1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
|
# -*- coding: utf-8 -*-
"""Pylab (matplotlib) support utilities."""
# Copyright (c) IPython Development Team.
# Distributed under the terms of the Modified BSD License.
from io import BytesIO
from binascii import b2a_base64
from functools import partial
import warnings
from IPython.core.display import _pngxy
from IPython.utils.decorators import flag_calls
# Matplotlib backend resolution functionality moved from IPython to Matplotlib
# in IPython 8.24 and Matplotlib 3.9.0. Need to keep `backends` and `backend2gui`
# here for earlier Matplotlib and for external backend libraries such as
# mplcairo that might rely upon it.
_deprecated_backends = {
"tk": "TkAgg",
"gtk": "GTKAgg",
"gtk3": "GTK3Agg",
"gtk4": "GTK4Agg",
"wx": "WXAgg",
"qt4": "Qt4Agg",
"qt5": "Qt5Agg",
"qt6": "QtAgg",
"qt": "QtAgg",
"osx": "MacOSX",
"nbagg": "nbAgg",
"webagg": "WebAgg",
"notebook": "nbAgg",
"agg": "agg",
"svg": "svg",
"pdf": "pdf",
"ps": "ps",
"inline": "module://matplotlib_inline.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:
_deprecated_backend2gui = dict(
zip(_deprecated_backends.values(), _deprecated_backends.keys())
)
# In the reverse mapping, there are a few extra valid matplotlib backends that
# map to the same GUI support
_deprecated_backend2gui["GTK"] = _deprecated_backend2gui["GTKCairo"] = "gtk"
_deprecated_backend2gui["GTK3Cairo"] = "gtk3"
_deprecated_backend2gui["GTK4Cairo"] = "gtk4"
_deprecated_backend2gui["WX"] = "wx"
_deprecated_backend2gui["CocoaAgg"] = "osx"
# There needs to be a hysteresis here as the new QtAgg Matplotlib backend
# supports either Qt5 or Qt6 and the IPython qt event loop support Qt4, Qt5,
# and Qt6.
_deprecated_backend2gui["QtAgg"] = "qt"
_deprecated_backend2gui["Qt4Agg"] = "qt4"
_deprecated_backend2gui["Qt5Agg"] = "qt5"
# And some backends that don't need GUI integration
del _deprecated_backend2gui["nbAgg"]
del _deprecated_backend2gui["agg"]
del _deprecated_backend2gui["svg"]
del _deprecated_backend2gui["pdf"]
del _deprecated_backend2gui["ps"]
del _deprecated_backend2gui["module://matplotlib_inline.backend_inline"]
del _deprecated_backend2gui["module://ipympl.backend_nbagg"]
# Deprecated attributes backends and backend2gui mostly following PEP 562.
def __getattr__(name):
if name in ("backends", "backend2gui"):
warnings.warn(
f"{name} is deprecated since IPython 8.24, backends are managed "
"in matplotlib and can be externally registered.",
DeprecationWarning,
)
return globals()[f"_deprecated_{name}"]
raise AttributeError(f"module {__name__!r} has no attribute {name!r}")
#-----------------------------------------------------------------------------
# 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", base64=False, **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``.
If `base64` is True, return base64-encoded str instead of raw bytes
for binary-encoded image formats
.. versionadded:: 7.29
base64 argument
"""
# 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 = {
"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()
if fig.canvas is None:
from matplotlib.backend_bases import FigureCanvasBase
FigureCanvasBase(fig)
fig.canvas.print_figure(bytes_io, **kw)
data = bytes_io.getvalue()
if fmt == 'svg':
data = data.decode('utf-8')
elif base64:
data = b2a_base64(data, newline=False).decode("ascii")
return data
def retina_figure(fig, base64=False, **kwargs):
"""format a figure as a pixel-doubled (retina) PNG
If `base64` is True, return base64-encoded str instead of raw bytes
for binary-encoded image formats
.. versionadded:: 7.29
base64 argument
"""
pngdata = print_figure(fig, fmt="retina", base64=False, **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 = {"width": w//2, "height":h//2}
if base64:
pngdata = b2a_base64(pngdata, newline=False).decode("ascii")
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
with matplotlib.rc_context({"interactive": False}):
safe_execfile(fname, *where, **kw)
if matplotlib.is_interactive():
plt.show()
# 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 as e:
raise NotImplementedError() from e
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, str):
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 in ("nbagg", "ipympl", "widget", "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, partial(print_figure, fmt="png", base64=True, **kwargs)
)
if "retina" in formats or "png2x" in formats:
png_formatter.for_type(Figure, partial(retina_figure, base64=True, **kwargs))
if "jpg" in formats or "jpeg" in formats:
jpg_formatter.for_type(
Figure, partial(print_figure, fmt="jpg", base64=True, **kwargs)
)
if "svg" in formats:
svg_formatter.for_type(Figure, partial(print_figure, fmt="svg", **kwargs))
if "pdf" in formats:
pdf_formatter.for_type(
Figure, partial(print_figure, fmt="pdf", base64=True, **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','agg').
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://matplotlib_inline.backend_inline','agg').
"""
import matplotlib
if _matplotlib_manages_backends():
backend_registry = matplotlib.backends.registry.backend_registry
# gui argument may be a gui event loop or may be a backend name.
if gui in ("auto", None):
backend = matplotlib.rcParamsOrig["backend"]
backend, gui = backend_registry.resolve_backend(backend)
else:
gui = _convert_gui_to_matplotlib(gui)
backend, gui = backend_registry.resolve_gui_or_backend(gui)
gui = _convert_gui_from_matplotlib(gui)
return gui, backend
# Fallback to previous behaviour (Matplotlib < 3.9)
mpl_version_info = getattr(matplotlib, "__version_info__", (0, 0))
has_unified_qt_backend = mpl_version_info >= (3, 5)
from IPython.core.pylabtools import backends
backends_ = dict(backends)
if not has_unified_qt_backend:
backends_["qt"] = "qt5agg"
if gui and gui != 'auto':
# select backend based on requested gui
backend = backends_[gui]
if gui == 'agg':
gui = None
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
from IPython.core.pylabtools import backend2gui
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]
# Matplotlib before _matplotlib_manages_backends() can return "inline" for
# no gui event loop rather than the None that IPython >= 8.24.0 expects.
if gui == "inline":
gui = None
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
# Due to circular imports, pyplot may be only partially initialised
# when this function runs.
# So avoid needing matplotlib attribute-lookup to access pyplot.
from matplotlib import pyplot as plt
plt.switch_backend(backend)
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.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):
"""
.. deprecated:: 7.23
use `matplotlib_inline.backend_inline.configure_inline_support()`
Configure an IPython shell object for matplotlib use.
Parameters
----------
shell : InteractiveShell instance
backend : matplotlib backend
"""
warnings.warn(
"`configure_inline_support` is deprecated since IPython 7.23, directly "
"use `matplotlib_inline.backend_inline.configure_inline_support()`",
DeprecationWarning,
stacklevel=2,
)
from matplotlib_inline.backend_inline import (
configure_inline_support as configure_inline_support_orig,
)
configure_inline_support_orig(shell, backend)
# Determine if Matplotlib manages backends only if needed, and cache result.
# Do not read this directly, instead use _matplotlib_manages_backends().
_matplotlib_manages_backends_value: bool | None = None
def _matplotlib_manages_backends() -> bool:
"""Return True if Matplotlib manages backends, False otherwise.
If it returns True, the caller can be sure that
matplotlib.backends.registry.backend_registry is available along with
member functions resolve_gui_or_backend, resolve_backend, list_all, and
list_gui_frameworks.
This function can be removed as it will always return True when Python
3.12, the latest version supported by Matplotlib < 3.9, reaches
end-of-life in late 2028.
"""
global _matplotlib_manages_backends_value
if _matplotlib_manages_backends_value is None:
try:
from matplotlib.backends.registry import backend_registry
_matplotlib_manages_backends_value = hasattr(
backend_registry, "resolve_gui_or_backend"
)
except ImportError:
_matplotlib_manages_backends_value = False
return _matplotlib_manages_backends_value
def _list_matplotlib_backends_and_gui_loops() -> list[str]:
"""Return list of all Matplotlib backends and GUI event loops.
This is the list returned by
%matplotlib --list
"""
if _matplotlib_manages_backends():
from matplotlib.backends.registry import backend_registry
ret = backend_registry.list_all() + [
_convert_gui_from_matplotlib(gui)
for gui in backend_registry.list_gui_frameworks()
]
else:
from IPython.core import pylabtools
ret = list(pylabtools.backends.keys())
return sorted(["auto"] + ret)
# Matplotlib and IPython do not always use the same gui framework name.
# Always use the approprate one of these conversion functions when passing a
# gui framework name to/from Matplotlib.
def _convert_gui_to_matplotlib(gui: str | None) -> str | None:
if gui and gui.lower() == "osx":
return "macosx"
return gui
def _convert_gui_from_matplotlib(gui: str | None) -> str | None:
if gui and gui.lower() == "macosx":
return "osx"
return gui
|