tutorial.rst
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Brian E Granger
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r1258 | .. _tutorial: | ||
====================== | ||||
Thomas Kluyver
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r4087 | Introducing IPython | ||
Brian E Granger
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r1258 | ====================== | ||
Thomas Kluyver
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r4087 | You don't need to know anything beyond Python to start using IPython – just type | ||
commands as you would at the standard Python prompt. But IPython can do much | ||||
more than the standard prompt. Some key features are described here. For more | ||||
information, check the :ref:`tips page <tips>`, or look at examples in the | ||||
Paul Ivanov
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r12098 | `IPython cookbook <https://github.com/ipython/ipython/wiki/Cookbook%3A-Index>`_. | ||
Brian Granger
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r2276 | |||
Thomas Kluyver
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r4087 | If you've never used Python before, you might want to look at `the official | ||
tutorial <http://docs.python.org/tutorial/>`_ or an alternative, `Dive into | ||||
Fernando Perez
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r13316 | Python <http://diveintopython.net/toc/index.html>`_. | ||
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r2276 | |||
Paul Ivanov
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r12098 | The four most helpful commands | ||
=============================== | ||||
The four most helpful commands, as well as their brief description, is shown | ||||
to you in a banner, every time you start IPython: | ||||
========== ========================================================= | ||||
command description | ||||
========== ========================================================= | ||||
? Introduction and overview of IPython's features. | ||||
%quickref Quick reference. | ||||
help Python's own help system. | ||||
object? Details about 'object', use 'object??' for extra details. | ||||
========== ========================================================= | ||||
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r4087 | Tab completion | ||
============== | ||||
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r1258 | |||
Thomas Kluyver
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r4087 | Tab completion, especially for attributes, is a convenient way to explore the | ||
structure of any object you're dealing with. Simply type ``object_name.<TAB>`` | ||||
to view the object's attributes (see :ref:`the readline section <readline>` for | ||||
more). Besides Python objects and keywords, tab completion also works on file | ||||
and directory names. | ||||
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r1258 | |||
Thomas Kluyver
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r4087 | Exploring your objects | ||
====================== | ||||
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r1258 | |||
Thomas Kluyver
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r4087 | Typing ``object_name?`` will print all sorts of details about any object, | ||
including docstrings, function definition lines (for call arguments) and | ||||
constructor details for classes. To get specific information on an object, you | ||||
can use the magic commands ``%pdoc``, ``%pdef``, ``%psource`` and ``%pfile`` | ||||
Brian E Granger
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r1258 | |||
Paul Ivanov
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r12098 | .. _magics_explained: | ||
Thomas Kluyver
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r4087 | Magic functions | ||
=============== | ||||
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r1258 | |||
Thomas Kluyver
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r4087 | IPython has a set of predefined 'magic functions' that you can call with a | ||
Fernando Perez
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r7009 | command line style syntax. There are two kinds of magics, line-oriented and | ||
Paul Ivanov
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r12098 | cell-oriented. **Line magics** are prefixed with the ``%`` character and work much | ||
Fernando Perez
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r7009 | like OS command-line calls: they get as an argument the rest of the line, where | ||
Paul Ivanov
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r12098 | arguments are passed without parentheses or quotes. **Cell magics** are | ||
prefixed with a double ``%%``, and they are functions that get as an argument | ||||
not only the rest of the line, but also the lines below it in a separate | ||||
argument. | ||||
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r7009 | |||
The following examples show how to call the builtin ``timeit`` magic, both in | ||||
line and cell mode:: | ||||
In [1]: %timeit range(1000) | ||||
100000 loops, best of 3: 7.76 us per loop | ||||
In [2]: %%timeit x = range(10000) | ||||
...: max(x) | ||||
...: | ||||
1000 loops, best of 3: 223 us per loop | ||||
The builtin magics include: | ||||
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r1258 | |||
Thomas Kluyver
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r4087 | - Functions that work with code: ``%run``, ``%edit``, ``%save``, ``%macro``, | ||
``%recall``, etc. | ||||
Fernando Perez
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r7009 | - Functions which affect the shell: ``%colors``, ``%xmode``, ``%autoindent``, | ||
Paul Ivanov
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r12098 | ``%automagic``, etc. | ||
- Other functions such as ``%reset``, ``%timeit``, ``%%file``, ``%load``, or | ||||
``%paste``. | ||||
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r1258 | |||
Paul Ivanov
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r12098 | You can always call them using the ``%`` prefix, and if you're calling a line | ||
magic on a line by itself, you can omit even that:: | ||||
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r4087 | |||
run thescript.py | ||||
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r7009 | |||
Paul Ivanov
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r12098 | You can toggle this behavior by running the ``%automagic`` magic. Cell magics | ||
must always have the ``%%`` prefix. | ||||
Fernando Perez
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r7009 | A more detailed explanation of the magic system can be obtained by calling | ||
``%magic``, and for more details on any magic function, call ``%somemagic?`` to | ||||
read its docstring. To see all the available magic functions, call | ||||
``%lsmagic``. | ||||
Thomas Kluyver
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r4087 | |||
Paul Ivanov
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r12098 | .. seealso:: | ||
`Cell magics`_ example notebook | ||||
Thomas Kluyver
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r4087 | Running and Editing | ||
------------------- | ||||
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r1258 | |||
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r12098 | The ``%run`` magic command allows you to run any python script and load all of | ||
its data directly into the interactive namespace. Since the file is re-read | ||||
from disk each time, changes you make to it are reflected immediately (unlike | ||||
imported modules, which have to be specifically reloaded). IPython also | ||||
includes :ref:`dreload <dreload>`, a recursive reload function. | ||||
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r4087 | |||
Paul Ivanov
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r12098 | ``%run`` has special flags for timing the execution of your scripts (-t), or | ||
for running them under the control of either Python's pdb debugger (-d) or | ||||
Thomas Kluyver
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r4087 | profiler (-p). | ||
Paul Ivanov
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r12098 | The ``%edit`` command gives a reasonable approximation of multiline editing, | ||
Thomas Kluyver
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r4087 | by invoking your favorite editor on the spot. IPython will execute the | ||
code you type in there as if it were typed interactively. | ||||
Debugging | ||||
--------- | ||||
After an exception occurs, you can call ``%debug`` to jump into the Python | ||||
debugger (pdb) and examine the problem. Alternatively, if you call ``%pdb``, | ||||
IPython will automatically start the debugger on any uncaught exception. You can | ||||
print variables, see code, execute statements and even walk up and down the | ||||
Thomas Kluyver
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r5440 | call stack to track down the true source of the problem. This can be an efficient | ||
way to develop and debug code, in many cases eliminating the need for print | ||||
statements or external debugging tools. | ||||
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r4087 | |||
You can also step through a program from the beginning by calling | ||||
``%run -d theprogram.py``. | ||||
History | ||||
======= | ||||
IPython stores both the commands you enter, and the results it produces. You | ||||
can easily go through previous commands with the up- and down-arrow keys, or | ||||
access your history in more sophisticated ways. | ||||
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r5440 | Input and output history are kept in variables called ``In`` and ``Out``, keyed | ||
by the prompt numbers, e.g. ``In[4]``. The last three objects in output history | ||||
are also kept in variables named ``_``, ``__`` and ``___``. | ||||
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r4087 | |||
You can use the ``%history`` magic function to examine past input and output. | ||||
Input history from previous sessions is saved in a database, and IPython can be | ||||
configured to save output history. | ||||
Several other magic functions can use your input history, including ``%edit``, | ||||
``%rerun``, ``%recall``, ``%macro``, ``%save`` and ``%pastebin``. You can use a | ||||
standard format to refer to lines:: | ||||
%pastebin 3 18-20 ~1/1-5 | ||||
This will take line 3 and lines 18 to 20 from the current session, and lines | ||||
1-5 from the previous session. | ||||
System shell commands | ||||
===================== | ||||
To run any command at the system shell, simply prefix it with !, e.g.:: | ||||
!ping www.bbc.co.uk | ||||
You can capture the output into a Python list, e.g.: ``files = !ls``. To pass | ||||
the values of Python variables or expressions to system commands, prefix them | ||||
with $: ``!grep -rF $pattern ipython/*``. See :ref:`our shell section | ||||
<system_shell_access>` for more details. | ||||
Fernando Perez
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r2578 | |||
Brian E Granger
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r1258 | Define your own system aliases | ||
------------------------------ | ||||
Thomas Kluyver
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r4087 | It's convenient to have aliases to the system commands you use most often. | ||
Brian E Granger
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r1258 | This allows you to work seamlessly from inside IPython with the same commands | ||
you are used to in your system shell. IPython comes with some pre-defined | ||||
aliases and a complete system for changing directories, both via a stack (see | ||||
%pushd, %popd and %dhist) and via direct %cd. The latter keeps a history of | ||||
visited directories and allows you to go to any previously visited one. | ||||
Thomas Kluyver
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r4087 | Configuration | ||
============= | ||||
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r1258 | |||
Thomas Kluyver
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r13714 | Much of IPython can be tweaked through :doc:`configuration </config/intro>`. | ||
Paul Ivanov
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r12098 | To get started, use the command ``ipython profile create`` to produce the | ||
default config files. These will be placed in | ||||
Thomas Kluyver
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r13417 | :file:`~/.ipython/profile_default`, and contain comments explaining | ||
Paul Ivanov
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r12098 | what the various options do. | ||
Brian E Granger
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r1258 | |||
Thomas Kluyver
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r4087 | Profiles allow you to use IPython for different tasks, keeping separate config | ||
files and history for each one. More details in :ref:`the profiles section | ||||
<profiles>`. | ||||
Brian Granger
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r2275 | |||
MinRK
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r5248 | Startup Files | ||
------------- | ||||
If you want some code to be run at the beginning of every IPython session, the | ||||
easiest way is to add Python (.py) or IPython (.ipy) scripts to your | ||||
Thomas Kluyver
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r5441 | :file:`profile_default/startup/` directory. Files here will be executed as soon | ||
as the IPython shell is constructed, before any other code or scripts you have | ||||
specified. The files will be run in order of their names, so you can control the | ||||
ordering with prefixes, like ``10-myimports.py``. | ||||
MinRK
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r5248 | |||
Paul Ivanov
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r12098 | .. include:: ../links.txt | ||