""" Routines to adjust subplot params so that subplots are nicely fit in the figure. In doing so, only axis labels, tick labels, axes titles and offsetboxes that are anchored to axes are currently considered. Internally, this module assumes that the margins (left margin, etc.) which are differences between ``Axes.get_tightbbox`` and ``Axes.bbox`` are independent of Axes position. This may fail if ``Axes.adjustable`` is ``datalim`` as well as such cases as when left or right margin are affected by xlabel. """ import numpy as np import matplotlib as mpl from matplotlib import _api, artist as martist from matplotlib.font_manager import FontProperties from matplotlib.transforms import Bbox def _auto_adjust_subplotpars( fig, renderer, shape, span_pairs, subplot_list, ax_bbox_list=None, pad=1.08, h_pad=None, w_pad=None, rect=None): """ Return a dict of subplot parameters to adjust spacing between subplots or ``None`` if resulting axes would have zero height or width. Note that this function ignores geometry information of subplot itself, but uses what is given by the *shape* and *subplot_list* parameters. Also, the results could be incorrect if some subplots have ``adjustable=datalim``. Parameters ---------- shape : tuple[int, int] Number of rows and columns of the grid. span_pairs : list[tuple[slice, slice]] List of rowspans and colspans occupied by each subplot. subplot_list : list of subplots List of subplots that will be used to calculate optimal subplot_params. pad : float Padding between the figure edge and the edges of subplots, as a fraction of the font size. h_pad, w_pad : float Padding (height/width) between edges of adjacent subplots, as a fraction of the font size. Defaults to *pad*. rect : tuple (left, bottom, right, top), default: None. """ rows, cols = shape font_size_inch = (FontProperties( size=mpl.rcParams["font.size"]).get_size_in_points() / 72) pad_inch = pad * font_size_inch vpad_inch = h_pad * font_size_inch if h_pad is not None else pad_inch hpad_inch = w_pad * font_size_inch if w_pad is not None else pad_inch if len(span_pairs) != len(subplot_list) or len(subplot_list) == 0: raise ValueError if rect is None: margin_left = margin_bottom = margin_right = margin_top = None else: margin_left, margin_bottom, _right, _top = rect margin_right = 1 - _right if _right else None margin_top = 1 - _top if _top else None vspaces = np.zeros((rows + 1, cols)) hspaces = np.zeros((rows, cols + 1)) if ax_bbox_list is None: ax_bbox_list = [ Bbox.union([ax.get_position(original=True) for ax in subplots]) for subplots in subplot_list] for subplots, ax_bbox, (rowspan, colspan) in zip( subplot_list, ax_bbox_list, span_pairs): if all(not ax.get_visible() for ax in subplots): continue bb = [] for ax in subplots: if ax.get_visible(): bb += [martist._get_tightbbox_for_layout_only(ax, renderer)] tight_bbox_raw = Bbox.union(bb) tight_bbox = fig.transFigure.inverted().transform_bbox(tight_bbox_raw) hspaces[rowspan, colspan.start] += ax_bbox.xmin - tight_bbox.xmin # l hspaces[rowspan, colspan.stop] += tight_bbox.xmax - ax_bbox.xmax # r vspaces[rowspan.start, colspan] += tight_bbox.ymax - ax_bbox.ymax # t vspaces[rowspan.stop, colspan] += ax_bbox.ymin - tight_bbox.ymin # b fig_width_inch, fig_height_inch = fig.get_size_inches() # margins can be negative for axes with aspect applied, so use max(, 0) to # make them nonnegative. if not margin_left: margin_left = max(hspaces[:, 0].max(), 0) + pad_inch/fig_width_inch suplabel = fig._supylabel if suplabel and suplabel.get_in_layout(): rel_width = fig.transFigure.inverted().transform_bbox( suplabel.get_window_extent(renderer)).width margin_left += rel_width + pad_inch/fig_width_inch if not margin_right: margin_right = max(hspaces[:, -1].max(), 0) + pad_inch/fig_width_inch if not margin_top: margin_top = max(vspaces[0, :].max(), 0) + pad_inch/fig_height_inch if fig._suptitle and fig._suptitle.get_in_layout(): rel_height = fig.transFigure.inverted().transform_bbox( fig._suptitle.get_window_extent(renderer)).height margin_top += rel_height + pad_inch/fig_height_inch if not margin_bottom: margin_bottom = max(vspaces[-1, :].max(), 0) + pad_inch/fig_height_inch suplabel = fig._supxlabel if suplabel and suplabel.get_in_layout(): rel_height = fig.transFigure.inverted().transform_bbox( suplabel.get_window_extent(renderer)).height margin_bottom += rel_height + pad_inch/fig_height_inch if margin_left + margin_right >= 1: _api.warn_external('Tight layout not applied. The left and right ' 'margins cannot be made large enough to ' 'accommodate all axes decorations.') return None if margin_bottom + margin_top >= 1: _api.warn_external('Tight layout not applied. The bottom and top ' 'margins cannot be made large enough to ' 'accommodate all axes decorations.') return None kwargs = dict(left=margin_left, right=1 - margin_right, bottom=margin_bottom, top=1 - margin_top) if cols > 1: hspace = hspaces[:, 1:-1].max() + hpad_inch / fig_width_inch # axes widths: h_axes = (1 - margin_right - margin_left - hspace * (cols - 1)) / cols if h_axes < 0: _api.warn_external('Tight layout not applied. tight_layout ' 'cannot make axes width small enough to ' 'accommodate all axes decorations') return None else: kwargs["wspace"] = hspace / h_axes if rows > 1: vspace = vspaces[1:-1, :].max() + vpad_inch / fig_height_inch v_axes = (1 - margin_top - margin_bottom - vspace * (rows - 1)) / rows if v_axes < 0: _api.warn_external('Tight layout not applied. tight_layout ' 'cannot make axes height small enough to ' 'accommodate all axes decorations.') return None else: kwargs["hspace"] = vspace / v_axes return kwargs def get_subplotspec_list(axes_list, grid_spec=None): """ Return a list of subplotspec from the given list of axes. For an instance of axes that does not support subplotspec, None is inserted in the list. If grid_spec is given, None is inserted for those not from the given grid_spec. """ subplotspec_list = [] for ax in axes_list: axes_or_locator = ax.get_axes_locator() if axes_or_locator is None: axes_or_locator = ax if hasattr(axes_or_locator, "get_subplotspec"): subplotspec = axes_or_locator.get_subplotspec() if subplotspec is not None: subplotspec = subplotspec.get_topmost_subplotspec() gs = subplotspec.get_gridspec() if grid_spec is not None: if gs != grid_spec: subplotspec = None elif gs.locally_modified_subplot_params(): subplotspec = None else: subplotspec = None subplotspec_list.append(subplotspec) return subplotspec_list def get_tight_layout_figure(fig, axes_list, subplotspec_list, renderer, pad=1.08, h_pad=None, w_pad=None, rect=None): """ Return subplot parameters for tight-layouted-figure with specified padding. Parameters ---------- fig : Figure axes_list : list of Axes subplotspec_list : list of `.SubplotSpec` The subplotspecs of each axes. renderer : renderer pad : float Padding between the figure edge and the edges of subplots, as a fraction of the font size. h_pad, w_pad : float Padding (height/width) between edges of adjacent subplots. Defaults to *pad*. rect : tuple (left, bottom, right, top), default: None. rectangle in normalized figure coordinates that the whole subplots area (including labels) will fit into. Defaults to using the entire figure. Returns ------- subplotspec or None subplotspec kwargs to be passed to `.Figure.subplots_adjust` or None if tight_layout could not be accomplished. """ # Multiple axes can share same subplotspec (e.g., if using axes_grid1); # we need to group them together. ss_to_subplots = {ss: [] for ss in subplotspec_list} for ax, ss in zip(axes_list, subplotspec_list): ss_to_subplots[ss].append(ax) if ss_to_subplots.pop(None, None): _api.warn_external( "This figure includes Axes that are not compatible with " "tight_layout, so results might be incorrect.") if not ss_to_subplots: return {} subplot_list = list(ss_to_subplots.values()) ax_bbox_list = [ss.get_position(fig) for ss in ss_to_subplots] max_nrows = max(ss.get_gridspec().nrows for ss in ss_to_subplots) max_ncols = max(ss.get_gridspec().ncols for ss in ss_to_subplots) span_pairs = [] for ss in ss_to_subplots: # The intent here is to support axes from different gridspecs where # one's nrows (or ncols) is a multiple of the other (e.g. 2 and 4), # but this doesn't actually work because the computed wspace, in # relative-axes-height, corresponds to different physical spacings for # the 2-row grid and the 4-row grid. Still, this code is left, mostly # for backcompat. rows, cols = ss.get_gridspec().get_geometry() div_row, mod_row = divmod(max_nrows, rows) div_col, mod_col = divmod(max_ncols, cols) if mod_row != 0: _api.warn_external('tight_layout not applied: number of rows ' 'in subplot specifications must be ' 'multiples of one another.') return {} if mod_col != 0: _api.warn_external('tight_layout not applied: number of ' 'columns in subplot specifications must be ' 'multiples of one another.') return {} span_pairs.append(( slice(ss.rowspan.start * div_row, ss.rowspan.stop * div_row), slice(ss.colspan.start * div_col, ss.colspan.stop * div_col))) kwargs = _auto_adjust_subplotpars(fig, renderer, shape=(max_nrows, max_ncols), span_pairs=span_pairs, subplot_list=subplot_list, ax_bbox_list=ax_bbox_list, pad=pad, h_pad=h_pad, w_pad=w_pad) # kwargs can be none if tight_layout fails... if rect is not None and kwargs is not None: # if rect is given, the whole subplots area (including # labels) will fit into the rect instead of the # figure. Note that the rect argument of # *auto_adjust_subplotpars* specify the area that will be # covered by the total area of axes.bbox. Thus we call # auto_adjust_subplotpars twice, where the second run # with adjusted rect parameters. left, bottom, right, top = rect if left is not None: left += kwargs["left"] if bottom is not None: bottom += kwargs["bottom"] if right is not None: right -= (1 - kwargs["right"]) if top is not None: top -= (1 - kwargs["top"]) kwargs = _auto_adjust_subplotpars(fig, renderer, shape=(max_nrows, max_ncols), span_pairs=span_pairs, subplot_list=subplot_list, ax_bbox_list=ax_bbox_list, pad=pad, h_pad=h_pad, w_pad=w_pad, rect=(left, bottom, right, top)) return kwargs