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Backport PR #21335 on branch v3.5.x (DOC: move usage tutorial info to Users guide rst)#21360
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QuLogic merged 1 commit intomatplotlib:v3.5.xfrommeeseeksmachine:auto-backport-of-pr-21335-on-v3.5.xOct 15, 2021
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250 changes: 250 additions & 0 deletionsdoc/users/backends.rst
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.. _backends: | ||
======== | ||
Backends | ||
======== | ||
.. _what-is-a-backend: | ||
What is a backend? | ||
------------------ | ||
A lot of documentation on the website and in the mailing lists refers | ||
to the "backend" and many new users are confused by this term. | ||
Matplotlib targets many different use cases and output formats. Some | ||
people use Matplotlib interactively from the Python shell and have | ||
plotting windows pop up when they type commands. Some people run | ||
`Jupyter <https://jupyter.org>`_ notebooks and draw inline plots for | ||
quick data analysis. Others embed Matplotlib into graphical user | ||
interfaces like PyQt or PyGObject to build rich applications. Some | ||
people use Matplotlib in batch scripts to generate postscript images | ||
from numerical simulations, and still others run web application | ||
servers to dynamically serve up graphs. | ||
To support all of these use cases, Matplotlib can target different | ||
outputs, and each of these capabilities is called a backend; the | ||
"frontend" is the user facing code, i.e., the plotting code, whereas the | ||
"backend" does all the hard work behind-the-scenes to make the figure. | ||
There are two types of backends: user interface backends (for use in | ||
PyQt/PySide, PyGObject, Tkinter, wxPython, or macOS/Cocoa); also referred to | ||
as "interactive backends") and hardcopy backends to make image files | ||
(PNG, SVG, PDF, PS; also referred to as "non-interactive backends"). | ||
Selecting a backend | ||
------------------- | ||
There are three ways to configure your backend: | ||
- The :rc:`backend` parameter in your :file:`matplotlibrc` file | ||
- The :envvar:`MPLBACKEND` environment variable | ||
- The function :func:`matplotlib.use` | ||
Below is a more detailed description. | ||
If there is more than one configuration present, the last one from the | ||
list takes precedence; e.g. calling :func:`matplotlib.use()` will override | ||
the setting in your :file:`matplotlibrc`. | ||
Without a backend explicitly set, Matplotlib automatically detects a usable | ||
backend based on what is available on your system and on whether a GUI event | ||
loop is already running. The first usable backend in the following list is | ||
selected: MacOSX, QtAgg, GTK4Agg, Gtk3Agg, TkAgg, WxAgg, Agg. The last, Agg, | ||
is a non-interactive backend that can only write to files. It is used on | ||
Linux, if Matplotlib cannot connect to either an X display or a Wayland | ||
display. | ||
Here is a detailed description of the configuration methods: | ||
#. Setting :rc:`backend` in your :file:`matplotlibrc` file:: | ||
backend : qtagg # use pyqt with antigrain (agg) rendering | ||
See also :doc:`/tutorials/introductory/customizing`. | ||
#. Setting the :envvar:`MPLBACKEND` environment variable: | ||
You can set the environment variable either for your current shell or for | ||
a single script. | ||
On Unix:: | ||
> export MPLBACKEND=qtagg | ||
> python simple_plot.py | ||
> MPLBACKEND=qtagg python simple_plot.py | ||
On Windows, only the former is possible:: | ||
> set MPLBACKEND=qtagg | ||
> python simple_plot.py | ||
Setting this environment variable will override the ``backend`` parameter | ||
in *any* :file:`matplotlibrc`, even if there is a :file:`matplotlibrc` in | ||
your current working directory. Therefore, setting :envvar:`MPLBACKEND` | ||
globally, e.g. in your :file:`.bashrc` or :file:`.profile`, is discouraged | ||
as it might lead to counter-intuitive behavior. | ||
#. If your script depends on a specific backend you can use the function | ||
:func:`matplotlib.use`:: | ||
import matplotlib | ||
matplotlib.use('qtagg') | ||
This should be done before any figure is created, otherwise Matplotlib may | ||
fail to switch the backend and raise an ImportError. | ||
Using `~matplotlib.use` will require changes in your code if users want to | ||
use a different backend. Therefore, you should avoid explicitly calling | ||
`~matplotlib.use` unless absolutely necessary. | ||
.. _the-builtin-backends: | ||
The builtin backends | ||
-------------------- | ||
By default, Matplotlib should automatically select a default backend which | ||
allows both interactive work and plotting from scripts, with output to the | ||
screen and/or to a file, so at least initially, you will not need to worry | ||
about the backend. The most common exception is if your Python distribution | ||
comes without :mod:`tkinter` and you have no other GUI toolkit installed. | ||
This happens on certain Linux distributions, where you need to install a | ||
Linux package named ``python-tk`` (or similar). | ||
If, however, you want to write graphical user interfaces, or a web | ||
application server | ||
(:doc:`/gallery/user_interfaces/web_application_server_sgskip`), or need a | ||
better understanding of what is going on, read on. To make things easily | ||
more customizable for graphical user interfaces, Matplotlib separates | ||
the concept of the renderer (the thing that actually does the drawing) | ||
from the canvas (the place where the drawing goes). The canonical | ||
renderer for user interfaces is ``Agg`` which uses the `Anti-Grain | ||
Geometry`_ C++ library to make a raster (pixel) image of the figure; it | ||
is used by the ``QtAgg``, ``GTK4Agg``, ``GTK3Agg``, ``wxAgg``, ``TkAgg``, and | ||
``macosx`` backends. An alternative renderer is based on the Cairo library, | ||
used by ``QtCairo``, etc. | ||
For the rendering engines, users can also distinguish between `vector | ||
<https://en.wikipedia.org/wiki/Vector_graphics>`_ or `raster | ||
<https://en.wikipedia.org/wiki/Raster_graphics>`_ renderers. Vector | ||
graphics languages issue drawing commands like "draw a line from this | ||
point to this point" and hence are scale free. Raster backends | ||
generate a pixel representation of the line whose accuracy depends on a | ||
DPI setting. | ||
Here is a summary of the Matplotlib renderers (there is an eponymous | ||
backend for each; these are *non-interactive backends*, capable of | ||
writing to a file): | ||
======== ========= ======================================================= | ||
Renderer Filetypes Description | ||
======== ========= ======================================================= | ||
AGG png raster_ graphics -- high quality images using the | ||
`Anti-Grain Geometry`_ engine | ||
PDF pdf vector_ graphics -- `Portable Document Format`_ | ||
PS ps, eps vector_ graphics -- Postscript_ output | ||
SVG svg vector_ graphics -- `Scalable Vector Graphics`_ | ||
PGF pgf, pdf vector_ graphics -- using the pgf_ package | ||
Cairo png, ps, raster_ or vector_ graphics -- using the Cairo_ library | ||
pdf, svg | ||
======== ========= ======================================================= | ||
To save plots using the non-interactive backends, use the | ||
``matplotlib.pyplot.savefig('filename')`` method. | ||
These are the user interfaces and renderer combinations supported; | ||
these are *interactive backends*, capable of displaying to the screen | ||
and using appropriate renderers from the table above to write to | ||
a file: | ||
========= ================================================================ | ||
Backend Description | ||
========= ================================================================ | ||
QtAgg Agg rendering in a Qt_ canvas (requires PyQt_ or `Qt for Python`_, | ||
a.k.a. PySide). This backend can be activated in IPython with | ||
``%matplotlib qt``. | ||
ipympl Agg rendering embedded in a Jupyter widget. (requires ipympl). | ||
This backend can be enabled in a Jupyter notebook with | ||
``%matplotlib ipympl``. | ||
GTK3Agg Agg rendering to a GTK_ 3.x canvas (requires PyGObject_, | ||
and pycairo_ or cairocffi_). This backend can be activated in | ||
IPython with ``%matplotlib gtk3``. | ||
GTK4Agg Agg rendering to a GTK_ 4.x canvas (requires PyGObject_, | ||
and pycairo_ or cairocffi_). This backend can be activated in | ||
IPython with ``%matplotlib gtk4``. | ||
macosx Agg rendering into a Cocoa canvas in OSX. This backend can be | ||
activated in IPython with ``%matplotlib osx``. | ||
TkAgg Agg rendering to a Tk_ canvas (requires TkInter_). This | ||
backend can be activated in IPython with ``%matplotlib tk``. | ||
nbAgg Embed an interactive figure in a Jupyter classic notebook. This | ||
backend can be enabled in Jupyter notebooks via | ||
``%matplotlib notebook``. | ||
WebAgg On ``show()`` will start a tornado server with an interactive | ||
figure. | ||
GTK3Cairo Cairo rendering to a GTK_ 3.x canvas (requires PyGObject_, | ||
and pycairo_ or cairocffi_). | ||
GTK4Cairo Cairo rendering to a GTK_ 4.x canvas (requires PyGObject_, | ||
and pycairo_ or cairocffi_). | ||
wxAgg Agg rendering to a wxWidgets_ canvas (requires wxPython_ 4). | ||
This backend can be activated in IPython with ``%matplotlib wx``. | ||
========= ================================================================ | ||
.. note:: | ||
The names of builtin backends case-insensitive; e.g., 'QtAgg' and | ||
'qtagg' are equivalent. | ||
.. _`Anti-Grain Geometry`: http://agg.sourceforge.net/antigrain.com/ | ||
.. _`Portable Document Format`: https://en.wikipedia.org/wiki/Portable_Document_Format | ||
.. _Postscript: https://en.wikipedia.org/wiki/PostScript | ||
.. _`Scalable Vector Graphics`: https://en.wikipedia.org/wiki/Scalable_Vector_Graphics | ||
.. _pgf: https://ctan.org/pkg/pgf | ||
.. _Cairo: https://www.cairographics.org | ||
.. _PyGObject: https://wiki.gnome.org/action/show/Projects/PyGObject | ||
.. _pycairo: https://www.cairographics.org/pycairo/ | ||
.. _cairocffi: https://pythonhosted.org/cairocffi/ | ||
.. _wxPython: https://www.wxpython.org/ | ||
.. _TkInter: https://docs.python.org/3/library/tk.html | ||
.. _PyQt: https://riverbankcomputing.com/software/pyqt/intro | ||
.. _`Qt for Python`: https://doc.qt.io/qtforpython/ | ||
.. _Qt: https://qt.io/ | ||
.. _GTK: https://www.gtk.org/ | ||
.. _Tk: https://www.tcl.tk/ | ||
.. _wxWidgets: https://www.wxwidgets.org/ | ||
ipympl | ||
^^^^^^ | ||
The Jupyter widget ecosystem is moving too fast to support directly in | ||
Matplotlib. To install ipympl: | ||
.. code-block:: bash | ||
pip install ipympl | ||
jupyter nbextension enable --py --sys-prefix ipympl | ||
or | ||
.. code-block:: bash | ||
conda install ipympl -c conda-forge | ||
See `jupyter-matplotlib <https://github.com/matplotlib/jupyter-matplotlib>`__ | ||
for more details. | ||
.. _QT_API-usage: | ||
How do I select PyQt5 or PySide2? | ||
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ | ||
The :envvar:`QT_API` environment variable can be set to either ``pyqt5`` or | ||
``pyside2`` to use ``PyQt5`` or ``PySide2``, respectively. | ||
Since the default value for the bindings to be used is ``PyQt5``, Matplotlib | ||
first tries to import it. If the import fails, it tries to import | ||
``PySide2``. | ||
Using non-builtin backends | ||
-------------------------- | ||
More generally, any importable backend can be selected by using any of the | ||
methods above. If ``name.of.the.backend`` is the module containing the | ||
backend, use ``module://name.of.the.backend`` as the backend name, e.g. | ||
``matplotlib.use('module://name.of.the.backend')``. |
4 changes: 2 additions & 2 deletionsdoc/users/getting_started.rst
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3 changes: 3 additions & 0 deletionsdoc/users/index.rst
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