网络攻防技术-实现Tor 加密流量分类（源码）.zip

NoDef https://colab.research.google.com/drive/1KB7HD6HZpxUhtSQZ6C689TMsnXKVV75r?usp=sharing https://wandb.ai/fuwafuwa/NoDef?workspace=user-fuwafuwa Epoch 11: reducing learning rate of group 0 to 3.1623e-04. Epoch 17: reducing learning rate of group 0 to 1.0000e-04. Epoch 23: reducing learning rate of group 0 to 3.1623e-05. Epoch 29: reducing learning rate of group 0 to 1.0000e-05. early stop! best model epoch:26 dev_acc:0.9860 Data dimensions: X: Testing data's shape : torch.Size([9500, 1, 5005]) y: Testing data's shape : torch.Size([9500]) test acc 0.9857 WTFPAD https://colab.research.google.com/drive/1EEkBu8bpdccZO9FT3Kn9B1nMIG4yKYHa?usp=sharing https://wandb.ai/fuwafuwa/WTFPAD?workspace=user-fuwafuwa Epoch 22: reducing learning rate of group 0 to 3.1623e-04. Epoch 28: reducing learning rate of group 0 to 1.0000e-04. Epoch 32: reducing learning rate of group 0 to 3.1623e-05. Epoch 38: reducing learning rate of group 0 to 1.0000e-05. early stop! best model epoch:43 dev_acc:0.9301 Data dimensions: X: Testing data's shape : torch.Size([9500, 1, 5005]) y: Testing data's shape : torch.Size([9500]) test acc 0.9301 WalkieTalkie https://colab.research.google.com/drive/1BYpKkahUfhWvyU7xeHzwPM0i5GFC69lK?usp=sharing https://wandb.ai/fuwafuwa/WalkieTalkie?workspace=user-fuwafuwa Epoch 14: reducing learning rate of group 0 to 3.1623e-04. Epoch 18: reducing learning rate of group 0 to 1.0000e-04. Epoch 21: reducing learning rate of group 0 to 3.1623e-05. Epoch 26: reducing learning rate of group 0 to 1.0000e-05. early stop! best model epoch:23 dev_acc:0.4974 Data dimensions: X: Testing data's shape : torch.Size([5000, 1, 5005]) y: Testing data's shape : torch.Size([5000]) top1-test acc 0.4958 top2-test acc 0.9918