train.SATURN ERROR. Is a GPU necessary?
Tongbcc opened this issue · 1 comments
Tongbcc commented
Hello,
I am trying to run train SATURN.ipynb with CPU. input csv and h5ad files were prepared accoring to the Vignettes.
The script I used was:
!python3 /disk2/tbc/softwares/SATURN-main/train-saturn.py --device=cpu \
--device_num=0 \
--in_data=bichir_bf_run.csv \
--in_label_col=seurat_clusters --ref_label_col=seurat_clusters \
--num_macrogenes=2000 --hv_genes=8000 \
--centroids_init_path=saturn_results/fz_centroids.pkl \
--score_adata --ct_map_path=bichir_bf_cell_type_map.csv \
--work_dir=.
However, I got an error report :
Traceback (most recent call last):
File "/disk2/tbc/softwares/SATURN-main/train-saturn.py", line 1050, in <module>
torch.cuda.set_device(args.device_num)
File "/home/tbc/miniconda/envs/SATURN/lib/python3.9/site-packages/torch/cuda/__init__.py", line 408, in set_device
torch._C._cuda_setDevice(device)
File "/home/tbc/miniconda/envs/SATURN/lib/python3.9/site-packages/torch/cuda/__init__.py", line 302, in _lazy_init
torch._C._cuda_init()
RuntimeError: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx
What confused me is that I've already specified --device=CPU
, but the error message still relates to the GPU. Is a GPU necessary for running SATURN?
Yanay1 commented
Hello,
I don't think the program will be able to run without a GPU unfortunately.
You can try to modify that code to remove that line.