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391 lines
14 KiB
Python
391 lines
14 KiB
Python
5 years ago
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"""
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This module provides routines to adjust subplot params so that subplots are
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nicely fit in the figure. In doing so, only axis labels, tick labels, axes
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titles and offsetboxes that are anchored to axes are currently considered.
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Internally, it assumes that the margins (left_margin, etc.) which are
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differences between ax.get_tightbbox and ax.bbox are independent of axes
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position. This may fail if Axes.adjustable is datalim. Also, This will fail
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for some cases (for example, left or right margin is affected by xlabel).
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"""
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from matplotlib import cbook, rcParams
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from matplotlib.font_manager import FontProperties
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from matplotlib.transforms import TransformedBbox, Bbox
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def _get_left(tight_bbox, axes_bbox):
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return axes_bbox.xmin - tight_bbox.xmin
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def _get_right(tight_bbox, axes_bbox):
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return tight_bbox.xmax - axes_bbox.xmax
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def _get_bottom(tight_bbox, axes_bbox):
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return axes_bbox.ymin - tight_bbox.ymin
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def _get_top(tight_bbox, axes_bbox):
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return tight_bbox.ymax - axes_bbox.ymax
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def auto_adjust_subplotpars(
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fig, renderer, nrows_ncols, num1num2_list, subplot_list,
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ax_bbox_list=None, pad=1.08, h_pad=None, w_pad=None, rect=None):
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"""
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Return a dict of subplot parameters to adjust spacing between subplots
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or ``None`` if resulting axes would have zero height or width.
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Note that this function ignores geometry information of subplot
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itself, but uses what is given by the *nrows_ncols* and *num1num2_list*
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parameters. Also, the results could be incorrect if some subplots have
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``adjustable=datalim``.
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Parameters
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----------
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nrows_ncols : Tuple[int, int]
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Number of rows and number of columns of the grid.
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num1num2_list : List[int]
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List of numbers specifying the area occupied by the subplot
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subplot_list : list of subplots
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List of subplots that will be used to calculate optimal subplot_params.
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pad : float
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Padding between the figure edge and the edges of subplots, as a
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fraction of the font size.
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h_pad, w_pad : float
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Padding (height/width) between edges of adjacent subplots, as a
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fraction of the font size. Defaults to *pad*.
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rect : Tuple[float, float, float, float]
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[left, bottom, right, top] in normalized (0, 1) figure coordinates.
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"""
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rows, cols = nrows_ncols
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font_size_inches = (
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FontProperties(size=rcParams["font.size"]).get_size_in_points() / 72)
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pad_inches = pad * font_size_inches
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if h_pad is not None:
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vpad_inches = h_pad * font_size_inches
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else:
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vpad_inches = pad_inches
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if w_pad is not None:
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hpad_inches = w_pad * font_size_inches
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else:
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hpad_inches = pad_inches
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if len(num1num2_list) != len(subplot_list) or len(subplot_list) == 0:
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raise ValueError
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if rect is None:
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margin_left = margin_bottom = margin_right = margin_top = None
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else:
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margin_left, margin_bottom, _right, _top = rect
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if _right:
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margin_right = 1 - _right
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else:
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margin_right = None
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if _top:
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margin_top = 1 - _top
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else:
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margin_top = None
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vspaces = [[] for i in range((rows + 1) * cols)]
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hspaces = [[] for i in range(rows * (cols + 1))]
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union = Bbox.union
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if ax_bbox_list is None:
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ax_bbox_list = [
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union([ax.get_position(original=True) for ax in subplots])
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for subplots in subplot_list]
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for subplots, ax_bbox, (num1, num2) in zip(subplot_list,
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ax_bbox_list,
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num1num2_list):
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if all(not ax.get_visible() for ax in subplots):
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continue
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tight_bbox_raw = union([ax.get_tightbbox(renderer) for ax in subplots
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if ax.get_visible()])
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tight_bbox = TransformedBbox(tight_bbox_raw,
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fig.transFigure.inverted())
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row1, col1 = divmod(num1, cols)
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if num2 is None:
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# left
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hspaces[row1 * (cols + 1) + col1].append(
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_get_left(tight_bbox, ax_bbox))
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# right
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hspaces[row1 * (cols + 1) + (col1 + 1)].append(
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_get_right(tight_bbox, ax_bbox))
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# top
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vspaces[row1 * cols + col1].append(
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_get_top(tight_bbox, ax_bbox))
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# bottom
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vspaces[(row1 + 1) * cols + col1].append(
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_get_bottom(tight_bbox, ax_bbox))
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else:
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row2, col2 = divmod(num2, cols)
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for row_i in range(row1, row2 + 1):
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# left
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hspaces[row_i * (cols + 1) + col1].append(
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_get_left(tight_bbox, ax_bbox))
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# right
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hspaces[row_i * (cols + 1) + (col2 + 1)].append(
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_get_right(tight_bbox, ax_bbox))
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for col_i in range(col1, col2 + 1):
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# top
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vspaces[row1 * cols + col_i].append(
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_get_top(tight_bbox, ax_bbox))
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# bottom
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vspaces[(row2 + 1) * cols + col_i].append(
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_get_bottom(tight_bbox, ax_bbox))
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fig_width_inch, fig_height_inch = fig.get_size_inches()
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# margins can be negative for axes with aspect applied. And we
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# append + [0] to make minimum margins 0
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if not margin_left:
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margin_left = max([sum(s) for s in hspaces[::cols + 1]] + [0])
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margin_left += pad_inches / fig_width_inch
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if not margin_right:
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margin_right = max([sum(s) for s in hspaces[cols::cols + 1]] + [0])
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margin_right += pad_inches / fig_width_inch
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if not margin_top:
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margin_top = max([sum(s) for s in vspaces[:cols]] + [0])
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margin_top += pad_inches / fig_height_inch
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if not margin_bottom:
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margin_bottom = max([sum(s) for s in vspaces[-cols:]] + [0])
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margin_bottom += pad_inches / fig_height_inch
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if margin_left + margin_right >= 1:
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cbook._warn_external('Tight layout not applied. The left and right '
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'margins cannot be made large enough to '
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'accommodate all axes decorations. ')
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return None
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if margin_bottom + margin_top >= 1:
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cbook._warn_external('Tight layout not applied. The bottom and top '
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'margins cannot be made large enough to '
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'accommodate all axes decorations. ')
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return None
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kwargs = dict(left=margin_left,
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right=1 - margin_right,
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bottom=margin_bottom,
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top=1 - margin_top)
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if cols > 1:
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hspace = (
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max(sum(s)
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for i in range(rows)
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for s in hspaces[i * (cols + 1) + 1:(i + 1) * (cols + 1) - 1])
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+ hpad_inches / fig_width_inch)
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# axes widths:
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h_axes = (1 - margin_right - margin_left - hspace * (cols - 1)) / cols
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if h_axes < 0:
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cbook._warn_external('Tight layout not applied. tight_layout '
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'cannot make axes width small enough to '
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'accommodate all axes decorations')
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return None
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else:
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kwargs["wspace"] = hspace / h_axes
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if rows > 1:
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vspace = (max(sum(s) for s in vspaces[cols:-cols])
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+ vpad_inches / fig_height_inch)
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v_axes = (1 - margin_top - margin_bottom - vspace * (rows - 1)) / rows
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if v_axes < 0:
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cbook._warn_external('Tight layout not applied. tight_layout '
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'cannot make axes height small enough to '
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'accommodate all axes decorations')
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return None
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else:
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kwargs["hspace"] = vspace / v_axes
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return kwargs
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def get_renderer(fig):
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if fig._cachedRenderer:
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renderer = fig._cachedRenderer
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else:
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canvas = fig.canvas
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if canvas and hasattr(canvas, "get_renderer"):
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renderer = canvas.get_renderer()
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else: # Some noninteractive backends have no renderer until draw time.
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cbook._warn_external("tight_layout: falling back to Agg renderer")
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from matplotlib.backends.backend_agg import FigureCanvasAgg
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canvas = FigureCanvasAgg(fig)
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renderer = canvas.get_renderer()
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return renderer
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def get_subplotspec_list(axes_list, grid_spec=None):
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"""Return a list of subplotspec from the given list of axes.
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For an instance of axes that does not support subplotspec, None is inserted
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in the list.
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If grid_spec is given, None is inserted for those not from the given
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grid_spec.
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"""
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subplotspec_list = []
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for ax in axes_list:
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axes_or_locator = ax.get_axes_locator()
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if axes_or_locator is None:
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axes_or_locator = ax
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if hasattr(axes_or_locator, "get_subplotspec"):
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subplotspec = axes_or_locator.get_subplotspec()
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subplotspec = subplotspec.get_topmost_subplotspec()
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gs = subplotspec.get_gridspec()
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if grid_spec is not None:
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if gs != grid_spec:
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subplotspec = None
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elif gs.locally_modified_subplot_params():
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subplotspec = None
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else:
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subplotspec = None
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subplotspec_list.append(subplotspec)
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return subplotspec_list
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def get_tight_layout_figure(fig, axes_list, subplotspec_list, renderer,
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pad=1.08, h_pad=None, w_pad=None, rect=None):
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"""
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Return subplot parameters for tight-layouted-figure with specified padding.
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Parameters
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----------
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fig : Figure
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axes_list : list of Axes
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subplotspec_list : list of `.SubplotSpec`
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The subplotspecs of each axes.
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renderer : renderer
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pad : float
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Padding between the figure edge and the edges of subplots, as a
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fraction of the font size.
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h_pad, w_pad : float
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Padding (height/width) between edges of adjacent subplots. Defaults to
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*pad*.
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rect : Tuple[float, float, float, float], optional
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(left, bottom, right, top) rectangle in normalized figure coordinates
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that the whole subplots area (including labels) will fit into.
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Defaults to using the entire figure.
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Returns
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-------
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subplotspec or None
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subplotspec kwargs to be passed to `.Figure.subplots_adjust` or
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None if tight_layout could not be accomplished.
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"""
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subplot_list = []
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nrows_list = []
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ncols_list = []
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ax_bbox_list = []
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# Multiple axes can share same subplot_interface (e.g., axes_grid1); thus
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# we need to join them together.
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subplot_dict = {}
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subplotspec_list2 = []
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for ax, subplotspec in zip(axes_list, subplotspec_list):
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if subplotspec is None:
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continue
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subplots = subplot_dict.setdefault(subplotspec, [])
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if not subplots:
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myrows, mycols, _, _ = subplotspec.get_geometry()
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nrows_list.append(myrows)
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ncols_list.append(mycols)
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subplotspec_list2.append(subplotspec)
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subplot_list.append(subplots)
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ax_bbox_list.append(subplotspec.get_position(fig))
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subplots.append(ax)
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if len(nrows_list) == 0 or len(ncols_list) == 0:
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return {}
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max_nrows = max(nrows_list)
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max_ncols = max(ncols_list)
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num1num2_list = []
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for subplotspec in subplotspec_list2:
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rows, cols, num1, num2 = subplotspec.get_geometry()
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div_row, mod_row = divmod(max_nrows, rows)
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div_col, mod_col = divmod(max_ncols, cols)
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if mod_row != 0:
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cbook._warn_external('tight_layout not applied: number of rows '
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'in subplot specifications must be '
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'multiples of one another.')
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return {}
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if mod_col != 0:
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cbook._warn_external('tight_layout not applied: number of '
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'columns in subplot specifications must be '
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'multiples of one another.')
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return {}
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rowNum1, colNum1 = divmod(num1, cols)
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if num2 is None:
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rowNum2, colNum2 = rowNum1, colNum1
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else:
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rowNum2, colNum2 = divmod(num2, cols)
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num1num2_list.append((rowNum1 * div_row * max_ncols +
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colNum1 * div_col,
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((rowNum2 + 1) * div_row - 1) * max_ncols +
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(colNum2 + 1) * div_col - 1))
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kwargs = auto_adjust_subplotpars(fig, renderer,
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nrows_ncols=(max_nrows, max_ncols),
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num1num2_list=num1num2_list,
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subplot_list=subplot_list,
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ax_bbox_list=ax_bbox_list,
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|
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,
|
||
|
|
nrows_ncols=(max_nrows, max_ncols),
|
||
|
|
num1num2_list=num1num2_list,
|
||
|
|
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
|