pytorch_run_on_recommended_gpu 1.0.6

A lightweight scheduler reading nvidia-smi and updating torch environment variables to run on the recommended GPU.

pytorch_run_on_recommended_gpu

A lightweight script that interactively updates CUDA_VISIBLE_DEVICES for pytorch

Install

pip install pytorch_run_on_recommended_gpu

Usage from CLI

Perform a dry run

pytorch_run_on_recommended_gpu

Run a script and select a GPU manually

pytorch_run_on_recommended_gpu <path_to_script>

Run a script from the next available GPU

pytorch_run_on_recommended_gpu --select * <path_to_script>

Run a script from the next two available GPUs

pytorch_run_on_recommended_gpu --select ** <path_to_script>

Run a script from GPU ids 6 and 7

pytorch_run_on_recommended_gpu --select 6 7 <path_to_script>

Usage from .py file

import os
from pytorch_run_on_recommended_gpu.run_on_recommended_gpu import get_cuda_environ_vars as get_vars

os.environ.update(get_vars('*')
print(get_vars('*')))
import torch # Import torch after you have updated the vars.

How it looks like

### Recommended gpus on this machine (descending order) ###
  ID  Card name                Util    Mem free  Cuda              User(s)
----  --------------------  -------  ----------  ----------------  ---------
   4  Tesla V100-SXM3-32GB      0 %   31889 MiB  11.8 (470.82.01)
   3  Tesla V100-SXM3-32GB      0 %   31887 MiB  11.8 (470.82.01)
   5  Tesla V100-SXM3-32GB      0 %   31737 MiB  11.8 (470.82.01)
   2  Tesla V100-SXM3-32GB      0 %   31341 MiB  11.8 (470.82.01)
   0  Tesla V100-SXM3-32GB      0 %   31263 MiB  11.8 (470.82.01)
   1  Tesla V100-SXM3-32GB      0 %   31038 MiB  11.8 (470.82.01)
  11  Tesla V100-SXM3-32GB      0 %   23012 MiB  11.8 (470.82.01)
   7  Tesla V100-SXM3-32GB      0 %   15481 MiB  11.8 (470.82.01)
  10  Tesla V100-SXM3-32GB     21 %    1025 MiB  11.8 (470.82.01)
   6  Tesla V100-SXM3-32GB     50 %   29296 MiB  11.8 (470.82.01)
   8  Tesla V100-SXM3-32GB     50 %   28988 MiB  11.8 (470.82.01)
   9  Tesla V100-SXM3-32GB     51 %   28988 MiB  11.8 (470.82.01)
  15  Tesla V100-SXM3-32GB   ! 99 %   22636 MiB  11.8 (470.82.01)
  13  Tesla V100-SXM3-32GB   ! 99 %   21441 MiB  11.8 (470.82.01)
  14  Tesla V100-SXM3-32GB  ! 100 %   22610 MiB  11.8 (470.82.01)
  12  Tesla V100-SXM3-32GB  ! 100 %   22141 MiB  11.8 (470.82.01)

Which GPUs shall be used? Give stars or ids. Input=* [ENTER]