|
|
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): |
|
|
|
|
|
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 |
|
|
|
|
|
|
|
|
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) |
|
|
|
|
|
|
|
|
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'): |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
gs = gs.get_topmost_subplotspec().get_gridspec() |
|
|
if gs.get_geometry() == (nrows, ncols): |
|
|
return gs |
|
|
|
|
|
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): |
|
|
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: |
|
|
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: |
|
|
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 = {} |
|
|
|
|
|
subplot_kw = subplot_kw.copy() |
|
|
|
|
|
|
|
|
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) |
|
|
|
|
|
|
|
|
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: |
|
|
|
|
|
|
|
|
return axarr.item() if axarr.size == 1 else axarr.squeeze() |
|
|
else: |
|
|
|
|
|
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: |
|
|
ax._set_position( |
|
|
ax.get_subplotspec().get_position(ax.figure)) |
|
|
|
|
|
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] |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
@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 |
|
|
|
|
|
|
|
|
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`. |
|
|
""" |
|
|
|
|
|
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 |
|
|
|