def parse_options():
doc = (__doc__ and __doc__.split('\n\n')) or " "
op = OptionParser(
description=doc[0].strip(),
usage='%prog [options] [--] [backends and switches]',
#epilog='\n'.join(doc[1:]) # epilog not supported on my python2.4 machine: JDH
)
op.disable_interspersed_args()
op.set_defaults(dirs='pylab,api,units,mplot3d',
clean=False,
coverage=False,
valgrind=False)
op.add_option('-d',
'--dirs',
'--directories',
type='string',
dest='dirs',
help=dedent('''
Run only the tests in these directories; comma-separated list of
one or more of: pylab (or pylab_examples), api, units, mplot3d'''))
op.add_option('-b',
'--backends',
type='string',
dest='backends',
help=dedent('''
Run tests only for these backends; comma-separated list of
one or more of: agg, ps, svg, pdf, template, cairo,
Default is everything except cairo.'''))
op.add_option('--clean',
action='store_true',
dest='clean',
help='Remove result directories, run no tests')
op.add_option('-c',
'--coverage',
action='store_true',
dest='coverage',
help='Run in coverage.py')
op.add_option('-v',
'--valgrind',
action='store_true',
dest='valgrind',
help='Run in valgrind')
options, args = op.parse_args()
switches = [x for x in args if x.startswith('--')]
backends = [x.lower() for x in args if not x.startswith('--')]
if options.backends:
backends += [be.lower() for be in options.backends.split(',')]
result = Bunch(dirs=options.dirs.split(','),
backends=backends
or ['agg', 'ps', 'svg', 'pdf', 'template'],
clean=options.clean,
coverage=options.coverage,
valgrind=options.valgrind,
switches=switches)
if 'pylab_examples' in result.dirs:
result.dirs[result.dirs.index('pylab_examples')] = 'pylab'
#print(result)
return (result)
def h_pseudocode(e, doc):
if not isinstance(e, pf.CodeBlock) or not "algorithm" in e.classes:
return None
content = e.text
if e.identifier:
doc.label_descriptions[e.identifier] = "Algorithm"
label = labelref(e, doc)
_, number_, _ = get_full_label(label, doc)
if number_ and number_ != "??":
i = number_.rfind(".")
number = int(number_[i + 1:]) if i > -1 else int(number_)
else:
number = 0
title = e.attributes.get("title", "")
if doc.format == "latex":
textitle = f"[{title}]" if title else ""
result = (dedent(rf"""
\begin{{algorithm}}{textitle}
\label[algorithm]{{{label}}} ~ \\ \noindent
\begin{{algorithmic}}[1]
""") + "\n" + format_pseudocode(content) + dedent(fr"""
\end{{algorithmic}}
\end{{algorithm}}
"""))
return pf.RawBlock(result, format="latex")
if doc.format == "html":
textitle = f"\caption{{{title}}}" if title else ""
uid = str(uuid.uuid4())
content = (format_pseudocode(content).replace(
"\\INPUT", "\\REQUIRE").replace("\\OUTPUT", "\\ENSURE"))
result = (dedent(rf"""
<pre id="{uid}" class="pseudocodetext" style="display:none;">
\begin{{algorithm}}
{textitle}
\begin{{algorithmic}}
""") + "\n" + content + dedent(fr"""
\end{{algorithmic}}
\end{{algorithm}}
</pre>
<div id="{uid}result" class="pseudocodeoutput" ></div>
<script>
document.addEventListener('readystatechange', event => {{
if (event.target.readyState === "complete") {{
var code = document.getElementById('{uid}').textContent;
var resultEl = document.getElementById('{uid}result');
resultEl.innerHTML = '';
var options = {{
captionCount: {number-1},
lineNumber: true
}};
pseudocode.render(code, resultEl, options);
}}
}});
</script>
"""))
return pf.RawBlock(result, format="html")
return None
def parse_options():
doc = (__doc__ and __doc__.split("\n\n")) or " "
op = OptionParser(
description=doc[0].strip(),
usage="%prog [options] [--] [backends and switches]",
# epilog='\n'.join(doc[1:]) # epilog not supported on my python2.4 machine: JDH
)
op.disable_interspersed_args()
op.set_defaults(dirs="pylab,api,units,mplot3d", clean=False, coverage=False, valgrind=False)
op.add_option(
"-d",
"--dirs",
"--directories",
type="string",
dest="dirs",
help=dedent(
"""
Run only the tests in these directories; comma-separated list of
one or more of: pylab (or pylab_examples), api, units, mplot3d"""
),
)
op.add_option(
"-b",
"--backends",
type="string",
dest="backends",
help=dedent(
"""
Run tests only for these backends; comma-separated list of
one or more of: agg, ps, svg, pdf, template, cairo,
Default is everything except cairo."""
),
)
op.add_option("--clean", action="store_true", dest="clean", help="Remove result directories, run no tests")
op.add_option("-c", "--coverage", action="store_true", dest="coverage", help="Run in coverage.py")
op.add_option("-v", "--valgrind", action="store_true", dest="valgrind", help="Run in valgrind")
options, args = op.parse_args()
switches = [x for x in args if x.startswith("--")]
backends = [x.lower() for x in args if not x.startswith("--")]
if options.backends:
backends += [be.lower() for be in options.backends.split(",")]
result = Bunch(
dirs=options.dirs.split(","),
backends=backends or ["agg", "ps", "svg", "pdf", "template"],
clean=options.clean,
coverage=options.coverage,
valgrind=options.valgrind,
switches=switches,
)
if "pylab_examples" in result.dirs:
result.dirs[result.dirs.index("pylab_examples")] = "pylab"
# print(result)
return result
class Ring(patches.Patch):
"""
Ring patch.
"""
def __str__(self):
return "Ring(%g,%g,%g,%g)"%(self.r1,self.r2,self.theta1,self.theta2)
def __init__(self,
center=(0,0),
r1=0,
r2=None,
theta1=0,
theta2=360,
**kwargs
):
"""
Draw a ring centered at *x*, *y* center with inner radius *r1* and
outer radius *r2* that sweeps *theta1* to *theta2* (in degrees).
Valid kwargs are:
%(Patch)s
"""
patches.Patch.__init__(self, **kwargs)
self.center = center
self.r1, self.r2 = r1,r2
self.theta1, self.theta2 = theta1,theta2
# Inner and outer rings are connected unless the annulus is complete
delta=abs(theta2-theta1)
if fmod(delta,360)<=1e-12*delta:
theta1,theta2 = 0,360
connector = Path.MOVETO
else:
connector = Path.LINETO
# Form the outer ring
arc = Path.arc(theta1,theta2)
if r1 > 0:
# Partial annulus needs to draw the outter ring
# followed by a reversed and scaled inner ring
v1 = arc.vertices
v2 = arc.vertices[::-1]*float(r1)/r2
v = numpy.vstack([v1,v2,v1[0,:],(0,0)])
c = numpy.hstack([arc.codes,arc.codes,connector,Path.CLOSEPOLY])
c[len(arc.codes)]=connector
else:
# Wedge doesn't need an inner ring
v = numpy.vstack([arc.vertices,[(0,0),arc.vertices[0,:],(0,0)]])
c = numpy.hstack([arc.codes,[connector,connector,Path.CLOSEPOLY]])
v *= r2
v += numpy.array(center)
self._path = Path(v,c)
self._patch_transform = transforms.IdentityTransform()
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def get_path(self):
return self._path
class Circle(Ellipse):
"""
A circle patch.
"""
def __str__(self):
return "Circle((%g,%g),r=%g)" % (self.center[0], self.center[1],
self.radius)
def __init__(self, xy, radius=5, **kwargs):
"""
Create true circle at center *xy* = (*x*, *y*) with given
*radius*. Unlike :class:`~matplotlib.patches.CirclePolygon`
which is a polygonal approximation, this uses Bézier splines
and is much closer to a scale-free circle.
Valid kwargs are:
%(Patch)s
"""
if kwargs.has_key('resolution'):
import warnings
warnings.warn(
'Circle is now scale free. Use CirclePolygon instead!',
DeprecationWarning)
kwargs.pop('resolution')
self.radius = radius
Ellipse.__init__(self, xy, radius * 2, radius * 2, **kwargs)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
class CirclePolygon(RegularPolygon):
"""
A polygon-approximation of a circle patch.
"""
def __str__(self):
return "CirclePolygon(%d,%d)" % self.center
def __init__(
self,
xy,
radius=5,
resolution=20, # the number of vertices
**kwargs):
"""
Create a circle at *xy* = (*x*, *y*) with given *radius*.
This circle is approximated by a regular polygon with
*resolution* sides. For a smoother circle drawn with splines,
see :class:`~matplotlib.patches.Circle`.
Valid kwargs are:
%(Patch)s
"""
RegularPolygon.__init__(self,
xy,
resolution,
radius,
orientation=0,
**kwargs)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
class Ellipse(Patch):
"""
A scale-free ellipse.
"""
def __str__(self):
return "Ellipse(%s,%s;%sx%s)" % (self.center[0], self.center[1],
self.width, self.height)
def __init__(self, xy, width, height, angle=0.0, **kwargs):
"""
*xy*
center of ellipse
*width*
length of horizontal axis
*height*
length of vertical axis
*angle*
rotation in degrees (anti-clockwise)
Valid kwargs are:
%(Patch)s
"""
Patch.__init__(self, **kwargs)
self.center = xy
self.width, self.height = width, height
self.angle = angle
self._path = Path.unit_circle()
self._patch_transform = transforms.IdentityTransform()
self._recompute_transform()
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def _recompute_transform(self):
center = (self.convert_xunits(self.center[0]),
self.convert_yunits(self.center[1]))
width = self.convert_xunits(self.width)
height = self.convert_yunits(self.height)
self._patch_transform = transforms.Affine2D() \
.scale(width * 0.5, height * 0.5) \
.rotate_deg(self.angle) \
.translate(*center)
def get_path(self):
"""
Return the vertices of the rectangle
"""
return self._path
def get_patch_transform(self):
self._recompute_transform()
return self._patch_transform
def contains(self, ev):
if ev.x is None or ev.y is None: return False, {}
x, y = self.get_transform().inverted().transform_point((ev.x, ev.y))
return (x * x + y * y) <= 1.0, {}
class Wedge(Patch):
def __str__(self):
return "Wedge(%g,%g)" % self.xy[0]
def __init__(self, center, r, theta1, theta2, **kwargs):
"""
Draw a wedge centered at *x*, *y* center with radius *r* that
sweeps *theta1* to *theta2* (in degrees).
Valid kwargs are:
%(Patch)s
"""
Patch.__init__(self, **kwargs)
self.center = center
self.r = r
self.theta1 = theta1
self.theta2 = theta2
self._patch_transform = transforms.IdentityTransform()
self._path = Path.wedge(self.theta1, self.theta2)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def get_path(self):
return self._path
def get_patch_transform(self):
x = self.convert_xunits(self.center[0])
y = self.convert_yunits(self.center[1])
rx = self.convert_xunits(self.r)
ry = self.convert_yunits(self.r)
self._patch_transform = transforms.Affine2D() \
.scale(rx, ry).translate(x, y)
return self._patch_transform
class CircleCollection(Collection):
"""
A collection of circles, drawn using splines.
"""
def __init__(self, sizes):
"""
*sizes*
Gives the area of the circle in points^2
%(Collection)s
"""
Collection.__init__(self, **kwargs)
self._sizes = sizes
self.set_transform(transforms.IdentityTransform())
self._paths = [mpath.Path.unit_circle()]
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def draw(self, renderer):
# sizes is the area of the circle circumscribing the polygon
# in points^2
self._transforms = [
transforms.Affine2D().scale(
(np.sqrt(x) * renderer.dpi / 72.0) / np.sqrt(np.pi))
for x in self._sizes
]
return Collection.draw(self, renderer)
def __call__(self, func):
if func.__doc__:
doc = func.__doc__
if self.auto_dedent:
doc = dedent(doc)
func.__doc__ = self._format(doc)
return func
def get_metric_tables(names):
"""Get data, average, and return as table.
:names: list of models to search for metric data
:returns: metric summary tables as rst source.
"""
data = get_metric_data(names).reset_index()
data = (pd.melt(data,
id_vars=['name', 'metric', 'site'
]).pivot_table(index=['variable', 'name', 'site'],
columns='metric',
values='value').reset_index())
summary = data.groupby(['variable', 'name']).mean()
table_text = ''
for v in data.variable.unique():
table = dataframe_to_rst(
summary.filter(like=v, axis=0).reset_index('variable', drop=True))
table_text += dedent("""
{variable}
-------------
.. rst-class:: tablesorter
{table}
""").format(variable=v, table=table)
table_text += "\n\n"
return table_text
class Polygon(Patch):
"""
A general polygon patch.
"""
def __str__(self):
return "Poly(%g,%g)" % self.xy[0]
def __init__(self, xy, **kwargs):
"""
xy is a sequence of (x,y) 2 tuples
Valid kwargs are:
%(Patch)s
See Patch documentation for additional kwargs
"""
Patch.__init__(self, **kwargs)
if not isinstance(xy, list):
xy = list(xy)
self.xy = xy
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def get_verts(self):
xs, ys = zip(*self.xy)[:2]
xs = self.convert_xunits(xs)
ys = self.convert_yunits(ys)
return zip(xs, ys)
class AsteriskPolygonCollection(RegularPolyCollection):
def __init__(self, dpi, numsides, rotation=0, sizes=(1, ), **kwargs):
"""
Draw a regular asterisk Polygone with numsides spikes.
* dpi is the figure dpi instance, and is required to do the
area scaling.
* numsides: the number of spikes of the polygon
* sizes gives the area of the circle circumscribing the
regular polygon in points^2
* rotation is the rotation of the polygon in radians
%(PatchCollection)s
"""
RegularPolyCollection.__init__(self, dpi, numsides, rotation, sizes,
**kwargs)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def _update_verts(self):
scale = 1.0 / math.sqrt(math.pi)
r = scale * npy.ones(self.numsides * 2)
r[1::2] = 0
theta = (math.pi / self.numsides) * npy.arange(
2 * self.numsides) + self.rotation
self._verts = zip(r * npy.sin(theta), r * npy.cos(theta))
class Wedge(Polygon):
def __str__(self):
return "Wedge(%g,%g)" % self.xy[0]
def __init__(self, center, r, theta1, theta2, dtheta=5.0, **kwargs):
"""
Draw a wedge centered at x,y tuple center with radius r that
sweeps theta1 to theta2 (angles)
dtheta is the resolution in degrees
Valid kwargs are:
%(Patch)s
"""
xc, yc = center
theta1 = float(theta1)
theta2 = float(theta2)
dtheta = float(dtheta)
num_points = (abs(theta2 - theta1) / dtheta)
if num_points < 2.0:
num_points = 2.0
rads = (npy.pi / 180.) * npy.linspace(
theta1, theta2, num_points, endpoint=True)
xs = r * npy.cos(rads) + xc
ys = r * npy.sin(rads) + yc
verts = [center]
verts.extend([(x, y) for x, y in zip(xs, ys)])
Polygon.__init__(self, verts, **kwargs)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
class Arrow(Polygon):
"""
An arrow patch
"""
def __str__(self):
return "Arrow()"
_path = Path([[0.0, 0.1], [0.0, -0.1], [0.8, -0.1], [0.8, -0.3],
[1.0, 0.0], [0.8, 0.3], [0.8, 0.1], [0.0, 0.1]])
def __init__(self, x, y, dx, dy, width=1.0, **kwargs):
"""Draws an arrow, starting at (x,y), direction and length
given by (dx,dy) the width of the arrow is scaled by width
Valid kwargs are:
%(Patch)s
"""
L = npy.sqrt(dx**2 + dy**2) or 1 # account for div by zero
cx = float(dx) / L
sx = float(dy) / L
trans1 = transforms.Affine2D().scale(L, width)
trans2 = transforms.Affine2D.from_values(cx, sx, -sx, cx, 0.0, 0.0)
trans3 = transforms.Affine2d().translate(x, y)
trans = trans1 + trans2 + trans3
self._patch_transform = trans.frozen()
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def get_path(self):
return self._path
def get_patch_transform(self):
return self._patch_transform
class Wedge(Polygon):
def __str__(self):
return "Wedge(%g,%g)" % self.xy[0]
def __init__(self, center, r, theta1, theta2, dtheta=0.1, **kwargs):
"""
Draw a wedge centered at x,y tuple center with radius r that
sweeps theta1 to theta2 (angles)
dtheta is the resolution in degrees
Valid kwargs are:
%(Patch)s
"""
xc, yc = center
rads = (math.pi / 180.) * npy.arange(theta1, theta2 + 0.1 * dtheta,
dtheta)
xs = r * npy.cos(rads) + xc
ys = r * npy.sin(rads) + yc
verts = [center]
verts.extend([(x, y) for x, y in zip(xs, ys)])
Polygon.__init__(self, verts, **kwargs)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
class CirclePolygon(RegularPolygon):
"""
A circle patch
"""
def __str__(self):
return "CirclePolygon(%d,%d)" % self.center
def __init__(
self,
xy,
radius=5,
resolution=20, # the number of vertices
**kwargs):
"""
Create a circle at xy=(x,y) with radius given by 'radius'
Valid kwargs are:
%(Patch)s
"""
self.center = xy
self.radius = radius
RegularPolygon.__init__(self,
xy,
resolution,
radius,
orientation=0,
**kwargs)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def indexhtml(doc):
"""Generate HTML index for title page"""
keys = sorted(doc.toc.keys(), key=placekey)
def depth(key):
return key.count(".")
HTML = fr"""<ul>"""
for k in keys:
e = doc.toc[k]
title = e["title"]
file = os.path.splitext(e["filename"])[0]
base = doc.get_metadata("binarybaseurl", "")
if depth(k) > 0:
continue
entry = dedent(fr"""
<li><a href="{file+'.html'}"><b>Chapter {k}:</b> {title}</a>
<small>(<a href="{base+'/'+file+'.pdf'}"><i class="fas fa-file-pdf"></i>PDF: best formatting</a> ,
<a href="{base+'/'+file+'.docx'}"><i class="fas fa-file-word"></i>Word: buggy</a>)</small>
</li>
""")
HTML += entry
HTML += r"""</ul>"""
doc.metadata["indexcontents"] = pf.MetaBlocks(
pf.RawBlock(HTML, format="html"))
def __call__(self, func):
if func.__doc__:
doc = func.__doc__
if self.auto_dedent:
doc = dedent(doc)
func.__doc__ = self._format(doc)
return func
class Arrow(Polygon):
"""
An arrow patch
"""
def __str__(self):
x1, y1 = self.xy[0]
x2, y2 = self.xy[1]
cx, cy = (x1 + x2) / 2., (y1 + y2) / 2.
return "Arrow(%g,%g)" % (cx, cy)
def __init__(self, x, y, dx, dy, width=1.0, **kwargs):
"""Draws an arrow, starting at (x,y), direction and length
given by (dx,dy) the width of the arrow is scaled by width
Valid kwargs are:
%(Patch)s
"""
arrow = npy.array([[0.0, 0.1], [0.0, -0.1], [0.8, -0.1], [0.8, -0.3],
[1.0, 0.0], [0.8, 0.3], [0.8, 0.1]])
L = npy.sqrt(dx**2 + dy**2) or 1 # account for div by zero
arrow[:, 0] *= L
arrow[:, 1] *= width
cx = float(dx) / L
sx = float(dy) / L
M = npy.array([[cx, sx], [-sx, cx]])
verts = npy.dot(arrow, M) + [x, y]
Polygon.__init__(self, [tuple(t) for t in verts], **kwargs)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
class Polygon(Patch):
"""
A general polygon patch.
"""
def __str__(self):
return "Poly((%g, %g) ...)" % tuple(self._path.vertices[0])
def __init__(self, xy, **kwargs):
"""
xy is a numpy array with shape Nx2
Valid kwargs are:
%(Patch)s
See Patch documentation for additional kwargs
"""
Patch.__init__(self, **kwargs)
self._path = Path(xy)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def get_path(self):
return self._path
def _get_xy(self):
return self._path.vertices
def _set_xy(self, vertices):
self._path = Path(vertices)
xy = property(_get_xy, _set_xy)
class PolyCollection(Collection):
def __init__(self, verts, sizes=None, closed=True, **kwargs):
"""
*verts* is a sequence of ( *verts0*, *verts1*, ...) where
*verts_i* is a sequence of *xy* tuples of vertices, or an
equivalent :mod:`numpy` array of shape (*nv*, 2).
*sizes* is *None* (default) or a sequence of floats that
scale the corresponding *verts_i*. The scaling is applied
before the Artist master transform; if the latter is an identity
transform, then the overall scaling is such that if
*verts_i* specify a unit square, then *sizes_i* is the area
of that square in points^2.
If len(*sizes*) < *nv*, the additional values will be
taken cyclically from the array.
*closed*, when *True*, will explicitly close the polygon.
%(Collection)s
"""
Collection.__init__(self, **kwargs)
self._sizes = sizes
self.set_verts(verts, closed)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def set_verts(self, verts, closed=True):
'''This allows one to delay initialization of the vertices.'''
if np.ma.isMaskedArray(verts):
verts = verts.astype(np.float_).filled(np.nan)
# This is much faster than having Path do it one at a time.
if closed:
self._paths = []
for xy in verts:
if len(xy):
if np.ma.isMaskedArray(xy):
xy = np.ma.concatenate([xy, np.zeros((1, 2))])
else:
xy = np.asarray(xy)
xy = np.concatenate([xy, np.zeros((1, 2))])
codes = np.empty(xy.shape[0], dtype='uint8')
codes[:] = mpath.Path.LINETO
codes[0] = mpath.Path.MOVETO
codes[-1] = mpath.Path.CLOSEPOLY
self._paths.append(mpath.Path(xy, codes))
else:
self._paths.append(mpath.Path(xy))
else:
self._paths = [mpath.Path(xy) for xy in verts]
def get_paths(self):
return self._paths
def draw(self, renderer):
if self._sizes is not None:
self._transforms = [
transforms.Affine2D().scale(
(np.sqrt(x) * self.figure.dpi / 72.0)) for x in self._sizes
]
return Collection.draw(self, renderer)
class Circle(Ellipse):
"""
A circle patch
"""
def __str__(self):
return "Circle((%g,%g),r=%g)" % (self.center[0], self.center[1],
self.radius)
def __init__(self, xy, radius=5, **kwargs):
"""
Create true circle at center xy=(x,y) with given radius;
unlike circle polygon which is a polygonal approcimation, this
uses splines and is much closer to a scale free circle
Valid kwargs are:
%(Patch)s
"""
if kwargs.has_key('resolution'):
import warnings
warnings.warn(
'Circle is now scale free. Use CirclePolygon instead!',
DeprecationWarning)
kwargs.pop('resolution')
self.radius = radius
Ellipse.__init__(self, xy, radius * 2, radius * 2, **kwargs)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
class Shadow(Patch):
def __str__(self):
return "Shadow(%s)" % (str(self.patch))
def __init__(self, patch, ox, oy, props=None, **kwargs):
"""
Create a shadow of the patch offset by ox, oy. props, if not None is
a patch property update dictionary. If None, the shadow will have
have the same color as the face, but darkened
kwargs are
%(Patch)s
"""
Patch.__init__(self)
self.patch = patch
self.props = props
self._ox, self._oy = ox, oy
self._update_transform()
self._update()
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def _update(self):
self.update_from(self.patch)
if self.props is not None:
self.update(self.props)
else:
r, g, b, a = colors.colorConverter.to_rgba(
self.patch.get_facecolor())
rho = 0.3
r = rho * r
g = rho * g
b = rho * b
self.set_facecolor((r, g, b, 0.5))
self.set_edgecolor((r, g, b, 0.5))
def _update_transform(self):
self._shadow_transform = transforms.Affine2D().translate(
self._ox, self._oy)
def _get_ox(self):
return self._ox
def _set_ox(self, ox):
self._ox = ox
self._update_transform()
def _get_oy(self):
return self._oy
def _set_oy(self, oy):
self._oy = oy
self._update_transform()
def get_path(self):
return self.patch.get_path()
def get_patch_transform(self):
return self.patch.get_patch_transform() + self._shadow_transform
class Polygon(Patch):
"""
A general polygon patch.
"""
def __str__(self):
return "Poly((%g, %g) ...)" % tuple(self._path.vertices[0])
def __init__(self, xy, closed=True, **kwargs):
"""
*xy* is a numpy array with shape Nx2.
If *closed* is *True*, the polygon will be closed so the
starting and ending points are the same.
Valid kwargs are:
%(Patch)s
See Patch documentation for additional kwargs
"""
Patch.__init__(self, **kwargs)
xy = np.asarray(xy, np.float_)
self._path = Path(xy)
self.set_closed(closed)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def get_path(self):
return self._path
def get_closed(self):
return self._closed
def set_closed(self, closed):
self._closed = closed
xy = self._get_xy()
if closed:
if len(xy) and (xy[0] != xy[-1]).any():
xy = np.concatenate([xy, [xy[0]]])
else:
if len(xy) > 2 and (xy[0] == xy[-1]).all():
xy = xy[0:-1]
self._set_xy(xy)
def get_xy(self):
return self._path.vertices
def set_xy(self, vertices):
self._path = Path(vertices)
_get_xy = get_xy
_set_xy = set_xy
xy = property(
get_xy, set_xy, None,
"""Set/get the vertices of the polygon. This property is
provided for backward compatibility with matplotlib 0.91.x
only. New code should use
:meth:`~matplotlib.patches.Polygon.get_xy` and
:meth:`~matplotlib.patches.Polygon.set_xy` instead.""")
class PolyCollection(PatchCollection):
def __init__(self, verts, **kwargs):
"""
verts is a sequence of ( verts0, verts1, ...) where verts_i is
a sequence of xy tuples of vertices, or an equivalent
numpy array of shape (nv,2).
%(PatchCollection)s
"""
PatchCollection.__init__(self, **kwargs)
self._verts = verts
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def set_verts(self, verts):
'''This allows one to delay initialization of the vertices.'''
self._verts = verts
def draw(self, renderer):
if not self.get_visible(): return
renderer.open_group('polycollection')
transform = self.get_transform()
transoffset = self.get_transoffset()
transform.freeze()
transoffset.freeze()
self.update_scalarmappable()
if cbook.is_string_like(
self._edgecolors) and self._edgecolors[:2] == 'No':
self._linewidths = (0, )
#self._edgecolors = self._facecolors
renderer.draw_poly_collection(self._verts, transform, self.clipbox,
self._facecolors, self._edgecolors,
self._linewidths, self._antialiaseds,
self._offsets, transoffset)
transform.thaw()
transoffset.thaw()
renderer.close_group('polycollection')
def get_verts(self, dataTrans=None):
'''Return vertices in data coordinates.
The calculation is incomplete in general; it is based
on the vertices or the offsets, whichever is using
dataTrans as its transformation, so it does not take
into account the combined effect of segments and offsets.
'''
verts = []
if self._offsets is None:
for seg in self._verts:
verts.extend(seg)
return [tuple(xy) for xy in verts]
if self.get_transoffset() == dataTrans:
return [tuple(xy) for xy in self._offsets]
raise NotImplementedError(
'Vertices in data coordinates are calculated\n' +
'with offsets only if _transOffset == dataTrans.')
def parse_options():
doc = (__doc__ and __doc__.split('\n\n')) or " "
op = OptionParser(description=doc[0].strip(),
usage='%prog [options] [--] [backends and switches]',
#epilog='\n'.join(doc[1:]) # epilog not supported on my python2.4 machine: JDH
)
op.disable_interspersed_args()
op.set_defaults(dirs='pylab,api,units,mplot3d',
clean=False, coverage=False, valgrind=False)
op.add_option('-d', '--dirs', '--directories', type='string',
dest='dirs', help=dedent('''
Run only the tests in these directories; comma-separated list of
one or more of: pylab (or pylab_examples), api, units, mplot3d'''))
op.add_option('-b', '--backends', type='string', dest='backends',
help=dedent('''
Run tests only for these backends; comma-separated list of
one or more of: agg, ps, svg, pdf, template, cairo,
cairo.png, cairo.ps, cairo.pdf, cairo.svg. Default is everything
except cairo.'''))
op.add_option('--clean', action='store_true', dest='clean',
help='Remove result directories, run no tests')
op.add_option('-c', '--coverage', action='store_true', dest='coverage',
help='Run in coverage.py')
op.add_option('-v', '--valgrind', action='store_true', dest='valgrind',
help='Run in valgrind')
options, args = op.parse_args()
switches = [x for x in args if x.startswith('--')]
backends = [x.lower() for x in args if not x.startswith('--')]
if options.backends:
backends += map(string.lower, options.backends.split(','))
result = Bunch(
dirs = options.dirs.split(','),
backends = backends or ['agg', 'ps', 'svg', 'pdf', 'template'],
clean = options.clean,
coverage = options.coverage,
valgrind = options.valgrind,
switches = switches)
if 'pylab_examples' in result.dirs:
result.dirs[result.dirs.index('pylab_examples')] = 'pylab'
#print result
return result
class RegularPolyCollection(Collection):
"""Draw a collection of regular polygons with *numsides*."""
_path_generator = mpath.Path.unit_regular_polygon
def __init__(self, numsides, rotation=0, sizes=(1, ), **kwargs):
"""
*numsides*
the number of sides of the polygon
*rotation*
the rotation of the polygon in radians
*sizes*
gives the area of the circle circumscribing the
regular polygon in points^2
%(Collection)s
Example: see :file:`examples/dynamic_collection.py` for
complete example::
offsets = np.random.rand(20,2)
facecolors = [cm.jet(x) for x in np.random.rand(20)]
black = (0,0,0,1)
collection = RegularPolyCollection(
numsides=5, # a pentagon
rotation=0, sizes=(50,),
facecolors = facecolors,
edgecolors = (black,),
linewidths = (1,),
offsets = offsets,
transOffset = ax.transData,
)
"""
Collection.__init__(self, **kwargs)
self._sizes = sizes
self._paths = [self._path_generator(numsides)]
self._rotation = rotation
self.set_transform(transforms.IdentityTransform())
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def draw(self, renderer):
# sizes is the area of the circle circumscribing the polygon
# in points^2
self._transforms = [
transforms.Affine2D().rotate(-self._rotation).scale(
(np.sqrt(x) * renderer.dpi / 72.0) / np.sqrt(np.pi))
for x in self._sizes
]
return Collection.draw(self, renderer)
def get_paths(self):
return self._paths
class RegularPolyCollection(Collection):
_path_generator = mpath.Path.unit_regular_polygon
def __init__(self, dpi, numsides, rotation=0, sizes=(1, ), **kwargs):
"""
Draw a regular polygon with numsides.
* dpi is the figure dpi instance, and is required to do the
area scaling.
* numsides: the number of sides of the polygon
* sizes gives the area of the circle circumscribing the
regular polygon in points^2
* rotation is the rotation of the polygon in radians
%(Collection)s
Example: see examples/dynamic_collection.py for complete example
offsets = npy.random.rand(20,2)
facecolors = [cm.jet(x) for x in npy.random.rand(20)]
black = (0,0,0,1)
collection = RegularPolyCollection(
fig.dpi,
numsides=5, # a pentagon
rotation=0,
sizes=(50,),
facecolors = facecolors,
edgecolors = (black,),
linewidths = (1,),
offsets = offsets,
transOffset = ax.transData,
)
"""
Collection.__init__(self, **kwargs)
self._sizes = sizes
self._dpi = dpi
self._paths = [self._path_generator(numsides)]
# sizes is the area of the circle circumscribing the polygon
# in points^2
self._transforms = [
transforms.Affine2D().rotate(-rotation).scale(
(math.sqrt(x) * self._dpi / 72.0) / math.sqrt(math.pi))
for x in sizes
]
self.set_transform(transforms.IdentityTransform())
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def get_paths(self):
return self._paths
def tochtml(toc, title=""):
"""Generate HTML from toc"""
keys = sorted(toc.keys(), key=placekey)
def depth(key):
return key.count(".")
d = 0
HTML = dedent(fr"""
<ul class="summary">
<li><a href="./">{title}</a></li>
<li class="divider"></li>
""")
first = True
for k in keys:
e = toc[k]
title = e["title"]
file = e["filename"]
ref = "#" + e["href"] if e["href"] else ""
entry = ""
if depth(k) == d and not first:
entry = r"</li>"
first = False
if depth(k) > d:
entry = r"<ul>" + r"<li><ul>" * (depth(k) - d - 1)
if depth(k) < d:
entry = r"</li>" + r"</ul></li>" * (d - depth(k))
entry += dedent(fr"""
<li class="chapter" data-level="{k}" data-path="{file}"><a href="{file}{ref}"><i class="fa fa-check"></i><b>{k}</b> {title}</a>
""")
HTML += entry
d = depth(k)
entry = r"</li>" + r"</ul></li>" * d
HTML += entry + dedent(r"""
<li class="divider"></li>
</ul>
""")
return HTML
def get_scale_docs():
"""
Helper function for generating docstrings related to scales.
"""
docs = []
for name in get_scale_names():
scale_class = _scale_mapping[name]
docs.append(" '%s'" % name)
docs.append("")
class_docs = dedent(scale_class.__init__.__doc__)
class_docs = "".join([" %s\n" % x for x in class_docs.split("\n")])
docs.append(class_docs)
docs.append("")
return "\n".join(docs)
def _get_scale_docs():
"""
Helper function for generating docstrings related to scales.
"""
docs = []
for name in get_scale_names():
scale_class = _scale_mapping[name]
docs.append(" '%s'" % name)
docs.append("")
class_docs = cbook.dedent(scale_class.__init__.__doc__)
class_docs = "".join(
[" %s\n" % x for x in class_docs.split("\n")])
docs.append(class_docs)
docs.append("")
return "\n".join(docs)
class PolyCollection(Collection):
def __init__(self, verts, sizes=None, closed=True, **kwargs):
"""
*verts* is a sequence of ( *verts0*, *verts1*, ...) where
*verts_i* is a sequence of *xy* tuples of vertices, or an
equivalent :mod:`numpy` array of shape (*nv*, 2).
*sizes* is *None* (default) or a sequence of floats that
scale the corresponding *verts_i*. The scaling is applied
before the Artist master transform; if the latter is an identity
transform, then the overall scaling is such that if
*verts_i* specify a unit square, then *sizes_i* is the area
of that square in points^2.
If len(*sizes*) < *nv*, the additional values will be
taken cyclically from the array.
*closed*, when *True*, will explicitly close the polygon.
%(Collection)s
"""
Collection.__init__(self, **kwargs)
self._sizes = sizes
self.set_verts(verts, closed)
__init__.__doc__ = cbook.dedent(__init__.__doc__) % artist.kwdocd
def set_verts(self, verts, closed=True):
'''This allows one to delay initialization of the vertices.'''
if closed:
self._paths = []
for xy in verts:
xy = np.asarray(xy)
if len(xy) and (xy[0] != xy[-1]).any():
xy = np.concatenate([xy, [xy[0]]])
self._paths.append(mpath.Path(xy))
else:
self._paths = [mpath.Path(xy) for xy in verts]
def get_paths(self):
return self._paths
def draw(self, renderer):
if self._sizes is not None:
self._transforms = [
transforms.Affine2D().scale(
(np.sqrt(x) * self.figure.dpi / 72.0)) for x in self._sizes
]
return Collection.draw(self, renderer)
def test_lazy_imports():
source = dedent("""
import sys
import matplotlib.figure
import matplotlib.backend_bases
import matplotlib.pyplot
assert 'matplotlib._png' not in sys.modules
assert 'matplotlib._tri' not in sys.modules
assert 'matplotlib._qhull' not in sys.modules
assert 'matplotlib._contour' not in sys.modules
assert 'urllib.request' not in sys.modules
""")
subprocess.check_call([sys.executable, '-c', source])
def test_lazy_imports():
source = dedent("""
import sys
import matplotlib.figure
import matplotlib.backend_bases
import matplotlib.pyplot
assert 'matplotlib._png' not in sys.modules
assert 'matplotlib._tri' not in sys.modules
assert 'matplotlib._qhull' not in sys.modules
assert 'matplotlib._contour' not in sys.modules
assert 'urllib.request' not in sys.modules
""")
subprocess.check_call([
sys.executable,
'-c',
source
])
def __init__(self,projparams,llcrnrlon,llcrnrlat,
urcrnrlon,urcrnrlat,urcrnrislatlon=True):
"""
initialize a Proj class instance.
Input 'projparams' is a dictionary containing proj map
projection control parameter key/value pairs.
See the proj documentation (http://www.remotesensing.org/proj/)
for details.
llcrnrlon,llcrnrlat are lon and lat (in degrees) of lower
left hand corner of projection region.
urcrnrlon,urcrnrlat are lon and lat (in degrees) of upper
right hand corner of projection region if urcrnrislatlon=True
(default). Otherwise, urcrnrlon,urcrnrlat are x,y in projection
coordinates (units meters), assuming the lower left corner is x=0,y=0.
"""
self.projparams = projparams
self.projection = projparams['proj']
# rmajor is the semi-major axis.
# rminor is the semi-minor axis.
# esq is eccentricity squared.
try:
self.rmajor = projparams['a']
self.rminor = projparams['b']
except:
try:
self.rmajor = projparams['R']
except:
self.rmajor = projparams['bR_a']
self.rminor = self.rmajor
if self.rmajor == self.rminor:
self.ellipsoid = False
else:
self.ellipsoid = True
self.flattening = (self.rmajor-self.rminor)/self.rmajor
self.esq = (self.rmajor**2 - self.rminor**2)/self.rmajor**2
self.llcrnrlon = llcrnrlon
self.llcrnrlat = llcrnrlat
if self.projection == 'cyl':
llcrnrx = llcrnrlon
llcrnry = llcrnrlat
elif self.projection == 'ob_tran':
self._proj4 = pyproj.Proj(projparams)
llcrnrx,llcrnry = self(llcrnrlon,llcrnrlat)
llcrnrx = _rad2dg*llcrnrx; llcrnry = _rad2dg*llcrnry
if llcrnrx < 0: llcrnrx = llcrnrx + 360
elif self.projection in 'ortho':
if (llcrnrlon == -180 and llcrnrlat == -90 and
urcrnrlon == 180 and urcrnrlat == 90):
self._fulldisk = True
self._proj4 = pyproj.Proj(projparams)
llcrnrx = -self.rmajor
llcrnry = -self.rmajor
self._width = 0.5*(self.rmajor+self.rminor)
self._height = 0.5*(self.rmajor+self.rminor)
urcrnrx = -llcrnrx
urcrnry = -llcrnry
else:
self._fulldisk = False
self._proj4 = pyproj.Proj(projparams)
llcrnrx, llcrnry = self(llcrnrlon,llcrnrlat)
if llcrnrx > 1.e20 or llcrnry > 1.e20:
raise ValueError(_lower_left_out_of_bounds)
elif self.projection == 'aeqd' and\
(llcrnrlon == -180 and llcrnrlat == -90 and urcrnrlon == 180 and\
urcrnrlat == 90):
self._fulldisk = True
self._proj4 = pyproj.Proj(projparams)
# raise an exception for ellipsoids - there appears to be a bug
# in proj4 that causes the inverse transform to fail for points
# more than 90 degrees of arc away from center point for ellipsoids
# (works fine for spheres) - below is an example
#from pyproj import Proj
#p1 = Proj(proj='aeqd',a=6378137.00,b=6356752.3142,lat_0=0,lon_0=0)
#x,y= p1(91,0)
#lon,lat = p1(x,y,inverse=True) # lon is 89 instead of 91
if self.ellipsoid:
msg = dedent("""
full disk (whole world) Azimuthal Equidistant projection can
only be drawn for a perfect sphere""")
raise ValueError(msg)
llcrnrx = -np.pi*self.rmajor
llcrnry = -np.pi*self.rmajor
self._width = -llcrnrx
self._height = -llcrnry
urcrnrx = -llcrnrx
urcrnry = -llcrnry
elif self.projection == 'geos':
self._proj4 = pyproj.Proj(projparams)
# find major and minor axes of ellipse defining map proj region.
# h is measured from surface of earth at equator.
h = projparams['h'] + self.rmajor
# latitude of horizon on central meridian
lonmax = 90.-(180./np.pi)*np.arcsin(self.rmajor/h)
# longitude of horizon on equator
latmax = 90.-(180./np.pi)*np.arcsin(self.rminor/h)
# truncate to nearest hundredth of a degree (to make sure
# they aren't slightly over the horizon)
latmax = int(100*latmax)/100.
lonmax = int(100*lonmax)/100.
# width and height of visible projection
P = pyproj.Proj(proj='geos',a=self.rmajor,\
b=self.rminor,lat_0=0,lon_0=0,h=projparams['h'])
x1,y1 = P(0.,latmax); x2,y2 = P(lonmax,0.)
width = x2; height = y1
self._height = height
self._width = width
if (llcrnrlon == -180 and llcrnrlat == -90 and
urcrnrlon == 180 and urcrnrlat == 90):
self._fulldisk = True
llcrnrx = -width
llcrnry = -height
urcrnrx = -llcrnrx
urcrnry = -llcrnry
else:
self._fulldisk = False
llcrnrx, llcrnry = self(llcrnrlon,llcrnrlat)
if llcrnrx > 1.e20 or llcrnry > 1.e20:
raise ValueError(_lower_left_out_of_bounds)
elif self.projection == 'nsper':
self._proj4 = pyproj.Proj(projparams)
# find major and minor axes of ellipse defining map proj region.
# h is measured from surface of earth at equator.
h = projparams['h'] + self.rmajor
# latitude of horizon on central meridian
lonmax = 90.-(180./np.pi)*np.arcsin(self.rmajor/h)
# longitude of horizon on equator
latmax = 90.-(180./np.pi)*np.arcsin(self.rmajor/h)
# truncate to nearest hundredth of a degree (to make sure
# they aren't slightly over the horizon)
latmax = int(100*latmax)/100.
lonmax = int(100*lonmax)/100.
# width and height of visible projection
P = pyproj.Proj(proj='nsper',a=self.rmajor,\
b=self.rminor,lat_0=0,lon_0=0,h=projparams['h'])
x1,y1 = P(0.,latmax); x2,y2 = P(lonmax,0.)
width = x2; height = y1
self._height = height
self._width = width
if (llcrnrlon == -180 and llcrnrlat == -90 and
urcrnrlon == 180 and urcrnrlat == 90):
self._fulldisk = True
llcrnrx = -width
llcrnry = -height
urcrnrx = -llcrnrx
urcrnry = -llcrnry
else:
self._fulldisk = False
llcrnrx, llcrnry = self(llcrnrlon,llcrnrlat)
if llcrnrx > 1.e20 or llcrnry > 1.e20:
raise ValueError(_lower_left_out_of_bounds)
elif self.projection in _pseudocyl:
self._proj4 = pyproj.Proj(projparams)
xtmp,urcrnry = self(projparams['lon_0'],90.)
urcrnrx,xtmp = self(projparams['lon_0']+180.,0)
llcrnrx = -urcrnrx
llcrnry = -urcrnry
if self.ellipsoid and self.projection in ['kav7','eck4','mbtfpq']:
msg = "this projection can only be drawn for a perfect sphere"
raise ValueError(msg)
else:
self._proj4 = pyproj.Proj(projparams)
llcrnrx, llcrnry = self(llcrnrlon,llcrnrlat)
if self.projection == 'aeqd': self._fulldisk=False
# compute x_0, y_0 so ll corner of domain is x=0,y=0.
# note that for 'cyl' x,y == lon,lat
if self.projection != 'ob_tran':
self.projparams['x_0']=-llcrnrx
self.projparams['y_0']=-llcrnry
# reset with x_0, y_0.
if self.projection not in ['cyl','ob_tran']:
self._proj4 = pyproj.Proj(projparams)
llcrnry = 0.
llcrnrx = 0.
elif self.projection != 'ob_tran':
llcrnrx = llcrnrlon
llcrnry = llcrnrlat
if urcrnrislatlon:
self.urcrnrlon = urcrnrlon
self.urcrnrlat = urcrnrlat
if self.projection not in ['ortho','geos','nsper','aeqd'] + _pseudocyl:
urcrnrx,urcrnry = self(urcrnrlon,urcrnrlat)
if self.projection == 'ob_tran':
urcrnrx = _rad2dg*urcrnrx; urcrnry = _rad2dg*urcrnry
if urcrnrx < 0: urcrnrx = urcrnrx + 360
elif self.projection in ['ortho','geos','nsper','aeqd']:
if self._fulldisk:
urcrnrx = 2.*self._width
urcrnry = 2.*self._height
else:
urcrnrx,urcrnry = self(urcrnrlon,urcrnrlat)
if urcrnrx > 1.e20 or urcrnry > 1.e20:
raise ValueError(_upper_right_out_of_bounds)
elif self.projection in _pseudocyl:
xtmp,urcrnry = self(projparams['lon_0'],90.)
urcrnrx,xtmp = self(projparams['lon_0']+180.,0)
else:
urcrnrx = urcrnrlon
urcrnry = urcrnrlat
urcrnrlon, urcrnrlat = self(urcrnrx, urcrnry, inverse=True)
self.urcrnrlon = urcrnrlon
self.urcrnrlat = urcrnrlat
# corners of domain.
self.llcrnrx = llcrnrx
self.llcrnry = llcrnry
self.urcrnrx = urcrnrx
self.urcrnry = urcrnry
if urcrnrx > llcrnrx:
self.xmin = llcrnrx
self.xmax = urcrnrx
else:
self.xmax = llcrnrx
self.xmin = urcrnrx
if urcrnry > llcrnry:
self.ymin = llcrnry
self.ymax = urcrnry
else:
self.ymax = llcrnry
self.ymin = urcrnry
def scale_factory(scale, axis, **kwargs):
"""
Return a scale class by name.
ACCEPTS: [ %(names)s ]
"""
scale = scale.lower()
if scale is None:
scale = 'linear'
if scale not in _scale_mapping:
raise ValueError("Unknown scale type '%s'" % scale)
return _scale_mapping[scale](axis, **kwargs)
scale_factory.__doc__ = dedent(scale_factory.__doc__) % \
{'names': " | ".join(get_scale_names())}
def register_scale(scale_class):
"""
Register a new kind of scale.
*scale_class* must be a subclass of :class:`ScaleBase`.
"""
_scale_mapping[scale_class.name] = scale_class
def get_scale_docs():
"""
Helper function for generating docstrings related to scales.
"""
Return a scale class by name.
ACCEPTS: [ %(names)s ]
"""
scale = scale.lower()
if scale is None:
scale = "linear"
if scale not in _scale_mapping:
raise ValueError("Unknown scale type '%s'" % scale)
return _scale_mapping[scale](axis, **kwargs)
scale_factory.__doc__ = dedent(scale_factory.__doc__) % {"names": " | ".join(get_scale_names())}
def register_scale(scale_class):
"""
Register a new kind of scale.
*scale_class* must be a subclass of :class:`ScaleBase`.
"""
_scale_mapping[scale_class.name] = scale_class
def get_scale_docs():
"""
Helper function for generating docstrings related to scales.
"""
def scale_factory(scale, axis, **kwargs):
"""
Return a scale class by name.
ACCEPTS: [ %(names)s ]
"""
scale = scale.lower()
if scale is None:
scale = 'linear'
if scale not in _scale_mapping:
raise ValueError("Unknown scale type '%s'" % scale)
return _scale_mapping[scale](axis, **kwargs)
scale_factory.__doc__ = cbook.dedent(scale_factory.__doc__) % \
{'names': " | ".join(get_scale_names())}
def register_scale(scale_class):
"""
Register a new kind of scale.
*scale_class* must be a subclass of :class:`ScaleBase`.
"""
_scale_mapping[scale_class.name] = scale_class
def get_scale_docs():
"""
Helper function for generating docstrings related to scales.
def dedent(func):
"Dedent a docstring (if present)"
func.__doc__ = func.__doc__ and cbook.dedent(func.__doc__)
return func
spec = spec[:, 0]
return spec, freqs
# Split out these keyword docs so that they can be used elsewhere
docstring.interpd.update(Spectral=cbook.dedent("""
Fs : scalar
The sampling frequency (samples per time unit). It is used
to calculate the Fourier frequencies, freqs, in cycles per time
unit. The default value is 2.
window : callable or ndarray
A function or a vector of length *NFFT*. To create window vectors see
`window_hanning`, `window_none`, `numpy.blackman`, `numpy.hamming`,
`numpy.bartlett`, `scipy.signal`, `scipy.signal.get_window`, etc. The
default is `window_hanning`. If a function is passed as the argument,
it must take a data segment as an argument and return the windowed
version of the segment.
sides : {'default', 'onesided', 'twosided'}
Specifies which sides of the spectrum to return. Default gives the
default behavior, which returns one-sided for real data and both
for complex data. 'onesided' forces the return of a one-sided
spectrum, while 'twosided' forces two-sided.
"""))
docstring.interpd.update(Single_Spectrum=cbook.dedent("""
pad_to : int
The number of points to which the data segment is padded when
performing the FFT. While not increasing the actual resolution of
