2.7 KiB
Jupyter Notebooks Cheat Sheet
MAGIC COMMANDS
%quickref
Display the IPython Quick Reference Card
%magic
Display detailed documentation for all of the available magic commands
%debug
Enter the interactive debugger at the bottom of the last exception trace-back
%hist
Print command input (and optionally output) history
%pdb
Automatically enter debugger after any exception
%paste
Execute pre-formatted Python code from clipboard
%cpaste
Open a special prompt for manually pasting Python code to be executed
%reset
Delete all variables / names defined in interactive namespace
%page
OBJECT Pretty print the object and display it through a pager
%run
script.py Run a Python script inside IPython
%prun
statement Execute statement with cProfile and report the profiler output
%time
statement Report the execution time of single statement
%timeit
statement Run a statement multiple times to compute an ensemble average execution time. Useful for timing code with very short execution time
%who
, %who_ls
, %whos
Display variables defined in interactive namespace, with varying levels of information / verbosity
%xdel
variable Delete a variable and attempt to clear any references to the object in the IPython internals
INTERACTING WITH THE OPERATING SYSTEM
!cmd
Execute cmd in the system shell
output = !cmd args
Run cmd and store the stdout in output
%alias alias_name cmd
Define an alias for a system (shell) command
%bookmark
Utilize IPython's directory bookmarking system
%cd
directory Change system working directory to passed directory
%pwd
Return the current system working directory
%pushd
directory Place current directory on stack and change to target directory
%popd
Change to directory popped off the top of the stack
%dirs
Return a list containing the current directory stack
%dhist
Print the history of visited directories
%env
Return the system environment variables as a dict
Input variables are stored in variables named like iX
, where X
is the input line number
IPython is capable of logging the entire console session including input and output
Logging is turned on by typing %logstart
Starting a line in IPython with an exclamation point !
, or bang, tells IPython to execute everything after the bang in the system shell
The console output of a shell command can be stored in a variable by assigning the !-escaped expression to a variable
TIMING CODE
%time
runs a statement once, reporting the total execution time
%timeit
given an arbitrary statement, it has a heuristic to run a statement multiple times to produce a fairly accurate average runtime