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r"""
:mod:`~matplotlib.gridspec` contains classes that help to layout multiple
`~.axes.Axes` in a grid-like pattern within a figure.
The `GridSpec` specifies the overall grid structure. Individual cells within
the grid are referenced by `SubplotSpec`\s.
Often, users need not access this module directly, and can use higher-level
methods like `~.pyplot.subplots`, `~.pyplot.subplot_mosaic` and
`~.Figure.subfigures`. See the tutorial :ref:`arranging_axes` for a guide.
"""
import copy
import logging
from numbers import Integral
import numpy as np
import matplotlib as mpl
from matplotlib import _api, _pylab_helpers, _tight_layout
from matplotlib.transforms import Bbox
_log = logging.getLogger(__name__)
class GridSpecBase:
"""
A base class of GridSpec that specifies the geometry of the grid
that a subplot will be placed.
"""
def __init__(self, nrows, ncols, height_ratios=None, width_ratios=None):
"""
Parameters
----------
nrows, ncols : int
The number of rows and columns of the grid.
width_ratios : array-like of length *ncols*, optional
Defines the relative widths of the columns. Each column gets a
relative width of ``width_ratios[i] / sum(width_ratios)``.
If not given, all columns will have the same width.
height_ratios : array-like of length *nrows*, optional
Defines the relative heights of the rows. Each row gets a
relative height of ``height_ratios[i] / sum(height_ratios)``.
If not given, all rows will have the same height.
"""
if not isinstance(nrows, Integral) or nrows <= 0:
raise ValueError(
f"Number of rows must be a positive integer, not {nrows!r}")
if not isinstance(ncols, Integral) or ncols <= 0:
raise ValueError(
f"Number of columns must be a positive integer, not {ncols!r}")
self._nrows, self._ncols = nrows, ncols
self.set_height_ratios(height_ratios)
self.set_width_ratios(width_ratios)
def __repr__(self):
height_arg = (f', height_ratios={self._row_height_ratios!r}'
if len(set(self._row_height_ratios)) != 1 else '')
width_arg = (f', width_ratios={self._col_width_ratios!r}'
if len(set(self._col_width_ratios)) != 1 else '')
return '{clsname}({nrows}, {ncols}{optionals})'.format(
clsname=self.__class__.__name__,
nrows=self._nrows,
ncols=self._ncols,
optionals=height_arg + width_arg,
)
nrows = property(lambda self: self._nrows,
doc="The number of rows in the grid.")
ncols = property(lambda self: self._ncols,
doc="The number of columns in the grid.")
def get_geometry(self):
"""
Return a tuple containing the number of rows and columns in the grid.
"""
return self._nrows, self._ncols
def get_subplot_params(self, figure=None):
# Must be implemented in subclasses
pass
def new_subplotspec(self, loc, rowspan=1, colspan=1):
"""
Create and return a `.SubplotSpec` instance.
Parameters
----------
loc : (int, int)
The position of the subplot in the grid as
``(row_index, column_index)``.
rowspan, colspan : int, default: 1
The number of rows and columns the subplot should span in the grid.
"""
loc1, loc2 = loc
subplotspec = self[loc1:loc1+rowspan, loc2:loc2+colspan]
return subplotspec
def set_width_ratios(self, width_ratios):
"""
Set the relative widths of the columns.
*width_ratios* must be of length *ncols*. Each column gets a relative
width of ``width_ratios[i] / sum(width_ratios)``.
"""
if width_ratios is None:
width_ratios = [1] * self._ncols
elif len(width_ratios) != self._ncols:
raise ValueError('Expected the given number of width ratios to '
'match the number of columns of the grid')
self._col_width_ratios = width_ratios
def get_width_ratios(self):
"""
Return the width ratios.
This is *None* if no width ratios have been set explicitly.
"""
return self._col_width_ratios
def set_height_ratios(self, height_ratios):
"""
Set the relative heights of the rows.
*height_ratios* must be of length *nrows*. Each row gets a relative
height of ``height_ratios[i] / sum(height_ratios)``.
"""
if height_ratios is None:
height_ratios = [1] * self._nrows
elif len(height_ratios) != self._nrows:
raise ValueError('Expected the given number of height ratios to '
'match the number of rows of the grid')
self._row_height_ratios = height_ratios
def get_height_ratios(self):
"""
Return the height ratios.
This is *None* if no height ratios have been set explicitly.
"""
return self._row_height_ratios
def get_grid_positions(self, fig):
"""
Return the positions of the grid cells in figure coordinates.
Parameters
----------
fig : `~matplotlib.figure.Figure`
The figure the grid should be applied to. The subplot parameters
(margins and spacing between subplots) are taken from *fig*.
Returns
-------
bottoms, tops, lefts, rights : array
The bottom, top, left, right positions of the grid cells in
figure coordinates.
"""
nrows, ncols = self.get_geometry()
subplot_params = self.get_subplot_params(fig)
left = subplot_params.left
right = subplot_params.right
bottom = subplot_params.bottom
top = subplot_params.top
wspace = subplot_params.wspace
hspace = subplot_params.hspace
tot_width = right - left
tot_height = top - bottom
# calculate accumulated heights of columns
cell_h = tot_height / (nrows + hspace*(nrows-1))
sep_h = hspace * cell_h
norm = cell_h * nrows / sum(self._row_height_ratios)
cell_heights = [r * norm for r in self._row_height_ratios]
sep_heights = [0] + ([sep_h] * (nrows-1))
cell_hs = np.cumsum(np.column_stack([sep_heights, cell_heights]).flat)
# calculate accumulated widths of rows
cell_w = tot_width / (ncols + wspace*(ncols-1))
sep_w = wspace * cell_w
norm = cell_w * ncols / sum(self._col_width_ratios)
cell_widths = [r * norm for r in self._col_width_ratios]
sep_widths = [0] + ([sep_w] * (ncols-1))
cell_ws = np.cumsum(np.column_stack([sep_widths, cell_widths]).flat)
fig_tops, fig_bottoms = (top - cell_hs).reshape((-1, 2)).T
fig_lefts, fig_rights = (left + cell_ws).reshape((-1, 2)).T
return fig_bottoms, fig_tops, fig_lefts, fig_rights
@staticmethod
def _check_gridspec_exists(figure, nrows, ncols):
"""
Check if the figure already has a gridspec with these dimensions,
or create a new one
"""
for ax in figure.get_axes():
gs = ax.get_gridspec()
if gs is not None:
if hasattr(gs, 'get_topmost_subplotspec'):
# This is needed for colorbar gridspec layouts.
# This is probably OK because this whole logic tree
# is for when the user is doing simple things with the
# add_subplot command. For complicated layouts
# like subgridspecs the proper gridspec is passed in...
gs = gs.get_topmost_subplotspec().get_gridspec()
if gs.get_geometry() == (nrows, ncols):
return gs
# else gridspec not found:
return GridSpec(nrows, ncols, figure=figure)
def __getitem__(self, key):
"""Create and return a `.SubplotSpec` instance."""
nrows, ncols = self.get_geometry()
def _normalize(key, size, axis): # Includes last index.
orig_key = key
if isinstance(key, slice):
start, stop, _ = key.indices(size)
if stop > start:
return start, stop - 1
raise IndexError("GridSpec slice would result in no space "
"allocated for subplot")
else:
if key < 0:
key = key + size
if 0 <= key < size:
return key, key
elif axis is not None:
raise IndexError(f"index {orig_key} is out of bounds for "
f"axis {axis} with size {size}")
else: # flat index
raise IndexError(f"index {orig_key} is out of bounds for "
f"GridSpec with size {size}")
if isinstance(key, tuple):
try:
k1, k2 = key
except ValueError as err:
raise ValueError("Unrecognized subplot spec") from err
num1, num2 = np.ravel_multi_index(
[_normalize(k1, nrows, 0), _normalize(k2, ncols, 1)],
(nrows, ncols))
else: # Single key
num1, num2 = _normalize(key, nrows * ncols, None)
return SubplotSpec(self, num1, num2)
def subplots(self, *, sharex=False, sharey=False, squeeze=True,
subplot_kw=None):
"""
Add all subplots specified by this `GridSpec` to its parent figure.
See `.Figure.subplots` for detailed documentation.
"""
figure = self.figure
if figure is None:
raise ValueError("GridSpec.subplots() only works for GridSpecs "
"created with a parent figure")
if not isinstance(sharex, str):
sharex = "all" if sharex else "none"
if not isinstance(sharey, str):
sharey = "all" if sharey else "none"
_api.check_in_list(["all", "row", "col", "none", False, True],
sharex=sharex, sharey=sharey)
if subplot_kw is None:
subplot_kw = {}
# don't mutate kwargs passed by user...
subplot_kw = subplot_kw.copy()
# Create array to hold all Axes.
axarr = np.empty((self._nrows, self._ncols), dtype=object)
for row in range(self._nrows):
for col in range(self._ncols):
shared_with = {"none": None, "all": axarr[0, 0],
"row": axarr[row, 0], "col": axarr[0, col]}
subplot_kw["sharex"] = shared_with[sharex]
subplot_kw["sharey"] = shared_with[sharey]
axarr[row, col] = figure.add_subplot(
self[row, col], **subplot_kw)
# turn off redundant tick labeling
if sharex in ["col", "all"]:
for ax in axarr.flat:
ax._label_outer_xaxis(skip_non_rectangular_axes=True)
if sharey in ["row", "all"]:
for ax in axarr.flat:
ax._label_outer_yaxis(skip_non_rectangular_axes=True)
if squeeze:
# Discarding unneeded dimensions that equal 1. If we only have one
# subplot, just return it instead of a 1-element array.
return axarr.item() if axarr.size == 1 else axarr.squeeze()
else:
# Returned axis array will be always 2-d, even if nrows=ncols=1.
return axarr
class GridSpec(GridSpecBase):
"""
A grid layout to place subplots within a figure.
The location of the grid cells is determined in a similar way to
`.SubplotParams` using *left*, *right*, *top*, *bottom*, *wspace*
and *hspace*.
Indexing a GridSpec instance returns a `.SubplotSpec`.
"""
def __init__(self, nrows, ncols, figure=None,
left=None, bottom=None, right=None, top=None,
wspace=None, hspace=None,
width_ratios=None, height_ratios=None):
"""
Parameters
----------
nrows, ncols : int
The number of rows and columns of the grid.
figure : `.Figure`, optional
Only used for constrained layout to create a proper layoutgrid.
left, right, top, bottom : float, optional
Extent of the subplots as a fraction of figure width or height.
Left cannot be larger than right, and bottom cannot be larger than
top. If not given, the values will be inferred from a figure or
rcParams at draw time. See also `GridSpec.get_subplot_params`.
wspace : float, optional
The amount of width reserved for space between subplots,
expressed as a fraction of the average axis width.
If not given, the values will be inferred from a figure or
rcParams when necessary. See also `GridSpec.get_subplot_params`.
hspace : float, optional
The amount of height reserved for space between subplots,
expressed as a fraction of the average axis height.
If not given, the values will be inferred from a figure or
rcParams when necessary. See also `GridSpec.get_subplot_params`.
width_ratios : array-like of length *ncols*, optional
Defines the relative widths of the columns. Each column gets a
relative width of ``width_ratios[i] / sum(width_ratios)``.
If not given, all columns will have the same width.
height_ratios : array-like of length *nrows*, optional
Defines the relative heights of the rows. Each row gets a
relative height of ``height_ratios[i] / sum(height_ratios)``.
If not given, all rows will have the same height.
"""
self.left = left
self.bottom = bottom
self.right = right
self.top = top
self.wspace = wspace
self.hspace = hspace
self.figure = figure
super().__init__(nrows, ncols,
width_ratios=width_ratios,
height_ratios=height_ratios)
_AllowedKeys = ["left", "bottom", "right", "top", "wspace", "hspace"]
def update(self, **kwargs):
"""
Update the subplot parameters of the grid.
Parameters that are not explicitly given are not changed. Setting a
parameter to *None* resets it to :rc:`figure.subplot.*`.
Parameters
----------
left, right, top, bottom : float or None, optional
Extent of the subplots as a fraction of figure width or height.
wspace, hspace : float, optional
Spacing between the subplots as a fraction of the average subplot
width / height.
"""
for k, v in kwargs.items():
if k in self._AllowedKeys:
setattr(self, k, v)
else:
raise AttributeError(f"{k} is an unknown keyword")
for figmanager in _pylab_helpers.Gcf.figs.values():
for ax in figmanager.canvas.figure.axes:
if ax.get_subplotspec() is not None:
ss = ax.get_subplotspec().get_topmost_subplotspec()
if ss.get_gridspec() == self:
fig = ax.get_figure(root=False)
ax._set_position(ax.get_subplotspec().get_position(fig))
def get_subplot_params(self, figure=None):
"""
Return the `.SubplotParams` for the GridSpec.
In order of precedence the values are taken from
- non-*None* attributes of the GridSpec
- the provided *figure*
- :rc:`figure.subplot.*`
Note that the ``figure`` attribute of the GridSpec is always ignored.
"""
if figure is None:
kw = {k: mpl.rcParams["figure.subplot."+k]
for k in self._AllowedKeys}
subplotpars = SubplotParams(**kw)
else:
subplotpars = copy.copy(figure.subplotpars)
subplotpars.update(**{k: getattr(self, k) for k in self._AllowedKeys})
return subplotpars
def locally_modified_subplot_params(self):
"""
Return a list of the names of the subplot parameters explicitly set
in the GridSpec.
This is a subset of the attributes of `.SubplotParams`.
"""
return [k for k in self._AllowedKeys if getattr(self, k)]
def tight_layout(self, figure, renderer=None,
pad=1.08, h_pad=None, w_pad=None, rect=None):
"""
Adjust subplot parameters to give specified padding.
Parameters
----------
figure : `.Figure`
The figure.
renderer : `.RendererBase` subclass, optional
The renderer to be used.
pad : float
Padding between the figure edge and the edges of subplots, as a
fraction of the font-size.
h_pad, w_pad : float, optional
Padding (height/width) between edges of adjacent subplots.
Defaults to *pad*.
rect : tuple (left, bottom, right, top), default: None
(left, bottom, right, top) rectangle in normalized figure
coordinates that the whole subplots area (including labels) will
fit into. Default (None) is the whole figure.
"""
if renderer is None:
renderer = figure._get_renderer()
kwargs = _tight_layout.get_tight_layout_figure(
figure, figure.axes,
_tight_layout.get_subplotspec_list(figure.axes, grid_spec=self),
renderer, pad=pad, h_pad=h_pad, w_pad=w_pad, rect=rect)
if kwargs:
self.update(**kwargs)
class GridSpecFromSubplotSpec(GridSpecBase):
"""
GridSpec whose subplot layout parameters are inherited from the
location specified by a given SubplotSpec.
"""
def __init__(self, nrows, ncols,
subplot_spec,
wspace=None, hspace=None,
height_ratios=None, width_ratios=None):
"""
Parameters
----------
nrows, ncols : int
Number of rows and number of columns of the grid.
subplot_spec : SubplotSpec
Spec from which the layout parameters are inherited.
wspace, hspace : float, optional
See `GridSpec` for more details. If not specified default values
(from the figure or rcParams) are used.
height_ratios : array-like of length *nrows*, optional
See `GridSpecBase` for details.
width_ratios : array-like of length *ncols*, optional
See `GridSpecBase` for details.
"""
self._wspace = wspace
self._hspace = hspace
if isinstance(subplot_spec, SubplotSpec):
self._subplot_spec = subplot_spec
else:
raise TypeError(
"subplot_spec must be type SubplotSpec, "
"usually from GridSpec, or axes.get_subplotspec.")
self.figure = self._subplot_spec.get_gridspec().figure
super().__init__(nrows, ncols,
width_ratios=width_ratios,
height_ratios=height_ratios)
def get_subplot_params(self, figure=None):
"""Return a dictionary of subplot layout parameters."""
hspace = (self._hspace if self._hspace is not None
else figure.subplotpars.hspace if figure is not None
else mpl.rcParams["figure.subplot.hspace"])
wspace = (self._wspace if self._wspace is not None
else figure.subplotpars.wspace if figure is not None
else mpl.rcParams["figure.subplot.wspace"])
figbox = self._subplot_spec.get_position(figure)
left, bottom, right, top = figbox.extents
return SubplotParams(left=left, right=right,
bottom=bottom, top=top,
wspace=wspace, hspace=hspace)
def get_topmost_subplotspec(self):
"""
Return the topmost `.SubplotSpec` instance associated with the subplot.
"""
return self._subplot_spec.get_topmost_subplotspec()
class SubplotSpec:
"""
The location of a subplot in a `GridSpec`.
.. note::
Likely, you will never instantiate a `SubplotSpec` yourself. Instead,
you will typically obtain one from a `GridSpec` using item-access.
Parameters
----------
gridspec : `~matplotlib.gridspec.GridSpec`
The GridSpec, which the subplot is referencing.
num1, num2 : int
The subplot will occupy the *num1*-th cell of the given
*gridspec*. If *num2* is provided, the subplot will span between
*num1*-th cell and *num2*-th cell **inclusive**.
The index starts from 0.
"""
def __init__(self, gridspec, num1, num2=None):
self._gridspec = gridspec
self.num1 = num1
self.num2 = num2
def __repr__(self):
return (f"{self.get_gridspec()}["
f"{self.rowspan.start}:{self.rowspan.stop}, "
f"{self.colspan.start}:{self.colspan.stop}]")
@staticmethod
def _from_subplot_args(figure, args):
"""
Construct a `.SubplotSpec` from a parent `.Figure` and either
- a `.SubplotSpec` -- returned as is;
- one or three numbers -- a MATLAB-style subplot specifier.
"""
if len(args) == 1:
arg, = args
if isinstance(arg, SubplotSpec):
return arg
elif not isinstance(arg, Integral):
raise ValueError(
f"Single argument to subplot must be a three-digit "
f"integer, not {arg!r}")
try:
rows, cols, num = map(int, str(arg))
except ValueError:
raise ValueError(
f"Single argument to subplot must be a three-digit "
f"integer, not {arg!r}") from None
elif len(args) == 3:
rows, cols, num = args
else:
raise _api.nargs_error("subplot", takes="1 or 3", given=len(args))
gs = GridSpec._check_gridspec_exists(figure, rows, cols)
if gs is None:
gs = GridSpec(rows, cols, figure=figure)
if isinstance(num, tuple) and len(num) == 2:
if not all(isinstance(n, Integral) for n in num):
raise ValueError(
f"Subplot specifier tuple must contain integers, not {num}"
)
i, j = num
else:
if not isinstance(num, Integral) or num < 1 or num > rows*cols:
raise ValueError(
f"num must be an integer with 1 <= num <= {rows*cols}, "
f"not {num!r}"
)
i = j = num
return gs[i-1:j]
# num2 is a property only to handle the case where it is None and someone
# mutates num1.
@property
def num2(self):
return self.num1 if self._num2 is None else self._num2
@num2.setter
def num2(self, value):
self._num2 = value
def get_gridspec(self):
return self._gridspec
def get_geometry(self):
"""
Return the subplot geometry as tuple ``(n_rows, n_cols, start, stop)``.
The indices *start* and *stop* define the range of the subplot within
the `GridSpec`. *stop* is inclusive (i.e. for a single cell
``start == stop``).
"""
rows, cols = self.get_gridspec().get_geometry()
return rows, cols, self.num1, self.num2
@property
def rowspan(self):
"""The rows spanned by this subplot, as a `range` object."""
ncols = self.get_gridspec().ncols
return range(self.num1 // ncols, self.num2 // ncols + 1)
@property
def colspan(self):
"""The columns spanned by this subplot, as a `range` object."""
ncols = self.get_gridspec().ncols
# We explicitly support num2 referring to a column on num1's *left*, so
# we must sort the column indices here so that the range makes sense.
c1, c2 = sorted([self.num1 % ncols, self.num2 % ncols])
return range(c1, c2 + 1)
def is_first_row(self):
return self.rowspan.start == 0
def is_last_row(self):
return self.rowspan.stop == self.get_gridspec().nrows
def is_first_col(self):
return self.colspan.start == 0
def is_last_col(self):
return self.colspan.stop == self.get_gridspec().ncols
def get_position(self, figure):
"""
Update the subplot position from ``figure.subplotpars``.
"""
gridspec = self.get_gridspec()
nrows, ncols = gridspec.get_geometry()
rows, cols = np.unravel_index([self.num1, self.num2], (nrows, ncols))
fig_bottoms, fig_tops, fig_lefts, fig_rights = \
gridspec.get_grid_positions(figure)
fig_bottom = fig_bottoms[rows].min()
fig_top = fig_tops[rows].max()
fig_left = fig_lefts[cols].min()
fig_right = fig_rights[cols].max()
return Bbox.from_extents(fig_left, fig_bottom, fig_right, fig_top)
def get_topmost_subplotspec(self):
"""
Return the topmost `SubplotSpec` instance associated with the subplot.
"""
gridspec = self.get_gridspec()
if hasattr(gridspec, "get_topmost_subplotspec"):
return gridspec.get_topmost_subplotspec()
else:
return self
def __eq__(self, other):
"""
Two SubplotSpecs are considered equal if they refer to the same
position(s) in the same `GridSpec`.
"""
# other may not even have the attributes we are checking.
return ((self._gridspec, self.num1, self.num2)
== (getattr(other, "_gridspec", object()),
getattr(other, "num1", object()),
getattr(other, "num2", object())))
def __hash__(self):
return hash((self._gridspec, self.num1, self.num2))
def subgridspec(self, nrows, ncols, **kwargs):
"""
Create a GridSpec within this subplot.
The created `.GridSpecFromSubplotSpec` will have this `SubplotSpec` as
a parent.
Parameters
----------
nrows : int
Number of rows in grid.
ncols : int
Number of columns in grid.
Returns
-------
`.GridSpecFromSubplotSpec`
Other Parameters
----------------
**kwargs
All other parameters are passed to `.GridSpecFromSubplotSpec`.
See Also
--------
matplotlib.pyplot.subplots
Examples
--------
Adding three subplots in the space occupied by a single subplot::
fig = plt.figure()
gs0 = fig.add_gridspec(3, 1)
ax1 = fig.add_subplot(gs0[0])
ax2 = fig.add_subplot(gs0[1])
gssub = gs0[2].subgridspec(1, 3)
for i in range(3):
fig.add_subplot(gssub[0, i])
"""
return GridSpecFromSubplotSpec(nrows, ncols, self, **kwargs)
class SubplotParams:
"""
Parameters defining the positioning of a subplots grid in a figure.
"""
def __init__(self, left=None, bottom=None, right=None, top=None,
wspace=None, hspace=None):
"""
Defaults are given by :rc:`figure.subplot.[name]`.
Parameters
----------
left : float
The position of the left edge of the subplots,
as a fraction of the figure width.
right : float
The position of the right edge of the subplots,
as a fraction of the figure width.
bottom : float
The position of the bottom edge of the subplots,
as a fraction of the figure height.
top : float
The position of the top edge of the subplots,
as a fraction of the figure height.
wspace : float
The width of the padding between subplots,
as a fraction of the average Axes width.
hspace : float
The height of the padding between subplots,
as a fraction of the average Axes height.
"""
for key in ["left", "bottom", "right", "top", "wspace", "hspace"]:
setattr(self, key, mpl.rcParams[f"figure.subplot.{key}"])
self.update(left, bottom, right, top, wspace, hspace)
def update(self, left=None, bottom=None, right=None, top=None,
wspace=None, hspace=None):
"""
Update the dimensions of the passed parameters. *None* means unchanged.
"""
if ((left if left is not None else self.left)
>= (right if right is not None else self.right)):
raise ValueError('left cannot be >= right')
if ((bottom if bottom is not None else self.bottom)
>= (top if top is not None else self.top)):
raise ValueError('bottom cannot be >= top')
if left is not None:
self.left = left
if right is not None:
self.right = right
if bottom is not None:
self.bottom = bottom
if top is not None:
self.top = top
if wspace is not None:
self.wspace = wspace
if hspace is not None:
self.hspace = hspace
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