ydb/contrib/python/matplotlib/py3/mpl_toolkits/axes_grid1/axes_divider.py

"""
Helper classes to adjust the positions of multiple axes at drawing time.
"""

import functools

import numpy as np

import matplotlib as mpl
from matplotlib import _api
from matplotlib.gridspec import SubplotSpec
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, optional
            Whether overall rectangular area is reduced so that the relative
            part of the horizontal and vertical scales have the same scale.
        anchor : (float, float) or {'C', 'SW', 'S', 'SE', 'E', 'NE', 'N', \
'NW', 'W'}, default: 'C'
            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.set_anchor(anchor)
        self._aspect = aspect
        self._xrefindex = 0
        self._yrefindex = 0
        self._locator = None

    def get_horizontal_sizes(self, renderer):
        return np.array([s.get_size(renderer) for s in self.get_horizontal()])

    def get_vertical_sizes(self, renderer):
        return np.array([s.get_size(renderer) for s in self.get_vertical()])

    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 : (float, float) or {'C', 'SW', 'S', 'SE', 'E', 'NE', 'N', \
'NW', 'W'}
            Either an (*x*, *y*) pair of relative coordinates (0 is left or
            bottom, 1 is right or top), 'C' (center), or a cardinal direction
            ('SW', southwest, is bottom left, etc.).

        See Also
        --------
        .Axes.set_anchor
        """
        if isinstance(anchor, str):
            _api.check_in_list(mtransforms.Bbox.coefs, anchor=anchor)
        elif not isinstance(anchor, (tuple, list)) or len(anchor) != 2:
            raise TypeError("anchor must be str or 2-tuple")
        self._anchor = anchor

    def get_anchor(self):
        """Return the anchor."""
        return self._anchor

    def get_subplotspec(self):
        return None

    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

    @staticmethod
    def _calc_k(sizes, total):
        # sizes is a (n, 2) array of (rel_size, abs_size); this method finds
        # the k factor such that sum(rel_size * k + abs_size) == total.
        rel_sum, abs_sum = sizes.sum(0)
        return (total - abs_sum) / rel_sum if rel_sum else 0

    @staticmethod
    def _calc_offsets(sizes, k):
        # Apply k factors to (n, 2) sizes array of (rel_size, abs_size); return
        # the resulting cumulative offset positions.
        return np.cumsum([0, *(sizes @ [k, 1])])

    def new_locator(self, nx, ny, nx1=None, ny1=None):
        """
        Return an axes locator callable 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.
        """
        if nx1 is None:
            nx1 = nx + 1
        if ny1 is None:
            ny1 = ny + 1
        # append_size("left") adds a new size at the beginning of the
        # horizontal size lists; this shift transforms e.g.
        # new_locator(nx=2, ...) into effectively new_locator(nx=3, ...).  To
        # take that into account, instead of recording nx, we record
        # nx-self._xrefindex, where _xrefindex is shifted by 1 by each
        # append_size("left"), and re-add self._xrefindex back to nx in
        # _locate, when the actual axes position is computed.  Ditto for y.
        xref = self._xrefindex
        yref = self._yrefindex
        locator = functools.partial(
            self._locate, nx - xref, ny - yref, nx1 - xref, ny1 - yref)
        locator.get_subplotspec = self.get_subplotspec
        return locator

    @_api.deprecated(
        "3.8", alternative="divider.new_locator(...)(ax, renderer)")
    def locate(self, nx, ny, nx1=None, ny1=None, axes=None, renderer=None):
        """
        Implementation of ``divider.new_locator().__call__``.

        Parameters
        ----------
        nx, nx1 : int
            Integers specifying the column-position of the cell. When *nx1* is
            None, a single *nx*-th column is specified. Otherwise, the
            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
        """
        xref = self._xrefindex
        yref = self._yrefindex
        return self._locate(
            nx - xref, (nx + 1 if nx1 is None else nx1) - xref,
            ny - yref, (ny + 1 if ny1 is None else ny1) - yref,
            axes, renderer)

    def _locate(self, nx, ny, nx1, ny1, axes, renderer):
        """
        Implementation of ``divider.new_locator().__call__``.

        The axes locator callable returned by ``new_locator()`` is created as
        a `functools.partial` of this method with *nx*, *ny*, *nx1*, and *ny1*
        specifying the requested cell.
        """
        nx += self._xrefindex
        nx1 += self._xrefindex
        ny += self._yrefindex
        ny1 += self._yrefindex

        fig_w, fig_h = self._fig.bbox.size / self._fig.dpi
        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, fig_w * w)
        k_v = self._calc_k(vsizes, fig_h * 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]) / fig_w
            hh = (oy[-1] - oy[0]) / fig_h
            pb = mtransforms.Bbox.from_bounds(x, y, w, h)
            pb1 = mtransforms.Bbox.from_bounds(x, y, ww, hh)
            x0, y0 = pb1.anchored(self.get_anchor(), pb).p0

        else:
            ox = self._calc_offsets(hsizes, k_h)
            oy = self._calc_offsets(vsizes, k_v)
            x0, y0 = x, y

        if nx1 is None:
            nx1 = -1
        if ny1 is None:
            ny1 = -1

        x1, w1 = x0 + ox[nx] / fig_w, (ox[nx1] - ox[nx]) / fig_w
        y1, h1 = y0 + oy[ny] / fig_h, (oy[ny1] - oy[ny]) / fig_h

        return mtransforms.Bbox.from_bounds(x1, y1, w1, h1)

    def append_size(self, position, size):
        _api.check_in_list(["left", "right", "bottom", "top"],
                           position=position)
        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
        else:  # 'top'
            self._vertical.append(size)

    def add_auto_adjustable_area(self, use_axes, pad=0.1, adjust_dirs=None):
        """
        Add auto-adjustable padding around *use_axes* to take their decorations
        (title, labels, ticks, ticklabels) into account during layout.

        Parameters
        ----------
        use_axes : `~matplotlib.axes.Axes` or list of `~matplotlib.axes.Axes`
            The Axes whose decorations are taken into account.
        pad : float, default: 0.1
            Additional padding in inches.
        adjust_dirs : list of {"left", "right", "bottom", "top"}, optional
            The sides where padding is added; defaults to all four sides.
        """
        if adjust_dirs is None:
            adjust_dirs = ["left", "right", "bottom", "top"]
        for d in adjust_dirs:
            self.append_size(d, Size._AxesDecorationsSize(use_axes, d) + pad)


@_api.deprecated("3.8")
class AxesLocator:
    """
    A callable object which returns the position and size of a given
    `.AxesDivider` cell.
    """

    def __init__(self, axes_divider, nx, ny, nx1=None, ny1=None):
        """
        Parameters
        ----------
        axes_divider : `~mpl_toolkits.axes_grid1.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 = len(self._axes_divider)
        if ny1 is None:
            ny1 = len(self._axes_divider[0])

        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):
        return self._axes_divider.get_subplotspec()


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)).
        horizontal : list of :mod:`~mpl_toolkits.axes_grid1.axes_size`, optional
            Sizes for horizontal division.
        vertical : list of :mod:`~mpl_toolkits.axes_grid1.axes_size`, optional
            Sizes for vertical division.
        aspect : bool, optional
            Whether overall rectangular area is reduced so that the relative
            part of the horizontal and vertical scales have the same scale.
        anchor : (float, float) or {'C', 'SW', 'S', 'SE', 'E', 'NE', 'N', \
'NW', 'W'}, default: 'C'
            Placement of the reduced rectangle, when *aspect* is True.
        """
        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

    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 preexisting 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:
            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):
        """
        Helper method for ``append_axes("left")`` and ``append_axes("right")``.

        See the documentation of `append_axes` for more details.

        :meta private:
        """
        if pad is None:
            pad = mpl.rcParams["figure.subplot.wspace"] * self._xref
        pos = "left" if pack_start else "right"
        if pad:
            if not isinstance(pad, Size._Base):
                pad = Size.from_any(pad, fraction_ref=self._xref)
            self.append_size(pos, pad)
        if not isinstance(size, Size._Base):
            size = Size.from_any(size, fraction_ref=self._xref)
        self.append_size(pos, size)
        locator = self.new_locator(
            nx=0 if pack_start else 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):
        """
        Helper method for ``append_axes("top")`` and ``append_axes("bottom")``.

        See the documentation of `append_axes` for more details.

        :meta private:
        """
        if pad is None:
            pad = mpl.rcParams["figure.subplot.hspace"] * self._yref
        pos = "bottom" if pack_start else "top"
        if pad:
            if not isinstance(pad, Size._Base):
                pad = Size.from_any(pad, fraction_ref=self._yref)
            self.append_size(pos, pad)
        if not isinstance(size, Size._Base):
            size = Size.from_any(size, fraction_ref=self._yref)
        self.append_size(pos, size)
        locator = self.new_locator(
            nx=self._xrefindex,
            ny=0 if pack_start else 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, *, axes_class=None,
                    **kwargs):
        """
        Add a new axes on a given side of the main axes.

        Parameters
        ----------
        position : {"left", "right", "bottom", "top"}
            Where the new axes is positioned relative to the main axes.
        size : :mod:`~mpl_toolkits.axes_grid1.axes_size` or float or str
            The axes width or height.  float or str arguments are interpreted
            as ``axes_size.from_any(size, AxesX(<main_axes>))`` for left or
            right axes, and likewise with ``AxesY`` for bottom or top axes.
        pad : :mod:`~mpl_toolkits.axes_grid1.axes_size` or float or str
            Padding between the axes.  float or str arguments are interpreted
            as for *size*.  Defaults to :rc:`figure.subplot.wspace` times the
            main Axes width (left or right axes) or :rc:`figure.subplot.hspace`
            times the main Axes height (bottom or top axes).
        axes_class : subclass type of `~.axes.Axes`, optional
            The type of the new axes.  Defaults to the type of the main axes.
        **kwargs
            All extra keywords arguments are passed to the created axes.
        """
        create_axes, pack_start = _api.check_getitem({
            "left": (self.new_horizontal, True),
            "right": (self.new_horizontal, False),
            "bottom": (self.new_vertical, True),
            "top": (self.new_vertical, False),
        }, position=position)
        ax = create_axes(
            size, pad, pack_start=pack_start, axes_class=axes_class, **kwargs)
        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):
        return self._axes.get_subplotspec()


# Helper for HBoxDivider/VBoxDivider.
# The variable names are written for a horizontal layout, but the calculations
# work identically for vertical layouts.
def _locate(x, y, w, h, summed_widths, equal_heights, fig_w, fig_h, anchor):

    total_width = fig_w * w
    max_height = fig_h * h

    # Determine the k factors.
    n = len(equal_heights)
    eq_rels, eq_abss = equal_heights.T
    sm_rels, sm_abss = summed_widths.T
    A = np.diag([*eq_rels, 0])
    A[:n, -1] = -1
    A[-1, :-1] = sm_rels
    B = [*(-eq_abss), total_width - sm_abss.sum()]
    # A @ K = B: This finds factors {k_0, ..., k_{N-1}, H} so that
    #   eq_rel_i * k_i + eq_abs_i = H for all i: all axes have the same height
    #   sum(sm_rel_i * k_i + sm_abs_i) = total_width: fixed total width
    # (foo_rel_i * k_i + foo_abs_i will end up being the size of foo.)
    *karray, height = np.linalg.solve(A, B)
    if height > max_height:  # Additionally, upper-bound the height.
        karray = (max_height - eq_abss) / eq_rels

    # Compute the offsets corresponding to these factors.
    ox = np.cumsum([0, *(sm_rels * karray + sm_abss)])
    ww = (ox[-1] - ox[0]) / fig_w
    h0_rel, h0_abs = equal_heights[0]
    hh = (karray[0]*h0_rel + h0_abs) / fig_h
    pb = mtransforms.Bbox.from_bounds(x, y, w, h)
    pb1 = mtransforms.Bbox.from_bounds(x, y, ww, hh)
    x0, y0 = pb1.anchored(anchor, pb).p0

    return x0, y0, ox, hh


class HBoxDivider(SubplotDivider):
    """
    A `.SubplotDivider` for laying out axes horizontally, while ensuring that
    they have equal heights.

    Examples
    --------
    .. plot:: gallery/axes_grid1/demo_axes_hbox_divider.py
    """

    def new_locator(self, nx, nx1=None):
        """
        Create an axes locator callable 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.
        """
        return super().new_locator(nx, 0, nx1, 0)

    def _locate(self, nx, ny, nx1, ny1, axes, renderer):
        # docstring inherited
        nx += self._xrefindex
        nx1 += self._xrefindex
        fig_w, fig_h = self._fig.bbox.size / self._fig.dpi
        x, y, w, h = self.get_position_runtime(axes, renderer)
        summed_ws = self.get_horizontal_sizes(renderer)
        equal_hs = self.get_vertical_sizes(renderer)
        x0, y0, ox, hh = _locate(
            x, y, w, h, summed_ws, equal_hs, fig_w, fig_h, self.get_anchor())
        if nx1 is None:
            nx1 = -1
        x1, w1 = x0 + ox[nx] / fig_w, (ox[nx1] - ox[nx]) / fig_w
        y1, h1 = y0, hh
        return mtransforms.Bbox.from_bounds(x1, y1, w1, h1)


class VBoxDivider(SubplotDivider):
    """
    A `.SubplotDivider` for laying out axes vertically, while ensuring that
    they have equal widths.
    """

    def new_locator(self, ny, ny1=None):
        """
        Create an axes locator callable 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 super().new_locator(0, ny, 0, ny1)

    def _locate(self, nx, ny, nx1, ny1, axes, renderer):
        # docstring inherited
        ny += self._yrefindex
        ny1 += self._yrefindex
        fig_w, fig_h = self._fig.bbox.size / self._fig.dpi
        x, y, w, h = self.get_position_runtime(axes, renderer)
        summed_hs = self.get_vertical_sizes(renderer)
        equal_ws = self.get_horizontal_sizes(renderer)
        y0, x0, oy, ww = _locate(
            y, x, h, w, summed_hs, equal_ws, fig_h, fig_w, self.get_anchor())
        if ny1 is None:
            ny1 = -1
        x1, w1 = x0, ww
        y1, h1 = y0 + oy[ny] / fig_h, (oy[ny1] - oy[ny]) / fig_h
        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):
    """
    Add auto-adjustable padding around *ax* to take its decorations (title,
    labels, ticks, ticklabels) into account during layout, using
    `.Divider.add_auto_adjustable_area`.

    By default, padding is determined from the decorations of *ax*.
    Pass *use_axes* to consider the decorations of other Axes instead.
    """
    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)