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- # -*- coding: utf-8 -*-
- """Pylab (matplotlib) support utilities."""
- from __future__ import print_function
- # Copyright (c) IPython Development Team.
- # Distributed under the terms of the Modified BSD License.
- from io import BytesIO
- from IPython.core.display import _pngxy
- from IPython.utils.decorators import flag_calls
- from IPython.utils import py3compat
- # If user specifies a GUI, that dictates the backend, otherwise we read the
- # user's mpl default from the mpl rc structure
- backends = {'tk': 'TkAgg',
- 'gtk': 'GTKAgg',
- 'gtk3': 'GTK3Agg',
- 'wx': 'WXAgg',
- 'qt4': 'Qt4Agg',
- 'qt5': 'Qt5Agg',
- 'qt': 'Qt5Agg',
- 'osx': 'MacOSX',
- 'nbagg': 'nbAgg',
- 'notebook': 'nbAgg',
- 'agg': 'agg',
- 'svg': 'svg',
- 'pdf': 'pdf',
- 'ps': 'ps',
- 'inline': 'module://ipykernel.pylab.backend_inline',
- 'ipympl': 'module://ipympl.backend_nbagg',
- 'widget': 'module://ipympl.backend_nbagg',
- }
- # We also need a reverse backends2guis mapping that will properly choose which
- # GUI support to activate based on the desired matplotlib backend. For the
- # most part it's just a reverse of the above dict, but we also need to add a
- # few others that map to the same GUI manually:
- backend2gui = dict(zip(backends.values(), backends.keys()))
- # Our tests expect backend2gui to just return 'qt'
- backend2gui['Qt4Agg'] = 'qt'
- # In the reverse mapping, there are a few extra valid matplotlib backends that
- # map to the same GUI support
- backend2gui['GTK'] = backend2gui['GTKCairo'] = 'gtk'
- backend2gui['GTK3Cairo'] = 'gtk3'
- backend2gui['WX'] = 'wx'
- backend2gui['CocoaAgg'] = 'osx'
- # And some backends that don't need GUI integration
- del backend2gui['nbAgg']
- del backend2gui['agg']
- del backend2gui['svg']
- del backend2gui['pdf']
- del backend2gui['ps']
- del backend2gui['module://ipykernel.pylab.backend_inline']
- #-----------------------------------------------------------------------------
- # Matplotlib utilities
- #-----------------------------------------------------------------------------
- def getfigs(*fig_nums):
- """Get a list of matplotlib figures by figure numbers.
- If no arguments are given, all available figures are returned. If the
- argument list contains references to invalid figures, a warning is printed
- but the function continues pasting further figures.
- Parameters
- ----------
- figs : tuple
- A tuple of ints giving the figure numbers of the figures to return.
- """
- from matplotlib._pylab_helpers import Gcf
- if not fig_nums:
- fig_managers = Gcf.get_all_fig_managers()
- return [fm.canvas.figure for fm in fig_managers]
- else:
- figs = []
- for num in fig_nums:
- f = Gcf.figs.get(num)
- if f is None:
- print('Warning: figure %s not available.' % num)
- else:
- figs.append(f.canvas.figure)
- return figs
- def figsize(sizex, sizey):
- """Set the default figure size to be [sizex, sizey].
- This is just an easy to remember, convenience wrapper that sets::
- matplotlib.rcParams['figure.figsize'] = [sizex, sizey]
- """
- import matplotlib
- matplotlib.rcParams['figure.figsize'] = [sizex, sizey]
- def print_figure(fig, fmt='png', bbox_inches='tight', **kwargs):
- """Print a figure to an image, and return the resulting file data
-
- Returned data will be bytes unless ``fmt='svg'``,
- in which case it will be unicode.
-
- Any keyword args are passed to fig.canvas.print_figure,
- such as ``quality`` or ``bbox_inches``.
- """
- from matplotlib import rcParams
- # When there's an empty figure, we shouldn't return anything, otherwise we
- # get big blank areas in the qt console.
- if not fig.axes and not fig.lines:
- return
- dpi = fig.dpi
- if fmt == 'retina':
- dpi = dpi * 2
- fmt = 'png'
-
- # build keyword args
- kw = dict(
- format=fmt,
- facecolor=fig.get_facecolor(),
- edgecolor=fig.get_edgecolor(),
- dpi=dpi,
- bbox_inches=bbox_inches,
- )
- # **kwargs get higher priority
- kw.update(kwargs)
-
- bytes_io = BytesIO()
- fig.canvas.print_figure(bytes_io, **kw)
- data = bytes_io.getvalue()
- if fmt == 'svg':
- data = data.decode('utf-8')
- return data
-
- def retina_figure(fig, **kwargs):
- """format a figure as a pixel-doubled (retina) PNG"""
- pngdata = print_figure(fig, fmt='retina', **kwargs)
- # Make sure that retina_figure acts just like print_figure and returns
- # None when the figure is empty.
- if pngdata is None:
- return
- w, h = _pngxy(pngdata)
- metadata = dict(width=w//2, height=h//2)
- return pngdata, metadata
- # We need a little factory function here to create the closure where
- # safe_execfile can live.
- def mpl_runner(safe_execfile):
- """Factory to return a matplotlib-enabled runner for %run.
- Parameters
- ----------
- safe_execfile : function
- This must be a function with the same interface as the
- :meth:`safe_execfile` method of IPython.
- Returns
- -------
- A function suitable for use as the ``runner`` argument of the %run magic
- function.
- """
-
- def mpl_execfile(fname,*where,**kw):
- """matplotlib-aware wrapper around safe_execfile.
- Its interface is identical to that of the :func:`execfile` builtin.
- This is ultimately a call to execfile(), but wrapped in safeties to
- properly handle interactive rendering."""
- import matplotlib
- import matplotlib.pyplot as plt
- #print '*** Matplotlib runner ***' # dbg
- # turn off rendering until end of script
- is_interactive = matplotlib.rcParams['interactive']
- matplotlib.interactive(False)
- safe_execfile(fname,*where,**kw)
- matplotlib.interactive(is_interactive)
- # make rendering call now, if the user tried to do it
- if plt.draw_if_interactive.called:
- plt.draw()
- plt.draw_if_interactive.called = False
- # re-draw everything that is stale
- try:
- da = plt.draw_all
- except AttributeError:
- pass
- else:
- da()
- return mpl_execfile
- def _reshow_nbagg_figure(fig):
- """reshow an nbagg figure"""
- try:
- reshow = fig.canvas.manager.reshow
- except AttributeError:
- raise NotImplementedError()
- else:
- reshow()
- def select_figure_formats(shell, formats, **kwargs):
- """Select figure formats for the inline backend.
- Parameters
- ==========
- shell : InteractiveShell
- The main IPython instance.
- formats : str or set
- One or a set of figure formats to enable: 'png', 'retina', 'jpeg', 'svg', 'pdf'.
- **kwargs : any
- Extra keyword arguments to be passed to fig.canvas.print_figure.
- """
- import matplotlib
- from matplotlib.figure import Figure
- svg_formatter = shell.display_formatter.formatters['image/svg+xml']
- png_formatter = shell.display_formatter.formatters['image/png']
- jpg_formatter = shell.display_formatter.formatters['image/jpeg']
- pdf_formatter = shell.display_formatter.formatters['application/pdf']
- if isinstance(formats, py3compat.string_types):
- formats = {formats}
- # cast in case of list / tuple
- formats = set(formats)
- [ f.pop(Figure, None) for f in shell.display_formatter.formatters.values() ]
- mplbackend = matplotlib.get_backend().lower()
- if mplbackend == 'nbagg' or mplbackend == 'module://ipympl.backend_nbagg':
- formatter = shell.display_formatter.ipython_display_formatter
- formatter.for_type(Figure, _reshow_nbagg_figure)
- supported = {'png', 'png2x', 'retina', 'jpg', 'jpeg', 'svg', 'pdf'}
- bad = formats.difference(supported)
- if bad:
- bs = "%s" % ','.join([repr(f) for f in bad])
- gs = "%s" % ','.join([repr(f) for f in supported])
- raise ValueError("supported formats are: %s not %s" % (gs, bs))
-
- if 'png' in formats:
- png_formatter.for_type(Figure, lambda fig: print_figure(fig, 'png', **kwargs))
- if 'retina' in formats or 'png2x' in formats:
- png_formatter.for_type(Figure, lambda fig: retina_figure(fig, **kwargs))
- if 'jpg' in formats or 'jpeg' in formats:
- jpg_formatter.for_type(Figure, lambda fig: print_figure(fig, 'jpg', **kwargs))
- if 'svg' in formats:
- svg_formatter.for_type(Figure, lambda fig: print_figure(fig, 'svg', **kwargs))
- if 'pdf' in formats:
- pdf_formatter.for_type(Figure, lambda fig: print_figure(fig, 'pdf', **kwargs))
- #-----------------------------------------------------------------------------
- # Code for initializing matplotlib and importing pylab
- #-----------------------------------------------------------------------------
- def find_gui_and_backend(gui=None, gui_select=None):
- """Given a gui string return the gui and mpl backend.
- Parameters
- ----------
- gui : str
- Can be one of ('tk','gtk','wx','qt','qt4','inline').
- gui_select : str
- Can be one of ('tk','gtk','wx','qt','qt4','inline').
- This is any gui already selected by the shell.
- Returns
- -------
- A tuple of (gui, backend) where backend is one of ('TkAgg','GTKAgg',
- 'WXAgg','Qt4Agg','module://ipykernel.pylab.backend_inline').
- """
- import matplotlib
- if gui and gui != 'auto':
- # select backend based on requested gui
- backend = backends[gui]
- else:
- # We need to read the backend from the original data structure, *not*
- # from mpl.rcParams, since a prior invocation of %matplotlib may have
- # overwritten that.
- # WARNING: this assumes matplotlib 1.1 or newer!!
- backend = matplotlib.rcParamsOrig['backend']
- # In this case, we need to find what the appropriate gui selection call
- # should be for IPython, so we can activate inputhook accordingly
- gui = backend2gui.get(backend, None)
- # If we have already had a gui active, we need it and inline are the
- # ones allowed.
- if gui_select and gui != gui_select:
- gui = gui_select
- backend = backends[gui]
- return gui, backend
- def activate_matplotlib(backend):
- """Activate the given backend and set interactive to True."""
- import matplotlib
- matplotlib.interactive(True)
-
- # Matplotlib had a bug where even switch_backend could not force
- # the rcParam to update. This needs to be set *before* the module
- # magic of switch_backend().
- matplotlib.rcParams['backend'] = backend
- import matplotlib.pyplot
- matplotlib.pyplot.switch_backend(backend)
- # This must be imported last in the matplotlib series, after
- # backend/interactivity choices have been made
- import matplotlib.pyplot as plt
- plt.show._needmain = False
- # We need to detect at runtime whether show() is called by the user.
- # For this, we wrap it into a decorator which adds a 'called' flag.
- plt.draw_if_interactive = flag_calls(plt.draw_if_interactive)
- def import_pylab(user_ns, import_all=True):
- """Populate the namespace with pylab-related values.
-
- Imports matplotlib, pylab, numpy, and everything from pylab and numpy.
-
- Also imports a few names from IPython (figsize, display, getfigs)
-
- """
- # Import numpy as np/pyplot as plt are conventions we're trying to
- # somewhat standardize on. Making them available to users by default
- # will greatly help this.
- s = ("import numpy\n"
- "import matplotlib\n"
- "from matplotlib import pylab, mlab, pyplot\n"
- "np = numpy\n"
- "plt = pyplot\n"
- )
- exec(s, user_ns)
-
- if import_all:
- s = ("from matplotlib.pylab import *\n"
- "from numpy import *\n")
- exec(s, user_ns)
-
- # IPython symbols to add
- user_ns['figsize'] = figsize
- from IPython.core.display import display
- # Add display and getfigs to the user's namespace
- user_ns['display'] = display
- user_ns['getfigs'] = getfigs
- def configure_inline_support(shell, backend):
- """Configure an IPython shell object for matplotlib use.
- Parameters
- ----------
- shell : InteractiveShell instance
- backend : matplotlib backend
- """
- # If using our svg payload backend, register the post-execution
- # function that will pick up the results for display. This can only be
- # done with access to the real shell object.
- # Note: if we can't load the inline backend, then there's no point
- # continuing (such as in terminal-only shells in environments without
- # zeromq available).
- try:
- from ipykernel.pylab.backend_inline import InlineBackend
- except ImportError:
- return
- import matplotlib
- cfg = InlineBackend.instance(parent=shell)
- cfg.shell = shell
- if cfg not in shell.configurables:
- shell.configurables.append(cfg)
- if backend == backends['inline']:
- from ipykernel.pylab.backend_inline import flush_figures
- shell.events.register('post_execute', flush_figures)
- # Save rcParams that will be overwrittern
- shell._saved_rcParams = dict()
- for k in cfg.rc:
- shell._saved_rcParams[k] = matplotlib.rcParams[k]
- # load inline_rc
- matplotlib.rcParams.update(cfg.rc)
- new_backend_name = "inline"
- else:
- from ipykernel.pylab.backend_inline import flush_figures
- try:
- shell.events.unregister('post_execute', flush_figures)
- except ValueError:
- pass
- if hasattr(shell, '_saved_rcParams'):
- matplotlib.rcParams.update(shell._saved_rcParams)
- del shell._saved_rcParams
- new_backend_name = "other"
- # only enable the formats once -> don't change the enabled formats (which the user may
- # has changed) when getting another "%matplotlib inline" call.
- # See https://github.com/ipython/ipykernel/issues/29
- cur_backend = getattr(configure_inline_support, "current_backend", "unset")
- if new_backend_name != cur_backend:
- # Setup the default figure format
- select_figure_formats(shell, cfg.figure_formats, **cfg.print_figure_kwargs)
- configure_inline_support.current_backend = new_backend_name
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