Fix Python – How to pickle or store Jupyter (IPython) notebook session for later

Question

Asked By – redacted

Let’s say I am doing a larger data analysis in Jupyter/Ipython notebook with lots of time consuming computations done. Then, for some reason, I have to shut down the jupyter local server I, but I would like to return to doing the analysis later, without having to go through all the time-consuming computations again.


What I would like love to do is pickle or store the whole Jupyter session (all pandas dataframes, np.arrays, variables, …) so I can safely shut down the server knowing I can return to my session in exactly the same state as before.

Is it even technically possible? Is there a built-in functionality I overlooked?


EDIT: based on this answer there is a %store magic which should be “lightweight pickle”. However you have to store the variables manually like so:

#inside a ipython/nb session
foo = "A dummy string"
%store foo
closing seesion, restarting kernel
%store -r foo # r for refresh
print(foo) # "A dummy string"

which is fairly close to what I would want, but having to do it manually and being unable to distinguish between different sessions makes it less useful.

Now we will see solution for issue: How to pickle or store Jupyter (IPython) notebook session for later


Answer

I think Dill answers your question well.

pip install dill

Save a Notebook session:

import dill
dill.dump_session('notebook_env.db')

Restore a Notebook session:

import dill
dill.load_session('notebook_env.db')

Source

This question is answered By – BoreBoar

This answer is collected from stackoverflow and reviewed by FixPython community admins, is licensed under cc by-sa 2.5 , cc by-sa 3.0 and cc by-sa 4.0