Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

RuntimeError: weight tensor should be defined either for all 3 classes or no classes but got weight tensor of shape: [2] #3

Open
aishanii opened this issue Jul 8, 2024 · 0 comments

Comments

@aishanii
Copy link

aishanii commented Jul 8, 2024

While running the main file I am getting this error.

----Loading dataset----
Dataset: MAHNOB-HCI
#Traning samples: 360
#Validation samples: 3
#Training distribution: [210 150]
wandb: Currently logged in as: vanshuagarwal11-03 (vanshuagarwal11-03-SRM Institute of Science and Technology). Use wandb login --relogin to force relogin
wandb: Tracking run with wandb version 0.17.4
wandb: Run data is saved locally in /content/wandb/run-20240708_111041-0am4ciyg
wandb: Run wandb offline to turn off syncing.
wandb: Syncing run proud-leaf-49
wandb: ⭐️ View project at https://wandb.ai/vanshuagarwal11-03-SRM%20Institute%20of%20Science%20and%20Technology/MHyEEG
wandb: 🚀 View run at https://wandb.ai/vanshuagarwal11-03-SRM%20Institute%20of%20Science%20and%20Technology/MHyEEG/runs/0am4ciyg
Number of parameters: 19663747

Running on GPU? True - gpu_num: 0
Train round: 0% 0/45 [00:00<?, ?batch/s]tensor([[ 0.0504, -0.0277, -0.0015],
[-0.1052, -0.0144, 0.0084],
[-0.1097, 0.0798, 0.0005],
[-0.0701, -0.0238, -0.0405],
[-0.0034, 0.0291, 0.0478],
[-0.0992, 0.0290, -0.0440],
[-0.1483, -0.0215, -0.0354],
[-0.0660, 0.0021, -0.0198]], device='cuda:0',
grad_fn=)
tensor([2, 1, 2, 2, 1, 1, 2, 1], device='cuda:0')
Traceback (most recent call last):
File "/content/drive/MyDrive/MHyEEG-main-share/MHyEEG-main/main.py", line 88, in
main(args, n_workers)
File "/content/drive/MyDrive/MHyEEG-main-share/MHyEEG-main/main.py", line 47, in main
trainer.train(train_loader, eval_loader)
File "/content/drive/MyDrive/MHyEEG-main-share/MHyEEG-main/training.py", line 92, in train
loss = self.criterion(outputs, labels)
File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1532, in _wrapped_call_impl
return self._call_impl(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1541, in _call_impl
return forward_call(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/loss.py", line 1185, in forward
return F.cross_entropy(input, target, weight=self.weight,
File "/usr/local/lib/python3.10/dist-packages/torch/nn/functional.py", line 3086, in cross_entropy
return torch._C._nn.cross_entropy_loss(input, target, weight, _Reduction.get_enum(reduction), ignore_index, label_smoothing)
RuntimeError: weight tensor should be defined either for all 3 classes or no classes but got weight tensor of shape: [2]
wandb: 🚀 View run proud-leaf-49 at: https://wandb.ai/vanshuagarwal11-03-SRM%20Institute%20of%20Science%20and%20Technology/MHyEEG/runs/0am4ciyg
wandb: ⭐️ View project at: https://wandb.ai/vanshuagarwal11-03-SRM%20Institute%20of%20Science%20and%20Technology/MHyEEG
wandb: Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
wandb: Find logs at: ./wandb/run-20240708_111041-0am4ciyg/logs
wandb: WARNING The new W&B backend becomes opt-out in version 0.18.0; try it out with wandb.require("core")! See https://wandb.me/wandb-core for more information.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

No branches or pull requests

1 participant