =  25.000
1, 182  acc:     1 /     8 =  12.500
1, 183  acc:     1 /    11 =   9.091
1, 184  acc:    24 /   108 =  22.222
1, 185  acc:    14 /    36 =  38.889
1, 186  acc:     4 /    22 =  18.182
1, 187  acc:     3 /     3 = 100.000
1, 188  acc:     0 /     9 =   0.000
1, 189  acc:     0 /     5 =   0.000
1, 190  acc:     1 /     8 =  12.500
1, 191  acc:     1 /     5 =  20.000
1, 192  acc:     2 /    10 =  20.000
1, 193  acc:     1 /     1 = 100.000
1, 194  acc:     1 /     2 =  50.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    25 /   120 =  20.833
1, 197  acc:     0 /     8 =   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 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     1 /    11 =   9.091
1, 205  acc:     2 /     3 =  66.667
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     5 /    19 =  26.316
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     0 /     0 =     nan
1, 212  acc:     0 /     1 =   0.000
1, 213  acc:     0 /    16 =   0.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     1 /     1 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     2 /     7 =  28.571
1, 218  acc:     1 /    11 =   9.091
1, 219  acc:     3 /     8 =  37.500
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 149359 / 269038 =  55.516
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 14381 / 25373 =  56.678
0, 1  acc: 17737 / 31282 =  56.700
0, 2  acc:  3512 /  6155 =  57.059
0, 3  acc: 13785 / 24292 =  56.747
0, 4  acc:  6189 / 10829 =  57.152
0, 5  acc:  3189 /  5541 =  57.553
0, 6  acc:  3868 /  6785 =  57.008
0, 7  acc:  6864 / 12016 =  57.124
1, 0  acc:  2545 /  4437 =  57.359
1, 1  acc:  2853 /  4962 =  57.497
1, 2  acc:  1302 /  2265 =  57.483
1, 3  acc:  1383 /  2446 =  56.541
1, 4  acc:  1798 /  3125 =  57.536
1, 5  acc:   585 /  1003 =  58.325
1, 6  acc:  1733 /  3111 =  55.706
1, 7  acc:  2678 /  4682 =  57.198
-------------------------------------
Average acc: 84402 / 148304 =  56.911
Robust  acc:  1733 /  3111 =  55.706
-------------------------------------
New max robust acc: 55.70556091288975
debias model - Saving best checkpoint at epoch 1
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.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: 40.556 | Best Acc: 93.695
-------------------------------------
Training, Epoch 1:
Accuracies by groups:
0, 0  acc: 10853 / 12092 =  89.754
0, 1  acc: 12590 / 14179 =  88.793
0, 2  acc:  2652 /  3210 =  82.617
0, 3  acc: 11338 / 12101 =  93.695
0, 4  acc:  4057 /  5355 =  75.761
0, 5  acc:  2611 /  2980 =  87.617
0, 6  acc:  2645 /  3335 =  79.310
0, 7  acc:  4782 /  5723 =  83.558
1, 0  acc:   961 /  2203 =  43.622
1, 1  acc:  1031 /  2270 =  45.419
1, 2  acc:   518 /  1216 =  42.599
1, 3  acc:   511 /  1260 =  40.556
1, 4  acc:   924 /  1627 =  56.792
1, 5  acc:   229 /   520 =  44.038
1, 6  acc:   755 /  1537 =  49.122
1, 7  acc:   990 /  2246 =  44.078
------------------------------------
Average acc: 57447 / 71854 =  79.950
Robust  acc:   511 /  1260 =  40.556
------------------------------------
Accuracies by groups:
0, 0  acc: 10853 / 12092 =  89.754
0, 1  acc: 12590 / 14179 =  88.793
0, 2  acc:  2652 /  3210 =  82.617
0, 3  acc: 11338 / 12101 =  93.695
0, 4  acc:  4057 /  5355 =  75.761
0, 5  acc:  2611 /  2980 =  87.617
0, 6  acc:  2645 /  3335 =  79.310
0, 7  acc:  4782 /  5723 =  83.558
1, 0  acc:   961 /  2203 =  43.622
1, 1  acc:  1031 /  2270 =  45.419
1, 2  acc:   518 /  1216 =  42.599
1, 3  acc:   511 /  1260 =  40.556
1, 4  acc:   924 /  1627 =  56.792
1, 5  acc:   229 /   520 =  44.038
1, 6  acc:   755 /  1537 =  49.122
1, 7  acc:   990 /  2246 =  44.078
------------------------------------
Average acc: 57447 / 71854 =  79.950
Robust  acc:   511 /  1260 =  40.556
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10853 / 12092 =  89.754
0, 1  acc: 12590 / 14179 =  88.793
0, 2  acc:  2652 /  3210 =  82.617
0, 3  acc: 11338 / 12101 =  93.695
0, 4  acc:  4057 /  5355 =  75.761
0, 5  acc:  2611 /  2980 =  87.617
0, 6  acc:  2645 /  3335 =  79.310
0, 7  acc:  4782 /  5723 =  83.558
1, 0  acc:   961 /  2203 =  43.622
1, 1  acc:  1031 /  2270 =  45.419
1, 2  acc:   518 /  1216 =  42.599
1, 3  acc:   511 /  1260 =  40.556
1, 4  acc:   924 /  1627 =  56.792
1, 5  acc:   229 /   520 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 24male 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
[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  25[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: 0.042 | Train Acc: 56.797 | Val Loss: 0.000 | Val Acc: 56.260
Training:
Accuracies by groups:
0, 0  acc: 53168 / 64425 =  82.527
0, 1  acc:  5926 /  7209 =  82.203
0, 2  acc:  9057 / 11772 =  76.937
0, 3  acc:  5086 /  6109 =  83.254
0, 4  acc:  3943 /  4935 =  79.899
0, 5  acc:   579 /   689 =  84.035
0, 6  acc:   498 /   627 =  79.426
0, 7  acc:   501 /   604 =  82.947
0, 8  acc:  5264 /  6144 =  85.677
0, 9  acc:   496 /   560 =  88.571
0, 10  acc:   501 /   581 =  86.231
0, 11  acc:   322 /   349 =  92.264
0, 12  acc:   767 /   942 =  81.423
0, 13  acc:   101 /   117 =  86.325
0, 14  acc:   112 /   122 =  91.803
0, 15  acc:    52 /    60 =  86.667
0, 16  acc:  5220 /  7688 =  67.898
0, 17  acc:   209 /   249 =  83.936
0, 18  acc:   550 /   770 =  71.429
0, 19  acc:   178 /   236 =  75.424
0, 20  acc:   168 /   275 =  61.091
0, 21  acc:    23 /    37 =  62.162
0, 22  acc:    71 /   109 =  65.138
0, 23  acc:    16 /    30 =  53.333
0, 24  acc:   695 /  1013 =  68.608
0, 25  acc:    45 /    56 =  80.357
0, 26  acc:    66 /    78 =  84.615
0, 27  acc:    15 /    22 =  68.182
0, 28  acc:    65 /    85 =  76.471
0, 29  acc:     5 /    11 =  45.455
0, 30  acc:    16 /    19 =  84.211
0, 31  acc:    12 /    13 =  92.308
0, 32  acc:  1706 /  2066 =  82.575
0, 33  acc:    63 /    75 =  84.000
0, 34  acc:    68 /    88 =  77.273
0, 35  acc:    25 /    33 =  75.758
0, 36  acc:    59 /    73 =  80.822
0, 37  acc:     7 /     7 = 100.000
0, 38  acc:     9 /    32 =  28.125
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   459 /   523 =  87.763
0, 41  acc:    25 /    25 = 100.000
0, 42  acc:    12 /    17 =  70.588
0, 43  acc:    16 /    18 =  88.889
0, 44  acc:    31 /    36 =  86.111
0, 45  acc:     1 /     1 = 100.000
0, 46  acc:    21 /    25 =  84.000
0, 47  acc:     1 /     1 = 100.000
0, 48  acc:   399 /   597 =  66.834
0, 49  acc:     4 /     4 = 100.000
0, 50  acc:    28 /    32 =  87.500
0, 51  acc:    15 /    17 =  88.235
0, 52  acc:    10 /    16 =  62.500
0, 53  acc:     0 /     0 =     nan
0, 54  acc:     4 /    10 =  40.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   275 /   357 =  77.031
0, 57  acc:     3 /     5 =  60.000
0, 58  acc:    17 /    29 =  58.621
0, 59  acc:    13 /    16 =  81.250
0, 60  acc:    27 /    28 =  96.429
0, 61  acc:     6 /     6 = 100.000
0, 62  acc:    12 /    14 =  85.714
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2929 /  3852 =  76.038
0, 65  acc:   484 /   610 =  79.344
0, 66  acc:   331 /   408 =  81.127
0, 67  acc:   149 /   173 =  86.127
0, 68  acc:   119 /   148 =  80.405
0, 69  acc:     6 /     6 = 100.000
0, 70  acc:    47 /    61 =  77.049
0, 71  acc:    19 /    20 =  95.000
0, 72  acc:    58 /    73 =  79.452
0, 73  acc:     8 /     8 = 100.000
0, 74  acc:     2 /     2 = 100.000
0, 75  acc:    10 /    10 = 100.000
0, 76  acc:    17 /    21 =  80.952
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     1 /     1 = 100.000
0, 80  acc:   123 /   177 =  69.492
0, 81  acc:    14 /    17 =  82.353
0, 82  acc:    12 /    13 =  92.308
0, 83  acc:    16 /    16 = 100.000
0, 84  acc:     5 /    12 =  41.667
0, 85  acc:     0 /     0 =     nan
0, 86  acc:    17 /    22 =  77.273
0, 87  acc:     5 /     5 = 100.000
0, 88  acc:    13 /    13 = 100.000
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:     3 /     9 =  33.333
0, 94  acc:    76 /    99 =  76.768
0, 95  acc:     2 /     3 =  66.667
0, 96  acc:     4 /     7 =  57.143
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    17 /    26 =  65.385
0, 99  acc:     5 /     5 = 100.000
0, 100  acc:     5 /     5 = 100.000
0, 101  acc:    14 /    14 = 100.000
0, 102  acc:     1 /     1 = 100.000
0, 103  acc:     3 /     4 =  75.000
0, 104  acc:     0 /     0 =     nan
0, 105  acc:     0 /     0 =     nan
0, 106  acc:    17 /    30 =  56.667
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     3 /     3 = 100.000
0, 110  acc:    14 /    15 =  93.333
0, 111  acc:     0 /     1 =   0.000
0, 112  acc:    13 /    13 = 100.000
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     0 /     2 =   0.000
0, 116  acc:     0 /     0 =     nan
0, 117  acc:  7824 /  9377 =  83.438
0, 118  acc:  1904 /  2468 =  77.147
0, 119  acc:   496 /   600 =  82.667
0, 120  acc:   456 /   578 =  78.893
0, 121  acc:   166 /   204 =  81.373
0, 122  acc:    64 /    68 =  94.118
0, 123  acc:     9 /    10 =  90.000
0, 124  acc:    38 /    38 = 100.000
0, 125  acc:   453 /   521 =  86.948
0, 126  acc:   110 /   168 =  65.476
0, 127  acc:    36 /    45 =  80.000
0, 128  acc:    52 /    57 =  91.228
0, 129  acc:     4 /     4 = 100.000
0, 130  acc:    10 /    10 = 100.000
0, 131  acc:     8 /     8 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   243 /   343 =  70.845
0, 134  acc:    98 /   145 =  67.586
0, 135  acc:    35 /    41 =  85.366
0, 136  acc:    46 /    57 =  80.702
0, 137  acc:    15 /    18 =  83.333
0, 138  acc:     6 /     6 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    68 /    88 =  77.273
0, 142  acc:    18 /    20 =  90.000
0, 143  acc:     7 /     8 =  87.500
0, 144  acc:    12 /    15 =  80.000
0, 145  acc:     0 /     0 =     nan
0, 146  acc:     4 /     6 =  66.667
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   136 /   156 =  87.179
0, 149  acc:    18 /    34 =  52.941
0, 150  acc:     2 /     5 =  40.000
0, 151  acc:    15 /    15 = 100.000
0, 152  acc:     3 /     3 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    36 /    40 =  90.000
0, 155  acc:    14 /    21 =  66.667
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     2 /     2 = 100.000
0, 158  acc:     9 /     9 = 100.000
0, 159  acc:    33 /    38 =  86.842
0, 160  acc:     2 /     2 = 100.000
0, 161  acc:     1 /     1 = 100.000
0, 162  acc:     5 /     5 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    19 /    22 =  86.364
0, 165  acc:     6 /     6 = 100.000
0, 166  acc:    21 /    22 =  95.455
0, 167  acc:     3 /     3 = 100.000
0, 168  acc:     3 /     3 = 100.000
0, 169  acc:  2304 /  3057 =  75.368
0, 170  acc:   550 /   726 =  75.758
0, 171  acc:   176 /   217 =  81.106
0, 172  acc:   227 /   296 =  76.689
0, 173  acc:    45 /    53 =  84.906
0, 174  acc:     8 /     9 =  88.889
0, 175  acc:    14 /    14 = 100.000
0, 176  acc:    30 /    34 =  88.235
0, 177  acc:    92 /   106 =  86.792
0, 178  acc:    16 /    17 =  94.118
0, 179  acc:     7 /     8 =  87.500
0, 180  acc:     8 /     8 = 100.000
0, 181  acc:     3 /     3 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:    10 /    13 =  76.923
0, 184  acc:    86 /   104 =  82.692
0, 185  acc:    10 /    10 = 100.000
0, 186  acc:     5 /    11 =  45.455
0, 187  acc:    31 /    35 =  88.571
0, 188  acc:     7 /     7 = 100.000
0, 189  acc:     5 /     6 =  83.333
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    40 /    60 =  66.667
0, 192  acc:     1 /     3 =  33.333
0, 193  acc:     3 /     6 =  50.000
0, 194  acc:     3 /     3 = 100.000
0, 195  acc:     9 /    13 =  69.231
0, 196  acc:    64 /    84 =  76.190
0, 197  acc:    31 /    31 = 100.000
0, 198  acc:     4 /    14 =  28.571
0, 199  acc:     7 /     7 = 100.000
0, 200  acc:     8 /     8 = 100.000
0, 201  acc:     0 /     0 =     nan
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    24 /    24 = 100.000
0, 205  acc:     7 /     8 =  87.500
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     7 /     8 =  87.500
0, 209  acc:    16 /    16 = 100.000
0, 210  acc:     3 /     3 = 100.000
0, 211  acc:     4 /     5 =  80.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     3 /     6 =  50.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    12 /    12 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     4 /     6 =  66.667
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     5 /     5 = 100.000
1, 0  acc: 13807 / 49182 =  28.073
1, 1  acc:  1300 /  5317 =  24.450
1, 2  acc:  3132 / 10009 =  31.292
1, 3  acc:  1004 /  4261 =  23.563
1, 4  acc:  1170 /  4561 =  25.652
1, 5  acc:   157 /   700 =  22.429
1, 6  acc:   169 /   504 =  33.532
1, 7  acc:   121 /   550 =  22.000
1, 8  acc:  1130 /  5459 =  20.700
1, 9  acc:    59 /   389 =  15.167
1, 10  acc:    87 /   468 =  18.590
1, 11  acc:    32 /   257 =  12.451
1, 12  acc:   144 /   719 =  20.028
1, 13  acc:    18 /    93 =  19.355
1, 14  acc:    26 /   103 =  25.243
1, 15  acc:     8 /   125 =   6.400
1, 16  acc:  3456 /  8165 =  42.327
1, 17  acc:    80 /   244 =  32.787
1, 18  acc:   203 /   549 =  36.976
1, 19  acc:    81 /   246 =  32.927
1, 20  acc:    99 /   261 =  37.931
1, 21  acc:    11 /    41 =  26.829
1, 22  acc:    42 /   120 =  35.000
1, 23  acc:    12 /    33 =  36.364
1, 24  acc:   392 /  1111 =  35.284
1, 25  acc:     8 /    22 =  36.364
1, 26  acc:    36 /   108 =  33.333
1, 27  acc:     8 /    12 =  66.667
1, 28  acc:    57 /   145 =  39.310
1, 29  acc:     1 /     1 = 100.000
1, 30  acc:     3 /    24 =  12.500
1, 31  acc:     3 /     9 =  33.333
1, 32  acc:   467 /  1650 =  28.303
1, 33  acc:    19 /    72 =  26.389
1, 34  acc:    19 /    69 =  27.536
1, 35  acc:     1 /    29 =   3.448
1, 36  acc:    12 /    46 =  26.087
1, 37  acc:     1 /     4 =  25.000
1, 38  acc:    18 /    31 =  58.065
1, 39  acc:     0 /     1 =   0.000
1, 40  acc:    94 /   414 =  22.705
1, 41  acc:     5 /    11 =  45.455
1, 42  acc:     0 /    16 =   0.000
1, 43  acc:     0 /     9 =   0.000
1, 44  acc:     0 /    16 =   0.000
1, 45  acc:     2 /     5 =  40.000
1, 46  acc:     2 /    14 =  14.286
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   241 /   592 =  40.709
1, 49  acc:     3 /    10 =  30.000
1, 50  acc:    10 /    39 =  25.641
1, 51  acc:     6 /    22 =  27.273
1, 52  acc:     1 /    13 =   7.692
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     7 /    37 =  18.919
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   129 /   417 =  30.935
1, 57  acc:     5 /    11 =  45.455
1, 58  acc:     2 /    12 =  16.667
1, 59  acc:     1 /    11 =   9.091
1, 60  acc:     6 /    30 =  20.000
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     6 /    17 =  35.294
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  1624 /  5030 =  32.286
1, 65  acc:   214 /   705 =  30.355
1, 66  acc:   129 /   473 =  27.273
1, 67  acc:    29 /   180 =  16.111
1, 68  acc:    61 /   165 =  36.970
1, 69  acc:     5 /    25 =  20.000
1, 70  acc:    26 /    77 =  33.766
1, 71  acc:     2 /    20 =  10.000
1, 72  acc:    36 /   128 =  28.125
1, 73  acc:     0 /     4 =   0.000
1, 74  acc:     0 /     2 =   0.000
1, 75  acc:     0 /     0 =     nan
1, 76  acc:     9 /    24 =  37.500
1, 77  acc:     0 /     4 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     1 /     1 = 100.000
1, 80  acc:    61 /   209 =  29.187
1, 81  acc:     4 /    28 =  14.286
1, 82  acc:    19 /    44 =  43.182
1, 83  acc:     0 /     3 =   0.000
1, 84  acc:     5 /     5 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:     7 /    17 =  41.176
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     7 /    26 =  26.923
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     1 /     3 =  33.333
1, 93  acc:     4 /     4 = 100.000
1, 94  acc:    36 /   122 =  29.508
1, 95  acc:     3 /    13 =  23.077
1, 96  acc:     2 /     9 =  22.222
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     2 /    15 =  13.333
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     3 /    12 =  25.000
1, 101  acc:     2 /     3 =  66.667
1, 102  acc:     0 /     0 =     nan
1, 103  acc:     0 /     0 =     nan
1, 104  acc:     0 /     0 =     nan
1, 105  acc:     0 /     0 =     nan
1, 106  acc:    14 /    42 =  33.333
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     3 /    14 =  21.429
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     2 /     2 = 100.000
1, 111  acc:     0 /     1 =   0.000
1, 112  acc:     3 /    10 =  30.000
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:  1921 /  8077 =  23.784
1, 118  acc:   478 /  1785 =  26.779
1, 119  acc:   128 /   468 =  27.350
1, 120  acc:    98 /   457 =  21.444
1, 121  acc:    17 /   116 =  14.655
1, 122  acc:    14 /    61 =  22.951
1, 123  acc:     3 /    35 =   8.571
1, 124  acc:     7 /    34 =  20.588
1, 125  acc:   115 /   578 =  19.896
1, 126  acc:    28 /   115 =  24.348
1, 127  acc:     1 /    28 =   3.571
1, 128  acc:    10 /    48 =  20.833
1, 129  acc:     2 /    17 =  11.765
1, 130  acc:     0 /     2 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /    11 =   0.000
1, 133  acc:   123 /   411 =  29.927
1, 134  acc:    26 /    83 =  31.325
1, 135  acc:     2 /    22 =   9.091
1, 136  acc:    10 /    39 =  25.641
1, 137  acc:     0 /     6 =   0.000
1, 138  acc:     0 /     1 =   0.000
1, 139  acc:     1 /     1 = 100.000
1, 140  acc:     0 /     2 =   0.000
1, 141  acc:    34 /   112 =  30.357
1, 142  acc:    12 /    25 =  48.000
1, 143  acc:     4 /     5 =  80.000
1, 144  acc:     0 /     4 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     0 /     6 =   0.000
1, 148  acc:    40 /   223 =  17.937
1, 149  acc:     2 /    16 =  12.500
1, 150  acc:     2 /    14 =  14.286
1, 151  acc:     0 /    20 =   0.000
1, 152  acc:     5 /     8 =  62.500
1, 153  acc:     0 /     9 =   0.000
1, 154  acc:     3 /    48 =   6.250
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /    11 =   9.091
1, 158  acc:     0 /     0 =     nan
1, 159  acc:    13 /    30 =  43.333
1, 160  acc:     3 /     7 =  42.857
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     6 =   0.000
1, 164  acc:     9 /    32 =  28.125
1, 165  acc:     0 /     8 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:   959 /  3193 =  30.034
1, 170  acc:   163 /   546 =  29.853
1, 171  acc:    98 /   241 =  40.664
1, 172  acc:    50 /   222 =  22.523
1, 173  acc:     9 /    52 =  17.308
1, 174  acc:     0 /    10 =   0.000
1, 175  acc:     2 /     5 =  40.000
1, 176  acc:     8 /    48 =  16.667
1, 177  acc:    26 /    94 =  27.660
1, 178  acc:     0 /    12 =   0.000
1, 179  acc:     0 /     5 =   0.000
1, 180  acc:     3 /     7 =  42.857
1, 181  acc:     2 /     5 =  40.000
1, 182  acc:     1 /     8 =  12.500
1, 183  acc:     5 /    16 =  31.250
1, 184  acc:    34 /   110 =  30.909
1, 185  acc:    15 /    26 =  57.692
1, 186  acc:     3 /    23 =  13.043
1, 187  acc:     6 /     6 = 100.000
1, 188  acc:     0 /     5 =   0.000
1, 189  acc:     0 /     4 =   0.000
1, 190  acc:     3 /    13 =  23.077
1, 191  acc:     1 /    11 =   9.091
1, 192  acc:     2 /     8 =  25.000
1, 193  acc:     0 /     0 =     nan
1, 194  acc:     0 /     0 =     nan
1, 195  acc:     2 /     2 = 100.000
1, 196  acc:    19 /   108 =  17.593
1, 197  acc:     0 /    15 =   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 /     0 =     nan
1, 203  acc:     0 /     0 =     nan
1, 204  acc:    10 /    28 =  35.714
1, 205  acc:     0 /     6 =   0.000
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     5 /    19 =  26.316
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     3 /     4 =  75.000
1, 212  acc:     0 /     2 =   0.000
1, 213  acc:     0 /     6 =   0.000
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     1 /     9 =  11.111
1, 218  acc:     0 /     9 =   0.000
1, 219  acc:     5 /     6 =  83.333
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 152806 / 269038 =  56.797
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 14173 / 25373 =  55.859
0, 1  acc: 17618 / 31282 =  56.320
0, 2  acc:  3417 /  6155 =  55.516
0, 3  acc: 13549 / 24292 =  55.776
0, 4  acc:  6058 / 10829 =  55.942
0, 5  acc:  3119 /  5541 =  56.289
0, 6  acc:  3776 /  6785 =  55.652
0, 7  acc:  6735 / 12016 =  56.050
1, 0  acc:  2503 /  4437 =  56.412
1, 1  acc:  2771 /  4962 =  55.844
1, 2  acc:  1272 /  2265 =  56.159
1, 3  acc:  1378 /  2446 =  56.337
1, 4  acc:  1767 /  3125 =  56.544
1, 5  acc:   584 /  1003 =  58.225
1, 6  acc:  1771 /  3111 =  56.927
1, 7  acc:  2701 /  4682 =  57.689
-------------------------------------
Average acc: 83192 / 148304 =  56.096
Robust  acc:  3417 /  6155 =  55.516
-------------------------------------
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: 41.232 | Best Acc: 86.294
-------------------------------------
Training, Epoch 2:
Accuracies by groups:
0, 0  acc:  8728 / 12092 =  72.180
0, 1  acc:  9756 / 14179 =  68.806
0, 2  acc:  1765 /  3210 =  54.984
0, 3  acc:  9667 / 12101 =  79.886
0, 4  acc:  2208 /  5355 =  41.232
0, 5  acc:  1909 /  2980 =  64.060
0, 6  acc:  1523 /  3335 =  45.667
0, 7  acc:  3355 /  5723 =  58.623
1, 0  acc:  1534 /  2203 =  69.632
1, 1  acc:  1673 /  2270 =  73.700
1, 2  acc:   851 /  1216 =  69.984
1, 3  acc:   889 /  1260 =  70.556
1, 4  acc:  1404 /  1627 =  86.294
1, 5  acc:   395 /   520 =  75.962
1, 6  acc:  1222 /  1537 =  79.506
1, 7  acc:  1588 /  2246 =  70.703
------------------------------------
Average acc: 48467 / 71854 =  67.452
Robust  acc:  2208 /  5355 =  41.232
------------------------------------
Accuracies by groups:
0, 0  acc:  8728 / 12092 =  72.180
0, 1  acc:  9756 / 14179 =  68.806
0, 2  acc:  1765 /  3210 =  54.984
0, 3  acc:  9667 / 12101 =  79.886
0, 4  acc:  2208 /  5355 =  41.232
0, 5  acc:  1909 /  2980 =  64.060
0, 6  acc:  1523 /  3335 =  45.667
0, 7  acc:  3355 /  5723 =  58.623
1, 0  acc:  1534 /  2203 =  69.632
1, 1  acc:  1673 /  2270 =  73.700
1, 2  acc:   851 /  1216 =  69.984
1, 3  acc:   889 /  1260 =  70.556
1, 4  acc:  1404 /  1627 =  86.294
1, 5  acc:   395 /   520 =  75.962
1, 6  acc:  1222 /  1537 =  79.506
1, 7  acc:  1588 /  2246 =  70.703
------------------------------------
Average acc: 48467 / 71854 =  67.452
Robust  acc:  2208 /  5355 =  41.232
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc:  8728 / 12092 =  72.180
0, 1  acc:  9756 / 14179 =  68.806
0, 2  acc:  1765 /  3210 =  54.984
0, 3  acc:  9667 / 12101 =  79.886
0, 4  acc:  2208 /  5355 =  41.232
0, 5  acc:  1909 /  2980 =  64.060
0, 6  acc:  1523 /  3335 =  45.667
0, 7  acc:  3355 /  5723 =  58.623
1, 0  acc:  1534 /  2203 =  69.632
1, 1  acc:  1673 /  2270 =  73.700
1, 2  acc:   851 /  1216 =  69.984
1, 3  acc:   889 /  1260 =  70.556
1, 4  acc:  1404 /  1627 =  86.294
1, 5  acc:   395 /   520 =  75.962
1, 6  acc:  1222 /  1537 =  79.506
1, 7  acc:  1588 /  2246 =  70.703
------------------------------------
Average acc: 48467 / 71854 =  67.452
Robust  acc:  2208 /  5355 =  41.232
-----------------------------------mamale 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: 0.042 | Train Acc: 58.550 | Val Loss: 0.000 | Val Acc: 59.949
Training:
Accuracies by groups:
0, 0  acc: 52839 / 64560 =  81.845
0, 1  acc:  6033 /  7301 =  82.633
0, 2  acc:  9212 / 11907 =  77.366
0, 3  acc:  5054 /  6077 =  83.166
0, 4  acc:  3938 /  4869 =  80.879
0, 5  acc:   593 /   727 =  81.568
0, 6  acc:   469 /   614 =  76.384
0, 7  acc:   511 /   620 =  82.419
0, 8  acc:  5304 /  6238 =  85.027
0, 9  acc:   558 /   643 =  86.781
0, 10  acc:   429 /   509 =  84.283
0, 11  acc:   372 /   416 =  89.423
0, 12  acc:   796 /   974 =  81.725
0, 13  acc:   101 /   115 =  87.826
0, 14  acc:    98 /   115 =  85.217
0, 15  acc:    80 /    91 =  87.912
0, 16  acc:  5120 /  7757 =  66.005
0, 17  acc:   178 /   240 =  74.167
0, 18  acc:   515 /   763 =  67.497
0, 19  acc:   146 /   210 =  69.524
0, 20  acc:   205 /   283 =  72.438
0, 21  acc:    35 /    52 =  67.308
0, 22  acc:    86 /   123 =  69.919
0, 23  acc:    15 /    21 =  71.429
0, 24  acc:   682 /   969 =  70.382
0, 25  acc:    44 /    53 =  83.019
0, 26  acc:    69 /    88 =  78.409
0, 27  acc:    21 /    34 =  61.765
0, 28  acc:    74 /    81 =  91.358
0, 29  acc:     3 /     6 =  50.000
0, 30  acc:    14 /    16 =  87.500
0, 31  acc:     9 /    11 =  81.818
0, 32  acc:  1641 /  1993 =  82.338
0, 33  acc:    86 /    94 =  91.489
0, 34  acc:   101 /   121 =  83.471
0, 35  acc:    38 /    47 =  80.851
0, 36  acc:    62 /    75 =  82.667
0, 37  acc:     7 /     7 = 100.000
0, 38  acc:    20 /    35 =  57.143
0, 39  acc:     1 /     1 = 100.000
0, 40  acc:   445 /   499 =  89.178
0, 41  acc:    22 /    22 = 100.000
0, 42  acc:    22 /    25 =  88.000
0, 43  acc:    16 /    19 =  84.211
0, 44  acc:    21 /    24 =  87.500
0, 45  acc:     4 /     4 = 100.000
0, 46  acc:    15 /    25 =  60.000
0, 47  acc:     4 /     4 = 100.000
0, 48  acc:   380 /   576 =  65.972
0, 49  acc:     1 /     1 = 100.000
0, 50  acc:    21 /    28 =  75.000
0, 51  acc:    17 /    19 =  89.474
0, 52  acc:    11 /    18 =  61.111
0, 53  acc:     2 /     2 = 100.000
0, 54  acc:     6 /    12 =  50.000
0, 55  acc:     2 /     2 = 100.000
0, 56  acc:   308 /   400 =  77.000
0, 57  acc:     3 /     5 =  60.000
0, 58  acc:    24 /    44 =  54.545
0, 59  acc:    12 /    15 =  80.000
0, 60  acc:    26 /    29 =  89.655
0, 61  acc:     2 /     2 = 100.000
0, 62  acc:    19 /    20 =  95.000
0, 63  acc:     2 /     2 = 100.000
0, 64  acc:  2674 /  3847 =  69.509
0, 65  acc:   409 /   574 =  71.254
0, 66  acc:   295 /   400 =  73.750
0, 67  acc:   124 /   157 =  78.981
0, 68  acc:   115 /   140 =  82.143
0, 69  acc:     7 /     8 =  87.500
0, 70  acc:    36 /    52 =  69.231
0, 71  acc:    14 /    15 =  93.333
0, 72  acc:    52 /    81 =  64.198
0, 73  acc:    10 /    11 =  90.909
0, 74  acc:     6 /     7 =  85.714
0, 75  acc:    15 /    15 = 100.000
0, 76  acc:    12 /    15 =  80.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     1 /     1 = 100.000
0, 79  acc:     2 /     2 = 100.000
0, 80  acc:   106 /   177 =  59.887
0, 81  acc:     7 /    10 =  70.000
0, 82  acc:    19 /    20 =  95.000
0, 83  acc:     3 /     3 = 100.000
0, 84  acc:     7 /    16 =  43.750
0, 85  acc:     1 /     2 =  50.000
0, 86  acc:    26 /    32 =  81.250
0, 87  acc:     1 /     1 = 100.000
0, 88  acc:     9 /     9 = 100.000
0, 89  acc:     2 /     2 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     8 =  25.000
0, 94  acc:    66 /    93 =  70.968
0, 95  acc:     9 /     9 = 100.000
0, 96  acc:     2 /     6 =  33.333
0, 97  acc:     0 /     0 =     nan
0, 98  acc:    23 /    26 =  88.462
0, 99  acc:     8 /     8 = 100.000
0, 100  acc:     5 /     5 = 100.000
0, 101  acc:    11 /    12 =  91.667
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:    11 /    20 =  55.000
0, 107  acc:     1 /     1 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     4 =   0.000
0, 110  acc:     9 /    16 =  56.250
0, 111  acc:     1 /     3 =  33.333
0, 112  acc:     9 /    11 =  81.818
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:  7988 /  9491 =  84.164
0, 118  acc:  1862 /  2429 =  76.657
0, 119  acc:   424 /   555 =  76.396
0, 120  acc:   442 /   545 =  81.101
0, 121  acc:   127 /   154 =  82.468
0, 122  acc:    55 /    58 =  94.828
0, 123  acc:    14 /    15 =  93.333
0, 124  acc:    41 /    43 =  95.349
0, 125  acc:   453 /   516 =  87.791
0, 126  acc:   103 /   157 =  65.605
0, 127  acc:    33 /    40 =  82.500
0, 128  acc:    56 /    57 =  98.246
0, 129  acc:     6 /     6 = 100.000
0, 130  acc:    11 /    13 =  84.615
0, 131  acc:     5 /     5 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   260 /   366 =  71.038
0, 134  acc:    89 /   127 =  70.079
0, 135  acc:    38 /    43 =  88.372
0, 136  acc:    40 /    51 =  78.431
0, 137  acc:    11 /    15 =  73.333
0, 138  acc:     2 /     2 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    77 /    94 =  81.915
0, 142  acc:    14 /    18 =  77.778
0, 143  acc:     5 /    11 =  45.455
0, 144  acc:     8 /    17 =  47.059
0, 145  acc:     2 /     2 = 100.000
0, 146  acc:     4 /     6 =  66.667
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   143 /   159 =  89.937
0, 149  acc:    21 /    36 =  58.333
0, 150  acc:     3 /     3 = 100.000
0, 151  acc:    21 /    21 = 100.000
0, 152  acc:     4 /     5 =  80.000
0, 153  acc:     4 /     4 = 100.000
0, 154  acc:    45 /    48 =  93.750
0, 155  acc:    10 /    20 =  50.000
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     0 /     0 =     nan
0, 158  acc:     5 /     5 = 100.000
0, 159  acc:    47 /    53 =  88.679
0, 160  acc:     3 /     3 = 100.000
0, 161  acc:     0 /     0 =     nan
0, 162  acc:     4 /     4 = 100.000
0, 163  acc:     0 /     0 =     nan
0, 164  acc:    18 /    22 =  81.818
0, 165  acc:     4 /     4 = 100.000
0, 166  acc:     7 /     8 =  87.500
0, 167  acc:     4 /     4 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  2048 /  3004 =  68.176
0, 170  acc:   527 /   729 =  72.291
0, 171  acc:   157 /   213 =  73.709
0, 172  acc:   235 /   315 =  74.603
0, 173  acc:    40 /    55 =  72.727
0, 174  acc:    10 /    11 =  90.909
0, 175  acc:     8 /     9 =  88.889
0, 176  acc:    35 /    45 =  77.778
0, 177  acc:    83 /   108 =  76.852
0, 178  acc:    15 /    15 = 100.000
0, 179  acc:    10 /    11 =  90.909
0, 180  acc:    11 /    11 = 100.000
0, 181  acc:     8 /     8 = 100.000
0, 182  acc:     1 /     1 = 100.000
0, 183  acc:     7 /    11 =  63.636
0, 184  acc:    65 /    82 =  79.268
0, 185  acc:     9 /     9 = 100.000
0, 186  acc:    12 /    15 =  80.000
0, 187  acc:    20 /    22 =  90.909
0, 188  acc:     6 /     6 = 100.000
0, 189  acc:    11 /    11 = 100.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    29 /    54 =  53.704
0, 192  acc:     3 /     4 =  75.000
0, 193  acc:     0 /     3 =   0.000
0, 194  acc:     7 /     7 = 100.000
0, 195  acc:     7 /    10 =  70.000
0, 196  acc:    75 /    95 =  78.947
0, 197  acc:    21 /    21 = 100.000
0, 198  acc:     5 /    10 =  50.000
0, 199  acc:    12 /    12 = 100.000
0, 200  acc:     7 /     7 = 100.000
0, 201  acc:     1 /     1 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    34 /    38 =  89.474
0, 205  acc:     7 /     7 = 100.000
0, 206  acc:     5 /     5 = 100.000
0, 207  acc:     3 /     3 = 100.000
0, 208  acc:     4 /     4 = 100.000
0, 209  acc:    10 /    10 = 100.000
0, 210  acc:     1 /     1 = 100.000
0, 211  acc:     3 /     4 =  75.000
0, 212  acc:     2 /     2 = 100.000
0, 213  acc:     3 /     4 =  75.000
0, 214  acc:     1 /     1 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    10 /    13 =  76.923
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     7 /     8 =  87.500
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     3 /     3 = 100.000
0, 221  acc:     0 /     0 =     nan
1, 0  acc: 16538 / 48926 =  33.802
1, 1  acc:  1506 /  5372 =  28.034
1, 2  acc:  3624 /  9986 =  36.291
1, 3  acc:  1172 /  4122 =  28.433
1, 4  acc:  1138 /  4596 =  24.761
1, 5  acc:   184 /   754 =  24.403
1, 6  acc:   161 /   466 =  34.549
1, 7  acc:   117 /   527 =  22.201
1, 8  acc:  1412 /  5560 =  25.396
1, 9  acc:    62 /   352 =  17.614
1, 10  acc:   106 /   487 =  21.766
1, 11  acc:    32 /   239 =  13.389
1, 12  acc:   152 /   746 =  20.375
1, 13  acc:    21 /    94 =  22.340
1, 14  acc:    20 /   125 =  16.000
1, 15  acc:    14 /   124 =  11.290
1, 16  acc:  3529 /  7984 =  44.201
1, 17  acc:    74 /   262 =  28.244
1, 18  acc:   233 /   584 =  39.897
1, 19  acc:    80 /   259 =  30.888
1, 20  acc:    96 /   252 =  38.095
1, 21  acc:     9 /    26 =  34.615
1, 22  acc:    50 /   134 =  37.313
1, 23  acc:    14 /    38 =  36.842
1, 24  acc:   341 /  1061 =  32.139
1, 25  acc:     8 /    20 =  40.000
1, 26  acc:    27 /    91 =  29.670
1, 27  acc:    15 /    16 =  93.750
1, 28  acc:    52 /   139 =  37.410
1, 29  acc:     2 /     6 =  33.333
1, 30  acc:     5 /    23 =  21.739
1, 31  acc:     1 /     7 =  14.286
1, 32  acc:   487 /  1638 =  29.731
1, 33  acc:    14 /    62 =  22.581
1, 34  acc:    15 /    51 =  29.412
1, 35  acc:     0 /    21 =   0.000
1, 36  acc:    11 /    41 =  26.829
1, 37  acc:     2 /     8 =  25.000
1, 38  acc:    12 /    26 =  46.154
1, 39  acc:     1 /     5 =  20.000
1, 40  acc:   131 /   428 =  30.607
1, 41  acc:     9 /    17 =  52.941
1, 42  acc:     0 /    15 =   0.000
1, 43  acc:     1 /    22 =   4.545
1, 44  acc:     0 /    27 =   0.000
1, 45  acc:     1 /     4 =  25.000
1, 46  acc:     0 /     5 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   271 /   586 =  46.246
1, 49  acc:     1 /     9 =  11.111
1, 50  acc:    15 /    43 =  34.884
1, 51  acc:    17 /    25 =  68.000
1, 52  acc:     0 /    18 =   0.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     5 /    39 =  12.821
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   150 /   466 =  32.189
1, 57  acc:     4 /    15 =  26.667
1, 58  acc:     7 /    15 =  46.667
1, 59  acc:     1 /    15 =   6.667
1, 60  acc:     9 /    29 =  31.034
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     4 /    10 =  40.000
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2170 /  5139 =  42.226
1, 65  acc:   304 /   743 =  40.915
1, 66  acc:   164 /   430 =  38.140
1, 67  acc:    41 /   172 =  23.837
1, 68  acc:    73 /   188 =  38.830
1, 69  acc:     3 /    23 =  13.043
1, 70  acc:    18 /    64 =  28.125
1, 71  acc:     4 /    10 =  40.000
1, 72  acc:    31 /    99 =  31.313
1, 73  acc:     0 /     4 =   0.000
1, 74  acc:     0 /     6 =   0.000
1, 75  acc:     4 /     4 = 100.000
1, 76  acc:    12 /    27 =  44.444
1, 77  acc:     0 /     8 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     0 /     1 =   0.000
1, 80  acc:    65 /   192 =  33.854
1, 81  acc:     5 /    18 =  27.778
1, 82  acc:    31 /    51 =  60.784
1, 83  acc:     1 /     5 =  20.000
1, 84  acc:     6 /     6 = 100.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    12 /    19 =  63.158
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     7 /    28 =  25.000
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     4 =   0.000
1, 93  acc:     0 /     2 =   0.000
1, 94  acc:    40 /   132 =  30.303
1, 95  acc:     1 /    11 =   9.091
1, 96  acc:     3 /     9 =  33.333
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     1 /     9 =  11.111
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     4 /    11 =  36.364
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:    19 /    36 =  52.778
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     2 /     5 =  40.000
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     7 =  42.857
1, 111  acc:     0 /     5 =   0.000
1, 112  acc:    12 /    21 =  57.143
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:  1920 /  7781 =  24.675
1, 118  acc:   558 /  1815 =  30.744
1, 119  acc:   159 /   479 =  33.194
1, 120  acc:   118 /   459 =  25.708
1, 121  acc:     9 /   109 =   8.257
1, 122  acc:    11 /    69 =  15.942
1, 123  acc:     7 /    34 =  20.588
1, 124  acc:     9 /    35 =  25.714
1, 125  acc:   120 /   536 =  22.388
1, 126  acc:    32 /   120 =  26.667
1, 127  acc:     2 /    31 =   6.452
1, 128  acc:    17 /    60 =  28.333
1, 129  acc:     3 /    14 =  21.429
1, 130  acc:     1 /     4 =  25.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /    13 =   0.000
1, 133  acc:   155 /   446 =  34.753
1, 134  acc:    24 /    71 =  33.803
1, 135  acc:     9 /    32 =  28.125
1, 136  acc:     5 /    36 =  13.889
1, 137  acc:     0 /     3 =   0.000
1, 138  acc:     0 /     5 =   0.000
1, 139  acc:     0 /     1 =   0.000
1, 140  acc:     0 /     2 =   0.000
1, 141  acc:    37 /   117 =  31.624
1, 142  acc:     8 /    23 =  34.783
1, 143  acc:     5 /     5 = 100.000
1, 144  acc:     0 /     6 =   0.000
1, 145  acc:     0 /     0 =     nan
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     9 =  11.111
1, 148  acc:    41 /   239 =  17.155
1, 149  acc:     2 /    16 =  12.500
1, 150  acc:     3 /    13 =  23.077
1, 151  acc:     0 /    34 =   0.000
1, 152  acc:     1 /     3 =  33.333
1, 153  acc:     0 /     1 =   0.000
1, 154  acc:     2 /    50 =   4.000
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     1 /     7 =  14.286
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     9 /    26 =  34.615
1, 160  acc:     0 /     5 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     3 =   0.000
1, 164  acc:    10 /    39 =  25.641
1, 165  acc:     0 /     4 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1424 /  3370 =  42.255
1, 170  acc:   268 /   599 =  44.741
1, 171  acc:   109 /   229 =  47.598
1, 172  acc:    73 /   208 =  35.096
1, 173  acc:    10 /    56 =  17.857
1, 174  acc:     0 /     8 =   0.000
1, 175  acc:     1 /     3 =  33.333
1, 176  acc:    12 /    57 =  21.053
1, 177  acc:    27 /    73 =  36.986
1, 178  acc:     2 /    20 =  10.000
1, 179  acc:     0 /     6 =   0.000
1, 180  acc:     4 /    12 =  33.333
1, 181  acc:     1 /     1 = 100.000
1, 182  acc:     1 /     5 =  20.000
1, 183  acc:     2 /     9 =  22.222
1, 184  acc:    34 /   111 =  30.631
1, 185  acc:    30 /    37 =  81.081
1, 186  acc:     4 /    12 =  33.333
1, 187  acc:     7 /     9 =  77.778
1, 188  acc:     2 /     6 =  33.333
1, 189  acc:     0 /     1 =   0.000
1, 190  acc:     4 /     7 =  57.143
1, 191  acc:     2 /     6 =  33.333
1, 192  acc:     0 /     5 =   0.000
1, 193  acc:     0 /     0 =     nan
1, 194  acc:     0 /     1 =   0.000
1, 195  acc:     1 /     1 = 100.000
1, 196  acc:    45 /   109 =  41.284
1, 197  acc:     3 /     7 =  42.857
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:     5 /    20 =  25.000
1, 205  acc:     2 /     3 =  66.667
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     2 /    10 =  20.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     2 /     4 =  50.000
1, 212  acc:     0 /     2 =   0.000
1, 213  acc:     2 /     9 =  22.222
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     3 /     3 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     0 /     8 =   0.000
1, 218  acc:     1 /     6 =  16.667
1, 219  acc:     6 /     6 = 100.000
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 157523 / 269038 =  58.550
Robust  acc:     0 /     4 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 15175 / 25373 =  59.808
0, 1  acc: 18729 / 31282 =  59.871
0, 2  acc:  3714 /  6155 =  60.341
0, 3  acc: 14638 / 24292 =  60.259
0, 4  acc:  6453 / 10829 =  59.590
0, 5  acc:  3275 /  5541 =  59.105
0, 6  acc:  4082 /  6785 =  60.162
0, 7  acc:  7185 / 12016 =  59.795
1, 0  acc:  2652 /  4437 =  59.770
1, 1  acc:  3011 /  4962 =  60.681
1, 2  acc:  1379 /  2265 =  60.883
1, 3  acc:  1469 /  2446 =  60.057
1, 4  acc:  1885 /  3125 =  60.320
1, 5  acc:   600 /  1003 =  59.821
1, 6  acc:  1873 /  3111 =  60.206
1, 7  acc:  2812 /  4682 =  60.060
-------------------------------------
Average acc: 88932 / 148304 =  59.966
Robust  acc:  3275 /  5541 =  59.105
-------------------------------------
New max robust acc: 59.10485471936474
debias model - Saving best checkpoint at epoch 3
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.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: 49.013 | Best Acc: 90.902
-------------------------------------
Training, Epoch 3:
Accuracies by groups:
0, 0  acc: 10367 / 12092 =  85.734
0, 1  acc: 11891 / 14179 =  83.863
0, 2  acc:  2506 /  3210 =  78.069
0, 3  acc: 11000 / 12101 =  90.902
0, 4  acc:  3817 /  5355 =  71.279
0, 5  acc:  2531 /  2980 =  84.933
0, 6  acc:  2178 /  3335 =  65.307
0, 7  acc:  4493 /  5723 =  78.508
1, 0  acc:  1204 /  2203 =  54.653
1, 1  acc:  1331 /  2270 =  58.634
1, 2  acc:   596 /  1216 =  49.013
1, 3  acc:   667 /  1260 =  52.937
1, 4  acc:  1039 /  1627 =  63.860
1, 5  acc:   271 /   520 =  52.115
1, 6  acc:   990 /  1537 =  64.411
1, 7  acc:  1152 /  2246 =  51.291
------------------------------------
Average acc: 56033 / 71854 =  77.982
Robust  acc:   596 /  1216 =  49.013
------------------------------------
Accuracies by groups:
0, 0  acc: 10367 / 12092 =  85.734
0, 1  acc: 11891 / 14179 =  83.863
0, 2  acc:  2506 /  3210 =  78.069
0, 3  acc: 11000 / 12101 =  90.902
0, 4  acc:  3817 /  5355 =  71.279
0, 5  acc:  2531 /  2980 =  84.933
0, 6  acc:  2178 /  3335 =  65.307
0, 7  acc:  4493 /  5723 =  78.508
1, 0  acc:  1204 /  2203 =  54.653
1, 1  acc:  1331 /  2270 =  58.634
1, 2  acc:   596 /  1216 =  49.013
1, 3  acc:   667 /  1260 =  52.937
1, 4  acc:  1039 /  1627 =  63.860
1, 5  acc:   271 /   520 =  52.115
1, 6  acc:   990 /  1537 =  64.411
1, 7  acc:  1152 /  2246 =  51.291
------------------------------------
Average acc: 56033 / 71854 =  77.982
Robust  acc:   596 /  1216 =  49.013
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10367 / 12092 =  85.734
0, 1  acc: 11891 / 14179 =  83.863
0, 2  acc:  2506 /  3210 =  78.069
0, 3  acc: 11000 / 12101 =  90.902
0, 4  acc:  3817 /  5355 =  71.279
0, 5  acc:  2531 /  2980 =  84.933
0, 6  acc:  2178 /  3335 =  65.307
0, 7  acc:  4493 /  5723 =  78.508
1, 0  acc:  1204 /  2203 =  54.653
1, 1  acc:  1331 /  2270 =  58.634
1, 2  acc:   596 /  1216 =  49.013
1, 3  acc:   667 /  1260 =  52.937
1, 4  acc:  1039 /  1627 =  63.860
1, 5  acc:   271 /   520 =  52.115
1, 6  acc:   990 /  1537 =  64.411
1, 7  acc:  1152 /  2246 =  51.291
------------------------------------
Average acc: 56033 / 71854 =  77.982
Robust  acc:   596 /  1216 =  49.013
-----------------------------------mamale 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: 0.041 | Train Acc: 60.433 | Val Loss: 0.000 | Val Acc: 61.861
Training:
Accuracies by groups:
0, 0  acc: 51888 / 63972 =  81.110
0, 1  acc:  6046 /  7255 =  83.336
0, 2  acc:  8816 / 11652 =  75.661
0, 3  acc:  5049 /  6190 =  81.567
0, 4  acc:  3780 /  4844 =  78.035
0, 5  acc:   557 /   716 =  77.793
0, 6  acc:   446 /   588 =  75.850
0, 7  acc:   521 /   642 =  81.153
0, 8  acc:  5062 /  6074 =  83.339
0, 9  acc:   483 /   576 =  83.854
0, 10  acc:   458 /   575 =  79.652
0, 11  acc:   367 /   421 =  87.173
0, 12  acc:   756 /   950 =  79.579
0, 13  acc:    85 /   105 =  80.952
0, 14  acc:   104 /   129 =  80.620
0, 15  acc:    68 /    80 =  85.000
0, 16  acc:  5101 /  7673 =  66.480
0, 17  acc:   199 /   259 =  76.834
0, 18  acc:   499 /   723 =  69.018
0, 19  acc:   172 /   246 =  69.919
0, 20  acc:   188 /   303 =  62.046
0, 21  acc:    33 /    44 =  75.000
0, 22  acc:    90 /   126 =  71.429
0, 23  acc:    22 /    35 =  62.857
0, 24  acc:   736 /  1032 =  71.318
0, 25  acc:    35 /    44 =  79.545
0, 26  acc:    68 /    91 =  74.725
0, 27  acc:    26 /    36 =  72.222
0, 28  acc:    61 /    68 =  89.706
0, 29  acc:     2 /     4 =  50.000
0, 30  acc:    11 /    14 =  78.571
0, 31  acc:     8 /     8 = 100.000
0, 32  acc:  1677 /  2002 =  83.766
0, 33  acc:    81 /    92 =  88.043
0, 34  acc:    69 /    93 =  74.194
0, 35  acc:    22 /    32 =  68.750
0, 36  acc:    49 /    60 =  81.667
0, 37  acc:     6 /     9 =  66.667
0, 38  acc:    16 /    28 =  57.143
0, 39  acc:     3 /     4 =  75.000
0, 40  acc:   441 /   498 =  88.554
0, 41  acc:    21 /    21 = 100.000
0, 42  acc:    12 /    13 =  92.308
0, 43  acc:    14 /    19 =  73.684
0, 44  acc:    27 /    28 =  96.429
0, 45  acc:     3 /     3 = 100.000
0, 46  acc:    14 /    16 =  87.500
0, 47  acc:     5 /     5 = 100.000
0, 48  acc:   338 /   498 =  67.871
0, 49  acc:     3 /     3 = 100.000
0, 50  acc:    14 /    30 =  46.667
0, 51  acc:    15 /    23 =  65.217
0, 52  acc:     8 /    12 =  66.667
0, 53  acc:     2 /     4 =  50.000
0, 54  acc:     3 /     8 =  37.500
0, 55  acc:     1 /     1 = 100.000
0, 56  acc:   297 /   408 =  72.794
0, 57  acc:     9 /     9 = 100.000
0, 58  acc:    12 /    22 =  54.545
0, 59  acc:    11 /    15 =  73.333
0, 60  acc:    34 /    38 =  89.474
0, 61  acc:     4 /     4 = 100.000
0, 62  acc:    14 /    14 = 100.000
0, 63  acc:     1 /     1 = 100.000
0, 64  acc:  2628 /  4002 =  65.667
0, 65  acc:   431 /   629 =  68.521
0, 66  acc:   268 /   387 =  69.251
0, 67  acc:   119 /   161 =  73.913
0, 68  acc:   106 /   141 =  75.177
0, 69  acc:    10 /    10 = 100.000
0, 70  acc:    46 /    61 =  75.410
0, 71  acc:    16 /    19 =  84.211
0, 72  acc:    43 /    67 =  64.179
0, 73  acc:    13 /    14 =  92.857
0, 74  acc:    13 /    13 = 100.000
0, 75  acc:    18 /    18 = 100.000
0, 76  acc:    23 /    25 =  92.000
0, 77  acc:     0 /     0 =     nan
0, 78  acc:     2 /     2 = 100.000
0, 79  acc:     0 /     0 =     nan
0, 80  acc:    87 /   153 =  56.863
0, 81  acc:    11 /    18 =  61.111
0, 82  acc:    14 /    17 =  82.353
0, 83  acc:    15 /    16 =  93.750
0, 84  acc:    12 /    17 =  70.588
0, 85  acc:     0 /     1 =   0.000
0, 86  acc:    13 /    16 =  81.250
0, 87  acc:     7 /     7 = 100.000
0, 88  acc:    11 /    13 =  84.615
0, 89  acc:     4 /     4 = 100.000
0, 90  acc:     0 /     0 =     nan
0, 91  acc:     0 /     0 =     nan
0, 92  acc:     0 /     0 =     nan
0, 93  acc:     2 /     7 =  28.571
0, 94  acc:    64 /    97 =  65.979
0, 95  acc:     4 /     4 = 100.000
0, 96  acc:     2 /     7 =  28.571
0, 97  acc:     2 /     2 = 100.000
0, 98  acc:    14 /    22 =  63.636
0, 99  acc:     3 /     3 = 100.000
0, 100  acc:     4 /     6 =  66.667
0, 101  acc:    21 /    21 = 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:    26 /    35 =  74.286
0, 107  acc:     2 /     2 = 100.000
0, 108  acc:     0 /     0 =     nan
0, 109  acc:     0 /     1 =   0.000
0, 110  acc:    11 /    16 =  68.750
0, 111  acc:     0 /     0 =     nan
0, 112  acc:     8 /     9 =  88.889
0, 113  acc:     0 /     0 =     nan
0, 114  acc:     0 /     0 =     nan
0, 115  acc:     1 /     1 = 100.000
0, 116  acc:     1 /     1 = 100.000
0, 117  acc:  8018 /  9474 =  84.632
0, 118  acc:  1996 /  2544 =  78.459
0, 119  acc:   440 /   572 =  76.923
0, 120  acc:   395 /   510 =  77.451
0, 121  acc:   141 /   164 =  85.976
0, 122  acc:    56 /    63 =  88.889
0, 123  acc:     8 /    13 =  61.538
0, 124  acc:    42 /    44 =  95.455
0, 125  acc:   477 /   541 =  88.170
0, 126  acc:   139 /   183 =  75.956
0, 127  acc:    36 /    41 =  87.805
0, 128  acc:    44 /    49 =  89.796
0, 129  acc:     8 /     8 = 100.000
0, 130  acc:     8 /    10 =  80.000
0, 131  acc:     8 /     8 = 100.000
0, 132  acc:     0 /     0 =     nan
0, 133  acc:   281 /   390 =  72.051
0, 134  acc:    92 /   134 =  68.657
0, 135  acc:    35 /    41 =  85.366
0, 136  acc:    35 /    43 =  81.395
0, 137  acc:    11 /    13 =  84.615
0, 138  acc:     4 /     4 = 100.000
0, 139  acc:     0 /     0 =     nan
0, 140  acc:     0 /     0 =     nan
0, 141  acc:    71 /   104 =  68.269
0, 142  acc:    14 /    19 =  73.684
0, 143  acc:     8 /    10 =  80.000
0, 144  acc:    12 /    14 =  85.714
0, 145  acc:     0 /     1 =   0.000
0, 146  acc:     3 /     7 =  42.857
0, 147  acc:     0 /     0 =     nan
0, 148  acc:   152 /   171 =  88.889
0, 149  acc:    16 /    35 =  45.714
0, 150  acc:     4 /     6 =  66.667
0, 151  acc:    14 /    15 =  93.333
0, 152  acc:     4 /     4 = 100.000
0, 153  acc:     1 /     1 = 100.000
0, 154  acc:    47 /    54 =  87.037
0, 155  acc:     7 /    19 =  36.842
0, 156  acc:     0 /     0 =     nan
0, 157  acc:     1 /     1 = 100.000
0, 158  acc:     8 /     8 = 100.000
0, 159  acc:    29 /    32 =  90.625
0, 160  acc:     2 /     2 = 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:    11 /    15 =  73.333
0, 165  acc:     2 /     2 = 100.000
0, 166  acc:     6 /     6 = 100.000
0, 167  acc:     2 /     2 = 100.000
0, 168  acc:     0 /     0 =     nan
0, 169  acc:  1965 /  2983 =  65.873
0, 170  acc:   450 /   739 =  60.893
0, 171  acc:   138 /   215 =  64.186
0, 172  acc:   211 /   315 =  66.984
0, 173  acc:    36 /    43 =  83.721
0, 174  acc:    10 /    15 =  66.667
0, 175  acc:    11 /    11 = 100.000
0, 176  acc:    26 /    40 =  65.000
0, 177  acc:    75 /   104 =  72.115
0, 178  acc:    14 /    14 = 100.000
0, 179  acc:     8 /    15 =  53.333
0, 180  acc:    12 /    12 = 100.000
0, 181  acc:     8 /     8 = 100.000
0, 182  acc:     0 /     0 =     nan
0, 183  acc:     6 /     7 =  85.714
0, 184  acc:    61 /    83 =  73.494
0, 185  acc:    12 /    12 = 100.000
0, 186  acc:     9 /    17 =  52.941
0, 187  acc:    27 /    31 =  87.097
0, 188  acc:     4 /     4 = 100.000
0, 189  acc:     6 /     8 =  75.000
0, 190  acc:     0 /     0 =     nan
0, 191  acc:    26 /    55 =  47.273
0, 192  acc:     0 /     9 =   0.000
0, 193  acc:     1 /     1 = 100.000
0, 194  acc:     6 /     6 = 100.000
0, 195  acc:     2 /     8 =  25.000
0, 196  acc:    41 /    56 =  73.214
0, 197  acc:    20 /    23 =  86.957
0, 198  acc:     3 /    10 =  30.000
0, 199  acc:    10 /    10 = 100.000
0, 200  acc:     6 /     6 = 100.000
0, 201  acc:     5 /     5 = 100.000
0, 202  acc:     0 /     0 =     nan
0, 203  acc:     4 /     4 = 100.000
0, 204  acc:    34 /    39 =  87.179
0, 205  acc:     5 /     5 = 100.000
0, 206  acc:     2 /     2 = 100.000
0, 207  acc:     5 /     5 = 100.000
0, 208  acc:     6 /     6 = 100.000
0, 209  acc:    15 /    16 =  93.750
0, 210  acc:     2 /     2 = 100.000
0, 211  acc:     3 /     4 =  75.000
0, 212  acc:     4 /     4 = 100.000
0, 213  acc:     4 /     6 =  66.667
0, 214  acc:     3 /     3 = 100.000
0, 215  acc:     0 /     0 =     nan
0, 216  acc:    12 /    12 = 100.000
0, 217  acc:     0 /     0 =     nan
0, 218  acc:     5 /     8 =  62.500
0, 219  acc:     0 /     0 =     nan
0, 220  acc:     2 /     2 = 100.000
0, 221  acc:     1 /     1 = 100.000
1, 0  acc: 19950 / 49513 =  40.292
1, 1  acc:  1717 /  5284 =  32.494
1, 2  acc:  4143 /  9955 =  41.617
1, 3  acc:  1449 /  4296 =  33.729
1, 4  acc:  1486 /  4610 =  32.234
1, 5  acc:   253 /   757 =  33.421
1, 6  acc:   204 /   474 =  43.038
1, 7  acc:   173 /   562 =  30.783
1, 8  acc:  1685 /  5362 =  31.425
1, 9  acc:   119 /   383 =  31.070
1, 10  acc:   169 /   505 =  33.465
1, 11  acc:    62 /   258 =  24.031
1, 12  acc:   214 /   784 =  27.296
1, 13  acc:    30 /    94 =  31.915
1, 14  acc:    26 /   117 =  22.222
1, 15  acc:    25 /   147 =  17.007
1, 16  acc:  3744 /  7948 =  47.106
1, 17  acc:    85 /   258 =  32.946
1, 18  acc:   261 /   587 =  44.463
1, 19  acc:    82 /   250 =  32.800
1, 20  acc:   108 /   233 =  46.352
1, 21  acc:    10 /    32 =  31.250
1, 22  acc:    50 /   118 =  42.373
1, 23  acc:    16 /    32 =  50.000
1, 24  acc:   380 /  1101 =  34.514
1, 25  acc:    11 /    21 =  52.381
1, 26  acc:    55 /   109 =  50.459
1, 27  acc:    12 /    12 = 100.000
1, 28  acc:    60 /   125 =  48.000
1, 29  acc:     3 /     4 =  75.000
1, 30  acc:     6 /    24 =  25.000
1, 31  acc:     1 /     7 =  14.286
1, 32  acc:   611 /  1709 =  35.752
1, 33  acc:    13 /    59 =  22.034
1, 34  acc:    24 /    61 =  39.344
1, 35  acc:     0 /    29 =   0.000
1, 36  acc:    11 /    45 =  24.444
1, 37  acc:     1 /     5 =  20.000
1, 38  acc:    19 /    34 =  55.882
1, 39  acc:     1 /     6 =  16.667
1, 40  acc:   145 /   362 =  40.055
1, 41  acc:     4 /    11 =  36.364
1, 42  acc:     0 /    19 =   0.000
1, 43  acc:     0 /    17 =   0.000
1, 44  acc:     0 /    30 =   0.000
1, 45  acc:     0 /     6 =   0.000
1, 46  acc:     0 /     8 =   0.000
1, 47  acc:     0 /     0 =     nan
1, 48  acc:   258 /   560 =  46.071
1, 49  acc:     0 /     4 =   0.000
1, 50  acc:    24 /    42 =  57.143
1, 51  acc:    23 /    30 =  76.667
1, 52  acc:     0 /    15 =   0.000
1, 53  acc:     0 /     0 =     nan
1, 54  acc:     7 /    30 =  23.333
1, 55  acc:     0 /     0 =     nan
1, 56  acc:   140 /   444 =  31.532
1, 57  acc:     5 /    17 =  29.412
1, 58  acc:    12 /    17 =  70.588
1, 59  acc:     1 /    16 =   6.250
1, 60  acc:     4 /    31 =  12.903
1, 61  acc:     0 /     0 =     nan
1, 62  acc:     3 /    13 =  23.077
1, 63  acc:     0 /     0 =     nan
1, 64  acc:  2597 /  5166 =  50.271
1, 65  acc:   319 /   680 =  46.912
1, 66  acc:   219 /   471 =  46.497
1, 67  acc:    49 /   181 =  27.072
1, 68  acc:   105 /   189 =  55.556
1, 69  acc:     9 /    28 =  32.143
1, 70  acc:    31 /    63 =  49.206
1, 71  acc:     8 /    14 =  57.143
1, 72  acc:    52 /   117 =  44.444
1, 73  acc:     0 /     6 =   0.000
1, 74  acc:     1 /     2 =  50.000
1, 75  acc:     1 /     1 = 100.000
1, 76  acc:     7 /    15 =  46.667
1, 77  acc:     0 /     6 =   0.000
1, 78  acc:     0 /     0 =     nan
1, 79  acc:     2 /     3 =  66.667
1, 80  acc:    71 /   179 =  39.665
1, 81  acc:    13 /    32 =  40.625
1, 82  acc:    44 /    61 =  72.131
1, 83  acc:     0 /     2 =   0.000
1, 84  acc:     8 /    10 =  80.000
1, 85  acc:     0 /     0 =     nan
1, 86  acc:    14 /    21 =  66.667
1, 87  acc:     0 /     0 =     nan
1, 88  acc:     8 /    35 =  22.857
1, 89  acc:     0 /     0 =     nan
1, 90  acc:     0 /     0 =     nan
1, 91  acc:     0 /     0 =     nan
1, 92  acc:     0 /     4 =   0.000
1, 93  acc:     2 /     3 =  66.667
1, 94  acc:    67 /   160 =  41.875
1, 95  acc:     3 /    11 =  27.273
1, 96  acc:     5 /     7 =  71.429
1, 97  acc:     0 /     0 =     nan
1, 98  acc:     0 /     7 =   0.000
1, 99  acc:     0 /     0 =     nan
1, 100  acc:     3 /    11 =  27.273
1, 101  acc:     0 /     0 =     nan
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:    26 /    38 =  68.421
1, 107  acc:     0 /     0 =     nan
1, 108  acc:     2 /     9 =  22.222
1, 109  acc:     0 /     0 =     nan
1, 110  acc:     3 /     5 =  60.000
1, 111  acc:     0 /     5 =   0.000
1, 112  acc:    10 /    21 =  47.619
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:  2209 /  8030 =  27.509
1, 118  acc:   567 /  1829 =  31.001
1, 119  acc:   146 /   447 =  32.662
1, 120  acc:   164 /   498 =  32.932
1, 121  acc:    18 /   117 =  15.385
1, 122  acc:    13 /    71 =  18.310
1, 123  acc:     2 /    34 =   5.882
1, 124  acc:    17 /    45 =  37.778
1, 125  acc:   152 /   563 =  26.998
1, 126  acc:    32 /   116 =  27.586
1, 127  acc:     1 /    31 =   3.226
1, 128  acc:    14 /    53 =  26.415
1, 129  acc:     4 /    15 =  26.667
1, 130  acc:     0 /     8 =   0.000
1, 131  acc:     0 /     0 =     nan
1, 132  acc:     0 /     8 =   0.000
1, 133  acc:   154 /   399 =  38.596
1, 134  acc:    39 /    81 =  48.148
1, 135  acc:    11 /    26 =  42.308
1, 136  acc:     3 /    32 =   9.375
1, 137  acc:     0 /     2 =   0.000
1, 138  acc:     0 /     2 =   0.000
1, 139  acc:     0 /     0 =     nan
1, 140  acc:     0 /     0 =     nan
1, 141  acc:    40 /   106 =  37.736
1, 142  acc:     8 /    19 =  42.105
1, 143  acc:     3 /     6 =  50.000
1, 144  acc:     0 /     3 =   0.000
1, 145  acc:     0 /     1 =   0.000
1, 146  acc:     0 /     0 =     nan
1, 147  acc:     1 /     7 =  14.286
1, 148  acc:    56 /   239 =  23.431
1, 149  acc:     3 /    24 =  12.500
1, 150  acc:     1 /    11 =   9.091
1, 151  acc:     0 /    26 =   0.000
1, 152  acc:     1 /     5 =  20.000
1, 153  acc:     0 /     8 =   0.000
1, 154  acc:     2 /    56 =   3.571
1, 155  acc:     0 /     0 =     nan
1, 156  acc:     0 /     0 =     nan
1, 157  acc:     3 /    11 =  27.273
1, 158  acc:     0 /     0 =     nan
1, 159  acc:     5 /    25 =  20.000
1, 160  acc:     0 /     1 =   0.000
1, 161  acc:     0 /     0 =     nan
1, 162  acc:     0 /     0 =     nan
1, 163  acc:     0 /     9 =   0.000
1, 164  acc:    13 /    37 =  35.135
1, 165  acc:     0 /     3 =   0.000
1, 166  acc:     0 /     0 =     nan
1, 167  acc:     0 /     0 =     nan
1, 168  acc:     0 /     0 =     nan
1, 169  acc:  1500 /  3240 =  46.296
1, 170  acc:   305 /   628 =  48.567
1, 171  acc:   124 /   255 =  48.627
1, 172  acc:   102 /   201 =  50.746
1, 173  acc:     8 /    46 =  17.391
1, 174  acc:     1 /     7 =  14.286
1, 175  acc:     3 /     3 = 100.000
1, 176  acc:     9 /    44 =  20.455
1, 177  acc:    36 /    80 =  45.000
1, 178  acc:     0 /     8 =   0.000
1, 179  acc:     1 /     7 =  14.286
1, 180  acc:     4 /    11 =  36.364
1, 181  acc:     4 /     4 = 100.000
1, 182  acc:     3 /     4 =  75.000
1, 183  acc:     9 /    20 =  45.000
1, 184  acc:    37 /   104 =  35.577
1, 185  acc:    26 /    31 =  83.871
1, 186  acc:     6 /    22 =  27.273
1, 187  acc:    10 /    11 =  90.909
1, 188  acc:     0 /     4 =   0.000
1, 189  acc:     1 /     3 =  33.333
1, 190  acc:     9 /    10 =  90.000
1, 191  acc:     1 /     8 =  12.500
1, 192  acc:     4 /    10 =  40.000
1, 193  acc:     0 /     0 =     nan
1, 194  acc:     0 /     3 =   0.000
1, 195  acc:     1 /     2 =  50.000
1, 196  acc:    57 /   130 =  43.846
1, 197  acc:     2 /    18 =  11.111
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 /     4 =  25.000
1, 203  acc:     0 /     0 =     nan
1, 204  acc:     4 /    17 =  23.529
1, 205  acc:     1 /     3 =  33.333
1, 206  acc:     0 /     0 =     nan
1, 207  acc:     0 /     0 =     nan
1, 208  acc:     0 /     0 =     nan
1, 209  acc:     0 /    13 =   0.000
1, 210  acc:     0 /     0 =     nan
1, 211  acc:     1 /     1 = 100.000
1, 212  acc:     0 /     0 =     nan
1, 213  acc:     3 /     7 =  42.857
1, 214  acc:     0 /     0 =     nan
1, 215  acc:     2 /     2 = 100.000
1, 216  acc:     0 /     0 =     nan
1, 217  acc:     2 /    10 =  20.000
1, 218  acc:     2 /    10 =  20.000
1, 219  acc:     5 /     6 =  83.333
1, 220  acc:     0 /     0 =     nan
1, 221  acc:     0 /     0 =     nan
--------------------------------------
Average acc: 162589 / 269038 =  60.433
Robust  acc:     0 /     1 =   0.000
--------------------------------------
Validating:
Accuracies by groups:
0, 0  acc: 15733 / 25373 =  62.007
0, 1  acc: 19430 / 31282 =  62.112
0, 2  acc:  3822 /  6155 =  62.096
0, 3  acc: 14969 / 24292 =  61.621
0, 4  acc:  6664 / 10829 =  61.538
0, 5  acc:  3439 /  5541 =  62.065
0, 6  acc:  4189 /  6785 =  61.739
0, 7  acc:  7505 / 12016 =  62.458
1, 0  acc:  2716 /  4437 =  61.213
1, 1  acc:  3088 /  4962 =  62.233
1, 2  acc:  1353 /  2265 =  59.735
1, 3  acc:  1506 /  2446 =  61.570
1, 4  acc:  1905 /  3125 =  60.960
1, 5  acc:   622 /  1003 =  62.014
1, 6  acc:  1906 /  3111 =  61.266
1, 7  acc:  2869 /  4682 =  61.277
-------------------------------------
Average acc: 91716 / 148304 =  61.843
Robust  acc:  1353 /  2265 =  59.735
-------------------------------------
New max robust acc: 59.735099337748345
debias model - Saving best checkpoint at epoch 4
replace: True
-> Updating checkpoint debias-wga-best_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-wga-best_seed0.pt
male 0
[106466  12092  13021   2203]
1 1 12092
3 3 2203
female 1
[104379  14179  12954   2270]
1 1 14179
3 3 2270
LGBTQ 2
[115348   3210  14008   1216]
1 1 3210
3 3 1216
christian 3
[106457  12101  13964   1260]
1 1 12101
3 3 1260
muslim 4
[113203   5355  13597   1627]
1 1 5355
3 3 1627
other_religions 5
[115578   2980  14704    520]
1 1 2980
3 3 520
black 6
[115223   3335  13687   1537]
1 1 3335
3 3 1537
white 7
[112835   5723  12978   2246]
1 1 5723
3 3 2246
[106466  12092  13021   2203]
[104379  14179  12954   2270]
[115348   3210  14008   1216]
[106457  12101  13964   1260]
[113203   5355  13597   1627]
[115578   2980  14704    520]
[115223   3335  13687   1537]
[112835   5723  12978   2246]
Robust Acc: 53.428 | Best Acc: 89.869
-------------------------------------
Training, Epoch 4:
Accuracies by groups:
0, 0  acc: 10456 / 12092 =  86.470
0, 1  acc: 11951 / 14179 =  84.287
0, 2  acc:  2329 /  3210 =  72.555
0, 3  acc: 10875 / 12101 =  89.869
0, 4  acc:  3701 /  5355 =  69.113
0, 5  acc:  2487 /  2980 =  83.456
0, 6  acc:  2094 /  3335 =  62.789
0, 7  acc:  4499 /  5723 =  78.613
1, 0  acc:  1234 /  2203 =  56.015
1, 1  acc:  1414 /  2270 =  62.291
1, 2  acc:   682 /  1216 =  56.086
1, 3  acc:   699 /  1260 =  55.476
1, 4  acc:  1110 /  1627 =  68.224
1, 5  acc:   297 /   520 =  57.115
1, 6  acc:  1047 /  1537 =  68.120
1, 7  acc:  1200 /  2246 =  53.428
------------------------------------
Average acc: 56075 / 71854 =  78.040
Robust  acc:  1200 /  2246 =  53.428
------------------------------------
Accuracies by groups:
0, 0  acc: 10456 / 12092 =  86.470
0, 1  acc: 11951 / 14179 =  84.287
0, 2  acc:  2329 /  3210 =  72.555
0, 3  acc: 10875 / 12101 =  89.869
0, 4  acc:  3701 /  5355 =  69.113
0, 5  acc:  2487 /  2980 =  83.456
0, 6  acc:  2094 /  3335 =  62.789
0, 7  acc:  4499 /  5723 =  78.613
1, 0  acc:  1234 /  2203 =  56.015
1, 1  acc:  1414 /  2270 =  62.291
1, 2  acc:   682 /  1216 =  56.086
1, 3  acc:   699 /  1260 =  55.476
1, 4  acc:  1110 /  1627 =  68.224
1, 5  acc:   297 /   520 =  57.115
1, 6  acc:  1047 /  1537 =  68.120
1, 7  acc:  1200 /  2246 =  53.428
------------------------------------
Average acc: 56075 / 71854 =  78.040
Robust  acc:  1200 /  2246 =  53.428
------------------------------------
Testing:
Accuracies by groups:
0, 0  acc: 10456 / 12092 =  86.470
0, 1  acc: 11951 / 14179 =  84.287
0, 2  acc:  2329 /  3210 =  72.555
0, 3  acc: 10875 / 12101 =  89.869
0, 4  acc:  3701 /  5355 =  69.113
0, 5  acc:  2487 /  2980 =  83.456
0, 6  acc:  2094 /  3335 =  62.789
0, 7  acc:  4499 /  5723 =  78.613
1, 0  acc:  1234 /  2203 =  56.015
1, 1  acc:  1414 /  2270 =  62.291
1, 2  acc:   682 /  1216 =  56.086
1, 3  acc:   699 /  1260 =  55.476
1, 4  acc:  1110 /  1627 =  68.224
1, 5  acc:   297 /   520 =  57.115
1, 6  acc:  1047 /  1537 =  68.120
1, 7  acc:  1200 /  2246 =  53.428
------------------------------------
Average acc: 56075 / 71854 =  78.040
Robust  acc:  1200 /  2246 =  53.428
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed0.pt
verage acc: 46924 / 71854 =  65.305
Robust  acc:   725 /  3210 =  22.586
------------------------------------
replace: True
-> Updating checkpoint debias-end_seed0.pt...
Checkpoint saved at ./model/civilcomments/config/debias-end_seed0.pt
