projektAI/venv/Lib/site-packages/mpl_toolkits/axes_grid1/axes_divider.py

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2021-06-06 22:13:05 +02:00
"""
Helper classes to adjust the positions of multiple axes at drawing time.
"""
import numpy as np
from matplotlib import _api
from matplotlib.axes import SubplotBase
from matplotlib.gridspec import SubplotSpec, GridSpec
import matplotlib.transforms as mtransforms
from . import axes_size as Size
class Divider:
"""
An Axes positioning class.
The divider is initialized with lists of horizontal and vertical sizes
(:mod:`mpl_toolkits.axes_grid1.axes_size`) based on which a given
rectangular area will be divided.
The `new_locator` method then creates a callable object
that can be used as the *axes_locator* of the axes.
"""
def __init__(self, fig, pos, horizontal, vertical,
aspect=None, anchor="C"):
"""
Parameters
----------
fig : Figure
pos : tuple of 4 floats
Position of the rectangle that will be divided.
horizontal : list of :mod:`~mpl_toolkits.axes_grid1.axes_size`
Sizes for horizontal division.
vertical : list of :mod:`~mpl_toolkits.axes_grid1.axes_size`
Sizes for vertical division.
aspect : bool
Whether overall rectangular area is reduced so that the relative
part of the horizontal and vertical scales have the same scale.
anchor : {'C', 'SW', 'S', 'SE', 'E', 'NE', 'N', 'NW', 'W'}
Placement of the reduced rectangle, when *aspect* is True.
"""
self._fig = fig
self._pos = pos
self._horizontal = horizontal
self._vertical = vertical
self._anchor = anchor
self._aspect = aspect
self._xrefindex = 0
self._yrefindex = 0
self._locator = None
def get_horizontal_sizes(self, renderer):
return [s.get_size(renderer) for s in self.get_horizontal()]
def get_vertical_sizes(self, renderer):
return [s.get_size(renderer) for s in self.get_vertical()]
def get_vsize_hsize(self):
vsize = Size.AddList(self.get_vertical())
hsize = Size.AddList(self.get_horizontal())
return vsize, hsize
@staticmethod
def _calc_k(l, total_size):
rs_sum, as_sum = 0., 0.
for _rs, _as in l:
rs_sum += _rs
as_sum += _as
if rs_sum != 0.:
k = (total_size - as_sum) / rs_sum
return k
else:
return 0.
@staticmethod
def _calc_offsets(l, k):
offsets = [0.]
for _rs, _as in l:
offsets.append(offsets[-1] + _rs*k + _as)
return offsets
def set_position(self, pos):
"""
Set the position of the rectangle.
Parameters
----------
pos : tuple of 4 floats
position of the rectangle that will be divided
"""
self._pos = pos
def get_position(self):
"""Return the position of the rectangle."""
return self._pos
def set_anchor(self, anchor):
"""
Parameters
----------
anchor : {'C', 'SW', 'S', 'SE', 'E', 'NE', 'N', 'NW', 'W'}
anchor position
===== ============
value description
===== ============
'C' Center
'SW' bottom left
'S' bottom
'SE' bottom right
'E' right
'NE' top right
'N' top
'NW' top left
'W' left
===== ============
"""
if len(anchor) != 2:
_api.check_in_list(mtransforms.Bbox.coefs, anchor=anchor)
self._anchor = anchor
def get_anchor(self):
"""Return the anchor."""
return self._anchor
def set_horizontal(self, h):
"""
Parameters
----------
h : list of :mod:`~mpl_toolkits.axes_grid1.axes_size`
sizes for horizontal division
"""
self._horizontal = h
def get_horizontal(self):
"""Return horizontal sizes."""
return self._horizontal
def set_vertical(self, v):
"""
Parameters
----------
v : list of :mod:`~mpl_toolkits.axes_grid1.axes_size`
sizes for vertical division
"""
self._vertical = v
def get_vertical(self):
"""Return vertical sizes."""
return self._vertical
def set_aspect(self, aspect=False):
"""
Parameters
----------
aspect : bool
"""
self._aspect = aspect
def get_aspect(self):
"""Return aspect."""
return self._aspect
def set_locator(self, _locator):
self._locator = _locator
def get_locator(self):
return self._locator
def get_position_runtime(self, ax, renderer):
if self._locator is None:
return self.get_position()
else:
return self._locator(ax, renderer).bounds
def locate(self, nx, ny, nx1=None, ny1=None, axes=None, renderer=None):
"""
Parameters
----------
nx, nx1 : int
Integers specifying the column-position of the
cell. When *nx1* is None, a single *nx*-th column is
specified. Otherwise location of columns spanning between *nx*
to *nx1* (but excluding *nx1*-th column) is specified.
ny, ny1 : int
Same as *nx* and *nx1*, but for row positions.
axes
renderer
"""
figW, figH = self._fig.get_size_inches()
x, y, w, h = self.get_position_runtime(axes, renderer)
hsizes = self.get_horizontal_sizes(renderer)
vsizes = self.get_vertical_sizes(renderer)
k_h = self._calc_k(hsizes, figW*w)
k_v = self._calc_k(vsizes, figH*h)
if self.get_aspect():
k = min(k_h, k_v)
ox = self._calc_offsets(hsizes, k)
oy = self._calc_offsets(vsizes, k)
ww = (ox[-1] - ox[0]) / figW
hh = (oy[-1] - oy[0]) / figH
pb = mtransforms.Bbox.from_bounds(x, y, w, h)
pb1 = mtransforms.Bbox.from_bounds(x, y, ww, hh)
pb1_anchored = pb1.anchored(self.get_anchor(), pb)
x0, y0 = pb1_anchored.x0, pb1_anchored.y0
else:
ox = self._calc_offsets(hsizes, k_h)
oy = self._calc_offsets(vsizes, k_v)
x0, y0 = x, y
if nx1 is None:
nx1 = nx + 1
if ny1 is None:
ny1 = ny + 1
x1, w1 = x0 + ox[nx] / figW, (ox[nx1] - ox[nx]) / figW
y1, h1 = y0 + oy[ny] / figH, (oy[ny1] - oy[ny]) / figH
return mtransforms.Bbox.from_bounds(x1, y1, w1, h1)
def new_locator(self, nx, ny, nx1=None, ny1=None):
"""
Return a new `AxesLocator` for the specified cell.
Parameters
----------
nx, nx1 : int
Integers specifying the column-position of the
cell. When *nx1* is None, a single *nx*-th column is
specified. Otherwise location of columns spanning between *nx*
to *nx1* (but excluding *nx1*-th column) is specified.
ny, ny1 : int
Same as *nx* and *nx1*, but for row positions.
"""
return AxesLocator(self, nx, ny, nx1, ny1)
def append_size(self, position, size):
if position == "left":
self._horizontal.insert(0, size)
self._xrefindex += 1
elif position == "right":
self._horizontal.append(size)
elif position == "bottom":
self._vertical.insert(0, size)
self._yrefindex += 1
elif position == "top":
self._vertical.append(size)
else:
_api.check_in_list(["left", "right", "bottom", "top"],
position=position)
def add_auto_adjustable_area(self, use_axes, pad=0.1, adjust_dirs=None):
if adjust_dirs is None:
adjust_dirs = ["left", "right", "bottom", "top"]
from .axes_size import Padded, SizeFromFunc, GetExtentHelper
for d in adjust_dirs:
helper = GetExtentHelper(use_axes, d)
size = SizeFromFunc(helper)
padded_size = Padded(size, pad) # pad in inch
self.append_size(d, padded_size)
class AxesLocator:
"""
A simple callable object, initialized with AxesDivider class,
returns the position and size of the given cell.
"""
def __init__(self, axes_divider, nx, ny, nx1=None, ny1=None):
"""
Parameters
----------
axes_divider : AxesDivider
nx, nx1 : int
Integers specifying the column-position of the
cell. When *nx1* is None, a single *nx*-th column is
specified. Otherwise location of columns spanning between *nx*
to *nx1* (but excluding *nx1*-th column) is specified.
ny, ny1 : int
Same as *nx* and *nx1*, but for row positions.
"""
self._axes_divider = axes_divider
_xrefindex = axes_divider._xrefindex
_yrefindex = axes_divider._yrefindex
self._nx, self._ny = nx - _xrefindex, ny - _yrefindex
if nx1 is None:
nx1 = nx + 1
if ny1 is None:
ny1 = ny + 1
self._nx1 = nx1 - _xrefindex
self._ny1 = ny1 - _yrefindex
def __call__(self, axes, renderer):
_xrefindex = self._axes_divider._xrefindex
_yrefindex = self._axes_divider._yrefindex
return self._axes_divider.locate(self._nx + _xrefindex,
self._ny + _yrefindex,
self._nx1 + _xrefindex,
self._ny1 + _yrefindex,
axes,
renderer)
def get_subplotspec(self):
if hasattr(self._axes_divider, "get_subplotspec"):
return self._axes_divider.get_subplotspec()
else:
return None
class SubplotDivider(Divider):
"""
The Divider class whose rectangle area is specified as a subplot geometry.
"""
def __init__(self, fig, *args, horizontal=None, vertical=None,
aspect=None, anchor='C'):
"""
Parameters
----------
fig : `matplotlib.figure.Figure`
*args : tuple (*nrows*, *ncols*, *index*) or int
The array of subplots in the figure has dimensions ``(nrows,
ncols)``, and *index* is the index of the subplot being created.
*index* starts at 1 in the upper left corner and increases to the
right.
If *nrows*, *ncols*, and *index* are all single digit numbers, then
*args* can be passed as a single 3-digit number (e.g. 234 for
(2, 3, 4)).
"""
self.figure = fig
super().__init__(fig, [0, 0, 1, 1],
horizontal=horizontal or [], vertical=vertical or [],
aspect=aspect, anchor=anchor)
self.set_subplotspec(SubplotSpec._from_subplot_args(fig, args))
def get_position(self):
"""Return the bounds of the subplot box."""
return self.get_subplotspec().get_position(self.figure).bounds
@_api.deprecated("3.4")
@property
def figbox(self):
return self.get_subplotspec().get_position(self.figure)
@_api.deprecated("3.4")
def update_params(self):
pass
@_api.deprecated(
"3.4", alternative="get_subplotspec",
addendum="(get_subplotspec returns a SubplotSpec instance.)")
def get_geometry(self):
"""Get the subplot geometry, e.g., (2, 2, 3)."""
rows, cols, num1, num2 = self.get_subplotspec().get_geometry()
return rows, cols, num1 + 1 # for compatibility
@_api.deprecated("3.4", alternative="set_subplotspec")
def change_geometry(self, numrows, numcols, num):
"""Change subplot geometry, e.g., from (1, 1, 1) to (2, 2, 3)."""
self._subplotspec = GridSpec(numrows, numcols)[num-1]
self.update_params()
self.set_position(self.figbox)
def get_subplotspec(self):
"""Get the SubplotSpec instance."""
return self._subplotspec
def set_subplotspec(self, subplotspec):
"""Set the SubplotSpec instance."""
self._subplotspec = subplotspec
self.set_position(subplotspec.get_position(self.figure))
class AxesDivider(Divider):
"""
Divider based on the pre-existing axes.
"""
def __init__(self, axes, xref=None, yref=None):
"""
Parameters
----------
axes : :class:`~matplotlib.axes.Axes`
xref
yref
"""
self._axes = axes
if xref is None:
self._xref = Size.AxesX(axes)
else:
self._xref = xref
if yref is None:
self._yref = Size.AxesY(axes)
else:
self._yref = yref
super().__init__(fig=axes.get_figure(), pos=None,
horizontal=[self._xref], vertical=[self._yref],
aspect=None, anchor="C")
def _get_new_axes(self, *, axes_class=None, **kwargs):
axes = self._axes
if axes_class is None:
if isinstance(axes, SubplotBase):
axes_class = axes._axes_class
else:
axes_class = type(axes)
return axes_class(axes.get_figure(), axes.get_position(original=True),
**kwargs)
def new_horizontal(self, size, pad=None, pack_start=False, **kwargs):
"""
Add a new axes on the right (or left) side of the main axes.
Parameters
----------
size : :mod:`~mpl_toolkits.axes_grid1.axes_size` or float or str
A width of the axes. If float or string is given, *from_any*
function is used to create the size, with *ref_size* set to AxesX
instance of the current axes.
pad : :mod:`~mpl_toolkits.axes_grid1.axes_size` or float or str
Pad between the axes. It takes same argument as *size*.
pack_start : bool
If False, the new axes is appended at the end
of the list, i.e., it became the right-most axes. If True, it is
inserted at the start of the list, and becomes the left-most axes.
**kwargs
All extra keywords arguments are passed to the created axes.
If *axes_class* is given, the new axes will be created as an
instance of the given class. Otherwise, the same class of the
main axes will be used.
"""
if pad is None:
_api.warn_deprecated(
"3.2", message="In a future version, 'pad' will default to "
"rcParams['figure.subplot.wspace']. Set pad=0 to keep the "
"old behavior.")
if pad:
if not isinstance(pad, Size._Base):
pad = Size.from_any(pad, fraction_ref=self._xref)
if pack_start:
self._horizontal.insert(0, pad)
self._xrefindex += 1
else:
self._horizontal.append(pad)
if not isinstance(size, Size._Base):
size = Size.from_any(size, fraction_ref=self._xref)
if pack_start:
self._horizontal.insert(0, size)
self._xrefindex += 1
locator = self.new_locator(nx=0, ny=self._yrefindex)
else:
self._horizontal.append(size)
locator = self.new_locator(
nx=len(self._horizontal) - 1, ny=self._yrefindex)
ax = self._get_new_axes(**kwargs)
ax.set_axes_locator(locator)
return ax
def new_vertical(self, size, pad=None, pack_start=False, **kwargs):
"""
Add a new axes on the top (or bottom) side of the main axes.
Parameters
----------
size : :mod:`~mpl_toolkits.axes_grid1.axes_size` or float or str
A height of the axes. If float or string is given, *from_any*
function is used to create the size, with *ref_size* set to AxesX
instance of the current axes.
pad : :mod:`~mpl_toolkits.axes_grid1.axes_size` or float or str
Pad between the axes. It takes same argument as *size*.
pack_start : bool
If False, the new axes is appended at the end
of the list, i.e., it became the right-most axes. If True, it is
inserted at the start of the list, and becomes the left-most axes.
**kwargs
All extra keywords arguments are passed to the created axes.
If *axes_class* is given, the new axes will be created as an
instance of the given class. Otherwise, the same class of the
main axes will be used.
"""
if pad is None:
_api.warn_deprecated(
"3.2", message="In a future version, 'pad' will default to "
"rcParams['figure.subplot.hspace']. Set pad=0 to keep the "
"old behavior.")
if pad:
if not isinstance(pad, Size._Base):
pad = Size.from_any(pad, fraction_ref=self._yref)
if pack_start:
self._vertical.insert(0, pad)
self._yrefindex += 1
else:
self._vertical.append(pad)
if not isinstance(size, Size._Base):
size = Size.from_any(size, fraction_ref=self._yref)
if pack_start:
self._vertical.insert(0, size)
self._yrefindex += 1
locator = self.new_locator(nx=self._xrefindex, ny=0)
else:
self._vertical.append(size)
locator = self.new_locator(
nx=self._xrefindex, ny=len(self._vertical)-1)
ax = self._get_new_axes(**kwargs)
ax.set_axes_locator(locator)
return ax
def append_axes(self, position, size, pad=None, add_to_figure=True,
**kwargs):
"""
Create an axes at the given *position* with the same height
(or width) of the main axes.
*position*
["left"|"right"|"bottom"|"top"]
*size* and *pad* should be axes_grid.axes_size compatible.
"""
if position == "left":
ax = self.new_horizontal(size, pad, pack_start=True, **kwargs)
elif position == "right":
ax = self.new_horizontal(size, pad, pack_start=False, **kwargs)
elif position == "bottom":
ax = self.new_vertical(size, pad, pack_start=True, **kwargs)
elif position == "top":
ax = self.new_vertical(size, pad, pack_start=False, **kwargs)
else:
_api.check_in_list(["left", "right", "bottom", "top"],
position=position)
if add_to_figure:
self._fig.add_axes(ax)
return ax
def get_aspect(self):
if self._aspect is None:
aspect = self._axes.get_aspect()
if aspect == "auto":
return False
else:
return True
else:
return self._aspect
def get_position(self):
if self._pos is None:
bbox = self._axes.get_position(original=True)
return bbox.bounds
else:
return self._pos
def get_anchor(self):
if self._anchor is None:
return self._axes.get_anchor()
else:
return self._anchor
def get_subplotspec(self):
if hasattr(self._axes, "get_subplotspec"):
return self._axes.get_subplotspec()
else:
return None
class HBoxDivider(SubplotDivider):
@staticmethod
def _determine_karray(equivalent_sizes, appended_sizes,
max_equivalent_size,
total_appended_size):
n = len(equivalent_sizes)
eq_rs, eq_as = np.asarray(equivalent_sizes).T
ap_rs, ap_as = np.asarray(appended_sizes).T
A = np.zeros((n + 1, n + 1))
B = np.zeros(n + 1)
np.fill_diagonal(A[:n, :n], eq_rs)
A[:n, -1] = -1
A[-1, :-1] = ap_rs
B[:n] = -eq_as
B[-1] = total_appended_size - sum(ap_as)
karray_H = np.linalg.solve(A, B) # A @ K = B
karray = karray_H[:-1]
H = karray_H[-1]
if H > max_equivalent_size:
karray = (max_equivalent_size - eq_as) / eq_rs
return karray
@staticmethod
def _calc_offsets(appended_sizes, karray):
offsets = [0.]
for (r, a), k in zip(appended_sizes, karray):
offsets.append(offsets[-1] + r*k + a)
return offsets
def new_locator(self, nx, nx1=None):
"""
Create a new `AxesLocator` for the specified cell.
Parameters
----------
nx, nx1 : int
Integers specifying the column-position of the
cell. When *nx1* is None, a single *nx*-th column is
specified. Otherwise location of columns spanning between *nx*
to *nx1* (but excluding *nx1*-th column) is specified.
ny, ny1 : int
Same as *nx* and *nx1*, but for row positions.
"""
return AxesLocator(self, nx, 0, nx1, None)
def _locate(self, x, y, w, h,
y_equivalent_sizes, x_appended_sizes,
figW, figH):
equivalent_sizes = y_equivalent_sizes
appended_sizes = x_appended_sizes
max_equivalent_size = figH * h
total_appended_size = figW * w
karray = self._determine_karray(equivalent_sizes, appended_sizes,
max_equivalent_size,
total_appended_size)
ox = self._calc_offsets(appended_sizes, karray)
ww = (ox[-1] - ox[0]) / figW
ref_h = equivalent_sizes[0]
hh = (karray[0]*ref_h[0] + ref_h[1]) / figH
pb = mtransforms.Bbox.from_bounds(x, y, w, h)
pb1 = mtransforms.Bbox.from_bounds(x, y, ww, hh)
pb1_anchored = pb1.anchored(self.get_anchor(), pb)
x0, y0 = pb1_anchored.x0, pb1_anchored.y0
return x0, y0, ox, hh
def locate(self, nx, ny, nx1=None, ny1=None, axes=None, renderer=None):
"""
Parameters
----------
axes_divider : AxesDivider
nx, nx1 : int
Integers specifying the column-position of the
cell. When *nx1* is None, a single *nx*-th column is
specified. Otherwise location of columns spanning between *nx*
to *nx1* (but excluding *nx1*-th column) is specified.
ny, ny1 : int
Same as *nx* and *nx1*, but for row positions.
axes
renderer
"""
figW, figH = self._fig.get_size_inches()
x, y, w, h = self.get_position_runtime(axes, renderer)
y_equivalent_sizes = self.get_vertical_sizes(renderer)
x_appended_sizes = self.get_horizontal_sizes(renderer)
x0, y0, ox, hh = self._locate(x, y, w, h,
y_equivalent_sizes, x_appended_sizes,
figW, figH)
if nx1 is None:
nx1 = nx + 1
x1, w1 = x0 + ox[nx] / figW, (ox[nx1] - ox[nx]) / figW
y1, h1 = y0, hh
return mtransforms.Bbox.from_bounds(x1, y1, w1, h1)
class VBoxDivider(HBoxDivider):
"""
The Divider class whose rectangle area is specified as a subplot geometry.
"""
def new_locator(self, ny, ny1=None):
"""
Create a new `AxesLocator` for the specified cell.
Parameters
----------
ny, ny1 : int
Integers specifying the row-position of the
cell. When *ny1* is None, a single *ny*-th row is
specified. Otherwise location of rows spanning between *ny*
to *ny1* (but excluding *ny1*-th row) is specified.
"""
return AxesLocator(self, 0, ny, None, ny1)
def locate(self, nx, ny, nx1=None, ny1=None, axes=None, renderer=None):
"""
Parameters
----------
axes_divider : AxesDivider
nx, nx1 : int
Integers specifying the column-position of the
cell. When *nx1* is None, a single *nx*-th column is
specified. Otherwise location of columns spanning between *nx*
to *nx1* (but excluding *nx1*-th column) is specified.
ny, ny1 : int
Same as *nx* and *nx1*, but for row positions.
axes
renderer
"""
figW, figH = self._fig.get_size_inches()
x, y, w, h = self.get_position_runtime(axes, renderer)
x_equivalent_sizes = self.get_horizontal_sizes(renderer)
y_appended_sizes = self.get_vertical_sizes(renderer)
y0, x0, oy, ww = self._locate(y, x, h, w,
x_equivalent_sizes, y_appended_sizes,
figH, figW)
if ny1 is None:
ny1 = ny + 1
x1, w1 = x0, ww
y1, h1 = y0 + oy[ny] / figH, (oy[ny1] - oy[ny]) / figH
return mtransforms.Bbox.from_bounds(x1, y1, w1, h1)
def make_axes_locatable(axes):
divider = AxesDivider(axes)
locator = divider.new_locator(nx=0, ny=0)
axes.set_axes_locator(locator)
return divider
def make_axes_area_auto_adjustable(ax,
use_axes=None, pad=0.1,
adjust_dirs=None):
if adjust_dirs is None:
adjust_dirs = ["left", "right", "bottom", "top"]
divider = make_axes_locatable(ax)
if use_axes is None:
use_axes = ax
divider.add_auto_adjustable_area(use_axes=use_axes, pad=pad,
adjust_dirs=adjust_dirs)