overview.txt
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Brian Granger
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r2277 | .. _config_overview: | ||
============================================ | ||||
Overview of the IPython configuration system | ||||
============================================ | ||||
This section describes the IPython configuration system. Starting with version | ||||
0.11, IPython has a completely new configuration system that is quite | ||||
different from the older :file:`ipythonrc` or :file:`ipy_user_conf.py` | ||||
approaches. The new configuration system was designed from scratch to address | ||||
the particular configuration needs of IPython. While there are many | ||||
other excellent configuration systems out there, we found that none of them | ||||
met our requirements. | ||||
.. warning:: | ||||
If you are upgrading to version 0.11 of IPython, you will need to migrate | ||||
your old :file:`ipythonrc` or :file:`ipy_user_conf.py` configuration files | ||||
to the new system. Read on for information on how to do this. | ||||
MinRK
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r4040 | The discussion that follows is focused on teaching users how to configure | ||
IPython to their liking. Developers who want to know more about how they | ||||
Brian Granger
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r2277 | can enable their objects to take advantage of the configuration system | ||
should consult our :ref:`developer guide <developer_guide>` | ||||
The main concepts | ||||
================= | ||||
There are a number of abstractions that the IPython configuration system uses. | ||||
Each of these abstractions is represented by a Python class. | ||||
Configuration object: :class:`~IPython.config.loader.Config` | ||||
A configuration object is a simple dictionary-like class that holds | ||||
configuration attributes and sub-configuration objects. These classes | ||||
support dotted attribute style access (``Foo.bar``) in addition to the | ||||
regular dictionary style access (``Foo['bar']``). Configuration objects | ||||
are smart. They know how to merge themselves with other configuration | ||||
objects and they automatically create sub-configuration objects. | ||||
MinRK
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r4040 | Application: :class:`~IPython.config.application.Application` | ||
Brian Granger
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r2277 | An application is a process that does a specific job. The most obvious | ||
application is the :command:`ipython` command line program. Each | ||||
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r4040 | application reads *one or more* configuration files and a single set of | ||
command line options | ||||
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r2277 | and then produces a master configuration object for the application. This | ||
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r2748 | configuration object is then passed to the configurable objects that the | ||
application creates. These configurable objects implement the actual logic | ||||
of the application and know how to configure themselves given the | ||||
configuration object. | ||||
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r4040 | |||
Applications always have a `log` attribute that is a configured Logger. | ||||
This allows centralized logging configuration per-application. | ||||
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MinRK
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r4101 | Configurable: :class:`~IPython.config.configurable.Configurable` | ||
Brian Granger
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r2748 | A configurable is a regular Python class that serves as a base class for | ||
all main classes in an application. The | ||||
:class:`~IPython.config.configurable.Configurable` base class is | ||||
lightweight and only does one things. | ||||
This :class:`~IPython.config.configurable.Configurable` is a subclass | ||||
of :class:`~IPython.utils.traitlets.HasTraits` that knows how to configure | ||||
itself. Class level traits with the metadata ``config=True`` become | ||||
values that can be configured from the command line and configuration | ||||
files. | ||||
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r2277 | |||
Brian Granger
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r2748 | Developers create :class:`~IPython.config.configurable.Configurable` | ||
subclasses that implement all of the logic in the application. Each of | ||||
these subclasses has its own configuration information that controls how | ||||
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r2277 | instances are created. | ||
MinRK
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r4040 | Singletons: :class:`~IPython.config.configurable.SingletonConfigurable` | ||
Any object for which there is a single canonical instance. These are | ||||
just like Configurables, except they have a class method | ||||
:meth:`~IPython.config.configurable.SingletonConfigurable.instance`, | ||||
that returns the current active instance (or creates one if it | ||||
does not exist). Examples of singletons include | ||||
:class:`~IPython.config.application.Application`s and | ||||
:class:`~IPython.core.interactiveshell.InteractiveShell`. This lets | ||||
objects easily connect to the current running Application without passing | ||||
objects around everywhere. For instance, to get the current running | ||||
Application instance, simply do: ``app = Application.instance()``. | ||||
.. note:: | ||||
Singletons are not strictly enforced - you can have many instances | ||||
of a given singleton class, but the :meth:`instance` method will always | ||||
return the same one. | ||||
Brian Granger
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r2277 | Having described these main concepts, we can now state the main idea in our | ||
configuration system: *"configuration" allows the default values of class | ||||
attributes to be controlled on a class by class basis*. Thus all instances of | ||||
a given class are configured in the same way. Furthermore, if two instances | ||||
need to be configured differently, they need to be instances of two different | ||||
classes. While this model may seem a bit restrictive, we have found that it | ||||
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r2748 | expresses most things that need to be configured extremely well. However, it | ||
is possible to create two instances of the same class that have different | ||||
trait values. This is done by overriding the configuration. | ||||
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r2277 | |||
Now, we show what our configuration objects and files look like. | ||||
Configuration objects and files | ||||
=============================== | ||||
A configuration file is simply a pure Python file that sets the attributes | ||||
of a global, pre-created configuration object. This configuration object is a | ||||
:class:`~IPython.config.loader.Config` instance. While in a configuration | ||||
file, to get a reference to this object, simply call the :func:`get_config` | ||||
function. We inject this function into the global namespace that the | ||||
configuration file is executed in. | ||||
Here is an example of a super simple configuration file that does nothing:: | ||||
c = get_config() | ||||
Once you get a reference to the configuration object, you simply set | ||||
attributes on it. All you have to know is: | ||||
* The name of each attribute. | ||||
* The type of each attribute. | ||||
The answers to these two questions are provided by the various | ||||
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r2748 | :class:`~IPython.config.configurable.Configurable` subclasses that an | ||
MinRK
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r4101 | application uses. Let's look at how this would work for a simple configurable | ||
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r2748 | subclass:: | ||
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r2277 | |||
MinRK
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r4101 | # Sample configurable: | ||
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r2748 | from IPython.config.configurable import Configurable | ||
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r4066 | from IPython.utils.traitlets import Int, Float, Unicode, Bool | ||
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r2277 | |||
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r2748 | class MyClass(Configurable): | ||
MinRK
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r4040 | name = Unicode(u'defaultname', config=True) | ||
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r2277 | ranking = Int(0, config=True) | ||
value = Float(99.0) | ||||
# The rest of the class implementation would go here.. | ||||
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r2748 | In this example, we see that :class:`MyClass` has three attributes, two | ||
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r2277 | of whom (``name``, ``ranking``) can be configured. All of the attributes | ||
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r2748 | are given types and default values. If a :class:`MyClass` is instantiated, | ||
Brian Granger
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r2277 | but not configured, these default values will be used. But let's see how | ||
to configure this class in a configuration file:: | ||||
# Sample config file | ||||
c = get_config() | ||||
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r2748 | c.MyClass.name = 'coolname' | ||
c.MyClass.ranking = 10 | ||||
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r2277 | |||
After this configuration file is loaded, the values set in it will override | ||||
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r2748 | the class defaults anytime a :class:`MyClass` is created. Furthermore, | ||
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r2277 | these attributes will be type checked and validated anytime they are set. | ||
This type checking is handled by the :mod:`IPython.utils.traitlets` module, | ||||
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r4066 | which provides the :class:`Unicode`, :class:`Int` and :class:`Float` types. | ||
In addition to these traitlets, the :mod:`IPython.utils.traitlets` provides | ||||
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r2277 | traitlets for a number of other types. | ||
.. note:: | ||||
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r2748 | Underneath the hood, the :class:`Configurable` base class is a subclass of | ||
Dav Clark
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r2470 | :class:`IPython.utils.traitlets.HasTraits`. The | ||
Brian Granger
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r2277 | :mod:`IPython.utils.traitlets` module is a lightweight version of | ||
:mod:`enthought.traits`. Our implementation is a pure Python subset | ||||
(mostly API compatible) of :mod:`enthought.traits` that does not have any | ||||
of the automatic GUI generation capabilities. Our plan is to achieve 100% | ||||
API compatibility to enable the actual :mod:`enthought.traits` to | ||||
eventually be used instead. Currently, we cannot use | ||||
:mod:`enthought.traits` as we are committed to the core of IPython being | ||||
pure Python. | ||||
It should be very clear at this point what the naming convention is for | ||||
configuration attributes:: | ||||
c.ClassName.attribute_name = attribute_value | ||||
Here, ``ClassName`` is the name of the class whose configuration attribute you | ||||
want to set, ``attribute_name`` is the name of the attribute you want to set | ||||
and ``attribute_value`` the the value you want it to have. The ``ClassName`` | ||||
attribute of ``c`` is not the actual class, but instead is another | ||||
:class:`~IPython.config.loader.Config` instance. | ||||
.. note:: | ||||
Brian Granger
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r2748 | The careful reader may wonder how the ``ClassName`` (``MyClass`` in | ||
Brian Granger
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r2277 | the above example) attribute of the configuration object ``c`` gets | ||
created. These attributes are created on the fly by the | ||||
:class:`~IPython.config.loader.Config` instance, using a simple naming | ||||
convention. Any attribute of a :class:`~IPython.config.loader.Config` | ||||
instance whose name begins with an uppercase character is assumed to be a | ||||
sub-configuration and a new empty :class:`~IPython.config.loader.Config` | ||||
instance is dynamically created for that attribute. This allows deeply | ||||
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r2748 | hierarchical information created easily (``c.Foo.Bar.value``) on the fly. | ||
Brian Granger
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r2277 | |||
Configuration files inheritance | ||||
=============================== | ||||
Let's say you want to have different configuration files for various purposes. | ||||
Our configuration system makes it easy for one configuration file to inherit | ||||
the information in another configuration file. The :func:`load_subconfig` | ||||
command can be used in a configuration file for this purpose. Here is a simple | ||||
example that loads all of the values from the file :file:`base_config.py`:: | ||||
# base_config.py | ||||
c = get_config() | ||||
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r2748 | c.MyClass.name = 'coolname' | ||
c.MyClass.ranking = 100 | ||||
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r2277 | |||
into the configuration file :file:`main_config.py`:: | ||||
# main_config.py | ||||
c = get_config() | ||||
# Load everything from base_config.py | ||||
load_subconfig('base_config.py') | ||||
# Now override one of the values | ||||
Brian Granger
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r2748 | c.MyClass.name = 'bettername' | ||
Brian Granger
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r2277 | |||
In a situation like this the :func:`load_subconfig` makes sure that the | ||||
search path for sub-configuration files is inherited from that of the parent. | ||||
Thus, you can typically put the two in the same directory and everything will | ||||
just work. | ||||
MinRK
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r4040 | You can also load configuration files by profile, for instance: | ||
.. sourcecode:: python | ||||
load_subconfig('ipython_config.py', profile='default') | ||||
to inherit your default configuration as a starting point. | ||||
Brian Granger
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r2277 | Class based configuration inheritance | ||
===================================== | ||||
There is another aspect of configuration where inheritance comes into play. | ||||
Sometimes, your classes will have an inheritance hierarchy that you want | ||||
to be reflected in the configuration system. Here is a simple example:: | ||||
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r2748 | from IPython.config.configurable import Configurable | ||
Thomas Kluyver
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r4066 | from IPython.utils.traitlets import Int, Float, Unicode, Bool | ||
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r2277 | |||
Brian Granger
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r2748 | class Foo(Configurable): | ||
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r4066 | name = Unicode(u'fooname', config=True) | ||
Brian Granger
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r2277 | value = Float(100.0, config=True) | ||
class Bar(Foo): | ||||
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r4066 | name = Unicode(u'barname', config=True) | ||
Brian Granger
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r2277 | othervalue = Int(0, config=True) | ||
Now, we can create a configuration file to configure instances of :class:`Foo` | ||||
and :class:`Bar`:: | ||||
# config file | ||||
c = get_config() | ||||
Thomas Kluyver
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r4066 | c.Foo.name = u'bestname' | ||
Brian Granger
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r2277 | c.Bar.othervalue = 10 | ||
This class hierarchy and configuration file accomplishes the following: | ||||
* The default value for :attr:`Foo.name` and :attr:`Bar.name` will be | ||||
'bestname'. Because :class:`Bar` is a :class:`Foo` subclass it also | ||||
picks up the configuration information for :class:`Foo`. | ||||
* The default value for :attr:`Foo.value` and :attr:`Bar.value` will be | ||||
``100.0``, which is the value specified as the class default. | ||||
* The default value for :attr:`Bar.othervalue` will be 10 as set in the | ||||
configuration file. Because :class:`Foo` is the parent of :class:`Bar` | ||||
it doesn't know anything about the :attr:`othervalue` attribute. | ||||
MinRK
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r3351 | |||
.. _ipython_dir: | ||||
Brian Granger
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r2277 | Configuration file location | ||
=========================== | ||||
MinRK
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r4040 | So where should you put your configuration files? IPython uses "profiles" for | ||
configuration, and by default, all profiles will be stored in the so called | ||||
"IPython directory". The location of this directory is determined by the | ||||
following algorithm: | ||||
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r2277 | |||
MinRK
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r3966 | * If the ``ipython_dir`` command line flag is given, its value is used. | ||
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r2277 | |||
Brian Granger
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r2498 | * If not, the value returned by :func:`IPython.utils.path.get_ipython_dir` | ||
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r2322 | is used. This function will first look at the :envvar:`IPYTHON_DIR` | ||
MinRK
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r3351 | environment variable and then default to a platform-specific default. | ||
On posix systems (Linux, Unix, etc.), IPython respects the ``$XDG_CONFIG_HOME`` | ||||
part of the `XDG Base Directory`_ specification. If ``$XDG_CONFIG_HOME`` is | ||||
defined and exists ( ``XDG_CONFIG_HOME`` has a default interpretation of | ||||
:file:`$HOME/.config`), then IPython's config directory will be located in | ||||
:file:`$XDG_CONFIG_HOME/ipython`. If users still have an IPython directory | ||||
in :file:`$HOME/.ipython`, then that will be used. in preference to the | ||||
system default. | ||||
Brian Granger
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r2277 | |||
For most users, the default value will simply be something like | ||||
MinRK
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r3351 | :file:`$HOME/.config/ipython` on Linux, or :file:`$HOME/.ipython` | ||
elsewhere. | ||||
Brian Granger
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r2277 | |||
MinRK
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r4040 | Once the location of the IPython directory has been determined, you need to know | ||
which profile you are using. For users with a single configuration, this will | ||||
simply be 'default', and will be located in | ||||
:file:`<IPYTHON_DIR>/profile_default`. | ||||
The next thing you need to know is what to call your configuration file. The | ||||
basic idea is that each application has its own default configuration filename. | ||||
The default named used by the :command:`ipython` command line program is | ||||
:file:`ipython_config.py`, and *all* IPython applications will use this file. | ||||
Other applications, such as the parallel :command:`ipcluster` scripts or the | ||||
QtConsole will load their own config files *after* :file:`ipython_config.py`. To | ||||
load a particular configuration file instead of the default, the name can be | ||||
overridden by the ``config_file`` command line flag. | ||||
To generate the default configuration files, do:: | ||||
$> ipython profile create | ||||
and you will have a default :file:`ipython_config.py` in your IPython directory | ||||
under :file:`profile_default`. If you want the default config files for the | ||||
:mod:`IPython.parallel` applications, add ``--parallel`` to the end of the | ||||
command-line args. | ||||
Brian Granger
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r2277 | |||
.. _Profiles: | ||||
Profiles | ||||
======== | ||||
MinRK
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r4040 | A profile is a directory containing configuration and runtime files, such as | ||
logs, connection info for the parallel apps, and your IPython command history. | ||||
The idea is that users often want to maintain a set of configuration files for | ||||
different purposes: one for doing numerical computing with NumPy and SciPy and | ||||
another for doing symbolic computing with SymPy. Profiles make it easy to keep a | ||||
separate configuration files, logs, and histories for each of these purposes. | ||||
Brian Granger
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r2277 | |||
Let's start by showing how a profile is used: | ||||
.. code-block:: bash | ||||
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r4198 | $ ipython --profile=sympy | ||
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r2277 | |||
MinRK
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r4040 | This tells the :command:`ipython` command line program to get its configuration | ||
from the "sympy" profile. The file names for various profiles do not change. The | ||||
only difference is that profiles are named in a special way. In the case above, | ||||
the "sympy" profile means looking for :file:`ipython_config.py` in :file:`<IPYTHON_DIR>/profile_sympy`. | ||||
The general pattern is this: simply create a new profile with: | ||||
.. code-block:: bash | ||||
ipython profile create <name> | ||||
which adds a directory called ``profile_<name>`` to your IPython directory. Then | ||||
Thomas Kluyver
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r4198 | you can load this profile by adding ``--profile=<name>`` to your command line | ||
MinRK
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r4040 | options. Profiles are supported by all IPython applications. | ||
IPython ships with some sample profiles in :file:`IPython/config/profile`. If | ||||
you create profiles with the name of one of our shipped profiles, these config | ||||
files will be copied over instead of starting with the automatically generated | ||||
config files. | ||||
.. _commandline: | ||||
Command-line arguments | ||||
====================== | ||||
IPython exposes *all* configurable options on the command-line. The command-line | ||||
arguments are generated from the Configurable traits of the classes associated | ||||
with a given Application. Configuring IPython from the command-line may look | ||||
very similar to an IPython config file | ||||
IPython applications use a parser called | ||||
:class:`~IPython.config.loader.KeyValueLoader` to load values into a Config | ||||
object. Values are assigned in much the same way as in a config file: | ||||
.. code-block:: bash | ||||
Thomas Kluyver
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r4198 | $> ipython --InteractiveShell.use_readline=False --BaseIPythonApplication.profile='myprofile' | ||
MinRK
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r4040 | |||
Is the same as adding: | ||||
.. sourcecode:: python | ||||
c.InteractiveShell.use_readline=False | ||||
c.BaseIPythonApplication.profile='myprofile' | ||||
to your config file. Key/Value arguments *always* take a value, separated by '=' | ||||
and no spaces. | ||||
MinRK
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r4608 | Common Arguments | ||
**************** | ||||
Since the strictness and verbosity of the KVLoader above are not ideal for everyday | ||||
use, common arguments can be specified as flags_ or aliases_. | ||||
Flags and Aliases are handled by :mod:`argparse` instead, allowing for more flexible | ||||
parsing. In general, flags and aliases are prefixed by ``--``, except for those | ||||
that are single characters, in which case they can be specified with a single ``-``, e.g.: | ||||
.. code-block:: bash | ||||
$> ipython -i -c "import numpy; x=numpy.linspace(0,1)" --profile testing --colors=lightbg | ||||
MinRK
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r4040 | Aliases | ||
------- | ||||
MinRK
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r4608 | For convenience, applications have a mapping of commonly used traits, so you don't have | ||
to specify the whole class name: | ||||
MinRK
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r4040 | |||
.. code-block:: bash | ||||
MinRK
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r4608 | $> ipython --profile myprofile | ||
# and | ||||
Thomas Kluyver
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r4198 | $> ipython --profile='myprofile' | ||
MinRK
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r4608 | # are equivalent to | ||
Thomas Kluyver
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r4198 | $> ipython --BaseIPythonApplication.profile='myprofile' | ||
MinRK
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r4040 | |||
Flags | ||||
----- | ||||
Applications can also be passed **flags**. Flags are options that take no | ||||
MinRK
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r4608 | arguments. They are simply wrappers for | ||
MinRK
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r4040 | setting one or more configurables with predefined values, often True/False. | ||
For instance: | ||||
.. code-block:: bash | ||||
$> ipcontroller --debug | ||||
# is equivalent to | ||||
Thomas Kluyver
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r4198 | $> ipcontroller --Application.log_level=DEBUG | ||
MinRK
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r4608 | # and | ||
MinRK
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r4040 | $> ipython --pylab | ||
# is equivalent to | ||||
Thomas Kluyver
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r4198 | $> ipython --pylab=auto | ||
MinRK
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r4608 | # or | ||
$> ipython --no-banner | ||||
# is equivalent to | ||||
$> ipython --TerminalIPythonApp.display_banner=False | ||||
MinRK
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r4040 | |||
Subcommands | ||||
MinRK
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r4608 | *********** | ||
MinRK
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r4040 | |||
Some IPython applications have **subcommands**. Subcommands are modeled after | ||||
:command:`git`, and are called with the form :command:`command subcommand | ||||
[...args]`. Currently, the QtConsole is a subcommand of terminal IPython: | ||||
.. code-block:: bash | ||||
Thomas Kluyver
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r4198 | $> ipython qtconsole --profile=myprofile | ||
MinRK
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r4040 | |||
and :command:`ipcluster` is simply a wrapper for its various subcommands (start, | ||||
stop, engines). | ||||
.. code-block:: bash | ||||
Thomas Kluyver
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r4198 | $> ipcluster start --profile=myprofile --n=4 | ||
MinRK
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r4040 | |||
Brian Granger
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r2277 | |||
MinRK
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r4040 | To see a list of the available aliases, flags, and subcommands for an IPython application, simply pass ``-h`` or ``--help``. And to see the full list of configurable options (*very* long), pass ``--help-all``. | ||
Brian Granger
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r2277 | |||
Design requirements | ||||
=================== | ||||
Here are the main requirements we wanted our configuration system to have: | ||||
* Support for hierarchical configuration information. | ||||
* Full integration with command line option parsers. Often, you want to read | ||||
a configuration file, but then override some of the values with command line | ||||
options. Our configuration system automates this process and allows each | ||||
command line option to be linked to a particular attribute in the | ||||
configuration hierarchy that it will override. | ||||
* Configuration files that are themselves valid Python code. This accomplishes | ||||
many things. First, it becomes possible to put logic in your configuration | ||||
files that sets attributes based on your operating system, network setup, | ||||
Python version, etc. Second, Python has a super simple syntax for accessing | ||||
hierarchical data structures, namely regular attribute access | ||||
(``Foo.Bar.Bam.name``). Third, using Python makes it easy for users to | ||||
import configuration attributes from one configuration file to another. | ||||
Thomas Kluyver
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r4066 | Fourth, even though Python is dynamically typed, it does have types that can | ||
Brian Granger
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r2277 | be checked at runtime. Thus, a ``1`` in a config file is the integer '1', | ||
while a ``'1'`` is a string. | ||||
* A fully automated method for getting the configuration information to the | ||||
classes that need it at runtime. Writing code that walks a configuration | ||||
hierarchy to extract a particular attribute is painful. When you have | ||||
complex configuration information with hundreds of attributes, this makes | ||||
you want to cry. | ||||
* Type checking and validation that doesn't require the entire configuration | ||||
hierarchy to be specified statically before runtime. Python is a very | ||||
dynamic language and you don't always know everything that needs to be | ||||
configured when a program starts. | ||||
MinRK
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r3351 | |||
.. _`XDG Base Directory`: http://standards.freedesktop.org/basedir-spec/basedir-spec-latest.html | ||||