AI magic
psh
magicspshnb
adds %psh
and %%psh
functions to Jupyter and IPython, which
execute expressions in a persistent shell.
Install pshnb with:
pip install pshnb
Once that’s complete, you can install the magics to all IPython and Jupyter sessions automatically by running in your terminal:
pshnb_install
In jupyter and ipython, you can run a shell command using the !
prefix:
!pwd
/Users/jhoward/Documents/GitHub/pshnb
However, each time you run this command, a new shell is created and then
removed, so for instance, cd
doesn’t actually do anything if you run
another command afterwards:
!cd ..
!pwd
/Users/jhoward/Documents/GitHub/pshnb
As you see from the !pwd
output, the directory hasn’t actually
changed!
%psh
, on the other hand, creates a persistent shell, which solves
this problem:
%psh pwd
/Users/jhoward/Documents/GitHub/pshnb
%psh cd ..
%psh pwd
/Users/jhoward/Documents/GitHub
With %psh
, you can implement, and document in notebooks, multi-step
stateful shell interactions, including setting environment variables,
sourcing scripts, and changing directories.
You can use the %%psh
cell magic to run multi-line shell commands,
such as here-docs. For instance:
%%psh
cat > tmp << EOF
hi
there
EOF
This creates a file called tmp
containing two lines. Let’s check it
worked, and then remove it – as you see, you can also use the cell magic
to run multiple commands:
%%psh
cat tmp
rm tmp
hi
there
You can pipe commands together just like in a regular shell, and use
standard unix utilities like head
to process the output. For instance,
here we show just the first 3 lines of the directory listing:
%psh ls | head -3
You can use Python variables in your shell commands by prefixing them
with @{}
. For instance, here we create a variable n
and then display
it using echo
:
n = 2
%psh echo @{n}
2
Here we use n
to show just the first two entries from the directory
listing:
%psh ls | head -@{n}
ContextKit
FastHTML-Gallery
You can run commands in the background in the shell by adding &
at the
end of a command. The parentheses (...)
group commands together to run
as one unit. In this example, we first print “starting”, and then create
a background process that will wait for 1 second (using sleep 1
) and
then print “finished”. The shell immediately shows us “starting” and
tells us it created background process number 1 (with a process ID):
%%psh
echo starting
(sleep 1; echo finished) &
starting
[1] 99418
For this demonstration, we wait for 1.1 seconds (slightly longer than the background process needs). During this time, the background process will complete in the background. But we won’t see any output from it yet.
from time import sleep
sleep(1.1)
The next time we run any psh
magic we will also see any output that
has occurred in our persistent shell since the last command. Run %psh
by itself to only see those updates, e.g here we see that “finished”
was printed, and the shell tells us that background job 1 completed
successfully.
%psh
finished
[1]+ Done ( sleep 1; echo finished )
You can get help on the %psh
magic’s options using -h
.
%psh -h
::
%psh [-h] [-r] [-o] [-x] [-X] [-s] [-S] [-t TIMEOUT] [command ...]
Run line or cell in persistent shell
positional arguments:
command The command to run
options:
-h, --help Show this help
-r, --reset Reset the shell interpreter
-o, --obj Return this magic object
-x, --expand Enable variable expansion
-X, --no-expand Disable variable expansion
-s, --sudo Enable sudo
-S, --no-sudo Disable sudo
-t TIMEOUT, --timeout TIMEOUT
Set timeout in seconds
You can reset the shell to its initial state using the -r
flag. Let’s
first check our current directory:
%psh pwd
/Users/jhoward/Documents/GitHub
Now let’s reset the shell:
%psh -r
As you can see, after resetting we’re back in our starting directory:
%psh pwd
/Users/jhoward/Documents/GitHub/pshnb
The -s
flag enables sudo
mode, which runs commands as the root user,
and -S
disables it. For instance, here we first enable sudo
mode:
%psh -s
Then we can check which user we’re running as:
%psh whoami
root
As you can see, we’re now running as root
. We can disable sudo
mode:
%psh -S
And when we check again, we’re back to our regular user:
%psh whoami
jhoward
You can set a timeout (in seconds) using the -t
flag, which will raise
a TIMEOUT
exception if a command takes too long. For instance, here we
set a 1-second timeout:
%psh -t 1
Then we try to run a command that sleeps for 2 seconds – since this is longer than our timeout, we’ll get a timeout error:
try: get_ipython().run_line_magic('psh', 'sleep 2')
except TIMEOUT: print("timed out")