Quick Tip: Write notebooks, run scripts
jupyter
+ nohup
Much of what I write is in notebooks (thanks to the lovely nbdev library) but there are times where this is not convenient. For instance, while tuning hyperparameters or running other processes that can take a long time, it would be useful to detach a notebook from my IDE while it’s running. One dead simple way to do this on linux is with the “no hangup” command (nohup
).
All we have to do is: 1. activate the enviroment:
$ conda activate my_env
use
jupyter
to create a python script from the desired notebook:(my_env) $ jupyter nbconvert --to python my_notebook.ipynb
run the notebook (in our environment) with
nohup
so that the shell can be disconnected and&
to run the command in the background(my_env) $ nohup python ./my_notebook &
Et voilà! The process shows up on the GPU and we don’t have to worry about a bad internet connection or anything else stopping it before it’s finished.
+---------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=======================================================================================|
| 0 N/A N/A 1461 G /usr/lib/xorg/Xorg 4MiB |
| 0 N/A N/A 767952 C python 3764MiB |
+---------------------------------------------------------------------------------------+