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r1258 =================
IPython reference
=================
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r1695 .. _command_line_options:
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r1258
Command-line usage
==================
You start IPython with the command::
$ ipython [options] files
If invoked with no options, it executes all the files listed in sequence
and drops you into the interpreter while still acknowledging any options
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r3966 you may have set in your ipython_config.py. This behavior is different from
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r1258 standard Python, which when called as python -i will only execute one
file and ignore your configuration setup.
Please note that some of the configuration options are not available at
the command line, simply because they are not practical here. Look into
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r4467 your configuration files for details on those. There are separate configuration
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r15104 files for each profile, and the files look like :file:`ipython_config.py` or
:file:`ipython_config_{frontendname}.py`. Profile directories look like
:file:`profile_{profilename}` and are typically installed in the :envvar:`IPYTHONDIR` directory,
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r13417 which defaults to :file:`$HOME/.ipython`. For Windows users, :envvar:`HOME`
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r15105 resolves to :file:`C:\\Users\\{YourUserName}` in most instances.
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r3351
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r5627 Command-line Options
--------------------
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r1258
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r5627 To see the options IPython accepts, use ``ipython --help`` (and you probably
should run the output through a pager such as ``ipython --help | less`` for
more convenient reading). This shows all the options that have a single-word
alias to control them, but IPython lets you configure all of its objects from
the command-line by passing the full class name and a corresponding value; type
``ipython --help-all`` to see this full list. For example::
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r1258
Paul Ivanov
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r11606 ipython --matplotlib qt
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r1258
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r5627 is equivalent to::
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r1258
Paul Ivanov
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r11606 ipython --TerminalIPythonApp.matplotlib='qt'
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r1258
Fernando Perez
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r5627 Note that in the second form, you *must* use the equal sign, as the expression
is evaluated as an actual Python assignment. While in the above example the
short form is more convenient, only the most common options have a short form,
while any configurable variable in IPython can be set at the command-line by
using the long form. This long form is the same syntax used in the
configuration files, if you want to set these options permanently.
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r1258
Interactive use
===============
Fernando Perez
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r4437 IPython is meant to work as a drop-in replacement for the standard interactive
interpreter. As such, any code which is valid python should execute normally
under IPython (cases where this is not true should be reported as bugs). It
does, however, offer many features which are not available at a standard python
prompt. What follows is a list of these.
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r1258
Caution for Windows users
-------------------------
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r4437 Windows, unfortunately, uses the '\\' character as a path separator. This is a
terrible choice, because '\\' also represents the escape character in most
modern programming languages, including Python. For this reason, using '/'
character is recommended if you have problems with ``\``. However, in Windows
commands '/' flags options, so you can not use it for the root directory. This
means that paths beginning at the root must be typed in a contrived manner
like: ``%copy \opt/foo/bar.txt \tmp``
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r1258
.. _magic:
Magic command system
--------------------
IPython will treat any line whose first character is a % as a special
call to a 'magic' function. These allow you to control the behavior of
IPython itself, plus a lot of system-type features. They are all
prefixed with a % character, but parameters are given without
parentheses or quotes.
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r7009 Lines that begin with ``%%`` signal a *cell magic*: they take as arguments not
only the rest of the current line, but all lines below them as well, in the
current execution block. Cell magics can in fact make arbitrary modifications
to the input they receive, which need not even be valid Python code at all.
They receive the whole block as a single string.
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r18297 As a line magic example, the :magic:`cd` magic works just like the OS command of
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r7009 the same name::
In [8]: %cd
/home/fperez
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r18297 The following uses the builtin :magic:`timeit` in cell mode::
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r7009
In [10]: %%timeit x = range(10000)
...: min(x)
...: max(x)
...:
1000 loops, best of 3: 438 us per loop
In this case, ``x = range(10000)`` is called as the line argument, and the
block with ``min(x)`` and ``max(x)`` is called as the cell body. The
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r18297 :magic:`timeit` magic receives both.
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r7009
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r20558 If you have 'automagic' enabled (as it is by default), you don't need to type in
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r7009 the single ``%`` explicitly for line magics; IPython will scan its internal
list of magic functions and call one if it exists. With automagic on you can
then just type ``cd mydir`` to go to directory 'mydir'::
In [9]: cd mydir
/home/fperez/mydir
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r19735 Cell magics *always* require an explicit ``%%`` prefix, automagic
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r7009 calling only works for line magics.
The automagic system has the lowest possible precedence in name searches, so
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r15805 you can freely use variables with the same names as magic commands. If a magic
command is 'shadowed' by a variable, you will need the explicit ``%`` prefix to
use it:
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r4124
.. sourcecode:: ipython
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r1258
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r5442 In [1]: cd ipython # %cd is called by automagic
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r1258 /home/fperez/ipython
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r5442 In [2]: cd=1 # now cd is just a variable
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r1258
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r5442 In [3]: cd .. # and doesn't work as a function anymore
File "<ipython-input-3-9fedb3aff56c>", line 1
cd ..
^
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r1258 SyntaxError: invalid syntax
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r5442 In [4]: %cd .. # but %cd always works
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r1258 /home/fperez
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r5442 In [5]: del cd # if you remove the cd variable, automagic works again
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r1258
Thomas Kluyver
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r5442 In [6]: cd ipython
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r1258
/home/fperez/ipython
Kyle Rawlins
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r19720 Line magics, if they return a value, can be assigned to a variable using the syntax
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r19721 ``l = %sx ls`` (which in this particular case returns the result of `ls` as a python list).
See :ref:`below <manual_capture>` for more information.
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r19720
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r5442 Type ``%magic`` for more information, including a list of all available magic
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r4437 functions at any time and their docstrings. You can also type
Fernando Perez
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r7009 ``%magic_function_name?`` (see :ref:`below <dynamic_object_info>` for
information on the '?' system) to get information about any particular magic
function you are interested in.
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r1258
MinRK
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r4124 The API documentation for the :mod:`IPython.core.magic` module contains the full
Fernando Perez
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r1850 docstrings of all currently available magic commands.
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r1258
Thomas Kluyver
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r17789 .. seealso::
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r18297 :doc:`magics`
A list of the line and cell magics available in IPython by default
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r17789 :ref:`defining_magics`
How to define and register additional magic functions
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r1258
Access to the standard Python help
----------------------------------
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r5442 Simply type ``help()`` to access Python's standard help system. You can
also type ``help(object)`` for information about a given object, or
``help('keyword')`` for information on a keyword. You may need to configure your
PYTHONDOCS environment variable for this feature to work correctly.
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r1258
Fernando Perez
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r1695 .. _dynamic_object_info:
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r1258
Dynamic object information
--------------------------
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r4437 Typing ``?word`` or ``word?`` prints detailed information about an object. If
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r5442 certain strings in the object are too long (e.g. function signatures) they get
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r4437 snipped in the center for brevity. This system gives access variable types and
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r5442 values, docstrings, function prototypes and other useful information.
If the information will not fit in the terminal, it is displayed in a pager
(``less`` if available, otherwise a basic internal pager).
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r1258
Thomas Kluyver
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r5442 Typing ``??word`` or ``word??`` gives access to the full information, including
the source code where possible. Long strings are not snipped.
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r1258
The following magic functions are particularly useful for gathering
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r18297 information about your working environment:
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r1258
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r18297 * :magic:`pdoc` **<object>**: Print (or run through a pager if too long) the
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r1258 docstring for an object. If the given object is a class, it will
print both the class and the constructor docstrings.
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r18297 * :magic:`pdef` **<object>**: Print the call signature for any callable
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r1258 object. If the object is a class, print the constructor information.
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r18297 * :magic:`psource` **<object>**: Print (or run through a pager if too long)
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r1258 the source code for an object.
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r18297 * :magic:`pfile` **<object>**: Show the entire source file where an object was
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r1258 defined via a pager, opening it at the line where the object
definition begins.
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r18297 * :magic:`who`/:magic:`whos`: These functions give information about identifiers
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r1258 you have defined interactively (not things you loaded or defined
in your configuration files). %who just prints a list of
identifiers and %whos prints a table with some basic details about
each identifier.
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r19735 The dynamic object information functions (?/??, ``%pdoc``,
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r5442 ``%pfile``, ``%pdef``, ``%psource``) work on object attributes, as well as
directly on variables. For example, after doing ``import os``, you can use
``os.path.abspath??``.
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Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Fernando Perez
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r1695 .. _readline:
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r1258
Readline-based features
-----------------------
Fernando Perez
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r4437 These features require the GNU readline library, so they won't work if your
Python installation lacks readline support. We will first describe the default
behavior IPython uses, and then how to change it to suit your preferences.
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r1258
Command line completion
+++++++++++++++++++++++
At any time, hitting TAB will complete any available python commands or
variable names, and show you a list of the possible completions if
there's no unambiguous one. It will also complete filenames in the
current directory if no python names match what you've typed so far.
Search command history
++++++++++++++++++++++
IPython provides two ways for searching through previous input and thus
reduce the need for repetitive typing:
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r15805 1. Start typing, and then use the up and down arrow keys (or :kbd:`Ctrl-p`
and :kbd:`Ctrl-n`) to search through only the history items that match
what you've typed so far.
Thomas Kluyver
Grammar fix
r15814 2. Hit :kbd:`Ctrl-r`: to open a search prompt. Begin typing and the system
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 searches your history for lines that contain what you've typed so
far, completing as much as it can.
IPython will save your input history when it leaves and reload it next
time you restart it. By default, the history file is named
Thomas Kluyver
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r15805 :file:`.ipython/profile_{name}/history.sqlite`.
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Autoindent
++++++++++
IPython can recognize lines ending in ':' and indent the next line,
while also un-indenting automatically after 'raise' or 'return'.
Fernando Perez
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r4437 This feature uses the readline library, so it will honor your
Thomas Kluyver
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r15805 :file:`~/.inputrc` configuration (or whatever file your :envvar:`INPUTRC` environment variable points
Fernando Perez
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r4437 to). Adding the following lines to your :file:`.inputrc` file can make
indenting/unindenting more convenient (M-i indents, M-u unindents)::
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Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
drevicko
add $include /etc/inputrc to suggested ~/.inputrc...
r9869 # if you don't already have a ~/.inputrc file, you need this include:
$include /etc/inputrc
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r1258 $if Python
"\M-i": " "
"\M-u": "\d\d\d\d"
$endif
Note that there are 4 spaces between the quote marks after "M-i" above.
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r4124 .. warning::
Fernando Perez
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r4437 Setting the above indents will cause problems with unicode text entry in
the terminal.
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r4124
.. warning::
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r4437 Autoindent is ON by default, but it can cause problems with the pasting of
multi-line indented code (the pasted code gets re-indented on each line). A
magic function %autoindent allows you to toggle it on/off at runtime. You
can also disable it permanently on in your :file:`ipython_config.py` file
(set TerminalInteractiveShell.autoindent=False).
MinRK
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r4128
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Update interactive reference docs.
r5442 If you want to paste multiple lines in the terminal, it is recommended that
you use ``%paste``.
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Customizing readline behavior
+++++++++++++++++++++++++++++
All these features are based on the GNU readline library, which has an
extremely customizable interface. Normally, readline is configured via a
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Various polishing of interactive reference doc.
r15805 :file:`.inputrc` file. IPython respects this, and you can also customise readline
by setting the following :doc:`configuration </config/intro>` options:
* ``InteractiveShell.readline_parse_and_bind``: this holds a list of strings to be executed
Thomas Kluyver
Update interactive reference docs.
r5442 via a readline.parse_and_bind() command. The syntax for valid commands
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r1258 of this kind can be found by reading the documentation for the GNU
readline library, as these commands are of the kind which readline
accepts in its configuration file.
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 * ``InteractiveShell.readline_remove_delims``: a string of characters to be removed
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 from the default word-delimiters list used by readline, so that
completions may be performed on strings which contain them. Do not
change the default value unless you know what you're doing.
Erik Tollerud
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r4467 You will find the default values in your configuration file.
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Session logging and restoring
-----------------------------
Fernando Perez
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r1695 You can log all input from a session either by starting IPython with the
Thomas Kluyver
Various corrections to interactive reference docs; removed information on shadow history.
r4414 command line switch ``--logfile=foo.py`` (see :ref:`here <command_line_options>`)
Thomas Kluyver
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r18297 or by activating the logging at any moment with the magic function :magic:`logstart`.
Brian E Granger
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r1258
MinRK
general cleanup of interactive reference doc
r4128 Log files can later be reloaded by running them as scripts and IPython
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 will attempt to 'replay' the log by executing all the lines in it, thus
restoring the state of a previous session. This feature is not quite
perfect, but can still be useful in many cases.
The log files can also be used as a way to have a permanent record of
any code you wrote while experimenting. Log files are regular text files
which you can later open in your favorite text editor to extract code or
to 'clean them up' before using them to replay a session.
Thomas Kluyver
Start using magic roles for cross-referencing
r18297 The :magic:`logstart` function for activating logging in mid-session is used as
Fernando Perez
Update docs logo to our current one, other minor fixes.
r4437 follows::
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r1258
Fernando Perez
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r4437 %logstart [log_name [log_mode]]
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r1258
MinRK
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r4128 If no name is given, it defaults to a file named 'ipython_log.py' in your
current working directory, in 'rotate' mode (see below).
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r1258
'%logstart name' saves to file 'name' in 'backup' mode. It saves your
history up to that point and then continues logging.
%logstart takes a second optional parameter: logging mode. This can be
one of (note that the modes are given unquoted):
* [over:] overwrite existing log_name.
* [backup:] rename (if exists) to log_name~ and start log_name.
* [append:] well, that says it.
* [rotate:] create rotating logs log_name.1~, log_name.2~, etc.
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r18297 The :magic:`logoff` and :magic:`logon` functions allow you to temporarily stop and
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Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 resume logging to a file which had previously been started with
%logstart. They will fail (with an explanation) if you try to use them
before logging has been started.
Fernando Perez
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r1695 .. _system_shell_access:
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 System shell access
-------------------
Any input line beginning with a ! character is passed verbatim (minus
the !, of course) to the underlying operating system. For example,
Thomas Kluyver
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r4414 typing ``!ls`` will run 'ls' in the current directory.
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r1258
Kyle Rawlins
Update reference.rst...
r19720 .. _manual_capture:
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r1258
Kyle Rawlins
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r19720 Manual capture of command output and magic output
-------------------------------------------------
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r5440
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r19720 You can assign the result of a system command to a Python variable with the
syntax ``myfiles = !ls``. Similarly, the result of a magic (as long as it returns
a value) can be assigned to a variable. For example, the syntax ``myfiles = %sx ls``
Kyle Rawlins
typo
r19722 is equivalent to the above system command example (the :magic:`sx` magic runs a shell command
Kyle Rawlins
Update reference.rst...
r19720 and captures the output). Each of these gets machine
readable output from stdout (e.g. without colours), and splits on newlines. To
explicitly get this sort of output without assigning to a variable, use two
exclamation marks (``!!ls``) or the :magic:`sx` magic command without an assignment.
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r19735 (However, ``!!`` commands cannot be assigned to a variable.)
Kyle Rawlins
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r19720
The captured list in this example has some convenience features. ``myfiles.n`` or ``myfiles.s``
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r5440 returns a string delimited by newlines or spaces, respectively. ``myfiles.p``
produces `path objects <http://pypi.python.org/pypi/path.py>`_ from the list items.
Thomas Kluyver
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r5443 See :ref:`string_lists` for details.
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r1258
IPython also allows you to expand the value of python variables when
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r5440 making system calls. Wrap variables or expressions in {braces}::
Brian E Granger
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r1258
Thomas Kluyver
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r5440 In [1]: pyvar = 'Hello world'
In [2]: !echo "A python variable: {pyvar}"
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r1258 A python variable: Hello world
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Improve and update interactive docs.
r5440 In [3]: import math
In [4]: x = 8
In [5]: !echo {math.factorial(x)}
40320
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r1258
Thomas Kluyver
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r5440 For simple cases, you can alternatively prepend $ to a variable name::
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r1258
Thomas Kluyver
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r5440 In [6]: !echo $sys.argv
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r1258 [/home/fperez/usr/bin/ipython]
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r5440 In [7]: !echo "A system variable: $$HOME" # Use $$ for literal $
A system variable: /home/fperez
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r1258
vaibhavsagar
Surround $ with backticks
r18114 Note that `$$` is used to represent a literal `$`.
vaibhavsagar
Clarify escaping for $....
r18110
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Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 System command aliases
----------------------
Thomas Kluyver
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r18297 The :magic:`alias` magic function allows you to define magic functions which are in fact
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r1258 system shell commands. These aliases can have parameters.
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r4414 ``%alias alias_name cmd`` defines 'alias_name' as an alias for 'cmd'
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r1258
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r5442 Then, typing ``alias_name params`` will execute the system command 'cmd
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r1258 params' (from your underlying operating system).
You can also define aliases with parameters using %s specifiers (one per
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r5442 parameter). The following example defines the parts function as an
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r1258 alias to the command 'echo first %s second %s' where each %s will be
replaced by a positional parameter to the call to %parts::
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r5442 In [1]: %alias parts echo first %s second %s
In [2]: parts A B
first A second B
In [3]: parts A
ERROR: Alias <parts> requires 2 arguments, 1 given.
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r1258
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r18297 If called with no parameters, :magic:`alias` prints the table of currently
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r1258 defined aliases.
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r18297 The :magic:`rehashx` magic allows you to load your entire $PATH as
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r4414 ipython aliases. See its docstring for further details.
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r1258
.. _dreload:
Recursive reload
----------------
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r5442 The :mod:`IPython.lib.deepreload` module allows you to recursively reload a
module: changes made to any of its dependencies will be reloaded without
having to exit. To start using it, do::
from IPython.lib.deepreload import reload as dreload
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r1258
Verbose and colored exception traceback printouts
-------------------------------------------------
IPython provides the option to see very detailed exception tracebacks,
which can be especially useful when debugging large programs. You can
run any Python file with the %run function to benefit from these
detailed tracebacks. Furthermore, both normal and verbose tracebacks can
be colored (if your terminal supports it) which makes them much easier
to parse visually.
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r18297 See the magic :magic:`xmode` and :magic:`colors` functions for details.
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r1258
These features are basically a terminal version of Ka-Ping Yee's cgitb
module, now part of the standard Python library.
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r1695 .. _input_caching:
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r1258
Input caching system
--------------------
Ville M. Vainio
docs: add shadow history
r1768 IPython offers numbered prompts (In/Out) with input and output caching
(also referred to as 'input history'). All input is saved and can be
retrieved as variables (besides the usual arrow key recall), in
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r18297 addition to the :magic:`rep` magic command that brings a history entry
up for editing on the next command line.
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 The following variables always exist:
Thomas Kluyver
Various corrections to interactive reference docs; removed information on shadow history.
r4414
* _i, _ii, _iii: store previous, next previous and next-next previous inputs.
* In, _ih : a list of all inputs; _ih[n] is the input from line n. If you
overwrite In with a variable of your own, you can remake the assignment to the
internal list with a simple ``In=_ih``.
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r1258
Additionally, global variables named _i<n> are dynamically created (<n>
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r4414 being the prompt counter), so ``_i<n> == _ih[<n>] == In[<n>]``.
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r1258
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 For example, what you typed at prompt 14 is available as ``_i14``, ``_ih[14]``
and ``In[14]``.
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r1258
This allows you to easily cut and paste multi line interactive prompts
by printing them out: they print like a clean string, without prompt
characters. You can also manipulate them like regular variables (they
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r15805 are strings), modify or exec them.
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r1258
You can also re-execute multiple lines of input easily by using the
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r18297 magic :magic:`rerun` or :magic:`macro` functions. The macro system also allows you to re-execute
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Update interactive reference docs.
r5442 previous lines which include magic function calls (which require special
processing). Type %macro? for more details on the macro system.
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r1258
Thomas Kluyver
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r18297 A history function :magic:`history` allows you to see any part of your input
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r1258 history by printing a range of the _i variables.
Ville M. Vainio
docs: add shadow history
r1768 You can also search ('grep') through your history by typing
Thomas Kluyver
Various corrections to interactive reference docs; removed information on shadow history.
r4414 ``%hist -g somestring``. This is handy for searching for URLs, IP addresses,
etc. You can bring history entries listed by '%hist -g' up for editing
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r18297 with the %recall command, or run them immediately with :magic:`rerun`.
Ville M. Vainio
review: more notes about shadow history
r1781
Fernando Perez
Many fixes to the documentation prior to release 0.9....
r1695 .. _output_caching:
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Output caching system
---------------------
For output that is returned from actions, a system similar to the input
cache exists but using _ instead of _i. Only actions that produce a
result (NOT assignments, for example) are cached. If you are familiar
with Mathematica, IPython's _ variables behave exactly like
Mathematica's % variables.
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 The following variables always exist:
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r1258
Thomas Kluyver
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r15805 * [_] (a single underscore): stores previous output, like Python's
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r1258 default interpreter.
* [__] (two underscores): next previous.
* [___] (three underscores): next-next previous.
Additionally, global variables named _<n> are dynamically created (<n>
being the prompt counter), such that the result of output <n> is always
available as _<n> (don't use the angle brackets, just the number, e.g.
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Various polishing of interactive reference doc.
r15805 ``_21``).
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r1258
Thomas Kluyver
Update interactive reference docs.
r5442 These variables are also stored in a global dictionary (not a
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r1258 list, since it only has entries for lines which returned a result)
available under the names _oh and Out (similar to _ih and In). So the
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Various polishing of interactive reference doc.
r15805 output from line 12 can be obtained as ``_12``, ``Out[12]`` or ``_oh[12]``. If you
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r1258 accidentally overwrite the Out variable you can recover it by typing
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r15805 ``Out=_oh`` at the prompt.
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r1258
This system obviously can potentially put heavy memory demands on your
system, since it prevents Python's garbage collector from removing any
previously computed results. You can control how many results are kept
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Various polishing of interactive reference doc.
r15805 in memory with the configuration option ``InteractiveShell.cache_size``.
Thomas Kluyver
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r18297 If you set it to 0, output caching is disabled. You can also use the :magic:`reset`
and :magic:`xdel` magics to clear large items from memory.
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Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Directory history
-----------------
Your history of visited directories is kept in the global list _dh, and
Thomas Kluyver
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r18297 the magic :magic:`cd` command can be used to go to any entry in that list. The
:magic:`dhist` command allows you to view this history. Do ``cd -<TAB>`` to
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r4128 conveniently view the directory history.
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Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Automatic parentheses and quotes
--------------------------------
These features were adapted from Nathan Gray's LazyPython. They are
meant to allow less typing for common situations.
Callable objects (i.e. functions, methods, etc) can be invoked like this
(notice the commas between the arguments)::
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r5442 In [1]: callable_ob arg1, arg2, arg3
------> callable_ob(arg1, arg2, arg3)
Brian E Granger
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r1258
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 .. note::
This feature is disabled by default. To enable it, use the ``%autocall``
magic command. The commands below with special prefixes will always work,
however.
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r1258 You can force automatic parentheses by using '/' as the first character
of a line. For example::
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r5442 In [2]: /globals # becomes 'globals()'
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r1258
Note that the '/' MUST be the first character on the line! This won't work::
Thomas Kluyver
Update interactive reference docs.
r5442 In [3]: print /globals # syntax error
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r1258
In most cases the automatic algorithm should work, so you should rarely
need to explicitly invoke /. One notable exception is if you are trying
to call a function with a list of tuples as arguments (the parenthesis
will confuse IPython)::
Thomas Kluyver
Update interactive reference docs.
r5442 In [4]: zip (1,2,3),(4,5,6) # won't work
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r1258
but this will work::
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r5442 In [5]: /zip (1,2,3),(4,5,6)
------> zip ((1,2,3),(4,5,6))
Out[5]: [(1, 4), (2, 5), (3, 6)]
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r1258
IPython tells you that it has altered your command line by displaying
Thomas Kluyver
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r15805 the new command line preceded by ``--->``.
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 You can force automatic quoting of a function's arguments by using ``,``
or ``;`` as the first character of a line. For example::
Brian E Granger
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r1258
Thomas Kluyver
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r5442 In [1]: ,my_function /home/me # becomes my_function("/home/me")
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Thomas Kluyver
Update interactive reference docs.
r5442 If you use ';' the whole argument is quoted as a single string, while ',' splits
on whitespace::
Brian E Granger
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r1258
Thomas Kluyver
Update interactive reference docs.
r5442 In [2]: ,my_function a b c # becomes my_function("a","b","c")
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Thomas Kluyver
Update interactive reference docs.
r5442 In [3]: ;my_function a b c # becomes my_function("a b c")
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Note that the ',' or ';' MUST be the first character on the line! This
won't work::
Thomas Kluyver
Update interactive reference docs.
r5442 In [4]: x = ,my_function /home/me # syntax error
Brian E Granger
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r1258
IPython as your default Python environment
==========================================
Thomas Kluyver
Make running PYTHONSTARTUP optional...
r13713 Python honors the environment variable :envvar:`PYTHONSTARTUP` and will
execute at startup the file referenced by this variable. If you put the
following code at the end of that file, then IPython will be your working
environment anytime you start Python::
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r1258
Thomas Kluyver
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r13715 import os, IPython
os.environ['PYTHONSTARTUP'] = '' # Prevent running this again
IPython.start_ipython()
MinRK
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r4124 raise SystemExit
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r1258
MinRK
update embedding doc to reflect new API
r4124 The ``raise SystemExit`` is needed to exit Python when
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 it finishes, otherwise you'll be back at the normal Python ``>>>``
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Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 prompt.
This is probably useful to developers who manage multiple Python
versions and don't want to have correspondingly multiple IPython
versions. Note that in this mode, there is no way to pass IPython any
command-line options, as those are trapped first by Python itself.
.. _Embedding:
Embedding IPython
=================
MinRK
Describe differences between start_ipython and embed...
r11778 You can start a regular IPython session with
.. sourcecode:: python
import IPython
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r15805 IPython.start_ipython(argv=[])
MinRK
Describe differences between start_ipython and embed...
r11778
at any point in your program. This will load IPython configuration,
startup files, and everything, just as if it were a normal IPython session.
Thomas Kluyver
Various polishing of interactive reference doc.
r15805
It is also possible to embed an IPython shell in a namespace in your Python code.
MinRK
Describe differences between start_ipython and embed...
r11778 This allows you to evaluate dynamically the state of your code,
operate with your variables, analyze them, etc. Note however that
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 any changes you make to values while in the shell do not propagate back
to the running code, so it is safe to modify your values because you
won't break your code in bizarre ways by doing so.
Thomas Kluyver
Update interactive reference docs.
r5442 .. note::
MinRK
Describe differences between start_ipython and embed...
r11778 At present, embedding IPython cannot be done from inside IPython.
Run the code samples below outside IPython.
Thomas Kluyver
Update interactive reference docs.
r5442
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 This feature allows you to easily have a fully functional python
environment for doing object introspection anywhere in your code with a
simple function call. In some cases a simple print statement is enough,
but if you need to do more detailed analysis of a code fragment this
feature can be very valuable.
It can also be useful in scientific computing situations where it is
common to need to do some automatic, computationally intensive part and
then stop to look at data, plots, etc.
Opening an IPython instance will give you full access to your data and
functions, and you can resume program execution once you are done with
the interactive part (perhaps to stop again later, as many times as
needed).
The following code snippet is the bare minimum you need to include in
your Python programs for this to work (detailed examples follow later)::
MinRK
update embedding doc to reflect new API
r4124 from IPython import embed
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r1258
MinRK
update embedding doc to reflect new API
r4124 embed() # this call anywhere in your program will start IPython
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r1258
Thomas Kluyver
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r15805 You can also embed an IPython *kernel*, for use with qtconsole, etc. via
``IPython.embed_kernel()``. This should function work the same way, but you can
connect an external frontend (``ipython qtconsole`` or ``ipython console``),
rather than interacting with it in the terminal.
MinRK
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r6572
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r1258 You can run embedded instances even in code which is itself being run at
the IPython interactive prompt with '%run <filename>'. Since it's easy
to get lost as to where you are (in your top-level IPython or in your
embedded one), it's a good idea in such cases to set the in/out prompts
to something different for the embedded instances. The code examples
below illustrate this.
You can also have multiple IPython instances in your program and open
them separately, for example with different options for data
presentation. If you close and open the same instance multiple times,
its prompt counters simply continue from each execution to the next.
MinRK
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r4124 Please look at the docstrings in the :mod:`~IPython.frontend.terminal.embed`
module for more details on the use of this system.
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r1258
The following sample file illustrating how to use the embedding
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r16160 functionality is provided in the examples directory as embed_class_long.py.
MinRK
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r4124 It should be fairly self-explanatory:
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r1258
Thomas Kluyver
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r16160 .. literalinclude:: ../../../examples/Embedding/embed_class_long.py
MinRK
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r4125 :language: python
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r1258
Once you understand how the system functions, you can use the following
MinRK
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r4124 code fragments in your programs which are ready for cut and paste:
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r1258
Thomas Kluyver
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r16160 .. literalinclude:: ../../../examples/Embedding/embed_class_short.py
MinRK
use `literalinclude` to embed examples in reference doc...
r4125 :language: python
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Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Using the Python debugger (pdb)
===============================
Running entire programs via pdb
-------------------------------
pdb, the Python debugger, is a powerful interactive debugger which
allows you to step through code, set breakpoints, watch variables,
etc. IPython makes it very easy to start any script under the control
of pdb, regardless of whether you have wrapped it into a 'main()'
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 function or not. For this, simply type ``%run -d myscript`` at an
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r18297 IPython prompt. See the :magic:`run` command's documentation for more details, including
Thomas Kluyver
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r15805 how to control where pdb will stop execution first.
Brian E Granger
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r1258
Thomas Kluyver
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r15805 For more information on the use of the pdb debugger, see :ref:`debugger-commands`
in the Python documentation.
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r1258
Thomas Kluyver
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r15805 Post-mortem debugging
---------------------
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r1258
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 Going into a debugger when an exception occurs can be
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r1258 extremely useful in order to find the origin of subtle bugs, because pdb
opens up at the point in your code which triggered the exception, and
while your program is at this point 'dead', all the data is still
available and you can walk up and down the stack frame and understand
the origin of the problem.
Thomas Kluyver
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r18297 You can use the :magic:`debug` magic after an exception has occurred to start
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 post-mortem debugging. IPython can also call debugger every time your code
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r18297 triggers an uncaught exception. This feature can be toggled with the :magic:`pdb` magic
Thomas Kluyver
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r15805 command, or you can start IPython with the ``--pdb`` option.
Brian E Granger
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r1258
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 For a post-mortem debugger in your programs outside IPython,
put the following lines toward the top of your 'main' routine::
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r1258
Brian Granger
Merging -r 1177 from lp:ipython with fixes and resolutions....
r2124 import sys
from IPython.core import ultratb
sys.excepthook = ultratb.FormattedTB(mode='Verbose',
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r1258 color_scheme='Linux', call_pdb=1)
The mode keyword can be either 'Verbose' or 'Plain', giving either very
detailed or normal tracebacks respectively. The color_scheme keyword can
be one of 'NoColor', 'Linux' (default) or 'LightBG'. These are the same
Thomas Kluyver
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r5442 options which can be set in IPython with ``--colors`` and ``--xmode``.
Brian E Granger
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r1258
This will give any of your programs detailed, colored tracebacks with
automatic invocation of pdb.
Fernando Perez
Fix manual section about pasting code with prompts.
r4439 .. _pasting_with_prompts:
Brian E Granger
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r1258
Fernando Perez
Fix manual section about pasting code with prompts.
r4439 Pasting of code starting with Python or IPython prompts
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 =======================================================
Fernando Perez
Fix manual section about pasting code with prompts.
r4439
Thomas Kluyver
Miscellaneous docs fixes
r9244 IPython is smart enough to filter out input prompts, be they plain Python ones
(``>>>`` and ``...``) or IPython ones (``In [N]:`` and ``...:``). You can
Fernando Perez
Fix manual section about pasting code with prompts.
r4439 therefore copy and paste from existing interactive sessions without worry.
The following is a 'screenshot' of how things work, copying an example from the
standard Python tutorial::
In [1]: >>> # Fibonacci series:
In [2]: ... # the sum of two elements defines the next
In [3]: ... a, b = 0, 1
In [4]: >>> while b < 10:
Thomas Kluyver
Update some print statements in the docs
r13998 ...: ... print(b)
Fernando Perez
Fix manual section about pasting code with prompts.
r4439 ...: ... a, b = b, a+b
...:
1
1
2
3
5
8
And pasting from IPython sessions works equally well::
In [1]: In [5]: def f(x):
...: ...: "A simple function"
...: ...: return x**2
...: ...:
In [2]: f(3)
Out[2]: 9
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Brian Granger
General work on inputhook and the docs....
r2197 .. _gui_support:
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Thomas Kluyver
Corrections to documentation of GUI event loop support.
r4413 GUI event loop support
======================
Brian Granger
General work on inputhook and the docs....
r2197
.. versionadded:: 0.11
The ``%gui`` magic and :mod:`IPython.lib.inputhook`.
IPython has excellent support for working interactively with Graphical User
MinRK
remove doc warning that %gui doesn't exist in kernel...
r5262 Interface (GUI) toolkits, such as wxPython, PyQt4/PySide, PyGTK and Tk. This is
Brian Granger
General work on inputhook and the docs....
r2197 implemented using Python's builtin ``PyOSInputHook`` hook. This implementation
Fernando Perez
Lots more edits to release notes, nearing completion.
r4435 is extremely robust compared to our previous thread-based version. The
Brian Granger
Added a few more docs about GUI event loop integration.
r2235 advantages of this are:
Brian Granger
General work on inputhook and the docs....
r2197
* GUIs can be enabled and disabled dynamically at runtime.
* The active GUI can be switched dynamically at runtime.
* In some cases, multiple GUIs can run simultaneously with no problems.
* There is a developer API in :mod:`IPython.lib.inputhook` for customizing
all of these things.
For users, enabling GUI event loop integration is simple. You simple use the
Thomas Kluyver
Start using magic roles for cross-referencing
r18297 :magic:`gui` magic as follows::
Brian Granger
General work on inputhook and the docs....
r2197
Thomas Kluyver
Corrections to documentation of GUI event loop support.
r4413 %gui [GUINAME]
Brian Granger
General work on inputhook and the docs....
r2197
With no arguments, ``%gui`` removes all GUI support. Valid ``GUINAME``
MinRK
remove doc warning that %gui doesn't exist in kernel...
r5262 arguments are ``wx``, ``qt``, ``gtk`` and ``tk``.
Brian Granger
General work on inputhook and the docs....
r2197
Brian Granger
Added a few more docs about GUI event loop integration.
r2235 Thus, to use wxPython interactively and create a running :class:`wx.App`
Brian Granger
General work on inputhook and the docs....
r2197 object, do::
Thomas Kluyver
Corrections to documentation of GUI event loop support.
r4413 %gui wx
Brian Granger
General work on inputhook and the docs....
r2197
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 You can also start IPython with an event loop set up using the :option:`--gui`
flag::
$ ipython --gui=qt
Paul Ivanov
DOC: fix links to matplotlib, notebook docs...
r12176 For information on IPython's matplotlib_ integration (and the ``matplotlib``
Paul Ivanov
mention --matplotlib flag, remove pylab references
r11606 mode) see :ref:`this section <matplotlib_support>`.
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Fernando Perez
Update notes about GUI event loop support.
r4440 For developers that want to use IPython's GUI event loop integration in the
form of a library, these capabilities are exposed in library form in the
:mod:`IPython.lib.inputhook` and :mod:`IPython.lib.guisupport` modules.
Interested developers should see the module docstrings for more information,
but there are a few points that should be mentioned here.
Brian Granger
Added a few more docs about GUI event loop integration.
r2235
First, the ``PyOSInputHook`` approach only works in command line settings
MinRK
remove doc warning that %gui doesn't exist in kernel...
r5262 where readline is activated. The integration with various eventloops
is handled somewhat differently (and more simply) when using the standalone
kernel, as in the qtconsole and notebook.
Brian Granger
Added a few more docs about GUI event loop integration.
r2235
Second, when using the ``PyOSInputHook`` approach, a GUI application should
*not* start its event loop. Instead all of this is handled by the
``PyOSInputHook``. This means that applications that are meant to be used both
in IPython and as standalone apps need to have special code to detects how the
Fernando Perez
Update notes about GUI event loop support.
r4440 application is being run. We highly recommend using IPython's support for this.
Since the details vary slightly between toolkits, we point you to the various
Martin Spacek
Docs: Replace examples/lib and inprocess with examples/Embedding
r20472 examples in our source directory :file:`examples/Embedding` that demonstrate
Fernando Perez
Update notes about GUI event loop support.
r4440 these capabilities.
Brian Granger
Added a few more docs about GUI event loop integration.
r2235 Third, unlike previous versions of IPython, we no longer "hijack" (replace
them with no-ops) the event loops. This is done to allow applications that
actually need to run the real event loops to do so. This is often needed to
process pending events at critical points.
Finally, we also have a number of examples in our source directory
Martin Spacek
Docs: Replace examples/lib and inprocess with examples/Embedding
r20472 :file:`examples/Embedding` that demonstrate these capabilities.
Brian Granger
Minor doc update.
r2218
MinRK
reorder qt support in kernel...
r4191 PyQt and PySide
---------------
.. attempt at explanation of the complete mess that is Qt support
Paul Ivanov
mention --matplotlib flag, remove pylab references
r11606 When you use ``--gui=qt`` or ``--matplotlib=qt``, IPython can work with either
MinRK
reorder qt support in kernel...
r4191 PyQt4 or PySide. There are three options for configuration here, because
Martin Spacek
Minor update of reference.rst regarding QT_API
r20475 PyQt4 has two APIs for QString and QVariant: v1, which is the default on
MinRK
reorder qt support in kernel...
r4191 Python 2, and the more natural v2, which is the only API supported by PySide.
v2 is also the default for PyQt4 on Python 3. IPython's code for the QtConsole
uses v2, but you can still use any interface in your code, since the
Qt frontend is in a different process.
MinRK
update qt import priority per recent discussion...
r4192 The default will be to import PyQt4 without configuration of the APIs, thus
Martin Spacek
Minor update of reference.rst regarding QT_API
r20475 matching what most applications would expect. It will fall back to PySide if
MinRK
update qt import priority per recent discussion...
r4192 PyQt4 is unavailable.
MinRK
reorder qt support in kernel...
r4191
If specified, IPython will respect the environment variable ``QT_API`` used
by ETS. ETS 4.0 also works with both PyQt4 and PySide, but it requires
MinRK
update qt import priority per recent discussion...
r4192 PyQt4 to use its v2 API. So if ``QT_API=pyside`` PySide will be used,
and if ``QT_API=pyqt`` then PyQt4 will be used *with the v2 API* for
MinRK
reorder qt support in kernel...
r4191 QString and QVariant, so ETS codes like MayaVi will also work with IPython.
Paul Ivanov
mention --matplotlib flag, remove pylab references
r11606 If you launch IPython in matplotlib mode with ``ipython --matplotlib=qt``,
then IPython will ask matplotlib which Qt library to use (only if QT_API is
*not set*), via the 'backend.qt4' rcParam. If matplotlib is version 1.0.1 or
older, then IPython will always use PyQt4 without setting the v2 APIs, since
neither v2 PyQt nor PySide work.
MinRK
update qt import priority per recent discussion...
r4192
MinRK
reorder qt support in kernel...
r4191 .. warning::
Fernando Perez
Lots more edits to release notes, nearing completion.
r4435 Note that this means for ETS 4 to work with PyQt4, ``QT_API`` *must* be set
to work with IPython's qt integration, because otherwise PyQt4 will be
loaded in an incompatible mode.
MinRK
reorder qt support in kernel...
r4191
MinRK
update qt import priority per recent discussion...
r4192 It also means that you must *not* have ``QT_API`` set if you want to
Thomas Kluyver
Corrections to documentation of GUI event loop support.
r4413 use ``--gui=qt`` with code that requires PyQt4 API v1.
MinRK
reorder qt support in kernel...
r4191
Brian Granger
General work on inputhook and the docs....
r2197 .. _matplotlib_support:
Plotting with matplotlib
========================
Paul Ivanov
DOC: fix links to matplotlib, notebook docs...
r12176 matplotlib_ provides high quality 2D and 3D plotting for Python. matplotlib_
Fernando Perez
Lots more edits to release notes, nearing completion.
r4435 can produce plots on screen using a variety of GUI toolkits, including Tk,
PyGTK, PyQt4 and wxPython. It also provides a number of commands useful for
scientific computing, all with a syntax compatible with that of the popular
Matlab program.
Brian Granger
General work on inputhook and the docs....
r2197
Paul Ivanov
mention --matplotlib flag, remove pylab references
r11606 To start IPython with matplotlib support, use the ``--matplotlib`` switch. If
Thomas Kluyver
Start using magic roles for cross-referencing
r18297 IPython is already running, you can run the :magic:`matplotlib` magic. If no
Fernando Perez
Lots more edits to release notes, nearing completion.
r4435 arguments are given, IPython will automatically detect your choice of
Paul Ivanov
mention %matplotlib magic in mpl integration...
r11605 matplotlib backend. You can also request a specific backend with
``%matplotlib backend``, where ``backend`` must be one of: 'tk', 'qt', 'wx',
'gtk', 'osx'. In the web notebook and Qt console, 'inline' is also a valid
backend value, which produces static figures inlined inside the application
window instead of matplotlib's interactive figures that live in separate
windows.
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Fernando Perez
Many fixes to the documentation prior to release 0.9....
r1695 .. _interactive_demos:
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Interactive demos with IPython
==============================
IPython ships with a basic system for running scripts interactively in
sections, useful when presenting code to audiences. A few tags embedded
in comments (so that the script remains valid Python code) divide a file
into separate blocks, and the demo can be run one block at a time, with
IPython printing (with syntax highlighting) the block before executing
it, and returning to the interactive prompt after each block. The
interactive namespace is updated after each block is run with the
contents of the demo's namespace.
This allows you to show a piece of code, run it and then execute
interactively commands based on the variables just created. Once you
want to continue, you simply execute the next block of the demo. The
following listing shows the markup necessary for dividing a script into
MinRK
use `literalinclude` to embed examples in reference doc...
r4125 sections for execution as a demo:
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Thomas Kluyver
Fix example inclusions in docs
r16160 .. literalinclude:: ../../../examples/IPython Kernel/example-demo.py
MinRK
use `literalinclude` to embed examples in reference doc...
r4125 :language: python
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
In order to run a file as a demo, you must first make a Demo object out
of it. If the file is named myscript.py, the following code will make a
demo::
Thomas Kluyver
Various small corrections and updates in interactive docs.
r4088 from IPython.lib.demo import Demo
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
mydemo = Demo('myscript.py')
This creates the mydemo object, whose blocks you run one at a time by
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 simply calling the object with no arguments. Then call it to run each step
of the demo::
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 mydemo()
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 Demo objects can be
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 restarted, you can move forward or back skipping blocks, re-execute the
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 last block, etc. See the :mod:`IPython.lib.demo` module and the
:class:`~IPython.lib.demo.Demo` class for details.
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 Limitations: These demos are limited to
Thomas Kluyver
Update interactive reference docs.
r5442 fairly simple uses. In particular, you cannot break up sections within
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258 indented code (loops, if statements, function definitions, etc.)
Supporting something like this would basically require tracking the
internal execution state of the Python interpreter, so only top-level
divisions are allowed. If you want to be able to open an IPython
instance at an arbitrary point in a program, you can use IPython's
Thomas Kluyver
Various polishing of interactive reference doc.
r15805 :ref:`embedding facilities <Embedding>`.
Brian E Granger
Massive reorganization of the IPython documentation. It is now ready to be hacked on by users. ...
r1258
Paul Ivanov
DOC: fix links to matplotlib, notebook docs...
r12176 .. include:: ../links.txt