Thanks, here is the result of running. 100 epochs 1sample for training and 1 for testing. " the values of auc_roc always nan?
Epoch 1/100 loss: 0.6639 - acc: 1.0000 - val_loss: 0.6122 - val_acc: 1.0000 - val_roc: 000nan
Epoch 2/100 loss: 0.6447 - acc: 1.0000 - val_loss: 0.6142 - val_acc: 1.0000 - val_roc: 000nan
Epoch 3/100 loss: 0.6999 - acc: 0.0000 - val_loss: 0.6368 - val_acc: 1.0000 - val_roc: 000nan
Epoch 4/100 loss: 0.6451 - acc: 1.0000 - val_loss: 0.5434 - val_acc: 1.0000 - val_roc: 000nan
Epoch 5/100 loss: 0.6243 - acc: 1.0000 - val_loss: 0.6269 - val_acc: 1.0000 - val_roc: 000nan
Epoch 6/100 loss: 0.5886 - acc: 1.0000 - val_loss: 0.5920 - val_acc: 1.0000 - val_roc: 000nan
Epoch 7/100 loss: 0.5408 - acc: 1.0000 - val_loss: 0.5496 - val_acc: 1.0000 - val_roc: 000nan
Epoch 8/100 loss: 0.6247 - acc: 1.0000 - val_loss: 0.5303 - val_acc: 1.0000 - val_roc: 000nan
Epoch 9/100 loss: 0.6389 - acc: 1.0000 - val_loss: 0.5526 - val_acc: 1.0000 - val_roc: 000nan
Epoch 10/100 loss: 0.7407 - acc: 0.0000 - val_loss: 0.6292 - val_acc: 1.0000 - val_roc: 000nan
Epoch 11/100 loss: 0.5630 - acc: 1.0000 - val_loss: 0.6084 - val_acc: 1.0000 - val_roc: 000nan
Epoch 12/100 loss: 0.6090 - acc: 1.0000 - val_loss: 0.6732 - val_acc: 1.0000 - val_roc: 000nan
Epoch 13/100 loss: 0.5534 - acc: 1.0000 - val_loss: 0.6409 - val_acc: 1.0000 - val_roc: 000nan
Epoch 14/100 loss: 0.6593 - acc: 1.0000 - val_loss: 0.6653 - val_acc: 1.0000 - val_roc: 000nan
Epoch 15/100 loss: 0.5573 - acc: 1.0000 - val_loss: 0.4994 - val_acc: 1.0000 - val_roc: 000nan
Epoch 16/100 loss: 0.5948 - acc: 1.0000 - val_loss: 0.6182 - val_acc: 1.0000 - val_roc: 000nan
Epoch 17/100 loss: 0.5219 - acc: 1.0000 - val_loss: 0.6496 - val_acc: 1.0000 - val_roc: 000nan
Epoch 18/100 loss: 0.4764 - acc: 1.0000 - val_loss: 0.5855 - val_acc: 1.0000 - val_roc: 000nan
Epoch 19/100 loss: 0.5772 - acc: 1.0000 - val_loss: 0.6684 - val_acc: 1.0000 - val_roc: 000nan
Epoch 20/100 loss: 0.5014 - acc: 1.0000 - val_loss: 0.5266 - val_acc: 1.0000 - val_roc: 000nan
Epoch 21/100 loss: 0.5669 - acc: 1.0000 - val_loss: 0.6259 - val_acc: 1.0000 - val_roc: 000nan
Epoch 22/100 loss: 0.5227 - acc: 1.0000 - val_loss: 0.5831 - val_acc: 1.0000 - val_roc: 000nan
Epoch 23/100 loss: 0.6289 - acc: 1.0000 - val_loss: 0.5928 - val_acc: 1.0000 - val_roc: 000nan
Epoch 24/100 loss: 0.5928 - acc: 1.0000 - val_loss: 0.6153 - val_acc: 1.0000 - val_roc: 000nan
Epoch 25/100 loss: 0.5538 - acc: 1.0000 - val_loss: 0.5555 - val_acc: 1.0000 - val_roc: 000nan
Epoch 26/100 loss: 0.5515 - acc: 1.0000 - val_loss: 0.4815 - val_acc: 1.0000 - val_roc: 000nan
Epoch 27/100 loss: 0.6470 - acc: 1.0000 - val_loss: 0.5834 - val_acc: 1.0000 - val_roc: 000nan
Epoch 28/100 loss: 0.5991 - acc: 1.0000 - val_loss: 0.6326 - val_acc: 1.0000 - val_roc: 000nan
Epoch 29/100 loss: 0.5483 - acc: 1.0000 - val_loss: 0.5693 - val_acc: 1.0000 - val_roc: 000nan
Epoch 30/100 loss: 0.4610 - acc: 1.0000 - val_loss: 0.5385 - val_acc: 1.0000 - val_roc: 000nan
Epoch 31/100 loss: 0.6384 - acc: 1.0000 - val_loss: 0.4610 - val_acc: 1.0000 - val_roc: 000nan
Epoch 32/100 loss: 0.6100 - acc: 1.0000 - val_loss: 0.4956 - val_acc: 1.0000 - val_roc: 000nan
Epoch 33/100 loss: 0.5538 - acc: 1.0000 - val_loss: 0.5950 - val_acc: 1.0000 - val_roc: 000nan
Epoch 34/100 loss: 0.4978 - acc: 1.0000 - val_loss: 0.4806 - val_acc: 1.0000 - val_roc: 000nan
Epoch 35/100 loss: 0.5172 - acc: 1.0000 - val_loss: 0.5676 - val_acc: 1.0000 - val_roc: 000nan
Epoch 36/100 loss: 0.5714 - acc: 1.0000 - val_loss: 0.5535 - val_acc: 1.0000 - val_roc: 000nan
Epoch 37/100 loss: 0.6651 - acc: 1.0000 - val_loss: 0.5463 - val_acc: 1.0000 - val_roc: 000nan
Epoch 38/100 loss: 0.5412 - acc: 1.0000 - val_loss: 0.6234 - val_acc: 1.0000 - val_roc: 000nan
Epoch 39/100 loss: 0.5188 - acc: 1.0000 - val_loss: 0.5380 - val_acc: 1.0000 - val_roc: 000nan
Epoch 40/100 loss: 0.5751 - acc: 1.0000 - val_loss: 0.6268 - val_acc: 1.0000 - val_roc: 000nan
Epoch 41/100 loss: 0.4608 - acc: 1.0000 - val_loss: 0.5827 - val_acc: 1.0000 - val_roc: 000nan
Epoch 42/100 loss: 0.5282 - acc: 1.0000 - val_loss: 0.4714 - val_acc: 1.0000 - val_roc: 000nan
Epoch 43/100 loss: 0.5524 - acc: 1.0000 - val_loss: 0.4762 - val_acc: 1.0000 - val_roc: 000nan
Epoch 44/100 loss: 0.5560 - acc: 1.0000 - val_loss: 0.4422 - val_acc: 1.0000 - val_roc: 000nan
Epoch 45/100 loss: 0.5200 - acc: 1.0000 - val_loss: 0.5564 - val_acc: 1.0000 - val_roc: 000nan
Epoch 46/100 loss: 0.5861 - acc: 1.0000 - val_loss: 0.5194 - val_acc: 1.0000 - val_roc: 000nan
Epoch 47/100 loss: 0.4303 - acc: 1.0000 - val_loss: 0.5422 - val_acc: 1.0000 - val_roc: 000nan
Epoch 48/100 loss: 0.4627 - acc: 1.0000 - val_loss: 0.4563 - val_acc: 1.0000 - val_roc: 000nan
Epoch 49/100 loss: 0.4126 - acc: 1.0000 - val_loss: 0.5426 - val_acc: 1.0000 - val_roc: 000nan
Epoch 50/100 loss: 0.4448 - acc: 1.0000 - val_loss: 0.4956 - val_acc: 1.0000 - val_roc: 000nan
Epoch 51/100 loss: 0.4756 - acc: 1.0000 - val_loss: 0.3807 - val_acc: 1.0000 - val_roc: 000nan
Epoch 52/100 loss: 0.4906 - acc: 1.0000 - val_loss: 0.4367 - val_acc: 1.0000 - val_roc: 000nan
Epoch 53/100 loss: 0.5350 - acc: 1.0000 - val_loss: 0.4401 - val_acc: 1.0000 - val_roc: 000nan
Epoch 54/100 loss: 0.5158 - acc: 1.0000 - val_loss: 0.5971 - val_acc: 1.0000 - val_roc: 000nan
Epoch 55/100 loss: 0.3638 - acc: 1.0000 - val_loss: 0.4439 - val_acc: 1.0000 - val_roc: 000nan
Epoch 56/100 loss: 0.4309 - acc: 1.0000 - val_loss: 0.4926 - val_acc: 1.0000 - val_roc: 000nan
Epoch 57/100 loss: 0.5687 - acc: 1.0000 - val_loss: 0.5362 - val_acc: 1.0000 - val_roc: 000nan
Epoch 58/100 loss: 0.4342 - acc: 1.0000 - val_loss: 0.5274 - val_acc: 1.0000 - val_roc: 000nan
Epoch 59/100 loss: 0.5823 - acc: 1.0000 - val_loss: 0.5437 - val_acc: 1.0000 - val_roc: 000nan
Epoch 60/100 loss: 0.4977 - acc: 1.0000 - val_loss: 0.4626 - val_acc: 1.0000 - val_roc: 000nan
Epoch 61/100 loss: 0.4301 - acc: 1.0000 - val_loss: 0.5634 - val_acc: 1.0000 - val_roc: 000nan
Epoch 62/100 loss: 0.5764 - acc: 1.0000 - val_loss: 0.4220 - val_acc: 1.0000 - val_roc: 000nan
Epoch 63/100 loss: 0.4134 - acc: 1.0000 - val_loss: 0.4579 - val_acc: 1.0000 - val_roc: 000nan
Epoch 64/100 loss: 0.4567 - acc: 1.0000 - val_loss: 0.5778 - val_acc: 1.0000 - val_roc: 000nan
Epoch 65/100 loss: 0.4165 - acc: 1.0000 - val_loss: 0.5290 - val_acc: 1.0000 - val_roc: 000nan
Epoch 66/100 loss: 0.3902 - acc: 1.0000 - val_loss: 0.4509 - val_acc: 1.0000 - val_roc: 000nan
Epoch 67/100 loss: 0.3772 - acc: 1.0000 - val_loss: 0.5043 - val_acc: 1.0000 - val_roc: 000nan
Epoch 68/100 loss: 0.3754 - acc: 1.0000 - val_loss: 0.3601 - val_acc: 1.0000 - val_roc: 000nan
Epoch 69/100 loss: 0.3820 - acc: 1.0000 - val_loss: 0.4563 - val_acc: 1.0000 - val_roc: 000nan
Epoch 70/100 loss: 0.3793 - acc: 1.0000 - val_loss: 0.4135 - val_acc: 1.0000 - val_roc: 000nan
Epoch 71/100 loss: 0.5005 - acc: 1.0000 - val_loss: 0.4114 - val_acc: 1.0000 - val_roc: 000nan
Epoch 72/100 loss: 0.5058 - acc: 1.0000 - val_loss: 0.4379 - val_acc: 1.0000 - val_roc: 000nan
Epoch 73/100 loss: 0.5321 - acc: 1.0000 - val_loss: 0.4355 - val_acc: 1.0000 - val_roc: 000nan
Epoch 74/100 loss: 0.4466 - acc: 1.0000 - val_loss: 0.4963 - val_acc: 1.0000 - val_roc: 000nan
Epoch 75/100 loss: 0.3814 - acc: 1.0000 - val_loss: 0.3516 - val_acc: 1.0000 - val_roc: 000nan
Epoch 76/100 loss: 0.3500 - acc: 1.0000 - val_loss: 0.4960 - val_acc: 1.0000 - val_roc: 000nan
Epoch 77/100 loss: 0.3406 - acc: 1.0000 - val_loss: 0.4104 - val_acc: 1.0000 - val_roc: 000nan
Epoch 78/100 loss: 0.4097 - acc: 1.0000 - val_loss: 0.3950 - val_acc: 1.0000 - val_roc: 000nan
Epoch 79/100 loss: 0.4751 - acc: 1.0000 - val_loss: 0.4306 - val_acc: 1.0000 - val_roc: 000nan
Epoch 80/100 loss: 0.3236 - acc: 1.0000 - val_loss: 0.4117 - val_acc: 1.0000 - val_roc: 000nan
Epoch 81/100 loss: 0.3355 - acc: 1.0000 - val_loss: 0.3545 - val_acc: 1.0000 - val_roc: 000nan
Epoch 82/100 loss: 0.4293 - acc: 1.0000 - val_loss: 0.3483 - val_acc: 1.0000 - val_roc: 000nan
Epoch 83/100 loss: 0.3347 - acc: 1.0000 - val_loss: 0.4013 - val_acc: 1.0000 - val_roc: 000nan
Epoch 84/100 loss: 0.3636 - acc: 1.0000 - val_loss: 0.3877 - val_acc: 1.0000 - val_roc: 000nan
Epoch 85/100 loss: 0.4909 - acc: 1.0000 - val_loss: 0.3191 - val_acc: 1.0000 - val_roc: 000nan
Epoch 86/100 loss: 0.4887 - acc: 1.0000 - val_loss: 0.4015 - val_acc: 1.0000 - val_roc: 000nan
Epoch 87/100 loss: 0.3689 - acc: 1.0000 - val_loss: 0.3816 - val_acc: 1.0000 - val_roc: 000nan
Epoch 88/100 loss: 0.4261 - acc: 1.0000 - val_loss: 0.4574 - val_acc: 1.0000 - val_roc: 000nan
Epoch 89/100 loss: 0.3855 - acc: 1.0000 - val_loss: 0.4199 - val_acc: 1.0000 - val_roc: 000nan
Epoch 90/100 loss: 0.4726 - acc: 1.0000 - val_loss: 0.4844 - val_acc: 1.0000 - val_roc: 000nan
Epoch 91/100 loss: 0.2764 - acc: 1.0000 - val_loss: 0.3909 - val_acc: 1.0000 - val_roc: 000nan
Epoch 92/100 loss: 0.3507 - acc: 1.0000 - val_loss: 0.3096 - val_acc: 1.0000 - val_roc: 000nan
Epoch 93/100 loss: 0.3022 - acc: 1.0000 - val_loss: 0.3459 - val_acc: 1.0000 - val_roc: 000nan
Epoch 94/100 loss: 0.4090 - acc: 1.0000 - val_loss: 0.3050 - val_acc: 1.0000 - val_roc: 000nan
Epoch 95/100 loss: 0.3081 - acc: 1.0000 - val_loss: 0.3604 - val_acc: 1.0000 - val_roc: 000nan
Epoch 96/100 loss: 0.3630 - acc: 1.0000 - val_loss: 0.2944 - val_acc: 1.0000 - val_roc: 000nan
Epoch 97/100 loss: 0.5035 - acc: 1.0000 - val_loss: 0.3200 - val_acc: 1.0000 - val_roc: 000nan
Epoch 98/100 loss: 0.4066 - acc: 1.0000 - val_loss: 0.3779 - val_acc: 1.0000 - val_roc: 000nan
Epoch 99/100 loss: 0.3435 - acc: 1.0000 - val_loss: 0.3576 - val_acc: 1.0000 - val_roc: 000nan
Epoch 100/100 loss: 0.3131 - acc: 1.0000 - val_loss: 0.3457 - val_acc: 1.0000 - val_roc: 000nan
Test score: 36.65938675403595
Test accuracy: 100.0
Test ROC: nan
GRU(
(gru): GRU(7, 4)
(linear): Linear(in_features=4, out_features=2, bias=True)
)