When I try to train the model I run into this error:
Traceback (most recent call last):
File "/home/lifesci/data/scPoli_test.py", line 103, in
scpoli_query.train(
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/models/scpoli/scpoli_model.py", line 307, in train
self.trainer.train(n_epochs, lr, eps)
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/trainers/scpoli/trainer.py", line 298, in train
self.on_epoch_begin(lr, eps)
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/trainers/scpoli/trainer.py", line 515, in on_epoch_begin
self.initialize_prototypes()
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/trainers/scpoli/trainer.py", line 395, in initialize_prototypes
latent = self.get_latent_train()
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/trainers/scpoli/trainer.py", line 382, in get_latent_train
latent = self.model.get_latent(
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/models/scpoli/scpoli.py", line 354, in get_latent
z_mean, z_logvar = self.encoder(x, embed_c)
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
return self._call_impl(*args, *kwargs)
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
return forward_call(args, **kwargs)
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/models/scpoli/scpoli.py", line 459, in forward
x = torch.cat((x, batch), dim=-1)
RuntimeError: Tensors must have same number of dimensions: got 1 and 2
Has anyone run into this error and been able to fix it?
Hi, I am trying to follow this tutorial: https://github.com/theislab/scarches/blob/master/notebooks/scpoli_surgery_pipeline.ipynb.
matplotlib==3.8.2 numpy==1.24.4 pandas==1.5.3 scArches==0.5.10 scanpy==1.9.6 scikit-learn==1.3.2 seaborn==0.13.1 torch==2.1.2
When I try to train the model I run into this error: Traceback (most recent call last): File "/home/lifesci/data/scPoli_test.py", line 103, in
scpoli_query.train(
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/models/scpoli/scpoli_model.py", line 307, in train
self.trainer.train(n_epochs, lr, eps)
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/trainers/scpoli/trainer.py", line 298, in train
self.on_epoch_begin(lr, eps)
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/trainers/scpoli/trainer.py", line 515, in on_epoch_begin
self.initialize_prototypes()
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/trainers/scpoli/trainer.py", line 395, in initialize_prototypes
latent = self.get_latent_train()
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/trainers/scpoli/trainer.py", line 382, in get_latent_train
latent = self.model.get_latent(
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/models/scpoli/scpoli.py", line 354, in get_latent
z_mean, z_logvar = self.encoder(x, embed_c)
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
return self._call_impl(*args, *kwargs)
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
return forward_call(args, **kwargs)
File "/home/lifesci/miniconda3/envs/scarches_new/lib/python3.9/site-packages/scarches/models/scpoli/scpoli.py", line 459, in forward
x = torch.cat((x, batch), dim=-1)
RuntimeError: Tensors must have same number of dimensions: got 1 and 2
Has anyone run into this error and been able to fix it?