From 65ef6d26918fca77a3badab24d70ec8dcd8b6658 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Fri, 26 Sep 2025 15:52:11 -0700
Subject: [PATCH 01/24] Add plot_annotation class

---
 plotnine/_utils/dataclasses.py           |  24 ++++++
 plotnine/composition/__init__.py         |   2 +
 plotnine/composition/_compose.py         |  26 ++++++
 plotnine/composition/_plot_annotation.py | 101 +++++++++++++++++++++++
 4 files changed, 153 insertions(+)
 create mode 100644 plotnine/_utils/dataclasses.py
 create mode 100644 plotnine/composition/_plot_annotation.py

diff --git a/plotnine/_utils/dataclasses.py b/plotnine/_utils/dataclasses.py
new file mode 100644
index 0000000000..57726c1219
--- /dev/null
+++ b/plotnine/_utils/dataclasses.py
@@ -0,0 +1,24 @@
+from __future__ import annotations
+
+from dataclasses import fields
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from typing import Any, Iterable
+
+
+def non_none_init_items(obj) -> Iterable[tuple[str, Any]]:
+    """
+    Yield (name, value) pairs of dataclass fields of `obj` that:
+
+      1. Have `init=True` in their definition
+      2. Have a value that is not `None`
+
+    This function is shallow and does not recursively yield nested
+    dataclasses.
+    """
+    return (
+        (f.name, value)
+        for f in fields(obj)
+        if f.init and (value := getattr(obj, f.name)) is not None
+    )
diff --git a/plotnine/composition/__init__.py b/plotnine/composition/__init__.py
index a613f60eab..602b1e24c9 100644
--- a/plotnine/composition/__init__.py
+++ b/plotnine/composition/__init__.py
@@ -1,5 +1,6 @@
 from ._beside import Beside
 from ._compose import Compose
+from ._plot_annotation import plot_annotation
 from ._plot_layout import plot_layout
 from ._plot_spacer import plot_spacer
 from ._stack import Stack
@@ -10,6 +11,7 @@
     "Stack",
     "Beside",
     "Wrap",
+    "plot_annotation",
     "plot_layout",
     "plot_spacer",
 )
diff --git a/plotnine/composition/_compose.py b/plotnine/composition/_compose.py
index 63defc0665..48cdfb2bc9 100644
--- a/plotnine/composition/_compose.py
+++ b/plotnine/composition/_compose.py
@@ -13,6 +13,7 @@
     is_inline_backend,
 )
 from .._utils.quarto import is_knitr_engine, is_quarto_environment
+from ..composition._plot_annotation import plot_annotation
 from ..composition._plot_layout import plot_layout
 from ..composition._types import ComposeAddable
 from ..options import get_option
@@ -105,6 +106,10 @@ class Compose:
     is drawn, or they are overwritten by a layout added by the user.
     """
 
+    _annotation: plot_annotation = field(
+        init=False, repr=False, default_factory=plot_annotation
+    )
+
     # These are created in the _create_figure method
     figure: Figure = field(init=False, repr=False)
     plotspecs: list[plotspec] = field(init=False, repr=False)
@@ -150,6 +155,21 @@ def layout(self, value: plot_layout):
         self._layout = copy(self.layout)
         self._layout.update(value)
 
+    @property
+    def annotation(self) -> plot_annotation:
+        """
+        The plot_annotation of this composition
+        """
+        return self._annotation
+
+    @annotation.setter
+    def annotation(self, value: plot_annotation):
+        """
+        Add (or merge) a plot_annotation to this composition
+        """
+        self._annotation = copy(self.annotation)
+        self._annotation.update(value)
+
     @property
     def nrow(self) -> int:
         return cast("int", self.layout.nrow)
@@ -225,8 +245,13 @@ def __and__(self, rhs: PlotAddable) -> Compose:
         rhs:
             What to add.
         """
+        from plotnine import theme
+
         self = deepcopy(self)
 
+        if isinstance(rhs, theme):
+            self.annotation.theme = self.annotation.theme + rhs
+
         for i, item in enumerate(self):
             if isinstance(item, Compose):
                 self[i] = item & rhs
@@ -466,6 +491,7 @@ def draw(self, *, show: bool = False) -> Figure:
         with plot_composition_context(self, show):
             figure = self._setup()
             self._draw_plots()
+            self.annotation.draw()
             figure.set_layout_engine(PlotnineCompositionLayoutEngine(self))
         return figure
 
diff --git a/plotnine/composition/_plot_annotation.py b/plotnine/composition/_plot_annotation.py
new file mode 100644
index 0000000000..f44a5b46df
--- /dev/null
+++ b/plotnine/composition/_plot_annotation.py
@@ -0,0 +1,101 @@
+from __future__ import annotations
+
+from copy import copy
+from dataclasses import dataclass, field
+from typing import TYPE_CHECKING
+
+from plotnine.themes.targets import ThemeTargets
+
+from .. import theme
+from .._utils.dataclasses import non_none_init_items
+from ..composition._types import ComposeAddable
+
+if TYPE_CHECKING:
+    from ._compose import Compose
+
+
+@dataclass(kw_only=True)
+class plot_annotation(ComposeAddable):
+    """
+    Annotate a composition
+    """
+
+    title: str | None = None
+    """
+    The title of the composition
+    """
+
+    subtitle: str | None = None
+    """
+    The subtitle of the composition
+    """
+
+    caption: str | None = None
+    """
+    The caption of the composition
+    """
+
+    theme: theme = field(default_factory=theme)  # pyright: ignore[reportUnboundVariable]
+    """
+    Theme to use for the plot title, subtitle, caption, margin and background
+    """
+
+    def __radd__(self, cmp: Compose) -> Compose:
+        """
+        Add plot annotation to composition
+        """
+        cmp.annotation = self
+        return cmp
+
+    def update(self, other: plot_annotation):
+        """
+        Update this annotation with the contents of other
+        """
+        for name, value in non_none_init_items(other):
+            if name == "theme":
+                self.theme = self.theme + value
+            else:
+                setattr(self, name, value)
+
+    def _setup(self, cmp: Compose):
+        """
+        Setup annotation
+        """
+        # We mimick theme.setup instead of call it because
+        # we cannot have have a ggplot object.
+        self.theme = copy(self.theme)
+        self.theme.figure = cmp.figure
+        self.theme.targets = ThemeTargets()
+        self.theme._add_default_themeable_properties()
+        self.theme.T.setup(self.theme)
+
+    def empty(self) -> bool:
+        """
+        Whether the annotation has any content
+        """
+        for name, value in non_none_init_items(self):
+            if name == "theme":
+                return len(value.themeables) == 0
+            else:
+                return False
+
+        return True
+
+    def draw(self):
+        """
+        Render the items in the annotation
+        """
+        if self.empty():
+            return
+
+        figure = self.theme.figure
+        targets = self.theme.targets
+
+        if self.title:
+            targets.plot_title = figure.text(0, 0, self.title)
+
+        if subtitle := self.subtitle:
+            targets.plot_subtitle = figure.text(0, 0, subtitle)
+
+        if caption := self.caption:
+            targets.plot_caption = figure.text(0, 0, caption)

From 3acb97c7493c8a02c721e8e420f157cbd544f820 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Fri, 26 Sep 2025 21:49:17 -0700
Subject: [PATCH 02/24] Rename helper class Calc to ArtistGeometry

---
 plotnine/_mpl/layout_manager/_layout_items.py | 181 +++---------------
 plotnine/_mpl/layout_manager/_spaces.py       |  28 +--
 plotnine/_mpl/utils.py                        | 125 +++++++++++-
 3 files changed, 165 insertions(+), 169 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_layout_items.py b/plotnine/_mpl/layout_manager/_layout_items.py
index 9ba0272a99..0389a36f02 100644
--- a/plotnine/_mpl/layout_manager/_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_layout_items.py
@@ -2,7 +2,7 @@
 
 from dataclasses import dataclass
 from itertools import chain
-from typing import TYPE_CHECKING, cast
+from typing import TYPE_CHECKING
 
 from matplotlib.text import Text
 
@@ -11,10 +11,9 @@
 from plotnine.exceptions import PlotnineError
 
 from ..utils import (
-    bbox_in_figure_space,
+    ArtistGeometry,
     get_subplotspecs,
     rel_position,
-    tight_bbox_in_figure_space,
 )
 
 if TYPE_CHECKING:
@@ -22,15 +21,12 @@
         Any,
         Iterator,
         Literal,
-        Sequence,
         TypeAlias,
     )
 
-    from matplotlib.artist import Artist
     from matplotlib.axes import Axes
     from matplotlib.axis import Tick
-    from matplotlib.backend_bases import RendererBase
-    from matplotlib.transforms import Bbox, Transform
+    from matplotlib.transforms import Transform
 
     from plotnine import ggplot
     from plotnine._mpl.offsetbox import FlexibleAnchoredOffsetbox
@@ -64,131 +60,6 @@
     )
 
 
-@dataclass
-class Calc:
-    """
-    Calculate space taken up by an artist
-    """
-
-    # fig: Figure
-    # renderer: RendererBase
-    plot: ggplot
-
-    def __post_init__(self):
-        self.figure = self.plot.figure
-        self.renderer = cast("RendererBase", self.plot.figure._get_renderer())  # pyright: ignore
-
-    def bbox(self, artist: Artist) -> Bbox:
-        """
-        Bounding box of artist in figure coordinates
-        """
-        return bbox_in_figure_space(artist, self.figure, self.renderer)
-
-    def tight_bbox(self, artist: Artist) -> Bbox:
-        """
-        Bounding box of artist and its children in figure coordinates
-        """
-        return tight_bbox_in_figure_space(artist, self.figure, self.renderer)
-
-    def width(self, artist: Artist) -> float:
-        """
-        Width of artist in figure space
-        """
-        return self.bbox(artist).width
-
-    def tight_width(self, artist: Artist) -> float:
-        """
-        Width of artist and its children in figure space
-        """
-        return self.tight_bbox(artist).width
-
-    def height(self, artist: Artist) -> float:
-        """
-        Height of artist in figure space
-        """
-        return self.bbox(artist).height
-
-    def tight_height(self, artist: Artist) -> float:
-        """
-        Height of artist and its children in figure space
-        """
-        return self.tight_bbox(artist).height
-
-    def size(self, artist: Artist) -> tuple[float, float]:
-        """
-        (width, height) of artist in figure space
-        """
-        bbox = self.bbox(artist)
-        return (bbox.width, bbox.height)
-
-    def tight_size(self, artist: Artist) -> tuple[float, float]:
-        """
-        (width, height) of artist and its children in figure space
-        """
-        bbox = self.tight_bbox(artist)
-        return (bbox.width, bbox.height)
-
-    def left_x(self, artist: Artist) -> float:
-        """
-        x value of the left edge of the artist
-
-         ---
-        x   |
-         ---
-        """
-        return self.bbox(artist).min[0]
-
-    def right_x(self, artist: Artist) -> float:
-        """
-        x value of the left edge of the artist
-
-         ---
-        |   x
-         ---
-        """
-        return self.bbox(artist).max[0]
-
-    def top_y(self, artist: Artist) -> float:
-        """
-        y value of the top edge of the artist
-
-         -y-
-        |   |
-         ---
-        """
-        return self.bbox(artist).max[1]
-
-    def bottom_y(self, artist: Artist) -> float:
-        """
-        y value of the bottom edge of the artist
-
-         ---
-        |   |
-         -y-
-        """
-        return self.bbox(artist).min[1]
-
-    def max_width(self, artists: Sequence[Artist]) -> float:
-        """
-        Return the maximum width of list of artists
-        """
-        widths = [
-            bbox_in_figure_space(a, self.figure, self.renderer).width
-            for a in artists
-        ]
-        return max(widths) if len(widths) else 0
-
-    def max_height(self, artists: Sequence[Artist]) -> float:
-        """
-        Return the maximum height of list of artists
-        """
-        heights = [
-            bbox_in_figure_space(a, self.figure, self.renderer).height
-            for a in artists
-        ]
-        return max(heights) if len(heights) else 0
-
-
 @dataclass
 class LayoutItems:
     """
@@ -210,7 +81,7 @@ def get(name: str) -> Any:
                     return None
                 return t
 
-        self.calc = Calc(self.plot)
+        self.geometry = ArtistGeometry(self.plot.figure)
 
         self.axis_title_x: Text | None = get("axis_title_x")
         self.axis_title_y: Text | None = get("axis_title_y")
@@ -326,7 +197,7 @@ def strip_text_x_extra_height(self, position: StripPosition) -> float:
                 if isinstance(a, StripTextPatch)
                 else a.draw_info
             )
-            h = self.calc.height(a)
+            h = self.geometry.height(a)
             heights.append(max(h + h * info.strip_align, 0))
 
         return max(heights)
@@ -352,7 +223,7 @@ def strip_text_y_extra_width(self, position: StripPosition) -> float:
                 if isinstance(a, StripTextPatch)
                 else a.draw_info
             )
-            w = self.calc.width(a)
+            w = self.geometry.width(a)
             widths.append(max(w + w * info.strip_align, 0))
 
         return max(widths)
@@ -362,7 +233,7 @@ def axis_ticks_x_max_height_at(self, location: AxesLocation) -> float:
         Return maximum height[figure space] of x ticks
         """
         heights = [
-            self.calc.tight_height(tick.tick1line)
+            self.geometry.tight_height(tick.tick1line)
             for ax in self._filter_axes(location)
             for tick in self.axis_ticks_x(ax)
         ]
@@ -373,7 +244,7 @@ def axis_text_x_max_height(self, ax: Axes) -> float:
         Return maximum height[figure space] of x tick labels
         """
         heights = [
-            self.calc.tight_height(label) for label in self.axis_text_x(ax)
+            self.geometry.tight_height(label) for label in self.axis_text_x(ax)
         ]
         return max(heights) if len(heights) else 0
 
@@ -392,7 +263,7 @@ def axis_ticks_y_max_width_at(self, location: AxesLocation) -> float:
         Return maximum width[figure space] of y ticks
         """
         widths = [
-            self.calc.tight_width(tick.tick1line)
+            self.geometry.tight_width(tick.tick1line)
             for ax in self._filter_axes(location)
             for tick in self.axis_ticks_y(ax)
         ]
@@ -403,7 +274,7 @@ def axis_text_y_max_width(self, ax: Axes) -> float:
         Return maximum width[figure space] of y tick labels
         """
         widths = [
-            self.calc.tight_width(label) for label in self.axis_text_y(ax)
+            self.geometry.tight_width(label) for label in self.axis_text_y(ax)
         ]
         return max(widths) if len(widths) else 0
 
@@ -423,9 +294,9 @@ def axis_text_y_top_protrusion(self, location: AxesLocation) -> float:
         """
         extras = []
         for ax in self._filter_axes(location):
-            ax_top_y = self.calc.top_y(ax)
+            ax_top_y = self.geometry.top_y(ax)
             for label in self.axis_text_y(ax):
-                label_top_y = self.calc.top_y(label)
+                label_top_y = self.geometry.top_y(label)
                 extras.append(max(0, label_top_y - ax_top_y))
 
         return max(extras) if len(extras) else 0
@@ -436,9 +307,9 @@ def axis_text_y_bottom_protrusion(self, location: AxesLocation) -> float:
         """
         extras = []
         for ax in self._filter_axes(location):
-            ax_bottom_y = self.calc.bottom_y(ax)
+            ax_bottom_y = self.geometry.bottom_y(ax)
             for label in self.axis_text_y(ax):
-                label_bottom_y = self.calc.bottom_y(label)
+                label_bottom_y = self.geometry.bottom_y(label)
                 protrusion = abs(min(label_bottom_y - ax_bottom_y, 0))
                 extras.append(protrusion)
 
@@ -450,9 +321,9 @@ def axis_text_x_left_protrusion(self, location: AxesLocation) -> float:
         """
         extras = []
         for ax in self._filter_axes(location):
-            ax_left_x = self.calc.left_x(ax)
+            ax_left_x = self.geometry.left_x(ax)
             for label in self.axis_text_x(ax):
-                label_left_x = self.calc.left_x(label)
+                label_left_x = self.geometry.left_x(label)
                 protrusion = abs(min(label_left_x - ax_left_x, 0))
                 extras.append(protrusion)
 
@@ -464,9 +335,9 @@ def axis_text_x_right_protrusion(self, location: AxesLocation) -> float:
         """
         extras = []
         for ax in self._filter_axes(location):
-            ax_right_x = self.calc.right_x(ax)
+            ax_right_x = self.geometry.right_x(ax)
             for label in self.axis_text_x(ax):
-                label_right_x = self.calc.right_x(label)
+                label_right_x = self.geometry.right_x(label)
                 extras.append(max(0, label_right_x - ax_right_x))
 
         return max(extras) if len(extras) else 0
@@ -547,7 +418,7 @@ def to_vertical_axis_dimensions(value: float, ax: Axes) -> float:
             )
             for text in texts:
                 height = to_vertical_axis_dimensions(
-                    self.calc.tight_height(text), ax
+                    self.geometry.tight_height(text), ax
                 )
                 justify.vertically(
                     text, va, -axis_text_row_height, 0, height=height
@@ -600,7 +471,7 @@ def to_horizontal_axis_dimensions(value: float, ax: Axes) -> float:
             )
             for text in texts:
                 width = to_horizontal_axis_dimensions(
-                    self.calc.tight_width(text), ax
+                    self.geometry.tight_width(text), ax
                 )
                 justify.horizontally(
                     text, ha, -axis_text_col_width, 0, width=width
@@ -615,7 +486,9 @@ def _strip_text_x_background_equal_heights(self):
         if not self.strip_text_x:
             return
 
-        heights = [self.calc.bbox(t.patch).height for t in self.strip_text_x]
+        heights = [
+            self.geometry.bbox(t.patch).height for t in self.strip_text_x
+        ]
         max_height = max(heights)
         relative_heights = [max_height / h for h in heights]
         for text, scale in zip(self.strip_text_x, relative_heights):
@@ -630,7 +503,7 @@ def _strip_text_y_background_equal_widths(self):
         if not self.strip_text_y:
             return
 
-        widths = [self.calc.bbox(t.patch).width for t in self.strip_text_y]
+        widths = [self.geometry.bbox(t.patch).width for t in self.strip_text_y]
         max_width = max(widths)
         relative_widths = [max_width / w for w in widths]
         for text, scale in zip(self.strip_text_y, relative_widths):
@@ -668,7 +541,7 @@ def horizontally(
         """
         rel = ha_as_float(ha)
         if width is None:
-            width = self.spaces.items.calc.width(text)
+            width = self.spaces.items.geometry.width(text)
         x = rel_position(rel, width, left, right)
         text.set_x(x)
         text.set_horizontalalignment("left")
@@ -687,7 +560,7 @@ def vertically(
         rel = va_as_float(va)
 
         if height is None:
-            height = self.spaces.items.calc.height(text)
+            height = self.spaces.items.geometry.height(text)
         y = rel_position(rel, height, bottom, top)
         text.set_y(y)
         text.set_verticalalignment("bottom")
@@ -866,7 +739,7 @@ def set_plot_tag_position(tag: Text, spaces: LayoutSpaces):
 
         # Calculate the position when the tag has no margins
         rel_x, rel_y = lookup[position]
-        width, height = spaces.items.calc.size(tag)
+        width, height = spaces.items.geometry.size(tag)
         x = rel_position(rel_x, width, x1, x2)
         y = rel_position(rel_y, height, y1, y2)
 
diff --git a/plotnine/_mpl/layout_manager/_spaces.py b/plotnine/_mpl/layout_manager/_spaces.py
index 9fa3f4e618..61645aa4f2 100644
--- a/plotnine/_mpl/layout_manager/_spaces.py
+++ b/plotnine/_mpl/layout_manager/_spaces.py
@@ -134,7 +134,7 @@ def _legend_size(self) -> tuple[float, float]:
             return (0, 0)
 
         ol: outside_legend = getattr(self.items.legends, self.side)
-        return self.items.calc.size(ol.box)
+        return self.items.geometry.size(ol.box)
 
     @cached_property
     def legend_width(self) -> float:
@@ -355,7 +355,7 @@ class left_spaces(_side_spaces):
 
     def _calculate(self):
         theme = self.items.plot.theme
-        calc = self.items.calc
+        geometry = self.items.geometry
         items = self.items
 
         self.plot_margin = theme.getp("plot_margin_left")
@@ -363,7 +363,7 @@ def _calculate(self):
         if self.has_tag and items.plot_tag:
             m = theme.get_margin("plot_tag").fig
             self.plot_tag_margin_left = m.l
-            self.plot_tag = calc.width(items.plot_tag)
+            self.plot_tag = geometry.width(items.plot_tag)
             self.plot_tag_margin_right = m.r
 
         if items.legends and items.legends.left:
@@ -373,7 +373,7 @@ def _calculate(self):
         if items.axis_title_y:
             m = theme.get_margin("axis_title_y").fig
             self.axis_title_y_margin_left = m.l
-            self.axis_title_y = calc.width(items.axis_title_y)
+            self.axis_title_y = geometry.width(items.axis_title_y)
             self.axis_title_y_margin_right = m.r
 
         # Account for the space consumed by the axis
@@ -475,14 +475,14 @@ class right_spaces(_side_spaces):
     def _calculate(self):
         items = self.items
         theme = self.items.plot.theme
-        calc = self.items.calc
+        geometry = self.items.geometry
 
         self.plot_margin = theme.getp("plot_margin_right")
 
         if self.has_tag and items.plot_tag:
             m = theme.get_margin("plot_tag").fig
             self.plot_tag_margin_right = m.r
-            self.plot_tag = calc.width(items.plot_tag)
+            self.plot_tag = geometry.width(items.plot_tag)
             self.plot_tag_margin_left = m.l
 
         if items.legends and items.legends.right:
@@ -587,7 +587,7 @@ class top_spaces(_side_spaces):
     def _calculate(self):
         items = self.items
         theme = self.items.plot.theme
-        calc = self.items.calc
+        geometry = self.items.geometry
         W, H = theme.getp("figure_size")
         F = W / H
 
@@ -596,19 +596,19 @@ def _calculate(self):
         if self.has_tag and items.plot_tag:
             m = theme.get_margin("plot_tag").fig
             self.plot_tag_margin_top = m.t
-            self.plot_tag = calc.height(items.plot_tag)
+            self.plot_tag = geometry.height(items.plot_tag)
             self.plot_tag_margin_bottom = m.b
 
         if items.plot_title:
             m = theme.get_margin("plot_title").fig
             self.plot_title_margin_top = m.t * F
-            self.plot_title = calc.height(items.plot_title)
+            self.plot_title = geometry.height(items.plot_title)
             self.plot_title_margin_bottom = m.b * F
 
         if items.plot_subtitle:
             m = theme.get_margin("plot_subtitle").fig
             self.plot_subtitle_margin_top = m.t * F
-            self.plot_subtitle = calc.height(items.plot_subtitle)
+            self.plot_subtitle = geometry.height(items.plot_subtitle)
             self.plot_subtitle_margin_bottom = m.b * F
 
         if items.legends and items.legends.top:
@@ -728,7 +728,7 @@ class bottom_spaces(_side_spaces):
     def _calculate(self):
         items = self.items
         theme = self.items.plot.theme
-        calc = self.items.calc
+        geometry = self.items.geometry
         W, H = theme.getp("figure_size")
         F = W / H
 
@@ -737,13 +737,13 @@ def _calculate(self):
         if self.has_tag and items.plot_tag:
             m = theme.get_margin("plot_tag").fig
             self.plot_tag_margin_bottom = m.b
-            self.plot_tag = calc.height(items.plot_tag)
+            self.plot_tag = geometry.height(items.plot_tag)
             self.plot_tag_margin_top = m.t
 
         if items.plot_caption:
             m = theme.get_margin("plot_caption").fig
             self.plot_caption_margin_bottom = m.b * F
-            self.plot_caption = calc.height(items.plot_caption)
+            self.plot_caption = geometry.height(items.plot_caption)
             self.plot_caption_margin_top = m.t * F
 
         if items.legends and items.legends.bottom:
@@ -753,7 +753,7 @@ def _calculate(self):
         if items.axis_title_x:
             m = theme.get_margin("axis_title_x").fig
             self.axis_title_x_margin_bottom = m.b * F
-            self.axis_title_x = calc.height(items.axis_title_x)
+            self.axis_title_x = geometry.height(items.axis_title_x)
             self.axis_title_x_margin_top = m.t * F
 
         # Account for the space consumed by the axis
diff --git a/plotnine/_mpl/utils.py b/plotnine/_mpl/utils.py
index af1aaff235..c60684c35b 100644
--- a/plotnine/_mpl/utils.py
+++ b/plotnine/_mpl/utils.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from dataclasses import dataclass
+from typing import TYPE_CHECKING, Sequence, cast
 
 from matplotlib.transforms import Affine2D, Bbox
 
@@ -144,3 +145,125 @@ def draw_bbox(bbox, figure, color="black", **kwargs):
             **kwargs,
         )
     )
+
+
+@dataclass
+class ArtistGeometry:
+    """
+    Helper to calculate the position & extents (space) of an artist
+    """
+
+    figure: Figure
+
+    def __post_init__(self):
+        self.renderer = cast("RendererBase", self.figure._get_renderer())  # pyright: ignore
+
+    def bbox(self, artist: Artist) -> Bbox:
+        """
+        Bounding box of artist in figure coordinates
+        """
+        return bbox_in_figure_space(artist, self.figure, self.renderer)
+
+    def tight_bbox(self, artist: Artist) -> Bbox:
+        """
+        Bounding box of artist and its children in figure coordinates
+        """
+        return tight_bbox_in_figure_space(artist, self.figure, self.renderer)
+
+    def width(self, artist: Artist) -> float:
+        """
+        Width of artist in figure space
+        """
+        return self.bbox(artist).width
+
+    def tight_width(self, artist: Artist) -> float:
+        """
+        Width of artist and its children in figure space
+        """
+        return self.tight_bbox(artist).width
+
+    def height(self, artist: Artist) -> float:
+        """
+        Height of artist in figure space
+        """
+        return self.bbox(artist).height
+
+    def tight_height(self, artist: Artist) -> float:
+        """
+        Height of artist and its children in figure space
+        """
+        return self.tight_bbox(artist).height
+
+    def size(self, artist: Artist) -> tuple[float, float]:
+        """
+        (width, height) of artist in figure space
+        """
+        bbox = self.bbox(artist)
+        return (bbox.width, bbox.height)
+
+    def tight_size(self, artist: Artist) -> tuple[float, float]:
+        """
+        (width, height) of artist and its children in figure space
+        """
+        bbox = self.tight_bbox(artist)
+        return (bbox.width, bbox.height)
+
+    def left_x(self, artist: Artist) -> float:
+        """
+        x value of the left edge of the artist
+
+         ---
+        x   |
+         ---
+        """
+        return self.bbox(artist).min[0]
+
+    def right_x(self, artist: Artist) -> float:
+        """
+        x value of the left edge of the artist
+
+         ---
+        |   x
+         ---
+        """
+        return self.bbox(artist).max[0]
+
+    def top_y(self, artist: Artist) -> float:
+        """
+        y value of the top edge of the artist
+
+         -y-
+        |   |
+         ---
+        """
+        return self.bbox(artist).max[1]
+
+    def bottom_y(self, artist: Artist) -> float:
+        """
+        y value of the bottom edge of the artist
+
+         ---
+        |   |
+         -y-
+        """
+        return self.bbox(artist).min[1]
+
+    def max_width(self, artists: Sequence[Artist]) -> float:
+        """
+        Return the maximum width of list of artists
+        """
+        widths = [
+            bbox_in_figure_space(a, self.figure, self.renderer).width
+            for a in artists
+        ]
+        return max(widths) if len(widths) else 0
+
+    def max_height(self, artists: Sequence[Artist]) -> float:
+        """
+        Return the maximum height of list of artists
+        """
+        heights = [
+            bbox_in_figure_space(a, self.figure, self.renderer).height
+            for a in artists
+        ]
+        return max(heights) if len(heights) else 0

From 24a6f13472e306ba7be3da767080b9764e40ca18 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Sat, 27 Sep 2025 00:05:59 -0700
Subject: [PATCH 03/24] Refactor the setup of compositions and themes

---
 plotnine/_mpl/layout_manager/_layout_tree.py |  2 +-
 plotnine/composition/_compose.py             | 33 ++++++++++-----
 plotnine/composition/_plot_annotation.py     | 11 +----
 plotnine/ggplot.py                           |  7 +++-
 plotnine/guides/guide.py                     |  2 +-
 plotnine/themes/theme.py                     | 42 +++++++++-----------
 6 files changed, 49 insertions(+), 48 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_layout_tree.py b/plotnine/_mpl/layout_manager/_layout_tree.py
index 72ba046788..c5f2f4c7aa 100644
--- a/plotnine/_mpl/layout_manager/_layout_tree.py
+++ b/plotnine/_mpl/layout_manager/_layout_tree.py
@@ -126,7 +126,7 @@ class LayoutTree:
     """
 
     def __post_init__(self):
-        self.gridspec = self.cmp.gridspec
+        self.gridspec = self.cmp._gridspec
         self.grid = Grid["Node"](
             self.nrow,
             self.ncol,
diff --git a/plotnine/composition/_compose.py b/plotnine/composition/_compose.py
index 48cdfb2bc9..21f2a34595 100644
--- a/plotnine/composition/_compose.py
+++ b/plotnine/composition/_compose.py
@@ -113,7 +113,7 @@ class Compose:
     # These are created in the _create_figure method
     figure: Figure = field(init=False, repr=False)
     plotspecs: list[plotspec] = field(init=False, repr=False)
-    gridspec: p9GridSpec = field(init=False, repr=False)
+    _gridspec: p9GridSpec = field(init=False, repr=False)
 
     def __post_init__(self):
         # The way we handle the plots has consequences that would
@@ -383,15 +383,18 @@ def _to_retina(self):
             else:
                 item._to_retina()
 
-    def _create_gridspec(self, figure, nest_into):
+    def _create_gridspec(self, nest_into):
         """
         Create the gridspec for this composition
         """
         from plotnine._mpl.gridspec import p9GridSpec
 
+        # NOTE: These two should be in ._setup
         self.layout._setup(self)
-        self.gridspec = p9GridSpec.from_layout(
-            self.layout, figure=figure, nest_into=nest_into
+        self.annotation._setup(self)
+
+        self._gridspec = p9GridSpec.from_layout(
+            self.layout, figure=self.figure, nest_into=nest_into
         )
 
     def _setup(self) -> Figure:
@@ -409,6 +412,8 @@ def _create_figure(self):
         from plotnine import ggplot
         from plotnine._mpl.gridspec import p9GridSpec
 
+        figure = plt.figure()
+
         def _make_plotspecs(
             cmp: Compose, parent_gridspec: p9GridSpec | None
         ) -> Generator[plotspec]:
@@ -418,7 +423,9 @@ def _make_plotspecs(
             # This gridspec contains a composition group e.g.
             # (p2 | p3) of p1 | (p2 | p3)
             ss_or_none = parent_gridspec[0] if parent_gridspec else None
-            cmp._create_gridspec(self.figure, ss_or_none)
+
+            cmp.figure = figure
+            cmp._create_gridspec(ss_or_none)
 
             # Each subplot in the composition will contain one of:
             #    1. A plot
@@ -428,22 +435,21 @@ def _make_plotspecs(
             # "subplot" in the grid. The SubplotSpec is the handle that
             # allows us to set it up for a plot or to nest another gridspec
             # in it.
-            for item, subplot_spec in zip(cmp, cmp.gridspec):
+            for item, subplot_spec in zip(cmp, cmp._gridspec):
                 if isinstance(item, ggplot):
                     yield plotspec(
                         item,
-                        self.figure,
-                        cmp.gridspec,
+                        figure,
+                        cmp._gridspec,
                         subplot_spec,
-                        p9GridSpec(1, 1, self.figure, nest_into=subplot_spec),
+                        p9GridSpec(1, 1, figure, nest_into=subplot_spec),
                     )
                 elif item:
                     yield from _make_plotspecs(
                         item,
-                        p9GridSpec(1, 1, self.figure, nest_into=subplot_spec),
+                        p9GridSpec(1, 1, figure, nest_into=subplot_spec),
                     )
 
-        self.figure = plt.figure()
         self.plotspecs = list(_make_plotspecs(self, None))
 
     def _draw_plots(self):
@@ -486,6 +492,11 @@ def draw(self, *, show: bool = False) -> Figure:
         :
             Matplotlib figure
         """
+        # NOTE: This method is not recursive though considering the order in
+        # which the methods are called we may expect it to be.
+        # The outmost composition has a list (the plotspecs created recursively
+        # in ._create_figure), so we can draw all the plots.
+        # Consider a refactoring.
         from .._mpl.layout_manager import PlotnineCompositionLayoutEngine
 
         with plot_composition_context(self, show):
diff --git a/plotnine/composition/_plot_annotation.py b/plotnine/composition/_plot_annotation.py
index f44a5b46df..1668ada113 100644
--- a/plotnine/composition/_plot_annotation.py
+++ b/plotnine/composition/_plot_annotation.py
@@ -1,11 +1,8 @@
 from __future__ import annotations
 
-from copy import copy
 from dataclasses import dataclass, field
 from typing import TYPE_CHECKING
 
-from plotnine.themes.targets import ThemeTargets
-
 from .. import theme
 from .._utils.dataclasses import non_none_init_items
 from ..composition._types import ComposeAddable
@@ -61,13 +58,7 @@ def _setup(self, cmp: Compose):
         """
         Setup annotation
         """
-        # We mimick theme.setup instead of call it because
-        # we cannot have have a ggplot object.
-        self.theme = copy(self.theme)
-        self.theme.figure = cmp.figure
-        self.theme.targets = ThemeTargets()
-        self.theme._add_default_themeable_properties()
-        self.theme.T.setup(self.theme)
+        self.theme._setup(cmp.figure)
 
     def empty(self) -> bool:
         """
diff --git a/plotnine/ggplot.py b/plotnine/ggplot.py
index 6fd225e03f..16db7077da 100755
--- a/plotnine/ggplot.py
+++ b/plotnine/ggplot.py
@@ -326,7 +326,12 @@ def draw(self, *, show: bool = False) -> Figure:
             # setup
             self.axs = self.facet.setup(self)
             self.guides._setup(self)
-            self.theme.setup(self)
+            self.theme._setup(
+                figure,
+                self.axs,
+                self.labels.title,
+                self.labels.subtitle,
+            )
 
             # Drawing
             self._draw_layers()
diff --git a/plotnine/guides/guide.py b/plotnine/guides/guide.py
index c772dc638a..0863d789c3 100644
--- a/plotnine/guides/guide.py
+++ b/plotnine/guides/guide.py
@@ -113,7 +113,7 @@ def setup(self, guides: guides):
         # guide theme has priority and its targets are tracked
         # independently.
         self.theme = guides.plot.theme + self.theme
-        self.theme.setup(guides.plot)
+        self.theme._setup(guides.plot.figure)
         self.plot_layers = guides.plot.layers
         self.plot_mapping = guides.plot.mapping
         self.elements = self._elements_cls(self.theme, self)
diff --git a/plotnine/themes/theme.py b/plotnine/themes/theme.py
index 2f8be31be3..4a7aa6de2b 100644
--- a/plotnine/themes/theme.py
+++ b/plotnine/themes/theme.py
@@ -295,7 +295,13 @@ def apply(self):
         for th in self.T.values():
             th.apply(self)
 
-    def setup(self, plot: ggplot):
+    def _setup(
+        self,
+        figure: Figure,
+        axs: list[Axes] | None = None,
+        title: str | None = None,
+        subtitle: str | None = None,
+    ):
         """
         Setup theme for applying
 
@@ -306,24 +312,14 @@ def setup(self, plot: ggplot):
 
         It also initialises where the artists to be themed will be stored.
         """
-        self.plot = plot
-        self.figure = plot.figure
-        self.axs = plot.axs
-        self.targets = ThemeTargets()
-        self._add_default_themeable_properties()
-        self.T.setup(self)
-
-    def _add_default_themeable_properties(self):
-        """
-        Add default themeable properties that depend depend on the plot
+        self.figure = figure
+        self.axs = axs if axs is not None else []
 
-        Some properties may be left unset (None) and their final values are
-        best worked out dynamically after the plot has been built, but
-        before the themeables are applied.
+        if title or subtitle:
+            self._smart_title_and_subtitle_ha(title, subtitle)
 
-        This is where the theme is modified to add those values.
-        """
-        self._smart_title_and_subtitle_ha()
+        self.targets = ThemeTargets()
+        self.T.setup(self)
 
     @property
     def rcParams(self):
@@ -466,18 +462,16 @@ def to_retina(self) -> theme:
         dpi = self.getp("dpi")
         return self + theme(dpi=dpi * 2)
 
-    def _smart_title_and_subtitle_ha(self):
+    def _smart_title_and_subtitle_ha(
+        self, title: str | None, subtitle: str | None
+    ):
         """
         Smartly add the horizontal alignment for the title and subtitle
         """
         from .elements import element_text
 
-        has_title = bool(
-            self.plot.labels.get("title", "")
-        ) and not self.T.is_blank("plot_title")
-        has_subtitle = bool(
-            self.plot.labels.get("subtitle", "")
-        ) and not self.T.is_blank("plot_subtitle")
+        has_title = bool(title) and not self.T.is_blank("plot_title")
+        has_subtitle = bool(subtitle) and not self.T.is_blank("plot_subtitle")
 
         title_ha = self.getp(("plot_title", "ha"))
         subtitle_ha = self.getp(("plot_subtitle", "ha"))

From e93dc6d412d94ff4d47e38da724c383636b0c086 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Sat, 27 Sep 2025 00:11:32 -0700
Subject: [PATCH 04/24] Rename facet._panels_gridspec to _gridspec

---
 plotnine/_mpl/layout_manager/_engine.py       | 4 ++--
 plotnine/_mpl/layout_manager/_layout_items.py | 4 ++--
 plotnine/facets/facet.py                      | 8 +++-----
 3 files changed, 7 insertions(+), 9 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index 9f6c3e0b82..7eb825b0bb 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -42,7 +42,7 @@ def execute(self, fig: Figure):
             spaces = LayoutSpaces(self.plot)
 
         gsparams = spaces.get_gridspec_params()
-        self.plot.facet._panels_gridspec.update_params_and_artists(gsparams)
+        self.plot.facet._gridspec.update_params_and_artists(gsparams)
         spaces.items._adjust_positions(spaces)
 
 
@@ -83,5 +83,5 @@ def execute(self, fig: Figure):
                     PlotnineWarning,
                 )
                 break
-            plot.facet._panels_gridspec.update_params_and_artists(gsparams)
+            plot.facet._gridspec.update_params_and_artists(gsparams)
             spaces.items._adjust_positions(spaces)
diff --git a/plotnine/_mpl/layout_manager/_layout_items.py b/plotnine/_mpl/layout_manager/_layout_items.py
index 0389a36f02..75398eaaab 100644
--- a/plotnine/_mpl/layout_manager/_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_layout_items.py
@@ -632,7 +632,7 @@ def set_legends_position(legends: legend_artists, spaces: LayoutSpaces):
     """
     Place legend on the figure and justify is a required
     """
-    panels_gs = spaces.plot.facet._panels_gridspec
+    panels_gs = spaces.plot.facet._gridspec
     params = panels_gs.get_subplot_params()
     transFigure = spaces.plot.figure.transFigure
 
@@ -711,7 +711,7 @@ def set_plot_tag_position(tag: Text, spaces: LayoutSpaces):
     Set the postion of the plot_tag
     """
     theme = spaces.plot.theme
-    panels_gs = spaces.plot.facet._panels_gridspec
+    panels_gs = spaces.plot.facet._gridspec
     location: TagLocation = theme.getp("plot_tag_location")
     position: TagPosition = theme.getp("plot_tag_position")
     margin = theme.get_margin("plot_tag")
diff --git a/plotnine/facets/facet.py b/plotnine/facets/facet.py
index 8b0a5d7e93..4809cca816 100644
--- a/plotnine/facets/facet.py
+++ b/plotnine/facets/facet.py
@@ -93,7 +93,7 @@ class facet:
 
     # Axes
     axs: list[Axes]
-    _panels_gridspec: p9GridSpec
+    _gridspec: p9GridSpec
 
     # ggplot object that the facet belongs to
     plot: ggplot
@@ -395,14 +395,12 @@ def _make_axes(self) -> list[Axes]:
         num_panels = len(self.layout.layout)
         axsarr = np.empty((self.nrow, self.ncol), dtype=object)
 
-        self._panels_gridspec = self._get_panels_gridspec()
+        self._gridspec = self._get_panels_gridspec()
 
         # Create axes
         it = itertools.product(range(self.nrow), range(self.ncol))
         for i, (row, col) in enumerate(it):
-            axsarr[row, col] = self.figure.add_subplot(
-                self._panels_gridspec[i]
-            )
+            axsarr[row, col] = self.figure.add_subplot(self._gridspec[i])
 
         # Rearrange axes
         # They are ordered to match the positions in the layout table

From c1efcd54c4f31c57b20f6d61689ce76fe72ff421 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Sat, 27 Sep 2025 00:24:22 -0700
Subject: [PATCH 05/24] Rename _*_spaces to _*_space

---
 plotnine/_mpl/layout_manager/_engine.py       |  2 +-
 plotnine/_mpl/layout_manager/_layout_items.py |  2 +-
 plotnine/_mpl/layout_manager/_layout_tree.py  | 52 +++++++++----------
 .../{_spaces.py => _side_space.py}            | 28 +++++-----
 4 files changed, 42 insertions(+), 42 deletions(-)
 rename plotnine/_mpl/layout_manager/{_spaces.py => _side_space.py} (98%)

diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index 7eb825b0bb..b91cf5208f 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -7,7 +7,7 @@
 
 from ...exceptions import PlotnineWarning
 from ._layout_tree import LayoutTree
-from ._spaces import LayoutSpaces
+from ._side_space import LayoutSpaces
 
 if TYPE_CHECKING:
     from matplotlib.figure import Figure
diff --git a/plotnine/_mpl/layout_manager/_layout_items.py b/plotnine/_mpl/layout_manager/_layout_items.py
index 75398eaaab..13d039ab70 100644
--- a/plotnine/_mpl/layout_manager/_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_layout_items.py
@@ -39,7 +39,7 @@
         VerticalJustification,
     )
 
-    from ._spaces import LayoutSpaces
+    from ._side_space import LayoutSpaces
 
     AxesLocation: TypeAlias = Literal[
         "all", "first_row", "last_row", "first_col", "last_col"
diff --git a/plotnine/_mpl/layout_manager/_layout_tree.py b/plotnine/_mpl/layout_manager/_layout_tree.py
index c5f2f4c7aa..60914078fd 100644
--- a/plotnine/_mpl/layout_manager/_layout_tree.py
+++ b/plotnine/_mpl/layout_manager/_layout_tree.py
@@ -7,12 +7,12 @@
 import numpy as np
 
 from ._grid import Grid
-from ._spaces import (
+from ._side_space import (
     LayoutSpaces,
-    bottom_spaces,
-    left_spaces,
-    right_spaces,
-    top_spaces,
+    bottom_space,
+    left_space,
+    right_space,
+    top_space,
 )
 
 if TYPE_CHECKING:
@@ -20,11 +20,11 @@
 
     from plotnine import ggplot
     from plotnine._mpl.gridspec import p9GridSpec
-    from plotnine._mpl.layout_manager._spaces import (
-        bottom_spaces,
-        left_spaces,
-        right_spaces,
-        top_spaces,
+    from plotnine._mpl.layout_manager._side_space import (
+        bottom_space,
+        left_space,
+        right_space,
+        top_space,
     )
     from plotnine.composition import Compose
 
@@ -233,28 +233,28 @@ def resize_sub_compositions(self):
             tree.resize()
 
     @cached_property
-    def bottom_most_spaces(self) -> list[bottom_spaces]:
+    def bottom_most_spaces(self) -> list[bottom_space]:
         """
         Bottom spaces of items in the last row
         """
         return [s for s in self.bottom_spaces_in_row(self.nrow - 1)]
 
     @cached_property
-    def top_most_spaces(self) -> list[top_spaces]:
+    def top_most_spaces(self) -> list[top_space]:
         """
         Top spaces of items in the top row
         """
         return [s for s in self.top_spaces_in_row(0)]
 
     @cached_property
-    def left_most_spaces(self) -> list[left_spaces]:
+    def left_most_spaces(self) -> list[left_space]:
         """
         Left spaces of items in the last column
         """
         return [s for s in self.left_spaces_in_col(0)]
 
     @cached_property
-    def right_most_spaces(self) -> list[right_spaces]:
+    def right_most_spaces(self) -> list[right_space]:
         """
         Right spaces of items the last column
         """
@@ -357,8 +357,8 @@ def panel_height_ratios(self) -> Sequence[float]:
         """
         return cast("Sequence[float]", self.cmp._layout.heights)
 
-    def bottom_spaces_in_row(self, r: int) -> list[bottom_spaces]:
-        spaces: list[bottom_spaces] = []
+    def bottom_spaces_in_row(self, r: int) -> list[bottom_space]:
+        spaces: list[bottom_space] = []
         for node in self.grid[r, :]:
             if isinstance(node, LayoutSpaces):
                 spaces.append(node.b)
@@ -366,8 +366,8 @@ def bottom_spaces_in_row(self, r: int) -> list[bottom_spaces]:
                 spaces.extend(node.bottom_most_spaces)
         return spaces
 
-    def top_spaces_in_row(self, r: int) -> list[top_spaces]:
-        spaces: list[top_spaces] = []
+    def top_spaces_in_row(self, r: int) -> list[top_space]:
+        spaces: list[top_space] = []
         for node in self.grid[r, :]:
             if isinstance(node, LayoutSpaces):
                 spaces.append(node.t)
@@ -375,8 +375,8 @@ def top_spaces_in_row(self, r: int) -> list[top_spaces]:
                 spaces.extend(node.top_most_spaces)
         return spaces
 
-    def left_spaces_in_col(self, c: int) -> list[left_spaces]:
-        spaces: list[left_spaces] = []
+    def left_spaces_in_col(self, c: int) -> list[left_space]:
+        spaces: list[left_space] = []
         for node in self.grid[:, c]:
             if isinstance(node, LayoutSpaces):
                 spaces.append(node.l)
@@ -384,8 +384,8 @@ def left_spaces_in_col(self, c: int) -> list[left_spaces]:
                 spaces.extend(node.left_most_spaces)
         return spaces
 
-    def right_spaces_in_col(self, c: int) -> list[right_spaces]:
-        spaces: list[right_spaces] = []
+    def right_spaces_in_col(self, c: int) -> list[right_space]:
+        spaces: list[right_space] = []
         for node in self.grid[:, c]:
             if isinstance(node, LayoutSpaces):
                 spaces.append(node.r)
@@ -393,7 +393,7 @@ def right_spaces_in_col(self, c: int) -> list[right_spaces]:
                 spaces.extend(node.right_most_spaces)
         return spaces
 
-    def iter_left_spaces(self) -> Iterator[list[left_spaces]]:
+    def iter_left_spaces(self) -> Iterator[list[left_space]]:
         """
         Left spaces for each non-empty column
 
@@ -404,7 +404,7 @@ def iter_left_spaces(self) -> Iterator[list[left_spaces]]:
             if spaces:
                 yield spaces
 
-    def iter_right_spaces(self) -> Iterator[list[right_spaces]]:
+    def iter_right_spaces(self) -> Iterator[list[right_space]]:
         """
         Right spaces for each non-empty column
 
@@ -415,7 +415,7 @@ def iter_right_spaces(self) -> Iterator[list[right_spaces]]:
             if spaces:
                 yield spaces
 
-    def iter_bottom_spaces(self) -> Iterator[list[bottom_spaces]]:
+    def iter_bottom_spaces(self) -> Iterator[list[bottom_space]]:
         """
         Bottom spaces for each non-empty row
         """
@@ -424,7 +424,7 @@ def iter_bottom_spaces(self) -> Iterator[list[bottom_spaces]]:
             if spaces:
                 yield spaces
 
-    def iter_top_spaces(self) -> Iterator[list[top_spaces]]:
+    def iter_top_spaces(self) -> Iterator[list[top_space]]:
         """
         Top spaces for each non-empty row
         """
diff --git a/plotnine/_mpl/layout_manager/_spaces.py b/plotnine/_mpl/layout_manager/_side_space.py
similarity index 98%
rename from plotnine/_mpl/layout_manager/_spaces.py
rename to plotnine/_mpl/layout_manager/_side_space.py
index 61645aa4f2..9dc8cc2e09 100644
--- a/plotnine/_mpl/layout_manager/_spaces.py
+++ b/plotnine/_mpl/layout_manager/_side_space.py
@@ -59,7 +59,7 @@ def valid(self) -> bool:
 
 
 @dataclass
-class _side_spaces(ABC):
+class _side_space(ABC):
     """
     Base class to for spaces
 
@@ -73,7 +73,7 @@ class _side_spaces(ABC):
     items: LayoutItems
 
     def __post_init__(self):
-        self.side: Side = cast("Side", self.__class__.__name__[:-7])
+        self.side: Side = cast("Side", self.__class__.__name__[:-6])
         """
         Side of the panel(s) that this class applies to
         """
@@ -283,7 +283,7 @@ def axis_title_clearance(self) -> float:
 
 
 @dataclass
-class left_spaces(_side_spaces):
+class left_space(_side_space):
     """
     Space in the figure for artists on the left of the panel area
 
@@ -455,7 +455,7 @@ def tag_width(self):
 
 
 @dataclass
-class right_spaces(_side_spaces):
+class right_space(_side_space):
     """
     Space in the figure for artists on the right of the panel area
 
@@ -561,7 +561,7 @@ def tag_width(self):
 
 
 @dataclass
-class top_spaces(_side_spaces):
+class top_space(_side_space):
     """
     Space in the figure for artists above the panel area
 
@@ -690,7 +690,7 @@ def tag_height(self):
 
 
 @dataclass
-class bottom_spaces(_side_spaces):
+class bottom_space(_side_space):
     """
     Space in the figure for artists below the panel area
 
@@ -855,16 +855,16 @@ class LayoutSpaces:
 
     plot: ggplot
 
-    l: left_spaces = field(init=False)
+    l: left_space = field(init=False)
     """All subspaces to the left of the panels"""
 
-    r: right_spaces = field(init=False)
+    r: right_space = field(init=False)
     """All subspaces to the right of the panels"""
 
-    t: top_spaces = field(init=False)
+    t: top_space = field(init=False)
     """All subspaces above the top of the panels"""
 
-    b: bottom_spaces = field(init=False)
+    b: bottom_space = field(init=False)
     """All subspaces below the bottom of the panels"""
 
     W: float = field(init=False, default=0)
@@ -894,10 +894,10 @@ def __post_init__(self):
 
         # Calculate the spacing along the edges of the panel area
         # (spacing required by plotnine)
-        self.l = left_spaces(self.items)
-        self.r = right_spaces(self.items)
-        self.t = top_spaces(self.items)
-        self.b = bottom_spaces(self.items)
+        self.l = left_space(self.items)
+        self.r = right_space(self.items)
+        self.t = top_space(self.items)
+        self.b = bottom_space(self.items)
 
     def get_gridspec_params(self) -> GridSpecParams:
         # Calculate the gridspec params

From 2b951fdff3808372d50b531c033f143131c7683d Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Sat, 27 Sep 2025 16:17:19 -0700
Subject: [PATCH 06/24] Refactor _side_space to introduce _plot_side_space

---
 plotnine/_mpl/gridspec.py                     |    2 +-
 plotnine/_mpl/layout_manager/_engine.py       |    2 +-
 plotnine/_mpl/layout_manager/_layout_items.py |    2 +-
 plotnine/_mpl/layout_manager/_layout_tree.py  |    4 +-
 .../_mpl/layout_manager/_plot_side_space.py   | 1027 +++++++++++++++++
 plotnine/_mpl/layout_manager/_side_space.py   | 1004 +---------------
 6 files changed, 1038 insertions(+), 1003 deletions(-)
 create mode 100644 plotnine/_mpl/layout_manager/_plot_side_space.py

diff --git a/plotnine/_mpl/gridspec.py b/plotnine/_mpl/gridspec.py
index 07fc66d6eb..2b8ff60b78 100644
--- a/plotnine/_mpl/gridspec.py
+++ b/plotnine/_mpl/gridspec.py
@@ -19,7 +19,7 @@
     from matplotlib.patches import Rectangle
     from matplotlib.transforms import Transform
 
-    from plotnine._mpl.layout_manager._spaces import GridSpecParams
+    from plotnine._mpl.layout_manager._side_space import GridSpecParams
     from plotnine.composition._plot_layout import plot_layout
 
 
diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index b91cf5208f..8d66392343 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -7,7 +7,7 @@
 
 from ...exceptions import PlotnineWarning
 from ._layout_tree import LayoutTree
-from ._side_space import LayoutSpaces
+from ._plot_side_space import LayoutSpaces
 
 if TYPE_CHECKING:
     from matplotlib.figure import Figure
diff --git a/plotnine/_mpl/layout_manager/_layout_items.py b/plotnine/_mpl/layout_manager/_layout_items.py
index 13d039ab70..ea0c098a3a 100644
--- a/plotnine/_mpl/layout_manager/_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_layout_items.py
@@ -39,7 +39,7 @@
         VerticalJustification,
     )
 
-    from ._side_space import LayoutSpaces
+    from ._plot_side_space import LayoutSpaces
 
     AxesLocation: TypeAlias = Literal[
         "all", "first_row", "last_row", "first_col", "last_col"
diff --git a/plotnine/_mpl/layout_manager/_layout_tree.py b/plotnine/_mpl/layout_manager/_layout_tree.py
index 60914078fd..54915ce8db 100644
--- a/plotnine/_mpl/layout_manager/_layout_tree.py
+++ b/plotnine/_mpl/layout_manager/_layout_tree.py
@@ -7,7 +7,7 @@
 import numpy as np
 
 from ._grid import Grid
-from ._side_space import (
+from ._plot_side_space import (
     LayoutSpaces,
     bottom_space,
     left_space,
@@ -20,7 +20,7 @@
 
     from plotnine import ggplot
     from plotnine._mpl.gridspec import p9GridSpec
-    from plotnine._mpl.layout_manager._side_space import (
+    from plotnine._mpl.layout_manager._plot_side_space import (
         bottom_space,
         left_space,
         right_space,
diff --git a/plotnine/_mpl/layout_manager/_plot_side_space.py b/plotnine/_mpl/layout_manager/_plot_side_space.py
new file mode 100644
index 0000000000..3cce2113cc
--- /dev/null
+++ b/plotnine/_mpl/layout_manager/_plot_side_space.py
@@ -0,0 +1,1027 @@
+"""
+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.
+"""
+
+from __future__ import annotations
+
+from dataclasses import dataclass, field
+from functools import cached_property
+from typing import TYPE_CHECKING
+
+from plotnine.exceptions import PlotnineError
+from plotnine.facets import facet_grid, facet_null, facet_wrap
+
+from ._layout_items import LayoutItems
+from ._side_space import GridSpecParams, _side_space
+
+if TYPE_CHECKING:
+    from plotnine import ggplot
+    from plotnine._mpl.gridspec import p9GridSpec
+    from plotnine.iapi import outside_legend
+
+
+@dataclass
+class _plot_side_space(_side_space):
+    """
+    Base class for the side space around a plot
+    """
+
+    items: LayoutItems
+
+    @cached_property
+    def _legend_size(self) -> tuple[float, float]:
+        """
+        Return size of legend in figure coordinates
+
+        We need this to accurately justify the legend by proportional
+        values e.g. 0.2, instead of just left, right, top,  bottom &
+        center.
+        """
+        if not self.has_legend:
+            return (0, 0)
+
+        ol: outside_legend = getattr(self.items.legends, self.side)
+        return self.items.geometry.size(ol.box)
+
+    @cached_property
+    def legend_width(self) -> float:
+        """
+        Return width of legend in figure coordinates
+        """
+        return self._legend_size[0]
+
+    @cached_property
+    def legend_height(self) -> float:
+        """
+        Return height of legend in figure coordinates
+        """
+        return self._legend_size[1]
+
+    @cached_property
+    def gs(self) -> p9GridSpec:
+        """
+        The gridspec of the plot
+        """
+        return self.items.plot._gridspec
+
+    @property
+    def has_tag(self) -> bool:
+        """
+        Return True if the space/margin to this side of the panel has a tag
+
+        If it does, then it will be included in the layout
+        """
+        getp = self.items.plot.theme.getp
+        return getp("plot_tag_location") == "margin" and self.side in getp(
+            "plot_tag_position"
+        )
+
+    @property
+    def has_legend(self) -> bool:
+        """
+        Return True if the space/margin to this side of the panel has a legend
+
+        If it does, then it will be included in the layout
+        """
+        if not self.items.legends:
+            return False
+        return hasattr(self.items.legends, self.side)
+
+    @property
+    def tag_width(self) -> float:
+        """
+        The width of the tag including the margins
+
+        The value is zero except if all these are true:
+            - The tag is in the margin `theme(plot_tag_position = "margin")`
+            - The tag at one one of the the following locations;
+              left, right, topleft, topright, bottomleft or bottomright
+        """
+        return 0
+
+    @property
+    def tag_height(self) -> float:
+        """
+        The height of the tag including the margins
+
+        The value is zero except if all these are true:
+            - The tag is in the margin `theme(plot_tag_position = "margin")`
+            - The tag at one one of the the following locations;
+              top, bottom, topleft, topright, bottomleft or bottomright
+        """
+        return 0
+
+    @property
+    def axis_title_clearance(self) -> float:
+        """
+        The distance between the axis title and the panel
+
+         Figure
+         ----------------------------
+        |         Panel              |
+        |         -----------        |
+        |        |           |       |
+        |        |           |       |
+        |  Y<--->|           |       |
+        |        |           |       |
+        |        |           |       |
+        |         -----------        |
+        |                            |
+         ----------------------------
+
+        We use this value to when aligning axis titles in a
+        plot composition.
+        """
+
+        try:
+            return self.total - self.sum_upto("axis_title_alignment")
+        except AttributeError as err:
+            # There is probably an error in in the layout manager
+            raise PlotnineError("Side has no axis title") from err
+
+
+@dataclass
+class left_space(_plot_side_space):
+    """
+    Space in the figure for artists on the left of the panel area
+
+    Ordered from the edge of the figure and going inwards
+    """
+
+    plot_margin: float = 0
+    tag_alignment: float = 0
+    """
+    Space added to align the tag in this plot with others in a composition
+
+    This value is calculated during the layout process, and it ensures that
+    all tags on this side of the plot take up the same amount of space in
+    the margin. e.g. from
+
+         ------------------------------------
+        | plot_margin | tag | artists        |
+        |------------------------------------|
+        | plot_margin | A long tag | artists |
+         ------------------------------------
+
+    to
+
+         ------------------------------------
+        | plot_margin |     tag    | artists |
+        |------------------------------------|
+        | plot_margin | A long tag | artists |
+         ------------------------------------
+
+    And the tag is justified within that space e.g if ha="left" we get
+
+         ------------------------------------
+        | plot_margin | tag        | artists |
+        |------------------------------------|
+        | plot_margin | A long tag | artists |
+         ------------------------------------
+
+    So, contrary to the order in which the space items are laid out, the 
+    tag_alignment does not necessarily come before the plot_tag.
+    """
+    plot_tag_margin_left: float = 0
+    plot_tag: float = 0
+    plot_tag_margin_right: float = 0
+    margin_alignment: float = 0
+    """
+    Space added to align this plot with others in a composition
+
+    This value is calculated during the layout process in a tree structure
+    that has convenient access to the sides/edges of the panels in the
+    composition.
+    """
+    legend: float = 0
+    legend_box_spacing: float = 0
+    axis_title_y_margin_left: float = 0
+    axis_title_y: float = 0
+    axis_title_y_margin_right: float = 0
+    axis_title_alignment: float = 0
+    """
+    Space added to align the axis title with others in a composition
+
+    This value is calculated during the layout process. The amount is
+    the difference between the largest and smallest axis_title_clearance
+    among the items in the composition.
+    """
+    axis_text_y_margin_left: float = 0
+    axis_text_y: float = 0
+    axis_text_y_margin_right: float = 0
+    axis_ticks_y: float = 0
+
+    def _calculate(self):
+        theme = self.items.plot.theme
+        geometry = self.items.geometry
+        items = self.items
+
+        self.plot_margin = theme.getp("plot_margin_left")
+
+        if self.has_tag and items.plot_tag:
+            m = theme.get_margin("plot_tag").fig
+            self.plot_tag_margin_left = m.l
+            self.plot_tag = geometry.width(items.plot_tag)
+            self.plot_tag_margin_right = m.r
+
+        if items.legends and items.legends.left:
+            self.legend = self.legend_width
+            self.legend_box_spacing = theme.getp("legend_box_spacing")
+
+        if items.axis_title_y:
+            m = theme.get_margin("axis_title_y").fig
+            self.axis_title_y_margin_left = m.l
+            self.axis_title_y = geometry.width(items.axis_title_y)
+            self.axis_title_y_margin_right = m.r
+
+        # Account for the space consumed by the axis
+        self.axis_text_y = items.axis_text_y_max_width_at("first_col")
+        if self.axis_text_y:
+            m = theme.get_margin("axis_text_y").fig
+            self.axis_text_y_margin_left = m.l
+            self.axis_text_y_margin_right = m.r
+
+        self.axis_ticks_y = items.axis_ticks_y_max_width_at("first_col")
+
+        # Adjust plot_margin to make room for ylabels that protude well
+        # beyond the axes
+        # NOTE: This adjustment breaks down when the protrusion is large
+        protrusion = items.axis_text_x_left_protrusion("all")
+        adjustment = protrusion - (self.total - self.plot_margin)
+        if adjustment > 0:
+            self.plot_margin += adjustment
+
+    @property
+    def offset(self) -> float:
+        """
+        Distance from left of the figure to the left of the plot gridspec
+
+              ----------------(1, 1)
+             |      ----      |
+             |  dx |    |     |
+             |<--->|    |     |
+             |     |    |     |
+             |      ----      |
+        (0, 0)----------------
+
+        """
+        return self.gs.bbox_relative.x0
+
+    def x1(self, item: str) -> float:
+        """
+        Lower x-coordinate in figure space of the item
+        """
+        return self.to_figure_space(self.sum_upto(item))
+
+    def x2(self, item: str) -> float:
+        """
+        Higher x-coordinate in figure space of the item
+        """
+        return self.to_figure_space(self.sum_incl(item))
+
+    @property
+    def panel_left_relative(self):
+        """
+        Left (relative to the gridspec) of the panels in figure dimensions
+        """
+        return self.total
+
+    @property
+    def panel_left(self):
+        """
+        Left of the panels in figure space
+        """
+        return self.to_figure_space(self.panel_left_relative)
+
+    @property
+    def plot_left(self):
+        """
+        Distance up to the left-most artist in figure space
+        """
+        return self.x1("legend")
+
+    @property
+    def tag_width(self):
+        """
+        The width of the tag including the margins
+        """
+        return (
+            self.plot_tag_margin_left
+            + self.plot_tag
+            + self.plot_tag_margin_right
+        )
+
+
+@dataclass
+class right_space(_plot_side_space):
+    """
+    Space in the figure for artists on the right of the panel area
+
+    Ordered from the edge of the figure and going inwards
+    """
+
+    plot_margin: float = 0
+    tag_alignment: float = 0
+    plot_tag_margin_right: float = 0
+    plot_tag: float = 0
+    plot_tag_margin_left: float = 0
+    margin_alignment: float = 0
+    legend: float = 0
+    legend_box_spacing: float = 0
+    strip_text_y_extra_width: float = 0
+
+    def _calculate(self):
+        items = self.items
+        theme = self.items.plot.theme
+        geometry = self.items.geometry
+
+        self.plot_margin = theme.getp("plot_margin_right")
+
+        if self.has_tag and items.plot_tag:
+            m = theme.get_margin("plot_tag").fig
+            self.plot_tag_margin_right = m.r
+            self.plot_tag = geometry.width(items.plot_tag)
+            self.plot_tag_margin_left = m.l
+
+        if items.legends and items.legends.right:
+            self.legend = self.legend_width
+            self.legend_box_spacing = theme.getp("legend_box_spacing")
+
+        self.strip_text_y_extra_width = items.strip_text_y_extra_width("right")
+
+        # Adjust plot_margin to make room for ylabels that protude well
+        # beyond the axes
+        # NOTE: This adjustment breaks down when the protrusion is large
+        protrusion = items.axis_text_x_right_protrusion("all")
+        adjustment = protrusion - (self.total - self.plot_margin)
+        if adjustment > 0:
+            self.plot_margin += adjustment
+
+    @property
+    def offset(self):
+        """
+        Distance from right of the figure to the right of the plot gridspec
+
+              ---------------(1, 1)
+             |     ----      |
+             |    |    | -dx |
+             |    |    |<--->|
+             |    |    |     |
+             |     ----      |
+        (0, 0)---------------
+
+        """
+        return self.gs.bbox_relative.x1 - 1
+
+    def x1(self, item: str) -> float:
+        """
+        Lower x-coordinate in figure space of the item
+        """
+        return self.to_figure_space(1 - self.sum_incl(item))
+
+    def x2(self, item: str) -> float:
+        """
+        Higher x-coordinate in figure space of the item
+        """
+        return self.to_figure_space(1 - self.sum_upto(item))
+
+    @property
+    def panel_right_relative(self):
+        """
+        Right (relative to the gridspec) of the panels in figure dimensions
+        """
+        return 1 - self.total
+
+    @property
+    def panel_right(self):
+        """
+        Right of the panels in figure space
+        """
+        return self.to_figure_space(self.panel_right_relative)
+
+    @property
+    def plot_right(self):
+        """
+        Distance up to the right-most artist in figure space
+        """
+        return self.x2("legend")
+
+    @property
+    def tag_width(self):
+        """
+        The width of the tag including the margins
+        """
+        return (
+            self.plot_tag_margin_right
+            + self.plot_tag
+            + self.plot_tag_margin_left
+        )
+
+
+@dataclass
+class top_space(_plot_side_space):
+    """
+    Space in the figure for artists above the panel area
+
+    Ordered from the edge of the figure and going inwards
+    """
+
+    plot_margin: float = 0
+    tag_alignment: float = 0
+    plot_tag_margin_top: float = 0
+    plot_tag: float = 0
+    plot_tag_margin_bottom: float = 0
+    margin_alignment: float = 0
+    plot_title_margin_top: float = 0
+    plot_title: float = 0
+    plot_title_margin_bottom: float = 0
+    plot_subtitle_margin_top: float = 0
+    plot_subtitle: float = 0
+    plot_subtitle_margin_bottom: float = 0
+    legend: float = 0
+    legend_box_spacing: float = 0
+    strip_text_x_extra_height: float = 0
+
+    def _calculate(self):
+        items = self.items
+        theme = self.items.plot.theme
+        geometry = self.items.geometry
+        W, H = theme.getp("figure_size")
+        F = W / H
+
+        self.plot_margin = theme.getp("plot_margin_top") * F
+
+        if self.has_tag and items.plot_tag:
+            m = theme.get_margin("plot_tag").fig
+            self.plot_tag_margin_top = m.t
+            self.plot_tag = geometry.height(items.plot_tag)
+            self.plot_tag_margin_bottom = m.b
+
+        if items.plot_title:
+            m = theme.get_margin("plot_title").fig
+            self.plot_title_margin_top = m.t * F
+            self.plot_title = geometry.height(items.plot_title)
+            self.plot_title_margin_bottom = m.b * F
+
+        if items.plot_subtitle:
+            m = theme.get_margin("plot_subtitle").fig
+            self.plot_subtitle_margin_top = m.t * F
+            self.plot_subtitle = geometry.height(items.plot_subtitle)
+            self.plot_subtitle_margin_bottom = m.b * F
+
+        if items.legends and items.legends.top:
+            self.legend = self.legend_height
+            self.legend_box_spacing = theme.getp("legend_box_spacing") * F
+
+        self.strip_text_x_extra_height = items.strip_text_x_extra_height("top")
+
+        # Adjust plot_margin to make room for ylabels that protude well
+        # beyond the axes
+        # NOTE: This adjustment breaks down when the protrusion is large
+        protrusion = items.axis_text_y_top_protrusion("all")
+        adjustment = protrusion - (self.total - self.plot_margin)
+        if adjustment > 0:
+            self.plot_margin += adjustment
+
+    @property
+    def offset(self) -> float:
+        """
+        Distance from top of the figure to the top of the plot gridspec
+
+              ----------------(1, 1)
+             |       ^        |
+             |       |-dy     |
+             |       v        |
+             |      ----      |
+             |     |    |     |
+             |     |    |     |
+             |     |    |     |
+             |      ----      |
+             |                |
+        (0, 0)----------------
+        """
+        return self.gs.bbox_relative.y1 - 1
+
+    def y1(self, item: str) -> float:
+        """
+        Lower y-coordinate in figure space of the item
+        """
+        return self.to_figure_space(1 - self.sum_incl(item))
+
+    def y2(self, item: str) -> float:
+        """
+        Higher y-coordinate in figure space of the item
+        """
+        return self.to_figure_space(1 - self.sum_upto(item))
+
+    @property
+    def panel_top_relative(self):
+        """
+        Top (relative to the gridspec) of the panels in figure dimensions
+        """
+        return 1 - self.total
+
+    @property
+    def panel_top(self):
+        """
+        Top of the panels in figure space
+        """
+        return self.to_figure_space(self.panel_top_relative)
+
+    @property
+    def plot_top(self):
+        """
+        Distance up to the top-most artist in figure space
+        """
+        return self.y2("legend")
+
+    @property
+    def tag_height(self):
+        """
+        The height of the tag including the margins
+        """
+        return (
+            self.plot_tag_margin_top
+            + self.plot_tag
+            + self.plot_tag_margin_bottom
+        )
+
+
+@dataclass
+class bottom_space(_plot_side_space):
+    """
+    Space in the figure for artists below the panel area
+
+    Ordered from the edge of the figure and going inwards
+    """
+
+    plot_margin: float = 0
+    tag_alignment: float = 0
+    plot_tag_margin_bottom: float = 0
+    plot_tag: float = 0
+    plot_tag_margin_top: float = 0
+    margin_alignment: float = 0
+    plot_caption_margin_bottom: float = 0
+    plot_caption: float = 0
+    plot_caption_margin_top: float = 0
+    legend: float = 0
+    legend_box_spacing: float = 0
+    axis_title_x_margin_bottom: float = 0
+    axis_title_x: float = 0
+    axis_title_x_margin_top: float = 0
+    axis_title_alignment: float = 0
+    """
+    Space added to align the axis title with others in a composition
+
+    This value is calculated during the layout process in a tree structure
+    that has convenient access to the sides/edges of the panels in the
+    composition. It's amount is the difference in height between this axis
+    text (and it's margins) and the tallest axis text (and it's margin).
+    """
+    axis_text_x_margin_bottom: float = 0
+    axis_text_x: float = 0
+    axis_text_x_margin_top: float = 0
+    axis_ticks_x: float = 0
+
+    def _calculate(self):
+        items = self.items
+        theme = self.items.plot.theme
+        geometry = self.items.geometry
+        W, H = theme.getp("figure_size")
+        F = W / H
+
+        self.plot_margin = theme.getp("plot_margin_bottom") * F
+
+        if self.has_tag and items.plot_tag:
+            m = theme.get_margin("plot_tag").fig
+            self.plot_tag_margin_bottom = m.b
+            self.plot_tag = geometry.height(items.plot_tag)
+            self.plot_tag_margin_top = m.t
+
+        if items.plot_caption:
+            m = theme.get_margin("plot_caption").fig
+            self.plot_caption_margin_bottom = m.b * F
+            self.plot_caption = geometry.height(items.plot_caption)
+            self.plot_caption_margin_top = m.t * F
+
+        if items.legends and items.legends.bottom:
+            self.legend = self.legend_height
+            self.legend_box_spacing = theme.getp("legend_box_spacing") * F
+
+        if items.axis_title_x:
+            m = theme.get_margin("axis_title_x").fig
+            self.axis_title_x_margin_bottom = m.b * F
+            self.axis_title_x = geometry.height(items.axis_title_x)
+            self.axis_title_x_margin_top = m.t * F
+
+        # Account for the space consumed by the axis
+        self.axis_text_x = items.axis_text_x_max_height_at("last_row")
+        if self.axis_text_x:
+            m = theme.get_margin("axis_text_x").fig
+            self.axis_text_x_margin_bottom = m.b
+            self.axis_text_x_margin_top = m.t
+        self.axis_ticks_x = items.axis_ticks_x_max_height_at("last_row")
+
+        # Adjust plot_margin to make room for ylabels that protude well
+        # beyond the axes
+        # NOTE: This adjustment breaks down when the protrusion is large
+        protrusion = items.axis_text_y_bottom_protrusion("all")
+        adjustment = protrusion - (self.total - self.plot_margin)
+        if adjustment > 0:
+            self.plot_margin += adjustment
+
+    @property
+    def offset(self) -> float:
+        """
+        Distance from bottom of the figure to the bottom of the plot gridspec
+
+              ----------------(1, 1)
+             |                |
+             |      ----      |
+             |     |    |     |
+             |     |    |     |
+             |     |    |     |
+             |      ----      |
+             |       ^        |
+             |       |dy      |
+             |       v        |
+        (0, 0)----------------
+        """
+        return self.gs.bbox_relative.y0
+
+    def y1(self, item: str) -> float:
+        """
+        Lower y-coordinate in figure space of the item
+        """
+        return self.to_figure_space(self.sum_upto(item))
+
+    def y2(self, item: str) -> float:
+        """
+        Higher y-coordinate in figure space of the item
+        """
+        return self.to_figure_space(self.sum_incl(item))
+
+    @property
+    def panel_bottom_relative(self):
+        """
+        Bottom (relative to the gridspec) of the panels in figure dimensions
+        """
+        return self.total
+
+    @property
+    def panel_bottom(self):
+        """
+        Bottom of the panels in figure space
+        """
+        return self.to_figure_space(self.panel_bottom_relative)
+
+    @property
+    def plot_bottom(self):
+        """
+        Distance up to the bottom-most artist in figure space
+        """
+        return self.y1("legend")
+
+    @property
+    def tag_height(self):
+        """
+        The height of the tag including the margins
+        """
+        return (
+            self.plot_tag_margin_bottom
+            + self.plot_tag
+            + self.plot_tag_margin_top
+        )
+
+
+@dataclass
+class LayoutSpaces:
+    """
+    Compute the all the spaces required in the layout
+
+    These are:
+
+    1. The space of each artist between the panel and the edge of the
+       figure.
+    2. The space in-between the panels
+
+    From these values, we put together the grid-spec parameters required
+    by matplotblib to position the axes. We also use the values to adjust
+    the coordinates of all the artists that occupy these spaces, placing
+    them in their final positions.
+    """
+
+    plot: ggplot
+
+    l: left_space = field(init=False)
+    """All subspaces to the left of the panels"""
+
+    r: right_space = field(init=False)
+    """All subspaces to the right of the panels"""
+
+    t: top_space = field(init=False)
+    """All subspaces above the top of the panels"""
+
+    b: bottom_space = field(init=False)
+    """All subspaces below the bottom of the panels"""
+
+    W: float = field(init=False, default=0)
+    """Figure Width [inches]"""
+
+    H: float = field(init=False, default=0)
+    """Figure Height [inches]"""
+
+    w: float = field(init=False, default=0)
+    """Axes width w.r.t figure in [0, 1]"""
+
+    h: float = field(init=False, default=0)
+    """Axes height w.r.t figure in [0, 1]"""
+
+    sh: float = field(init=False, default=0)
+    """horizontal spacing btn panels w.r.t figure"""
+
+    sw: float = field(init=False, default=0)
+    """vertical spacing btn panels w.r.t figure"""
+
+    gsparams: GridSpecParams = field(init=False, repr=False)
+    """Grid spacing btn panels w.r.t figure"""
+
+    def __post_init__(self):
+        self.items = LayoutItems(self.plot)
+        self.W, self.H = self.plot.theme.getp("figure_size")
+
+        # Calculate the spacing along the edges of the panel area
+        # (spacing required by plotnine)
+        self.l = left_space(self.items)
+        self.r = right_space(self.items)
+        self.t = top_space(self.items)
+        self.b = bottom_space(self.items)
+
+    def get_gridspec_params(self) -> GridSpecParams:
+        # Calculate the gridspec params
+        # (spacing required by mpl)
+        self.gsparams = self._calculate_panel_spacing()
+
+        # Adjust the spacing parameters for the desired aspect ratio
+        # It is simpler to adjust for the aspect ratio than to calculate
+        # the final parameters that are true to the aspect ratio in
+        # one-short
+        if (ratio := self.plot.facet._aspect_ratio()) is not None:
+            current_ratio = self.aspect_ratio
+            if ratio > current_ratio:
+                # Increase aspect ratio, taller panels
+                self._reduce_width(ratio)
+            elif ratio < current_ratio:
+                # Increase aspect ratio, wider panels
+                self._reduce_height(ratio)
+
+        return self.gsparams
+
+    @property
+    def plot_width(self) -> float:
+        """
+        Width [figure dimensions] of the whole plot
+        """
+        return float(self.plot._gridspec.width)
+
+    @property
+    def plot_height(self) -> float:
+        """
+        Height [figure dimensions] of the whole plot
+        """
+        return float(self.plot._gridspec.height)
+
+    @property
+    def panel_width(self) -> float:
+        """
+        Width [figure dimensions] of panels
+        """
+        return self.r.panel_right - self.l.panel_left
+
+    @property
+    def panel_height(self) -> float:
+        """
+        Height [figure dimensions] of panels
+        """
+        return self.t.panel_top - self.b.panel_bottom
+
+    def increase_horizontal_plot_margin(self, dw: float):
+        """
+        Increase the plot_margin to the right & left of the panels
+        """
+        self.l.plot_margin += dw
+        self.r.plot_margin += dw
+
+    def increase_vertical_plot_margin(self, dh: float):
+        """
+        Increase the plot_margin to the above & below of the panels
+        """
+        self.t.plot_margin += dh
+        self.b.plot_margin += dh
+
+    @property
+    def plot_area_coordinates(
+        self,
+    ) -> tuple[tuple[float, float], tuple[float, float]]:
+        """
+        Lower-left and upper-right coordinates of the plot area
+
+        This is the area surrounded by the plot_margin.
+        """
+        x1, x2 = self.l.x2("plot_margin"), self.r.x1("plot_margin")
+        y1, y2 = self.b.y2("plot_margin"), self.t.y1("plot_margin")
+        return ((x1, y1), (x2, y2))
+
+    @property
+    def panel_area_coordinates(
+        self,
+    ) -> tuple[tuple[float, float], tuple[float, float]]:
+        """
+        Lower-left and upper-right coordinates of the panel area
+
+        This is the area in which the panels are drawn.
+        """
+        x1, x2 = self.l.panel_left, self.r.panel_right
+        y1, y2 = self.b.panel_bottom, self.t.panel_top
+        return ((x1, y1), (x2, y2))
+
+    def _calculate_panel_spacing(self) -> GridSpecParams:
+        """
+        Spacing between the panels (wspace & hspace)
+
+        Both spaces are calculated from a fraction of the width.
+        This ensures that the same fraction gives equals space
+        in both directions.
+        """
+        if isinstance(self.plot.facet, facet_wrap):
+            wspace, hspace = self._calculate_panel_spacing_facet_wrap()
+        elif isinstance(self.plot.facet, facet_grid):
+            wspace, hspace = self._calculate_panel_spacing_facet_grid()
+        elif isinstance(self.plot.facet, facet_null):
+            wspace, hspace = self._calculate_panel_spacing_facet_null()
+        else:
+            raise TypeError(f"Unknown type of facet: {type(self.plot.facet)}")
+
+        return GridSpecParams(
+            self.l.panel_left_relative,
+            self.r.panel_right_relative,
+            self.t.panel_top_relative,
+            self.b.panel_bottom_relative,
+            wspace,
+            hspace,
+        )
+
+    def _calculate_panel_spacing_facet_grid(self) -> tuple[float, float]:
+        """
+        Calculate spacing parts for facet_grid
+        """
+        theme = self.plot.theme
+
+        ncol = self.plot.facet.ncol
+        nrow = self.plot.facet.nrow
+
+        left, right = self.l.panel_left, self.r.panel_right
+        top, bottom = self.t.panel_top, self.b.panel_bottom
+
+        # Both spacings are specified as fractions of the figure width
+        # Multiply the vertical by (W/H) so that the gullies along both
+        # directions are equally spaced.
+        self.sw = theme.getp("panel_spacing_x")
+        self.sh = theme.getp("panel_spacing_y") * self.W / self.H
+
+        # width and height of axes as fraction of figure width & height
+        self.w = ((right - left) - self.sw * (ncol - 1)) / ncol
+        self.h = ((top - bottom) - self.sh * (nrow - 1)) / nrow
+
+        # Spacing as fraction of axes width & height
+        wspace = self.sw / self.w
+        hspace = self.sh / self.h
+        return (wspace, hspace)
+
+    def _calculate_panel_spacing_facet_wrap(self) -> tuple[float, float]:
+        """
+        Calculate spacing parts for facet_wrap
+        """
+        facet = self.plot.facet
+        theme = self.plot.theme
+
+        ncol = facet.ncol
+        nrow = facet.nrow
+
+        left, right = self.l.panel_left, self.r.panel_right
+        top, bottom = self.t.panel_top, self.b.panel_bottom
+
+        # Both spacings are specified as fractions of the figure width
+        self.sw = theme.getp("panel_spacing_x")
+        self.sh = theme.getp("panel_spacing_y") * self.W / self.H
+
+        # A fraction of the strip height
+        # Effectively slides the strip
+        #   +ve: Away from the panel
+        #    0:  Top of the panel
+        #   -ve: Into the panel
+        # Where values <= -1, put the strip completely into
+        # the panel. We do not worry about larger -ves.
+        strip_align_x = theme.getp("strip_align_x")
+
+        # Only interested in the proportion of the strip that
+        # does not overlap with the panel
+        if strip_align_x > -1:
+            self.sh += self.t.strip_text_x_extra_height * (1 + strip_align_x)
+
+        if facet.free["x"]:
+            self.sh += self.items.axis_text_x_max_height_at(
+                "all"
+            ) + self.items.axis_ticks_x_max_height_at("all")
+        if facet.free["y"]:
+            self.sw += self.items.axis_text_y_max_width_at(
+                "all"
+            ) + self.items.axis_ticks_y_max_width_at("all")
+
+        # width and height of axes as fraction of figure width & height
+        self.w = ((right - left) - self.sw * (ncol - 1)) / ncol
+        self.h = ((top - bottom) - self.sh * (nrow - 1)) / nrow
+
+        # Spacing as fraction of axes width & height
+        wspace = self.sw / self.w
+        hspace = self.sh / self.h
+        return (wspace, hspace)
+
+    def _calculate_panel_spacing_facet_null(self) -> tuple[float, float]:
+        """
+        Calculate spacing parts for facet_null
+        """
+        self.w = self.r.panel_right - self.l.panel_left
+        self.h = self.t.panel_top - self.b.panel_bottom
+        self.sw = 0
+        self.sh = 0
+        return 0, 0
+
+    def _reduce_height(self, ratio: float):
+        """
+        Reduce the height of axes to get the aspect ratio
+        """
+        # New height w.r.t figure height
+        h1 = ratio * self.w * (self.W / self.H)
+
+        # Half of the total vertical reduction w.r.t figure height
+        dh = (self.h - h1) * self.plot.facet.nrow / 2
+
+        # Reduce plot area height
+        self.gsparams.top -= dh
+        self.gsparams.bottom += dh
+        self.gsparams.hspace = self.sh / h1
+
+        # Add more vertical plot margin
+        self.increase_vertical_plot_margin(dh)
+
+    def _reduce_width(self, ratio: float):
+        """
+        Reduce the width of axes to get the aspect ratio
+        """
+        # New width w.r.t figure width
+        w1 = (self.h * self.H) / (ratio * self.W)
+
+        # Half of the total horizontal reduction w.r.t figure width
+        dw = (self.w - w1) * self.plot.facet.ncol / 2
+
+        # Reduce width
+        self.gsparams.left += dw
+        self.gsparams.right -= dw
+        self.gsparams.wspace = self.sw / w1
+
+        # Add more horizontal margin
+        self.increase_horizontal_plot_margin(dw)
+
+    @property
+    def aspect_ratio(self) -> float:
+        """
+        Default aspect ratio of the panels
+        """
+        return (self.h * self.H) / (self.w * self.W)
+
+    @cached_property
+    def gs(self) -> p9GridSpec:
+        """
+        The gridspec
+        """
+        return self.plot._gridspec
+
+    def to_figure_space(
+        self,
+        position: tuple[float, float],
+    ) -> tuple[float, float]:
+        """
+        Convert position from gridspec space to figure space
+        """
+        _x, _y = position
+        x = self.l.plot_left + (self.r.plot_right - self.l.plot_left) * _x
+        y = self.b.plot_bottom + (self.t.plot_top - self.b.plot_bottom) * _y
+        return (x, y)
diff --git a/plotnine/_mpl/layout_manager/_side_space.py b/plotnine/_mpl/layout_manager/_side_space.py
index 9dc8cc2e09..2cc487df80 100644
--- a/plotnine/_mpl/layout_manager/_side_space.py
+++ b/plotnine/_mpl/layout_manager/_side_space.py
@@ -11,25 +11,19 @@
 
 from __future__ import annotations
 
-from abc import ABC
-from dataclasses import dataclass, field, fields
+from abc import ABC, abstractmethod
+from dataclasses import dataclass, fields
 from functools import cached_property
 from typing import TYPE_CHECKING, cast
 
-from plotnine.exceptions import PlotnineError
-from plotnine.facets import facet_grid, facet_null, facet_wrap
-
-from ._layout_items import LayoutItems
-
 if TYPE_CHECKING:
     from dataclasses import Field
     from typing import Generator
 
-    from plotnine import ggplot
     from plotnine._mpl.gridspec import p9GridSpec
-    from plotnine.iapi import outside_legend
     from plotnine.typing import Side
 
+
 # Note
 # Margins around the plot are specified in figure coordinates
 # We interpret that value to be a fraction of the width. So along
@@ -70,10 +64,8 @@ class _side_space(ABC):
     The amount of space for each artist is computed in figure coordinates.
     """
 
-    items: LayoutItems
-
     def __post_init__(self):
-        self.side: Side = cast("Side", self.__class__.__name__[:-6])
+        self.side: Side = cast("Side", self.__class__.__name__.split("_")[0])
         """
         Side of the panel(s) that this class applies to
         """
@@ -122,40 +114,11 @@ def _fields_upto(item: str) -> Generator[Field, None, None]:
         return sum(getattr(self, f.name) for f in _fields_upto(item))
 
     @cached_property
-    def _legend_size(self) -> tuple[float, float]:
-        """
-        Return size of legend in figure coordinates
-
-        We need this to accurately justify the legend by proportional
-        values e.g. 0.2, instead of just left, right, top,  bottom &
-        center.
-        """
-        if not self.has_legend:
-            return (0, 0)
-
-        ol: outside_legend = getattr(self.items.legends, self.side)
-        return self.items.geometry.size(ol.box)
-
-    @cached_property
-    def legend_width(self) -> float:
-        """
-        Return width of legend in figure coordinates
-        """
-        return self._legend_size[0]
-
-    @cached_property
-    def legend_height(self) -> float:
-        """
-        Return height of legend in figure coordinates
-        """
-        return self._legend_size[1]
-
-    @cached_property
+    @abstractmethod
     def gs(self) -> p9GridSpec:
         """
-        The gridspec of the plot
+        The gridspec of the plot or composition
         """
-        return self.items.plot._gridspec
 
     @property
     def offset(self) -> float:
@@ -205,958 +168,3 @@ def to_figure_space(self, rel_value: float) -> float:
             Position relative to the position of the gridspec
         """
         return self.offset + rel_value
-
-    @property
-    def has_tag(self) -> bool:
-        """
-        Return True if the space/margin to this side of the panel has a tag
-
-        If it does, then it will be included in the layout
-        """
-        getp = self.items.plot.theme.getp
-        return getp("plot_tag_location") == "margin" and self.side in getp(
-            "plot_tag_position"
-        )
-
-    @property
-    def has_legend(self) -> bool:
-        """
-        Return True if the space/margin to this side of the panel has a legend
-
-        If it does, then it will be included in the layout
-        """
-        if not self.items.legends:
-            return False
-        return hasattr(self.items.legends, self.side)
-
-    @property
-    def tag_width(self) -> float:
-        """
-        The width of the tag including the margins
-
-        The value is zero except if all these are true:
-            - The tag is in the margin `theme(plot_tag_position = "margin")`
-            - The tag at one one of the the following locations;
-              left, right, topleft, topright, bottomleft or bottomright
-        """
-        return 0
-
-    @property
-    def tag_height(self) -> float:
-        """
-        The height of the tag including the margins
-
-        The value is zero except if all these are true:
-            - The tag is in the margin `theme(plot_tag_position = "margin")`
-            - The tag at one one of the the following locations;
-              top, bottom, topleft, topright, bottomleft or bottomright
-        """
-        return 0
-
-    @property
-    def axis_title_clearance(self) -> float:
-        """
-        The distance between the axis title and the panel
-
-         Figure
-         ----------------------------
-        |         Panel              |
-        |         -----------        |
-        |        |           |       |
-        |        |           |       |
-        |  Y<--->|           |       |
-        |        |           |       |
-        |        |           |       |
-        |         -----------        |
-        |                            |
-         ----------------------------
-
-        We use this value to when aligning axis titles in a
-        plot composition.
-        """
-
-        try:
-            return self.total - self.sum_upto("axis_title_alignment")
-        except AttributeError as err:
-            # There is probably an error in in the layout manager
-            raise PlotnineError("Side has no axis title") from err
-
-
-@dataclass
-class left_space(_side_space):
-    """
-    Space in the figure for artists on the left of the panel area
-
-    Ordered from the edge of the figure and going inwards
-    """
-
-    plot_margin: float = 0
-    tag_alignment: float = 0
-    """
-    Space added to align the tag in this plot with others in a composition
-
-    This value is calculated during the layout process, and it ensures that
-    all tags on this side of the plot take up the same amount of space in
-    the margin. e.g. from
-
-         ------------------------------------
-        | plot_margin | tag | artists        |
-        |------------------------------------|
-        | plot_margin | A long tag | artists |
-         ------------------------------------
-
-    to
-
-         ------------------------------------
-        | plot_margin |     tag    | artists |
-        |------------------------------------|
-        | plot_margin | A long tag | artists |
-         ------------------------------------
-
-    And the tag is justified within that space e.g if ha="left" we get
-
-         ------------------------------------
-        | plot_margin | tag        | artists |
-        |------------------------------------|
-        | plot_margin | A long tag | artists |
-         ------------------------------------
-
-    So, contrary to the order in which the space items are laid out, the 
-    tag_alignment does not necessarily come before the plot_tag.
-    """
-    plot_tag_margin_left: float = 0
-    plot_tag: float = 0
-    plot_tag_margin_right: float = 0
-    margin_alignment: float = 0
-    """
-    Space added to align this plot with others in a composition
-
-    This value is calculated during the layout process in a tree structure
-    that has convenient access to the sides/edges of the panels in the
-    composition.
-    """
-    legend: float = 0
-    legend_box_spacing: float = 0
-    axis_title_y_margin_left: float = 0
-    axis_title_y: float = 0
-    axis_title_y_margin_right: float = 0
-    axis_title_alignment: float = 0
-    """
-    Space added to align the axis title with others in a composition
-
-    This value is calculated during the layout process. The amount is
-    the difference between the largest and smallest axis_title_clearance
-    among the items in the composition.
-    """
-    axis_text_y_margin_left: float = 0
-    axis_text_y: float = 0
-    axis_text_y_margin_right: float = 0
-    axis_ticks_y: float = 0
-
-    def _calculate(self):
-        theme = self.items.plot.theme
-        geometry = self.items.geometry
-        items = self.items
-
-        self.plot_margin = theme.getp("plot_margin_left")
-
-        if self.has_tag and items.plot_tag:
-            m = theme.get_margin("plot_tag").fig
-            self.plot_tag_margin_left = m.l
-            self.plot_tag = geometry.width(items.plot_tag)
-            self.plot_tag_margin_right = m.r
-
-        if items.legends and items.legends.left:
-            self.legend = self.legend_width
-            self.legend_box_spacing = theme.getp("legend_box_spacing")
-
-        if items.axis_title_y:
-            m = theme.get_margin("axis_title_y").fig
-            self.axis_title_y_margin_left = m.l
-            self.axis_title_y = geometry.width(items.axis_title_y)
-            self.axis_title_y_margin_right = m.r
-
-        # Account for the space consumed by the axis
-        self.axis_text_y = items.axis_text_y_max_width_at("first_col")
-        if self.axis_text_y:
-            m = theme.get_margin("axis_text_y").fig
-            self.axis_text_y_margin_left = m.l
-            self.axis_text_y_margin_right = m.r
-
-        self.axis_ticks_y = items.axis_ticks_y_max_width_at("first_col")
-
-        # Adjust plot_margin to make room for ylabels that protude well
-        # beyond the axes
-        # NOTE: This adjustment breaks down when the protrusion is large
-        protrusion = items.axis_text_x_left_protrusion("all")
-        adjustment = protrusion - (self.total - self.plot_margin)
-        if adjustment > 0:
-            self.plot_margin += adjustment
-
-    @property
-    def offset(self) -> float:
-        """
-        Distance from left of the figure to the left of the plot gridspec
-
-              ----------------(1, 1)
-             |      ----      |
-             |  dx |    |     |
-             |<--->|    |     |
-             |     |    |     |
-             |      ----      |
-        (0, 0)----------------
-
-        """
-        return self.gs.bbox_relative.x0
-
-    def x1(self, item: str) -> float:
-        """
-        Lower x-coordinate in figure space of the item
-        """
-        return self.to_figure_space(self.sum_upto(item))
-
-    def x2(self, item: str) -> float:
-        """
-        Higher x-coordinate in figure space of the item
-        """
-        return self.to_figure_space(self.sum_incl(item))
-
-    @property
-    def panel_left_relative(self):
-        """
-        Left (relative to the gridspec) of the panels in figure dimensions
-        """
-        return self.total
-
-    @property
-    def panel_left(self):
-        """
-        Left of the panels in figure space
-        """
-        return self.to_figure_space(self.panel_left_relative)
-
-    @property
-    def plot_left(self):
-        """
-        Distance up to the left-most artist in figure space
-        """
-        return self.x1("legend")
-
-    @property
-    def tag_width(self):
-        """
-        The width of the tag including the margins
-        """
-        return (
-            self.plot_tag_margin_left
-            + self.plot_tag
-            + self.plot_tag_margin_right
-        )
-
-
-@dataclass
-class right_space(_side_space):
-    """
-    Space in the figure for artists on the right of the panel area
-
-    Ordered from the edge of the figure and going inwards
-    """
-
-    plot_margin: float = 0
-    tag_alignment: float = 0
-    plot_tag_margin_right: float = 0
-    plot_tag: float = 0
-    plot_tag_margin_left: float = 0
-    margin_alignment: float = 0
-    legend: float = 0
-    legend_box_spacing: float = 0
-    strip_text_y_extra_width: float = 0
-
-    def _calculate(self):
-        items = self.items
-        theme = self.items.plot.theme
-        geometry = self.items.geometry
-
-        self.plot_margin = theme.getp("plot_margin_right")
-
-        if self.has_tag and items.plot_tag:
-            m = theme.get_margin("plot_tag").fig
-            self.plot_tag_margin_right = m.r
-            self.plot_tag = geometry.width(items.plot_tag)
-            self.plot_tag_margin_left = m.l
-
-        if items.legends and items.legends.right:
-            self.legend = self.legend_width
-            self.legend_box_spacing = theme.getp("legend_box_spacing")
-
-        self.strip_text_y_extra_width = items.strip_text_y_extra_width("right")
-
-        # Adjust plot_margin to make room for ylabels that protude well
-        # beyond the axes
-        # NOTE: This adjustment breaks down when the protrusion is large
-        protrusion = items.axis_text_x_right_protrusion("all")
-        adjustment = protrusion - (self.total - self.plot_margin)
-        if adjustment > 0:
-            self.plot_margin += adjustment
-
-    @property
-    def offset(self):
-        """
-        Distance from right of the figure to the right of the plot gridspec
-
-              ---------------(1, 1)
-             |     ----      |
-             |    |    | -dx |
-             |    |    |<--->|
-             |    |    |     |
-             |     ----      |
-        (0, 0)---------------
-
-        """
-        return self.gs.bbox_relative.x1 - 1
-
-    def x1(self, item: str) -> float:
-        """
-        Lower x-coordinate in figure space of the item
-        """
-        return self.to_figure_space(1 - self.sum_incl(item))
-
-    def x2(self, item: str) -> float:
-        """
-        Higher x-coordinate in figure space of the item
-        """
-        return self.to_figure_space(1 - self.sum_upto(item))
-
-    @property
-    def panel_right_relative(self):
-        """
-        Right (relative to the gridspec) of the panels in figure dimensions
-        """
-        return 1 - self.total
-
-    @property
-    def panel_right(self):
-        """
-        Right of the panels in figure space
-        """
-        return self.to_figure_space(self.panel_right_relative)
-
-    @property
-    def plot_right(self):
-        """
-        Distance up to the right-most artist in figure space
-        """
-        return self.x2("legend")
-
-    @property
-    def tag_width(self):
-        """
-        The width of the tag including the margins
-        """
-        return (
-            self.plot_tag_margin_right
-            + self.plot_tag
-            + self.plot_tag_margin_left
-        )
-
-
-@dataclass
-class top_space(_side_space):
-    """
-    Space in the figure for artists above the panel area
-
-    Ordered from the edge of the figure and going inwards
-    """
-
-    plot_margin: float = 0
-    tag_alignment: float = 0
-    plot_tag_margin_top: float = 0
-    plot_tag: float = 0
-    plot_tag_margin_bottom: float = 0
-    margin_alignment: float = 0
-    plot_title_margin_top: float = 0
-    plot_title: float = 0
-    plot_title_margin_bottom: float = 0
-    plot_subtitle_margin_top: float = 0
-    plot_subtitle: float = 0
-    plot_subtitle_margin_bottom: float = 0
-    legend: float = 0
-    legend_box_spacing: float = 0
-    strip_text_x_extra_height: float = 0
-
-    def _calculate(self):
-        items = self.items
-        theme = self.items.plot.theme
-        geometry = self.items.geometry
-        W, H = theme.getp("figure_size")
-        F = W / H
-
-        self.plot_margin = theme.getp("plot_margin_top") * F
-
-        if self.has_tag and items.plot_tag:
-            m = theme.get_margin("plot_tag").fig
-            self.plot_tag_margin_top = m.t
-            self.plot_tag = geometry.height(items.plot_tag)
-            self.plot_tag_margin_bottom = m.b
-
-        if items.plot_title:
-            m = theme.get_margin("plot_title").fig
-            self.plot_title_margin_top = m.t * F
-            self.plot_title = geometry.height(items.plot_title)
-            self.plot_title_margin_bottom = m.b * F
-
-        if items.plot_subtitle:
-            m = theme.get_margin("plot_subtitle").fig
-            self.plot_subtitle_margin_top = m.t * F
-            self.plot_subtitle = geometry.height(items.plot_subtitle)
-            self.plot_subtitle_margin_bottom = m.b * F
-
-        if items.legends and items.legends.top:
-            self.legend = self.legend_height
-            self.legend_box_spacing = theme.getp("legend_box_spacing") * F
-
-        self.strip_text_x_extra_height = items.strip_text_x_extra_height("top")
-
-        # Adjust plot_margin to make room for ylabels that protude well
-        # beyond the axes
-        # NOTE: This adjustment breaks down when the protrusion is large
-        protrusion = items.axis_text_y_top_protrusion("all")
-        adjustment = protrusion - (self.total - self.plot_margin)
-        if adjustment > 0:
-            self.plot_margin += adjustment
-
-    @property
-    def offset(self) -> float:
-        """
-        Distance from top of the figure to the top of the plot gridspec
-
-              ----------------(1, 1)
-             |       ^        |
-             |       |-dy     |
-             |       v        |
-             |      ----      |
-             |     |    |     |
-             |     |    |     |
-             |     |    |     |
-             |      ----      |
-             |                |
-        (0, 0)----------------
-        """
-        return self.gs.bbox_relative.y1 - 1
-
-    def y1(self, item: str) -> float:
-        """
-        Lower y-coordinate in figure space of the item
-        """
-        return self.to_figure_space(1 - self.sum_incl(item))
-
-    def y2(self, item: str) -> float:
-        """
-        Higher y-coordinate in figure space of the item
-        """
-        return self.to_figure_space(1 - self.sum_upto(item))
-
-    @property
-    def panel_top_relative(self):
-        """
-        Top (relative to the gridspec) of the panels in figure dimensions
-        """
-        return 1 - self.total
-
-    @property
-    def panel_top(self):
-        """
-        Top of the panels in figure space
-        """
-        return self.to_figure_space(self.panel_top_relative)
-
-    @property
-    def plot_top(self):
-        """
-        Distance up to the top-most artist in figure space
-        """
-        return self.y2("legend")
-
-    @property
-    def tag_height(self):
-        """
-        The height of the tag including the margins
-        """
-        return (
-            self.plot_tag_margin_top
-            + self.plot_tag
-            + self.plot_tag_margin_bottom
-        )
-
-
-@dataclass
-class bottom_space(_side_space):
-    """
-    Space in the figure for artists below the panel area
-
-    Ordered from the edge of the figure and going inwards
-    """
-
-    plot_margin: float = 0
-    tag_alignment: float = 0
-    plot_tag_margin_bottom: float = 0
-    plot_tag: float = 0
-    plot_tag_margin_top: float = 0
-    margin_alignment: float = 0
-    plot_caption_margin_bottom: float = 0
-    plot_caption: float = 0
-    plot_caption_margin_top: float = 0
-    legend: float = 0
-    legend_box_spacing: float = 0
-    axis_title_x_margin_bottom: float = 0
-    axis_title_x: float = 0
-    axis_title_x_margin_top: float = 0
-    axis_title_alignment: float = 0
-    """
-    Space added to align the axis title with others in a composition
-
-    This value is calculated during the layout process in a tree structure
-    that has convenient access to the sides/edges of the panels in the
-    composition. It's amount is the difference in height between this axis
-    text (and it's margins) and the tallest axis text (and it's margin).
-    """
-    axis_text_x_margin_bottom: float = 0
-    axis_text_x: float = 0
-    axis_text_x_margin_top: float = 0
-    axis_ticks_x: float = 0
-
-    def _calculate(self):
-        items = self.items
-        theme = self.items.plot.theme
-        geometry = self.items.geometry
-        W, H = theme.getp("figure_size")
-        F = W / H
-
-        self.plot_margin = theme.getp("plot_margin_bottom") * F
-
-        if self.has_tag and items.plot_tag:
-            m = theme.get_margin("plot_tag").fig
-            self.plot_tag_margin_bottom = m.b
-            self.plot_tag = geometry.height(items.plot_tag)
-            self.plot_tag_margin_top = m.t
-
-        if items.plot_caption:
-            m = theme.get_margin("plot_caption").fig
-            self.plot_caption_margin_bottom = m.b * F
-            self.plot_caption = geometry.height(items.plot_caption)
-            self.plot_caption_margin_top = m.t * F
-
-        if items.legends and items.legends.bottom:
-            self.legend = self.legend_height
-            self.legend_box_spacing = theme.getp("legend_box_spacing") * F
-
-        if items.axis_title_x:
-            m = theme.get_margin("axis_title_x").fig
-            self.axis_title_x_margin_bottom = m.b * F
-            self.axis_title_x = geometry.height(items.axis_title_x)
-            self.axis_title_x_margin_top = m.t * F
-
-        # Account for the space consumed by the axis
-        self.axis_text_x = items.axis_text_x_max_height_at("last_row")
-        if self.axis_text_x:
-            m = theme.get_margin("axis_text_x").fig
-            self.axis_text_x_margin_bottom = m.b
-            self.axis_text_x_margin_top = m.t
-        self.axis_ticks_x = items.axis_ticks_x_max_height_at("last_row")
-
-        # Adjust plot_margin to make room for ylabels that protude well
-        # beyond the axes
-        # NOTE: This adjustment breaks down when the protrusion is large
-        protrusion = items.axis_text_y_bottom_protrusion("all")
-        adjustment = protrusion - (self.total - self.plot_margin)
-        if adjustment > 0:
-            self.plot_margin += adjustment
-
-    @property
-    def offset(self) -> float:
-        """
-        Distance from bottom of the figure to the bottom of the plot gridspec
-
-              ----------------(1, 1)
-             |                |
-             |      ----      |
-             |     |    |     |
-             |     |    |     |
-             |     |    |     |
-             |      ----      |
-             |       ^        |
-             |       |dy      |
-             |       v        |
-        (0, 0)----------------
-        """
-        return self.gs.bbox_relative.y0
-
-    def y1(self, item: str) -> float:
-        """
-        Lower y-coordinate in figure space of the item
-        """
-        return self.to_figure_space(self.sum_upto(item))
-
-    def y2(self, item: str) -> float:
-        """
-        Higher y-coordinate in figure space of the item
-        """
-        return self.to_figure_space(self.sum_incl(item))
-
-    @property
-    def panel_bottom_relative(self):
-        """
-        Bottom (relative to the gridspec) of the panels in figure dimensions
-        """
-        return self.total
-
-    @property
-    def panel_bottom(self):
-        """
-        Bottom of the panels in figure space
-        """
-        return self.to_figure_space(self.panel_bottom_relative)
-
-    @property
-    def plot_bottom(self):
-        """
-        Distance up to the bottom-most artist in figure space
-        """
-        return self.y1("legend")
-
-    @property
-    def tag_height(self):
-        """
-        The height of the tag including the margins
-        """
-        return (
-            self.plot_tag_margin_bottom
-            + self.plot_tag
-            + self.plot_tag_margin_top
-        )
-
-
-@dataclass
-class LayoutSpaces:
-    """
-    Compute the all the spaces required in the layout
-
-    These are:
-
-    1. The space of each artist between the panel and the edge of the
-       figure.
-    2. The space in-between the panels
-
-    From these values, we put together the grid-spec parameters required
-    by matplotblib to position the axes. We also use the values to adjust
-    the coordinates of all the artists that occupy these spaces, placing
-    them in their final positions.
-    """
-
-    plot: ggplot
-
-    l: left_space = field(init=False)
-    """All subspaces to the left of the panels"""
-
-    r: right_space = field(init=False)
-    """All subspaces to the right of the panels"""
-
-    t: top_space = field(init=False)
-    """All subspaces above the top of the panels"""
-
-    b: bottom_space = field(init=False)
-    """All subspaces below the bottom of the panels"""
-
-    W: float = field(init=False, default=0)
-    """Figure Width [inches]"""
-
-    H: float = field(init=False, default=0)
-    """Figure Height [inches]"""
-
-    w: float = field(init=False, default=0)
-    """Axes width w.r.t figure in [0, 1]"""
-
-    h: float = field(init=False, default=0)
-    """Axes height w.r.t figure in [0, 1]"""
-
-    sh: float = field(init=False, default=0)
-    """horizontal spacing btn panels w.r.t figure"""
-
-    sw: float = field(init=False, default=0)
-    """vertical spacing btn panels w.r.t figure"""
-
-    gsparams: GridSpecParams = field(init=False, repr=False)
-    """Grid spacing btn panels w.r.t figure"""
-
-    def __post_init__(self):
-        self.items = LayoutItems(self.plot)
-        self.W, self.H = self.plot.theme.getp("figure_size")
-
-        # Calculate the spacing along the edges of the panel area
-        # (spacing required by plotnine)
-        self.l = left_space(self.items)
-        self.r = right_space(self.items)
-        self.t = top_space(self.items)
-        self.b = bottom_space(self.items)
-
-    def get_gridspec_params(self) -> GridSpecParams:
-        # Calculate the gridspec params
-        # (spacing required by mpl)
-        self.gsparams = self._calculate_panel_spacing()
-
-        # Adjust the spacing parameters for the desired aspect ratio
-        # It is simpler to adjust for the aspect ratio than to calculate
-        # the final parameters that are true to the aspect ratio in
-        # one-short
-        if (ratio := self.plot.facet._aspect_ratio()) is not None:
-            current_ratio = self.aspect_ratio
-            if ratio > current_ratio:
-                # Increase aspect ratio, taller panels
-                self._reduce_width(ratio)
-            elif ratio < current_ratio:
-                # Increase aspect ratio, wider panels
-                self._reduce_height(ratio)
-
-        return self.gsparams
-
-    @property
-    def plot_width(self) -> float:
-        """
-        Width [figure dimensions] of the whole plot
-        """
-        return float(self.plot._gridspec.width)
-
-    @property
-    def plot_height(self) -> float:
-        """
-        Height [figure dimensions] of the whole plot
-        """
-        return float(self.plot._gridspec.height)
-
-    @property
-    def panel_width(self) -> float:
-        """
-        Width [figure dimensions] of panels
-        """
-        return self.r.panel_right - self.l.panel_left
-
-    @property
-    def panel_height(self) -> float:
-        """
-        Height [figure dimensions] of panels
-        """
-        return self.t.panel_top - self.b.panel_bottom
-
-    def increase_horizontal_plot_margin(self, dw: float):
-        """
-        Increase the plot_margin to the right & left of the panels
-        """
-        self.l.plot_margin += dw
-        self.r.plot_margin += dw
-
-    def increase_vertical_plot_margin(self, dh: float):
-        """
-        Increase the plot_margin to the above & below of the panels
-        """
-        self.t.plot_margin += dh
-        self.b.plot_margin += dh
-
-    @property
-    def plot_area_coordinates(
-        self,
-    ) -> tuple[tuple[float, float], tuple[float, float]]:
-        """
-        Lower-left and upper-right coordinates of the plot area
-
-        This is the area surrounded by the plot_margin.
-        """
-        x1, x2 = self.l.x2("plot_margin"), self.r.x1("plot_margin")
-        y1, y2 = self.b.y2("plot_margin"), self.t.y1("plot_margin")
-        return ((x1, y1), (x2, y2))
-
-    @property
-    def panel_area_coordinates(
-        self,
-    ) -> tuple[tuple[float, float], tuple[float, float]]:
-        """
-        Lower-left and upper-right coordinates of the panel area
-
-        This is the area in which the panels are drawn.
-        """
-        x1, x2 = self.l.panel_left, self.r.panel_right
-        y1, y2 = self.b.panel_bottom, self.t.panel_top
-        return ((x1, y1), (x2, y2))
-
-    def _calculate_panel_spacing(self) -> GridSpecParams:
-        """
-        Spacing between the panels (wspace & hspace)
-
-        Both spaces are calculated from a fraction of the width.
-        This ensures that the same fraction gives equals space
-        in both directions.
-        """
-        if isinstance(self.plot.facet, facet_wrap):
-            wspace, hspace = self._calculate_panel_spacing_facet_wrap()
-        elif isinstance(self.plot.facet, facet_grid):
-            wspace, hspace = self._calculate_panel_spacing_facet_grid()
-        elif isinstance(self.plot.facet, facet_null):
-            wspace, hspace = self._calculate_panel_spacing_facet_null()
-        else:
-            raise TypeError(f"Unknown type of facet: {type(self.plot.facet)}")
-
-        return GridSpecParams(
-            self.l.panel_left_relative,
-            self.r.panel_right_relative,
-            self.t.panel_top_relative,
-            self.b.panel_bottom_relative,
-            wspace,
-            hspace,
-        )
-
-    def _calculate_panel_spacing_facet_grid(self) -> tuple[float, float]:
-        """
-        Calculate spacing parts for facet_grid
-        """
-        theme = self.plot.theme
-
-        ncol = self.plot.facet.ncol
-        nrow = self.plot.facet.nrow
-
-        left, right = self.l.panel_left, self.r.panel_right
-        top, bottom = self.t.panel_top, self.b.panel_bottom
-
-        # Both spacings are specified as fractions of the figure width
-        # Multiply the vertical by (W/H) so that the gullies along both
-        # directions are equally spaced.
-        self.sw = theme.getp("panel_spacing_x")
-        self.sh = theme.getp("panel_spacing_y") * self.W / self.H
-
-        # width and height of axes as fraction of figure width & height
-        self.w = ((right - left) - self.sw * (ncol - 1)) / ncol
-        self.h = ((top - bottom) - self.sh * (nrow - 1)) / nrow
-
-        # Spacing as fraction of axes width & height
-        wspace = self.sw / self.w
-        hspace = self.sh / self.h
-        return (wspace, hspace)
-
-    def _calculate_panel_spacing_facet_wrap(self) -> tuple[float, float]:
-        """
-        Calculate spacing parts for facet_wrap
-        """
-        facet = self.plot.facet
-        theme = self.plot.theme
-
-        ncol = facet.ncol
-        nrow = facet.nrow
-
-        left, right = self.l.panel_left, self.r.panel_right
-        top, bottom = self.t.panel_top, self.b.panel_bottom
-
-        # Both spacings are specified as fractions of the figure width
-        self.sw = theme.getp("panel_spacing_x")
-        self.sh = theme.getp("panel_spacing_y") * self.W / self.H
-
-        # A fraction of the strip height
-        # Effectively slides the strip
-        #   +ve: Away from the panel
-        #    0:  Top of the panel
-        #   -ve: Into the panel
-        # Where values <= -1, put the strip completely into
-        # the panel. We do not worry about larger -ves.
-        strip_align_x = theme.getp("strip_align_x")
-
-        # Only interested in the proportion of the strip that
-        # does not overlap with the panel
-        if strip_align_x > -1:
-            self.sh += self.t.strip_text_x_extra_height * (1 + strip_align_x)
-
-        if facet.free["x"]:
-            self.sh += self.items.axis_text_x_max_height_at(
-                "all"
-            ) + self.items.axis_ticks_x_max_height_at("all")
-        if facet.free["y"]:
-            self.sw += self.items.axis_text_y_max_width_at(
-                "all"
-            ) + self.items.axis_ticks_y_max_width_at("all")
-
-        # width and height of axes as fraction of figure width & height
-        self.w = ((right - left) - self.sw * (ncol - 1)) / ncol
-        self.h = ((top - bottom) - self.sh * (nrow - 1)) / nrow
-
-        # Spacing as fraction of axes width & height
-        wspace = self.sw / self.w
-        hspace = self.sh / self.h
-        return (wspace, hspace)
-
-    def _calculate_panel_spacing_facet_null(self) -> tuple[float, float]:
-        """
-        Calculate spacing parts for facet_null
-        """
-        self.w = self.r.panel_right - self.l.panel_left
-        self.h = self.t.panel_top - self.b.panel_bottom
-        self.sw = 0
-        self.sh = 0
-        return 0, 0
-
-    def _reduce_height(self, ratio: float):
-        """
-        Reduce the height of axes to get the aspect ratio
-        """
-        # New height w.r.t figure height
-        h1 = ratio * self.w * (self.W / self.H)
-
-        # Half of the total vertical reduction w.r.t figure height
-        dh = (self.h - h1) * self.plot.facet.nrow / 2
-
-        # Reduce plot area height
-        self.gsparams.top -= dh
-        self.gsparams.bottom += dh
-        self.gsparams.hspace = self.sh / h1
-
-        # Add more vertical plot margin
-        self.increase_vertical_plot_margin(dh)
-
-    def _reduce_width(self, ratio: float):
-        """
-        Reduce the width of axes to get the aspect ratio
-        """
-        # New width w.r.t figure width
-        w1 = (self.h * self.H) / (ratio * self.W)
-
-        # Half of the total horizontal reduction w.r.t figure width
-        dw = (self.w - w1) * self.plot.facet.ncol / 2
-
-        # Reduce width
-        self.gsparams.left += dw
-        self.gsparams.right -= dw
-        self.gsparams.wspace = self.sw / w1
-
-        # Add more horizontal margin
-        self.increase_horizontal_plot_margin(dw)
-
-    @property
-    def aspect_ratio(self) -> float:
-        """
-        Default aspect ratio of the panels
-        """
-        return (self.h * self.H) / (self.w * self.W)
-
-    @cached_property
-    def gs(self) -> p9GridSpec:
-        """
-        The gridspec
-        """
-        return self.plot._gridspec
-
-    def to_figure_space(
-        self,
-        position: tuple[float, float],
-    ) -> tuple[float, float]:
-        """
-        Convert position from gridspec space to figure space
-        """
-        _x, _y = position
-        x = self.l.plot_left + (self.r.plot_right - self.l.plot_left) * _x
-        y = self.b.plot_bottom + (self.t.plot_top - self.b.plot_bottom) * _y
-        return (x, y)

From 1d11c39793a865bd58d8020751cc12cf0bfd5ba9 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Sun, 28 Sep 2025 00:38:21 -0700
Subject: [PATCH 07/24] Refactor to use CompositionItems

This allows us to associate gridspecs more consistently, where the a
plots and compositions can both a "container" 1x1 gridspec. So that
composition items are to a composition what facets(panels) are to a
plot.
---
 plotnine/_mpl/layout_manager/_layout_tree.py |   2 +-
 plotnine/composition/_beside.py              |   2 -
 plotnine/composition/_compose.py             | 117 ++++++++++---------
 plotnine/composition/_plotspec.py            |  18 +--
 plotnine/composition/_stack.py               |   2 -
 plotnine/composition/_types.py               |  16 +++
 6 files changed, 82 insertions(+), 75 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_layout_tree.py b/plotnine/_mpl/layout_manager/_layout_tree.py
index 54915ce8db..6304f2c4c5 100644
--- a/plotnine/_mpl/layout_manager/_layout_tree.py
+++ b/plotnine/_mpl/layout_manager/_layout_tree.py
@@ -126,7 +126,7 @@ class LayoutTree:
     """
 
     def __post_init__(self):
-        self.gridspec = self.cmp._gridspec
+        self.gridspec = self.cmp.items._gridspec
         self.grid = Grid["Node"](
             self.nrow,
             self.ncol,
diff --git a/plotnine/composition/_beside.py b/plotnine/composition/_beside.py
index 260fc5658e..58570fa534 100644
--- a/plotnine/composition/_beside.py
+++ b/plotnine/composition/_beside.py
@@ -1,6 +1,5 @@
 from __future__ import annotations
 
-from dataclasses import dataclass
 from typing import TYPE_CHECKING
 
 from ._compose import Compose
@@ -9,7 +8,6 @@
     from plotnine.ggplot import ggplot
 
 
-@dataclass(repr=False)
 class Beside(Compose):
     """
     Place plots or compositions side by side
diff --git a/plotnine/composition/_compose.py b/plotnine/composition/_compose.py
index 21f2a34595..6d885ae25c 100644
--- a/plotnine/composition/_compose.py
+++ b/plotnine/composition/_compose.py
@@ -2,7 +2,6 @@
 
 import abc
 from copy import copy, deepcopy
-from dataclasses import dataclass, field
 from io import BytesIO
 from typing import TYPE_CHECKING, cast, overload
 
@@ -15,7 +14,7 @@
 from .._utils.quarto import is_knitr_engine, is_quarto_environment
 from ..composition._plot_annotation import plot_annotation
 from ..composition._plot_layout import plot_layout
-from ..composition._types import ComposeAddable
+from ..composition._types import ComposeAddable, CompositionItems
 from ..options import get_option
 from ._plotspec import plotspec
 
@@ -30,7 +29,6 @@
     from plotnine.typing import FigureFormat, MimeBundle
 
 
-@dataclass
 class Compose:
     """
     Base class for those that create plot compositions
@@ -84,45 +82,61 @@ class Compose:
 
     :    Add right hand side to the last plot in the composition.
 
+    Parameters
+    ----------
+    items :
+        The objects to be arranged (composed)
+
+
     See Also
     --------
     plotnine.composition.Beside : To arrange plots side by side
     plotnine.composition.Stack : To arrange plots vertically
-    plotnine.composition.Stack : To arrange in a grid
+    plotnine.composition.Wrap : To arrange in a grid
     plotnine.composition.plot_spacer : To add a blank space between plots
     """
 
-    items: list[ggplot | Compose]
-    """
-    The objects to be arranged (composed)
-    """
-
-    _layout: plot_layout = field(
-        init=False, repr=False, default_factory=plot_layout
-    )
+    # These are created in the ._create_figure
+    figure: Figure
+    plotspecs: list[plotspec]
+    _gridspec: p9GridSpec
     """
-    Every composition gets initiated with an empty plot_layout whose
-    attributes are either dynamically generated before the composition
-    is drawn, or they are overwritten by a layout added by the user.
+    Gridspec (1x1) that contains the annotations and the composition items
+
+     -------------------
+    |  title            |<----- This one
+    |  subtitle         |
+    |                   |
+    |   -------------   |
+    |  |      |      |<-+----- .items._gridspec
+    |  |      |      |  |
+    |   -------------   |
+    |                   |
+    |  caption          |
+     -------------------
+
+    plot_layout's theme parameter affects this gridspec.
     """
 
-    _annotation: plot_annotation = field(
-        init=False, repr=False, default_factory=plot_annotation
-    )
-
-    # These are created in the _create_figure method
-    figure: Figure = field(init=False, repr=False)
-    plotspecs: list[plotspec] = field(init=False, repr=False)
-    _gridspec: p9GridSpec = field(init=False, repr=False)
-
-    def __post_init__(self):
+    def __init__(self, items: list[ggplot | Compose]):
         # The way we handle the plots has consequences that would
         # prevent having a duplicate plot in the composition.
         # Using copies prevents this.
-        self.items = [
-            op if isinstance(op, Compose) else deepcopy(op)
-            for op in self.items
-        ]
+        self.items = CompositionItems(
+            [op if isinstance(op, Compose) else deepcopy(op) for op in items]
+        )
+
+        self._layout = plot_layout()
+        """
+        Every composition gets initiated with an empty plot_layout whose
+        attributes are either dynamically generated before the composition
+        is drawn, or they are overwritten by a layout added by the user.
+        """
+
+        self._annotation = plot_annotation()
+        """
+        The annotations around the composition
+        """
 
     def __repr__(self):
         """
@@ -145,6 +159,7 @@ def layout(self) -> plot_layout:
         """
         The plot_layout of this composition
         """
+        self.items
         return self._layout
 
     @layout.setter
@@ -393,7 +408,7 @@ def _create_gridspec(self, nest_into):
         self.layout._setup(self)
         self.annotation._setup(self)
 
-        self._gridspec = p9GridSpec.from_layout(
+        self.items._gridspec = p9GridSpec.from_layout(
             self.layout, figure=self.figure, nest_into=nest_into
         )
 
@@ -415,42 +430,36 @@ def _create_figure(self):
         figure = plt.figure()
 
         def _make_plotspecs(
-            cmp: Compose, parent_gridspec: p9GridSpec | None
+            cmp: Compose, _gridspec: p9GridSpec
         ) -> Generator[plotspec]:
             """
             Return the plot specification for each subplot in the composition
             """
             # This gridspec contains a composition group e.g.
             # (p2 | p3) of p1 | (p2 | p3)
-            ss_or_none = parent_gridspec[0] if parent_gridspec else None
+            ss_or_none = _gridspec[0]
 
             cmp.figure = figure
             cmp._create_gridspec(ss_or_none)
 
-            # Each subplot in the composition will contain one of:
-            #    1. A plot
-            #    2. A plot composition
-            #    3. Nothing
             # Iterating over the gridspec yields the SubplotSpecs for each
-            # "subplot" in the grid. The SubplotSpec is the handle that
-            # allows us to set it up for a plot or to nest another gridspec
-            # in it.
-            for item, subplot_spec in zip(cmp, cmp._gridspec):
+            # "subplot" in the grid. The SubplotSpec is the handle for the
+            # area in the grid; it allows us to put a plot or a nested
+            # composion in that area.
+            for item, subplot_spec in zip(cmp, cmp.items._gridspec):
+                # This container gs will contain a plot or a composition,
+                # i.e. it will be assigned to one of:
+                #    1. ggplot._gridspec
+                #    2. compose._gridspec
+                container_gs = p9GridSpec(1, 1, figure, nest_into=subplot_spec)
                 if isinstance(item, ggplot):
-                    yield plotspec(
-                        item,
-                        figure,
-                        cmp._gridspec,
-                        subplot_spec,
-                        p9GridSpec(1, 1, figure, nest_into=subplot_spec),
-                    )
-                elif item:
-                    yield from _make_plotspecs(
-                        item,
-                        p9GridSpec(1, 1, figure, nest_into=subplot_spec),
-                    )
-
-        self.plotspecs = list(_make_plotspecs(self, None))
+                    yield plotspec(item, figure, container_gs)
+                else:
+                    yield from _make_plotspecs(item, container_gs)
+
+        self.plotspecs = list(
+            _make_plotspecs(self, p9GridSpec(1, 1, figure, nest_into=None))
+        )
 
     def _draw_plots(self):
         """
diff --git a/plotnine/composition/_plotspec.py b/plotnine/composition/_plotspec.py
index 1895afad65..7a7a69f5bc 100644
--- a/plotnine/composition/_plotspec.py
+++ b/plotnine/composition/_plotspec.py
@@ -5,7 +5,6 @@
 
 if TYPE_CHECKING:
     from matplotlib.figure import Figure
-    from matplotlib.gridspec import SubplotSpec
 
     from plotnine._mpl.gridspec import p9GridSpec
     from plotnine.ggplot import ggplot
@@ -27,24 +26,11 @@ class plotspec:
     Figure in which the draw the plot
     """
 
-    composition_gridspec: p9GridSpec
-    """
-    The gridspec of the innermost composition group that contains the plot
-    """
-
-    subplotspec: SubplotSpec
-    """
-    The subplotspec that contains the plot
-
-    This is the subplot within the composition gridspec and it will
-    contain the plot's gridspec.
-    """
-
-    plot_gridspec: p9GridSpec
+    gridspec: p9GridSpec
     """
     The gridspec in which the plot is drawn
     """
 
     def __post_init__(self):
         self.plot.figure = self.figure
-        self.plot._gridspec = self.plot_gridspec
+        self.plot._gridspec = self.gridspec
diff --git a/plotnine/composition/_stack.py b/plotnine/composition/_stack.py
index 87b3853f14..0a5ffa99b0 100644
--- a/plotnine/composition/_stack.py
+++ b/plotnine/composition/_stack.py
@@ -1,6 +1,5 @@
 from __future__ import annotations
 
-from dataclasses import dataclass
 from typing import TYPE_CHECKING
 
 from ._compose import Compose
@@ -9,7 +8,6 @@
     from plotnine.ggplot import ggplot
 
 
-@dataclass(repr=False)
 class Stack(Compose):
     """
     Place plots or compositions on top of each other
diff --git a/plotnine/composition/_types.py b/plotnine/composition/_types.py
index bb95739536..a7d94e07f5 100644
--- a/plotnine/composition/_types.py
+++ b/plotnine/composition/_types.py
@@ -3,6 +3,9 @@
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
+    from plotnine import ggplot
+    from plotnine._mpl.gridspec import p9GridSpec
+
     from ._compose import Compose
 
 
@@ -26,3 +29,16 @@ def __radd__(self, other: Compose) -> Compose:
             Compose object
         """
         return other
+
+
+class CompositionItems(list["ggplot | Compose"]):
+    """
+    The items in a composition
+    """
+
+    _gridspec: p9GridSpec
+    """
+    Gridspec (nxm) that contains the composition items
+
+    plot_layout's widths & heights parameters affect this gridspec.
+    """

From 3d8752ef982177d7b3227b584176ac4c73c9af1f Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Thu, 16 Oct 2025 12:11:00 +0200
Subject: [PATCH 08/24] Make TextJustifier independent of the Spaces

---
 plotnine/_mpl/layout_manager/_layout_items.py | 131 +++--------------
 plotnine/_mpl/utils.py                        | 137 +++++++++++++++++-
 2 files changed, 155 insertions(+), 113 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_layout_items.py b/plotnine/_mpl/layout_manager/_layout_items.py
index ea0c098a3a..fcd945b223 100644
--- a/plotnine/_mpl/layout_manager/_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_layout_items.py
@@ -7,11 +7,12 @@
 from matplotlib.text import Text
 
 from plotnine._mpl.patches import StripTextPatch
-from plotnine._utils import ha_as_float, va_as_float
 from plotnine.exceptions import PlotnineError
 
 from ..utils import (
     ArtistGeometry,
+    JustifyBoundaries,
+    TextJustifier,
     get_subplotspecs,
     rel_position,
 )
@@ -34,9 +35,7 @@
     from plotnine.iapi import legend_artists
     from plotnine.themes.elements import margin as Margin
     from plotnine.typing import (
-        HorizontalJustification,
         StripPosition,
-        VerticalJustification,
     )
 
     from ._plot_side_space import LayoutSpaces
@@ -349,7 +348,7 @@ def _adjust_positions(self, spaces: LayoutSpaces):
         theme = self.plot.theme
         plot_title_position = theme.getp("plot_title_position", "panel")
         plot_caption_position = theme.getp("plot_caption_position", "panel")
-        justify = TextJustifier(spaces)
+        justify = PlotTextJustifier(spaces)
 
         if self.plot_tag:
             set_plot_tag_position(self.plot_tag, spaces)
@@ -393,7 +392,7 @@ def _adjust_positions(self, spaces: LayoutSpaces):
         self._strip_text_x_background_equal_heights()
         self._strip_text_y_background_equal_widths()
 
-    def _adjust_axis_text_x(self, justify: TextJustifier):
+    def _adjust_axis_text_x(self, justify: PlotTextJustifier):
         """
         Adjust x-axis text, justifying vertically as necessary
         """
@@ -424,7 +423,7 @@ def to_vertical_axis_dimensions(value: float, ax: Axes) -> float:
                     text, va, -axis_text_row_height, 0, height=height
                 )
 
-    def _adjust_axis_text_y(self, justify: TextJustifier):
+    def _adjust_axis_text_y(self, justify: PlotTextJustifier):
         """
         Adjust x-axis text, justifying horizontally as necessary
         """
@@ -517,115 +516,23 @@ def _text_is_visible(text: Text) -> bool:
     return text.get_visible() and text._text  # type: ignore
 
 
-@dataclass
-class TextJustifier:
+class PlotTextJustifier(TextJustifier):
     """
-    Justify Text
-
-    The justification methods reinterpret alignment values to be justification
-    about a span.
+    Justify Text about a plot or it's panels
     """
 
-    spaces: LayoutSpaces
-
-    def horizontally(
-        self,
-        text: Text,
-        ha: HorizontalJustification | float,
-        left: float,
-        right: float,
-        width: float | None = None,
-    ):
-        """
-        Horizontally Justify text between left and right
-        """
-        rel = ha_as_float(ha)
-        if width is None:
-            width = self.spaces.items.geometry.width(text)
-        x = rel_position(rel, width, left, right)
-        text.set_x(x)
-        text.set_horizontalalignment("left")
-
-    def vertically(
-        self,
-        text: Text,
-        va: VerticalJustification | float,
-        bottom: float,
-        top: float,
-        height: float | None = None,
-    ):
-        """
-        Vertically Justify text between bottom and top
-        """
-        rel = va_as_float(va)
-
-        if height is None:
-            height = self.spaces.items.geometry.height(text)
-        y = rel_position(rel, height, bottom, top)
-        text.set_y(y)
-        text.set_verticalalignment("bottom")
-
-    def horizontally_across_panel(
-        self, text: Text, ha: HorizontalJustification | float
-    ):
-        """
-        Horizontally Justify text accross the panel(s) width
-        """
-        self.horizontally(
-            text, ha, self.spaces.l.panel_left, self.spaces.r.panel_right
-        )
-
-    def horizontally_across_plot(
-        self, text: Text, ha: HorizontalJustification | float
-    ):
-        """
-        Horizontally Justify text across the plot's width
-        """
-        self.horizontally(
-            text, ha, self.spaces.l.plot_left, self.spaces.r.plot_right
-        )
-
-    def vertically_along_panel(
-        self, text: Text, va: VerticalJustification | float
-    ):
-        """
-        Horizontally Justify text along the panel(s) height
-        """
-        self.vertically(
-            text, va, self.spaces.b.panel_bottom, self.spaces.t.panel_top
-        )
-
-    def vertically_along_plot(
-        self, text: Text, va: VerticalJustification | float
-    ):
-        """
-        Vertically Justify text along the plot's height
-        """
-        self.vertically(
-            text, va, self.spaces.b.plot_bottom, self.spaces.t.plot_top
+    def __init__(self, spaces: LayoutSpaces):
+        boundaries = JustifyBoundaries(
+            plot_left=spaces.l.plot_left,
+            plot_right=spaces.r.plot_right,
+            plot_bottom=spaces.b.plot_bottom,
+            plot_top=spaces.t.plot_top,
+            panel_left=spaces.l.panel_left,
+            panel_right=spaces.r.panel_right,
+            panel_bottom=spaces.b.panel_bottom,
+            panel_top=spaces.t.panel_top,
         )
-
-    def horizontally_about(
-        self, text: Text, ratio: float, how: Literal["panel", "plot"]
-    ):
-        """
-        Horizontally Justify text across the panel or plot
-        """
-        if how == "panel":
-            self.horizontally_across_panel(text, ratio)
-        else:
-            self.horizontally_across_plot(text, ratio)
-
-    def vertically_about(
-        self, text: Text, ratio: float, how: Literal["panel", "plot"]
-    ):
-        """
-        Vertically Justify text along the panel or plot
-        """
-        if how == "panel":
-            self.vertically_along_panel(text, ratio)
-        else:
-            self.vertically_along_plot(text, ratio)
+        super().__init__(spaces.plot.figure, boundaries)
 
 
 def set_legends_position(legends: legend_artists, spaces: LayoutSpaces):
@@ -805,7 +712,7 @@ def set_plot_tag_position_in_margin(tag: Text, spaces: LayoutSpaces):
         tag.set_y(y)
         tag.set_verticalalignment("bottom")
 
-    justify = TextJustifier(spaces)
+    justify = PlotTextJustifier(spaces)
     if position in ("left", "right"):
         justify.vertically_along_plot(tag, va)
     elif position in ("top", "bottom"):
diff --git a/plotnine/_mpl/utils.py b/plotnine/_mpl/utils.py
index c60684c35b..65cf8737b0 100644
--- a/plotnine/_mpl/utils.py
+++ b/plotnine/_mpl/utils.py
@@ -1,20 +1,27 @@
 from __future__ import annotations
 
 from dataclasses import dataclass
-from typing import TYPE_CHECKING, Sequence, cast
+from typing import TYPE_CHECKING, cast
 
 from matplotlib.transforms import Affine2D, Bbox
 
+from plotnine._utils import ha_as_float, va_as_float
+
 from .transforms import ZEROS_BBOX
 
 if TYPE_CHECKING:
+    from typing import Literal, Sequence
+
     from matplotlib.artist import Artist
     from matplotlib.axes import Axes
     from matplotlib.backend_bases import RendererBase
     from matplotlib.figure import Figure
     from matplotlib.gridspec import SubplotSpec
+    from matplotlib.text import Text
     from matplotlib.transforms import Transform
 
+    from plotnine.typing import HorizontalJustification, VerticalJustification
+
     from .gridspec import p9GridSpec
 
 
@@ -267,3 +274,131 @@ def max_height(self, artists: Sequence[Artist]) -> float:
             for a in artists
         ]
         return max(heights) if len(heights) else 0
+
+
+@dataclass
+class JustifyBoundaries:
+    """
+    Limits about which text can be justified
+    """
+
+    plot_left: float
+    plot_right: float
+    plot_bottom: float
+    plot_top: float
+    panel_left: float
+    panel_right: float
+    panel_bottom: float
+    panel_top: float
+
+
+class TextJustifier:
+    """
+    Justify Text
+
+    The justification methods reinterpret alignment values to be justification
+    about a span.
+    """
+
+    def __init__(self, figure: Figure, boundaries: JustifyBoundaries):
+        self.geometry = ArtistGeometry(figure)
+        self.boundaries = boundaries
+
+    def horizontally(
+        self,
+        text: Text,
+        ha: HorizontalJustification | float,
+        left: float,
+        right: float,
+        width: float | None = None,
+    ):
+        """
+        Horizontally Justify text between left and right
+        """
+        rel = ha_as_float(ha)
+        if width is None:
+            width = self.geometry.width(text)
+        x = rel_position(rel, width, left, right)
+        text.set_x(x)
+        text.set_horizontalalignment("left")
+
+    def vertically(
+        self,
+        text: Text,
+        va: VerticalJustification | float,
+        bottom: float,
+        top: float,
+        height: float | None = None,
+    ):
+        """
+        Vertically Justify text between bottom and top
+        """
+        rel = va_as_float(va)
+
+        if height is None:
+            height = self.geometry.height(text)
+        y = rel_position(rel, height, bottom, top)
+        text.set_y(y)
+        text.set_verticalalignment("bottom")
+
+    def horizontally_across_panel(
+        self, text: Text, ha: HorizontalJustification | float
+    ):
+        """
+        Horizontally Justify text accross the panel(s) width
+        """
+        self.horizontally(
+            text, ha, self.boundaries.panel_left, self.boundaries.panel_right
+        )
+
+    def horizontally_across_plot(
+        self, text: Text, ha: HorizontalJustification | float
+    ):
+        """
+        Horizontally Justify text across the plot's width
+        """
+        self.horizontally(
+            text, ha, self.boundaries.plot_left, self.boundaries.plot_right
+        )
+
+    def vertically_along_panel(
+        self, text: Text, va: VerticalJustification | float
+    ):
+        """
+        Horizontally Justify text along the panel(s) height
+        """
+        self.vertically(
+            text, va, self.boundaries.panel_bottom, self.boundaries.panel_top
+        )
+
+    def vertically_along_plot(
+        self, text: Text, va: VerticalJustification | float
+    ):
+        """
+        Vertically Justify text along the plot's height
+        """
+        self.vertically(
+            text, va, self.boundaries.plot_bottom, self.boundaries.plot_top
+        )
+
+    def horizontally_about(
+        self, text: Text, ratio: float, how: Literal["panel", "plot"]
+    ):
+        """
+        Horizontally Justify text across the panel or plot
+        """
+        if how == "panel":
+            self.horizontally_across_panel(text, ratio)
+        else:
+            self.horizontally_across_plot(text, ratio)
+
+    def vertically_about(
+        self, text: Text, ratio: float, how: Literal["panel", "plot"]
+    ):
+        """
+        Vertically Justify text along the panel or plot
+        """
+        if how == "panel":
+            self.vertically_along_panel(text, ratio)
+        else:
+            self.vertically_along_plot(text, ratio)

From b2b41e34ab3ba1be6f9618a7cee09b1040bab147 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Thu, 16 Oct 2025 12:54:33 +0200
Subject: [PATCH 09/24] Rename LayoutSpaces to PlotLayoutSpaces

This change is in preparation for an similar function that will work for
compositions.
---
 plotnine/_mpl/layout_manager/_engine.py       |  8 +--
 plotnine/_mpl/layout_manager/_layout_tree.py  | 18 +++----
 ..._layout_items.py => _plot_layout_items.py} | 14 ++---
 .../_mpl/layout_manager/_plot_side_space.py   | 54 ++++++++-----------
 4 files changed, 43 insertions(+), 51 deletions(-)
 rename plotnine/_mpl/layout_manager/{_layout_items.py => _plot_layout_items.py} (98%)

diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index 8d66392343..54df0a3937 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -7,7 +7,7 @@
 
 from ...exceptions import PlotnineWarning
 from ._layout_tree import LayoutTree
-from ._plot_side_space import LayoutSpaces
+from ._plot_side_space import PlotLayoutSpaces
 
 if TYPE_CHECKING:
     from matplotlib.figure import Figure
@@ -39,7 +39,7 @@ def execute(self, fig: Figure):
         renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
 
         with getattr(renderer, "_draw_disabled", nullcontext)():
-            spaces = LayoutSpaces(self.plot)
+            spaces = PlotLayoutSpaces(self.plot)
 
         gsparams = spaces.get_gridspec_params()
         self.plot.facet._gridspec.update_params_and_artists(gsparams)
@@ -63,10 +63,10 @@ def execute(self, fig: Figure):
         renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
 
         # Caculate the space taken up by all plot artists
-        lookup_spaces: dict[ggplot, LayoutSpaces] = {}
+        lookup_spaces: dict[ggplot, PlotLayoutSpaces] = {}
         with getattr(renderer, "_draw_disabled", nullcontext)():
             for ps in self.composition.plotspecs:
-                lookup_spaces[ps.plot] = LayoutSpaces(ps.plot)
+                lookup_spaces[ps.plot] = PlotLayoutSpaces(ps.plot)
 
         # Adjust the size and placements of the plots
         tree = LayoutTree.create(self.composition, lookup_spaces)
diff --git a/plotnine/_mpl/layout_manager/_layout_tree.py b/plotnine/_mpl/layout_manager/_layout_tree.py
index 6304f2c4c5..84bc6d4234 100644
--- a/plotnine/_mpl/layout_manager/_layout_tree.py
+++ b/plotnine/_mpl/layout_manager/_layout_tree.py
@@ -8,7 +8,7 @@
 
 from ._grid import Grid
 from ._plot_side_space import (
-    LayoutSpaces,
+    PlotLayoutSpaces,
     bottom_space,
     left_space,
     right_space,
@@ -28,7 +28,7 @@
     )
     from plotnine.composition import Compose
 
-    Node: TypeAlias = "LayoutSpaces | LayoutTree"
+    Node: TypeAlias = "PlotLayoutSpaces | LayoutTree"
 
 
 @dataclass
@@ -105,7 +105,7 @@ class LayoutTree:
     Composition that this tree represents
     """
 
-    nodes: list[LayoutSpaces | LayoutTree]
+    nodes: list[PlotLayoutSpaces | LayoutTree]
     """
     The spaces or tree of spaces in the composition that the tree
     represents.
@@ -151,7 +151,7 @@ def nrow(self) -> int:
     @staticmethod
     def create(
         cmp: Compose,
-        lookup_spaces: dict[ggplot, LayoutSpaces],
+        lookup_spaces: dict[ggplot, PlotLayoutSpaces],
     ) -> LayoutTree:
         """
         Create a LayoutTree for this composition
@@ -171,7 +171,7 @@ def create(
         from plotnine import ggplot
 
         # Create subtree
-        nodes: list[LayoutSpaces | LayoutTree] = []
+        nodes: list[PlotLayoutSpaces | LayoutTree] = []
         for item in cmp:
             if isinstance(item, ggplot):
                 nodes.append(lookup_spaces[item])
@@ -360,7 +360,7 @@ def panel_height_ratios(self) -> Sequence[float]:
     def bottom_spaces_in_row(self, r: int) -> list[bottom_space]:
         spaces: list[bottom_space] = []
         for node in self.grid[r, :]:
-            if isinstance(node, LayoutSpaces):
+            if isinstance(node, PlotLayoutSpaces):
                 spaces.append(node.b)
             elif isinstance(node, LayoutTree):
                 spaces.extend(node.bottom_most_spaces)
@@ -369,7 +369,7 @@ def bottom_spaces_in_row(self, r: int) -> list[bottom_space]:
     def top_spaces_in_row(self, r: int) -> list[top_space]:
         spaces: list[top_space] = []
         for node in self.grid[r, :]:
-            if isinstance(node, LayoutSpaces):
+            if isinstance(node, PlotLayoutSpaces):
                 spaces.append(node.t)
             elif isinstance(node, LayoutTree):
                 spaces.extend(node.top_most_spaces)
@@ -378,7 +378,7 @@ def top_spaces_in_row(self, r: int) -> list[top_space]:
     def left_spaces_in_col(self, c: int) -> list[left_space]:
         spaces: list[left_space] = []
         for node in self.grid[:, c]:
-            if isinstance(node, LayoutSpaces):
+            if isinstance(node, PlotLayoutSpaces):
                 spaces.append(node.l)
             elif isinstance(node, LayoutTree):
                 spaces.extend(node.left_most_spaces)
@@ -387,7 +387,7 @@ def left_spaces_in_col(self, c: int) -> list[left_space]:
     def right_spaces_in_col(self, c: int) -> list[right_space]:
         spaces: list[right_space] = []
         for node in self.grid[:, c]:
-            if isinstance(node, LayoutSpaces):
+            if isinstance(node, PlotLayoutSpaces):
                 spaces.append(node.r)
             elif isinstance(node, LayoutTree):
                 spaces.extend(node.right_most_spaces)
diff --git a/plotnine/_mpl/layout_manager/_layout_items.py b/plotnine/_mpl/layout_manager/_plot_layout_items.py
similarity index 98%
rename from plotnine/_mpl/layout_manager/_layout_items.py
rename to plotnine/_mpl/layout_manager/_plot_layout_items.py
index fcd945b223..182be4f90f 100644
--- a/plotnine/_mpl/layout_manager/_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_plot_layout_items.py
@@ -38,7 +38,7 @@
         StripPosition,
     )
 
-    from ._plot_side_space import LayoutSpaces
+    from ._plot_side_space import PlotLayoutSpaces
 
     AxesLocation: TypeAlias = Literal[
         "all", "first_row", "last_row", "first_col", "last_col"
@@ -60,7 +60,7 @@
 
 
 @dataclass
-class LayoutItems:
+class PlotLayoutItems:
     """
     Objects required to compute the layout
     """
@@ -341,7 +341,7 @@ def axis_text_x_right_protrusion(self, location: AxesLocation) -> float:
 
         return max(extras) if len(extras) else 0
 
-    def _adjust_positions(self, spaces: LayoutSpaces):
+    def _adjust_positions(self, spaces: PlotLayoutSpaces):
         """
         Set the x,y position of the artists around the panels
         """
@@ -521,7 +521,7 @@ class PlotTextJustifier(TextJustifier):
     Justify Text about a plot or it's panels
     """
 
-    def __init__(self, spaces: LayoutSpaces):
+    def __init__(self, spaces: PlotLayoutSpaces):
         boundaries = JustifyBoundaries(
             plot_left=spaces.l.plot_left,
             plot_right=spaces.r.plot_right,
@@ -535,7 +535,7 @@ def __init__(self, spaces: LayoutSpaces):
         super().__init__(spaces.plot.figure, boundaries)
 
 
-def set_legends_position(legends: legend_artists, spaces: LayoutSpaces):
+def set_legends_position(legends: legend_artists, spaces: PlotLayoutSpaces):
     """
     Place legend on the figure and justify is a required
     """
@@ -613,7 +613,7 @@ def set_position(
             set_position(l.box, l.position, l.justification, transPanels)
 
 
-def set_plot_tag_position(tag: Text, spaces: LayoutSpaces):
+def set_plot_tag_position(tag: Text, spaces: PlotLayoutSpaces):
     """
     Set the postion of the plot_tag
     """
@@ -674,7 +674,7 @@ def set_plot_tag_position(tag: Text, spaces: LayoutSpaces):
     tag.set_position(position)
 
 
-def set_plot_tag_position_in_margin(tag: Text, spaces: LayoutSpaces):
+def set_plot_tag_position_in_margin(tag: Text, spaces: PlotLayoutSpaces):
     """
     Place the tag in an inner margin around the plot
 
diff --git a/plotnine/_mpl/layout_manager/_plot_side_space.py b/plotnine/_mpl/layout_manager/_plot_side_space.py
index 3cce2113cc..c33aa45263 100644
--- a/plotnine/_mpl/layout_manager/_plot_side_space.py
+++ b/plotnine/_mpl/layout_manager/_plot_side_space.py
@@ -11,14 +11,14 @@
 
 from __future__ import annotations
 
-from dataclasses import dataclass, field
+from dataclasses import dataclass
 from functools import cached_property
 from typing import TYPE_CHECKING
 
 from plotnine.exceptions import PlotnineError
 from plotnine.facets import facet_grid, facet_null, facet_wrap
 
-from ._layout_items import LayoutItems
+from ._plot_layout_items import PlotLayoutItems
 from ._side_space import GridSpecParams, _side_space
 
 if TYPE_CHECKING:
@@ -33,7 +33,7 @@ class _plot_side_space(_side_space):
     Base class for the side space around a plot
     """
 
-    items: LayoutItems
+    items: PlotLayoutItems
 
     @cached_property
     def _legend_size(self) -> tuple[float, float]:
@@ -701,8 +701,7 @@ def tag_height(self):
         )
 
 
-@dataclass
-class LayoutSpaces:
+class PlotLayoutSpaces:
     """
     Compute the all the spaces required in the layout
 
@@ -718,51 +717,44 @@ class LayoutSpaces:
     them in their final positions.
     """
 
-    plot: ggplot
-
-    l: left_space = field(init=False)
-    """All subspaces to the left of the panels"""
-
-    r: right_space = field(init=False)
-    """All subspaces to the right of the panels"""
-
-    t: top_space = field(init=False)
-    """All subspaces above the top of the panels"""
-
-    b: bottom_space = field(init=False)
-    """All subspaces below the bottom of the panels"""
-
-    W: float = field(init=False, default=0)
+    W: float
     """Figure Width [inches]"""
 
-    H: float = field(init=False, default=0)
+    H: float
     """Figure Height [inches]"""
 
-    w: float = field(init=False, default=0)
+    w: float
     """Axes width w.r.t figure in [0, 1]"""
 
-    h: float = field(init=False, default=0)
+    h: float
     """Axes height w.r.t figure in [0, 1]"""
 
-    sh: float = field(init=False, default=0)
+    sh: float
     """horizontal spacing btn panels w.r.t figure"""
 
-    sw: float = field(init=False, default=0)
+    sw: float
     """vertical spacing btn panels w.r.t figure"""
 
-    gsparams: GridSpecParams = field(init=False, repr=False)
+    gsparams: GridSpecParams
     """Grid spacing btn panels w.r.t figure"""
 
-    def __post_init__(self):
-        self.items = LayoutItems(self.plot)
-        self.W, self.H = self.plot.theme.getp("figure_size")
+    def __init__(self, plot: ggplot):
+        self.plot = plot
+        self.items = PlotLayoutItems(plot)
 
-        # Calculate the spacing along the edges of the panel area
-        # (spacing required by plotnine)
         self.l = left_space(self.items)
+        """All subspaces to the left of the panels"""
+
         self.r = right_space(self.items)
+        """All subspaces to the right of the panels"""
+
         self.t = top_space(self.items)
+        """All subspaces above the top of the panels"""
+
         self.b = bottom_space(self.items)
+        """All subspaces below the bottom of the panels"""
+
+        self.W, self.H = plot.theme.getp("figure_size")
 
     def get_gridspec_params(self) -> GridSpecParams:
         # Calculate the gridspec params

From c3be061850ffc44dec100b01f4d5aee9fb4af49a Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Mon, 20 Oct 2025 18:37:15 +0300
Subject: [PATCH 10/24] Apply theme to the plot composition

---
 plotnine/composition/_compose.py         | 35 +++++++++++++++++-------
 plotnine/composition/_plot_annotation.py |  3 +-
 plotnine/ggplot.py                       |  4 +--
 3 files changed, 29 insertions(+), 13 deletions(-)

diff --git a/plotnine/composition/_compose.py b/plotnine/composition/_compose.py
index 6d885ae25c..d5fb86aba4 100644
--- a/plotnine/composition/_compose.py
+++ b/plotnine/composition/_compose.py
@@ -25,7 +25,7 @@
     from matplotlib.figure import Figure
 
     from plotnine._mpl.gridspec import p9GridSpec
-    from plotnine.ggplot import PlotAddable, ggplot
+    from plotnine.ggplot import PlotAddable, ggplot, theme
     from plotnine.typing import FigureFormat, MimeBundle
 
 
@@ -193,6 +193,14 @@ def nrow(self) -> int:
     def ncol(self) -> int:
         return cast("int", self.layout.ncol)
 
+    @property
+    def theme(self) -> theme:
+        return self.annotation.theme
+
+    @theme.setter
+    def theme(self, value: theme):
+        self.annotation.theme = value
+
     @abc.abstractmethod
     def __or__(self, rhs: ggplot | Compose) -> Compose:
         """
@@ -338,7 +346,7 @@ def _repr_mimebundle_(self, include=None, exclude=None) -> MimeBundle:
 
         buf = BytesIO()
         self.save(buf, "png" if format == "retina" else format)
-        figure_size_px = self.last_plot.theme._figure_size_px
+        figure_size_px = self.annotation.theme._figure_size_px
         return get_mimebundle(buf.getvalue(), format, figure_size_px)
 
     @property
@@ -398,7 +406,7 @@ def _to_retina(self):
             else:
                 item._to_retina()
 
-    def _create_gridspec(self, nest_into):
+    def _create_gridspec(self, container_gs):
         """
         Create the gridspec for this composition
         """
@@ -408,8 +416,9 @@ def _create_gridspec(self, nest_into):
         self.layout._setup(self)
         self.annotation._setup(self)
 
+        self._gridspec = container_gs
         self.items._gridspec = p9GridSpec.from_layout(
-            self.layout, figure=self.figure, nest_into=nest_into
+            self.layout, figure=self.figure, nest_into=container_gs[0]
         )
 
     def _setup(self) -> Figure:
@@ -430,17 +439,13 @@ def _create_figure(self):
         figure = plt.figure()
 
         def _make_plotspecs(
-            cmp: Compose, _gridspec: p9GridSpec
+            cmp: Compose, container_gs: p9GridSpec
         ) -> Generator[plotspec]:
             """
             Return the plot specification for each subplot in the composition
             """
-            # This gridspec contains a composition group e.g.
-            # (p2 | p3) of p1 | (p2 | p3)
-            ss_or_none = _gridspec[0]
-
             cmp.figure = figure
-            cmp._create_gridspec(ss_or_none)
+            cmp._create_gridspec(container_gs)
 
             # Iterating over the gridspec yields the SubplotSpecs for each
             # "subplot" in the grid. The SubplotSpec is the handle for the
@@ -512,9 +517,19 @@ def draw(self, *, show: bool = False) -> Figure:
             figure = self._setup()
             self._draw_plots()
             self.annotation.draw()
+            self._draw_composition_background()
+            self.annotation.theme.apply()
             figure.set_layout_engine(PlotnineCompositionLayoutEngine(self))
         return figure
 
+    def _draw_composition_background(self):
+        from matplotlib.patches import Rectangle
+
+        rect = Rectangle((0, 0), 0, 0, facecolor="none", zorder=-1000)
+        self.figure.add_artist(rect)
+        self._gridspec.patch = rect
+        self.annotation.theme.targets.plot_background = rect
+
     def save(
         self,
         filename: str | Path | BytesIO,
diff --git a/plotnine/composition/_plot_annotation.py b/plotnine/composition/_plot_annotation.py
index 1668ada113..ce2ae58f68 100644
--- a/plotnine/composition/_plot_annotation.py
+++ b/plotnine/composition/_plot_annotation.py
@@ -58,7 +58,8 @@ def _setup(self, cmp: Compose):
         """
         Setup annotation
         """
-        self.theme._setup(cmp.figure)
+        self.theme = cmp.last_plot.theme + self.theme
+        self.theme._setup(cmp.figure, None, self.title, self.subtitle)
 
     def empty(self) -> bool:
         """
diff --git a/plotnine/ggplot.py b/plotnine/ggplot.py
index 16db7077da..52dc9dba44 100755
--- a/plotnine/ggplot.py
+++ b/plotnine/ggplot.py
@@ -340,7 +340,7 @@ def draw(self, *, show: bool = False) -> Figure:
             self.guides.draw()
             self._draw_figure_texts()
             self._draw_watermarks()
-            self._draw_figure_background()
+            self._draw_plot_background()
 
             # Artist object theming
             self.theme.apply()
@@ -559,7 +559,7 @@ def _draw_watermarks(self):
         for wm in self.watermarks:
             wm.draw(self.figure)
 
-    def _draw_figure_background(self):
+    def _draw_plot_background(self):
         from matplotlib.patches import Rectangle
 
         rect = Rectangle((0, 0), 0, 0, facecolor="none", zorder=-1000)

From 2bd79dea81a0a4710e8358ca8726ce626e5087a5 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Tue, 21 Oct 2025 18:43:57 +0300
Subject: [PATCH 11/24] Make compose.theme combine default theme with
 annotation theme

---
 plotnine/_utils/context.py               |  2 +-
 plotnine/composition/_compose.py         | 55 ++++++++++++++++++++----
 plotnine/composition/_plot_annotation.py | 26 -----------
 tests/conftest.py                        |  4 +-
 4 files changed, 50 insertions(+), 37 deletions(-)

diff --git a/plotnine/_utils/context.py b/plotnine/_utils/context.py
index 36812059a4..6deda3bf1e 100644
--- a/plotnine/_utils/context.py
+++ b/plotnine/_utils/context.py
@@ -116,7 +116,7 @@ def __post_init__(self):
         # https://github.com/matplotlib/matplotlib/issues/24644
         # When drawing the Composition, the dpi themeable is infective
         # because it sets the rcParam after this figure is created.
-        rcParams = {"figure.dpi": self.cmp.last_plot.theme.getp("dpi")}
+        rcParams = {"figure.dpi": self.cmp.theme.getp("dpi")}
         self._rc_context = mpl.rc_context(rcParams)
 
     def __enter__(self) -> Self:
diff --git a/plotnine/composition/_compose.py b/plotnine/composition/_compose.py
index d5fb86aba4..7c59fda047 100644
--- a/plotnine/composition/_compose.py
+++ b/plotnine/composition/_compose.py
@@ -5,6 +5,8 @@
 from io import BytesIO
 from typing import TYPE_CHECKING, cast, overload
 
+from plotnine.themes.theme import theme_get
+
 from .._utils.context import plot_composition_context
 from .._utils.ipython import (
     get_ipython,
@@ -195,11 +197,19 @@ def ncol(self) -> int:
 
     @property
     def theme(self) -> theme:
-        return self.annotation.theme
+        """
+        Theme for this composition
+
+        This is the default theme plus combined with theme from the
+        annotation.
+        """
+        if not getattr(self, "_theme", None):
+            self._theme = theme_get() + self.annotation.theme
+        return self._theme
 
     @theme.setter
     def theme(self, value: theme):
-        self.annotation.theme = value
+        self._theme = value
 
     @abc.abstractmethod
     def __or__(self, rhs: ggplot | Compose) -> Compose:
@@ -346,7 +356,7 @@ def _repr_mimebundle_(self, include=None, exclude=None) -> MimeBundle:
 
         buf = BytesIO()
         self.save(buf, "png" if format == "retina" else format)
-        figure_size_px = self.annotation.theme._figure_size_px
+        figure_size_px = self.theme._figure_size_px
         return get_mimebundle(buf.getvalue(), format, figure_size_px)
 
     @property
@@ -400,6 +410,8 @@ def __deepcopy__(self, memo):
     def _to_retina(self):
         from plotnine import ggplot
 
+        self.theme = self.theme.to_retina()
+
         for item in self:
             if isinstance(item, ggplot):
                 item.theme = item.theme.to_retina()
@@ -412,9 +424,8 @@ def _create_gridspec(self, container_gs):
         """
         from plotnine._mpl.gridspec import p9GridSpec
 
-        # NOTE: These two should be in ._setup
+        # NOTE: This should be in ._setup
         self.layout._setup(self)
-        self.annotation._setup(self)
 
         self._gridspec = container_gs
         self.items._gridspec = p9GridSpec.from_layout(
@@ -516,19 +527,47 @@ def draw(self, *, show: bool = False) -> Figure:
         with plot_composition_context(self, show):
             figure = self._setup()
             self._draw_plots()
-            self.annotation.draw()
+            self.theme._setup(
+                self.figure,
+                None,
+                self.annotation.title,
+                self.annotation.subtitle,
+            )
+            self._draw_annotation()
             self._draw_composition_background()
-            self.annotation.theme.apply()
+            self.theme.apply()
             figure.set_layout_engine(PlotnineCompositionLayoutEngine(self))
         return figure
 
     def _draw_composition_background(self):
+        """
+        Draw the background rectangle of the composition
+        """
         from matplotlib.patches import Rectangle
 
         rect = Rectangle((0, 0), 0, 0, facecolor="none", zorder=-1000)
         self.figure.add_artist(rect)
         self._gridspec.patch = rect
-        self.annotation.theme.targets.plot_background = rect
+        self.theme.targets.plot_background = rect
+
+    def _draw_annotation(self):
+        """
+        Draw the items in the annotation
+        """
+        if self.annotation.empty():
+            return
+
+        figure = self.theme.figure
+        targets = self.theme.targets
+
+        if title := self.annotation.title:
+            targets.plot_title = figure.text(0, 0, title)
+
+        if subtitle := self.annotation.subtitle:
+            targets.plot_subtitle = figure.text(0, 0, subtitle)
+
+        if caption := self.annotation.caption:
+            targets.plot_caption = figure.text(0, 0, caption)
 
     def save(
         self,
diff --git a/plotnine/composition/_plot_annotation.py b/plotnine/composition/_plot_annotation.py
index ce2ae58f68..ea89812a47 100644
--- a/plotnine/composition/_plot_annotation.py
+++ b/plotnine/composition/_plot_annotation.py
@@ -54,13 +54,6 @@ def update(self, other: plot_annotation):
             else:
                 setattr(self, name, value)
 
-    def _setup(self, cmp: Compose):
-        """
-        Setup annotation
-        """
-        self.theme = cmp.last_plot.theme + self.theme
-        self.theme._setup(cmp.figure, None, self.title, self.subtitle)
-
     def empty(self) -> bool:
         """
         Whether the annotation has any content
@@ -72,22 +65,3 @@ def empty(self) -> bool:
                 return False
 
         return True
-
-    def draw(self):
-        """
-        Render the items in the annotation
-        """
-        if self.empty():
-            return
-
-        figure = self.theme.figure
-        targets = self.theme.targets
-
-        if self.title:
-            targets.plot_title = figure.text(0, 0, self.title)
-
-        if subtitle := self.subtitle:
-            targets.plot_subtitle = figure.text(0, 0, subtitle)
-
-        if caption := self.caption:
-            targets.plot_caption = figure.text(0, 0, caption)
diff --git a/tests/conftest.py b/tests/conftest.py
index 051fa459a3..9d3e6593e4 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -11,7 +11,7 @@
 from matplotlib.testing.compare import compare_images
 
 from plotnine import ggplot, theme
-from plotnine.composition import Beside, Compose, Stack
+from plotnine.composition import Beside, Compose, Stack, plot_annotation
 from plotnine.themes.theme import DEFAULT_RCPARAMS
 
 TOLERANCE = 2  # Default tolerance for the tests
@@ -256,7 +256,7 @@ def composition_equals(cmp: Compose, name: str) -> bool:
     test_file = inspect.stack()[1][1]
     filenames = make_test_image_filenames(name, test_file)
 
-    _cmp = cmp + theme(dpi=DPI)
+    _cmp = cmp + plot_annotation(theme=theme(figure_size=(8, 6), dpi=DPI))
 
     with _test_cleanup():
         _cmp.save(filenames.result)

From e27e502a0f29dd2b291562c73132fd424f40b294 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Tue, 21 Oct 2025 18:47:03 +0300
Subject: [PATCH 12/24] Don't use dataclasses for _side_space

---
 .../_mpl/layout_manager/_plot_side_space.py   | 10 ++--
 plotnine/_mpl/layout_manager/_side_space.py   | 53 +++++++++----------
 2 files changed, 29 insertions(+), 34 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_plot_side_space.py b/plotnine/_mpl/layout_manager/_plot_side_space.py
index c33aa45263..9468d9cc11 100644
--- a/plotnine/_mpl/layout_manager/_plot_side_space.py
+++ b/plotnine/_mpl/layout_manager/_plot_side_space.py
@@ -11,7 +11,6 @@
 
 from __future__ import annotations
 
-from dataclasses import dataclass
 from functools import cached_property
 from typing import TYPE_CHECKING
 
@@ -27,13 +26,14 @@
     from plotnine.iapi import outside_legend
 
 
-@dataclass
 class _plot_side_space(_side_space):
     """
     Base class for the side space around a plot
     """
 
-    items: PlotLayoutItems
+    def __init__(self, items: PlotLayoutItems):
+        self.items = items
+        self._calculate()
 
     @cached_property
     def _legend_size(self) -> tuple[float, float]:
@@ -147,7 +147,6 @@ def axis_title_clearance(self) -> float:
             raise PlotnineError("Side has no axis title") from err
 
 
-@dataclass
 class left_space(_plot_side_space):
     """
     Space in the figure for artists on the left of the panel area
@@ -319,7 +318,6 @@ def tag_width(self):
         )
 
 
-@dataclass
 class right_space(_plot_side_space):
     """
     Space in the figure for artists on the right of the panel area
@@ -425,7 +423,6 @@ def tag_width(self):
         )
 
 
-@dataclass
 class top_space(_plot_side_space):
     """
     Space in the figure for artists above the panel area
@@ -554,7 +551,6 @@ def tag_height(self):
         )
 
 
-@dataclass
 class bottom_space(_plot_side_space):
     """
     Space in the figure for artists below the panel area
diff --git a/plotnine/_mpl/layout_manager/_side_space.py b/plotnine/_mpl/layout_manager/_side_space.py
index 2cc487df80..08d75cbd58 100644
--- a/plotnine/_mpl/layout_manager/_side_space.py
+++ b/plotnine/_mpl/layout_manager/_side_space.py
@@ -12,14 +12,11 @@
 from __future__ import annotations
 
 from abc import ABC, abstractmethod
-from dataclasses import dataclass, fields
+from dataclasses import dataclass
 from functools import cached_property
 from typing import TYPE_CHECKING, cast
 
 if TYPE_CHECKING:
-    from dataclasses import Field
-    from typing import Generator
-
     from plotnine._mpl.gridspec import p9GridSpec
     from plotnine.typing import Side
 
@@ -52,7 +49,6 @@ def valid(self) -> bool:
         return self.top - self.bottom > 0 and self.right - self.left > 0
 
 
-@dataclass
 class _side_space(ABC):
     """
     Base class to for spaces
@@ -64,24 +60,39 @@ class _side_space(ABC):
     The amount of space for each artist is computed in figure coordinates.
     """
 
-    def __post_init__(self):
-        self.side: Side = cast("Side", self.__class__.__name__.split("_")[0])
+    def _calculate(self):
+        """
+        Calculate the space taken up by each artist
+        """
+
+    @cached_property
+    def side(self) -> Side:
         """
         Side of the panel(s) that this class applies to
         """
-        self._calculate()
+        return cast("Side", self.__class__.__name__.split("_")[0])
 
-    def _calculate(self):
+    @cached_property
+    def parts(self) -> list[str]:
         """
-        Calculate the space taken up by each artist
+        The names of the part of the spaces
         """
+        return [
+            name
+            for name, value in self.__class__.__dict__.items()
+            if not (
+                name.startswith("_")
+                or callable(value)
+                or isinstance(value, property)
+            )
+        ]
 
     @property
     def total(self) -> float:
         """
         Total space
         """
-        return sum(getattr(self, f.name) for f in fields(self)[1:])
+        return sum(getattr(self, name) for name in self.parts)
 
     def sum_upto(self, item: str) -> float:
         """
@@ -89,14 +100,8 @@ def sum_upto(self, item: str) -> float:
 
         Sums from the edge of the figure i.e. the "plot_margin".
         """
-
-        def _fields_upto(item: str) -> Generator[Field, None, None]:
-            for f in fields(self)[1:]:
-                if f.name == item:
-                    break
-                yield f
-
-        return sum(getattr(self, f.name) for f in _fields_upto(item))
+        stop = self.parts.index(item)
+        return sum(getattr(self, name) for name in self.parts[:stop])
 
     def sum_incl(self, item: str) -> float:
         """
@@ -104,14 +109,8 @@ def sum_incl(self, item: str) -> float:
 
         Sums from the edge of the figure i.e. the "plot_margin".
         """
-
-        def _fields_upto(item: str) -> Generator[Field, None, None]:
-            for f in fields(self)[1:]:
-                yield f
-                if f.name == item:
-                    break
-
-        return sum(getattr(self, f.name) for f in _fields_upto(item))
+        stop = self.parts.index(item) + 1
+        return sum(getattr(self, name) for name in self.parts[:stop])
 
     @cached_property
     @abstractmethod

From 4e78597bd1afdd1c43fbe138601ab61b7d5e8478 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Tue, 21 Oct 2025 19:08:03 +0300
Subject: [PATCH 13/24] Don't use a dataclass for PlotLayoutItems

---
 plotnine/_mpl/layout_manager/_plot_layout_items.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_plot_layout_items.py b/plotnine/_mpl/layout_manager/_plot_layout_items.py
index 182be4f90f..09e0b9e94a 100644
--- a/plotnine/_mpl/layout_manager/_plot_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_plot_layout_items.py
@@ -59,15 +59,12 @@
     )
 
 
-@dataclass
 class PlotLayoutItems:
     """
     Objects required to compute the layout
     """
 
-    plot: ggplot
-
-    def __post_init__(self):
+    def __init__(self, plot: ggplot):
         def get(name: str) -> Any:
             """
             Return themeable target or None
@@ -80,6 +77,7 @@ def get(name: str) -> Any:
                     return None
                 return t
 
+        self.plot = plot
         self.geometry = ArtistGeometry(self.plot.figure)
 
         self.axis_title_x: Text | None = get("axis_title_x")

From d3576c6021b47bf39960021c90481322b6115948 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Tue, 21 Oct 2025 19:11:19 +0300
Subject: [PATCH 14/24] Compute side_space for the compositions

The plot_composition test images have changed because the compositions
now have a plot margin.
---
 .../_composition_layout_items.py              |  95 +++++
 .../layout_manager/_composition_side_space.py | 381 ++++++++++++++++++
 plotnine/_mpl/layout_manager/_engine.py       |   7 +
 .../_mpl/layout_manager/_plot_layout_items.py |   1 -
 .../test_plot_composition/add_into_ncol.png   | Bin 7683 -> 7794 bytes
 .../test_plot_composition/add_into_stack.png  | Bin 7823 -> 8071 bytes
 .../test_plot_composition/and_operator.png    | Bin 7081 -> 7820 bytes
 .../basic_horizontal_align_resize.png         | Bin 6333 -> 6457 bytes
 .../basic_vertical_align_resize.png           | Bin 6181 -> 6376 bytes
 .../complex_composition.png                   | Bin 22286 -> 22517 bytes
 .../test_plot_composition/facets.png          | Bin 20341 -> 20673 bytes
 .../horizontal_tag_align.png                  | Bin 11317 -> 11399 bytes
 .../test_plot_composition/minus.png           | Bin 9867 -> 10043 bytes
 .../test_plot_composition/mul_operator.png    | Bin 8646 -> 8763 bytes
 .../nested_horizontal_align_resize.png        | Bin 10688 -> 10797 bytes
 .../nested_vertical_align_resize.png          | Bin 10741 -> 10997 bytes
 .../plot_layout_association.png               | Bin 11252 -> 11417 bytes
 .../plot_layout_byrow.png                     | Bin 9714 -> 9836 bytes
 .../plot_layout_extra_col_width.png           | Bin 13996 -> 14111 bytes
 .../plot_layout_extra_cols.png                | Bin 7733 -> 7806 bytes
 .../plot_layout_extra_row_width.png           | Bin 9271 -> 9555 bytes
 .../plot_layout_extra_rows.png                | Bin 7828 -> 8077 bytes
 .../plot_layout_heights.png                   | Bin 6082 -> 6265 bytes
 .../plot_layout_nested_resize.png             | Bin 9735 -> 9900 bytes
 .../plot_layout_widths.png                    | Bin 5963 -> 6073 bytes
 .../test_plot_composition/plus_operator.png   | Bin 8996 -> 9912 bytes
 .../test_nested_horizontal_align_1.png        | Bin 10088 -> 10181 bytes
 .../test_nested_horizontal_align_2.png        | Bin 10908 -> 11009 bytes
 .../test_nested_vertical_align_1.png          | Bin 10205 -> 10333 bytes
 .../test_nested_vertical_align_2.png          | Bin 10939 -> 11109 bytes
 .../vertical_tag_align.png                    | Bin 11449 -> 11776 bytes
 .../wrap_complicated.png                      | Bin 20225 -> 20353 bytes
 32 files changed, 483 insertions(+), 1 deletion(-)
 create mode 100644 plotnine/_mpl/layout_manager/_composition_layout_items.py
 create mode 100644 plotnine/_mpl/layout_manager/_composition_side_space.py

diff --git a/plotnine/_mpl/layout_manager/_composition_layout_items.py b/plotnine/_mpl/layout_manager/_composition_layout_items.py
new file mode 100644
index 0000000000..0b5c510241
--- /dev/null
+++ b/plotnine/_mpl/layout_manager/_composition_layout_items.py
@@ -0,0 +1,95 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import TYPE_CHECKING
+
+from matplotlib.text import Text
+
+from plotnine._mpl.utils import (
+    ArtistGeometry,
+    JustifyBoundaries,
+    TextJustifier,
+)
+
+if TYPE_CHECKING:
+    from typing import Any
+
+    from plotnine.composition._compose import Compose
+
+    from ._composition_side_space import CompositionLayoutSpaces
+
+
+@dataclass
+class CompositionLayoutItems:
+    """
+    plot_annotation artists
+    """
+
+    def __init__(self, cmp: Compose):
+        def get(name: str) -> Any:
+            """
+            Return themeable target or None
+            """
+            if self._is_blank(name):
+                return None
+            else:
+                t = getattr(cmp.theme.targets, name)
+                if isinstance(t, Text) and t.get_text() == "":
+                    return None
+                return t
+
+        self.cmp = cmp
+        self.geometry = ArtistGeometry(cmp.figure)
+
+        self.plot_title: Text | None = get("plot_title")
+        self.plot_subtitle: Text | None = get("plot_subtitle")
+        self.plot_caption: Text | None = get("plot_caption")
+
+    def _is_blank(self, name: str) -> bool:
+        return self.cmp.theme.T.is_blank(name)
+
+    def _adjust_positions(self, spaces: CompositionLayoutSpaces):
+        theme = self.cmp.theme
+        plot_title_position = theme.getp("plot_title_position", "panel")
+        plot_caption_position = theme.getp("plot_caption_position", "panel")
+        justify = CompositionTextJustifier(spaces)
+
+        if self.plot_title:
+            ha = theme.getp(("plot_title", "ha"))
+            self.plot_title.set_y(spaces.t.y2("plot_title"))
+            justify.horizontally_about(
+                self.plot_title, ha, plot_title_position
+            )
+
+        if self.plot_subtitle:
+            ha = theme.getp(("plot_subtitle", "ha"))
+            self.plot_subtitle.set_y(spaces.t.y2("plot_subtitle"))
+            justify.horizontally_about(
+                self.plot_subtitle, ha, plot_title_position
+            )
+
+        if self.plot_caption:
+            ha = theme.getp(("plot_caption", "ha"), "right")
+            self.plot_caption.set_y(spaces.b.y1("plot_caption"))
+            justify.horizontally_about(
+                self.plot_caption, ha, plot_caption_position
+            )
+
+
+class CompositionTextJustifier(TextJustifier):
+    """
+    Justify Text about a composition or it's panels
+    """
+
+    def __init__(self, spaces: CompositionLayoutSpaces):
+        boundaries = JustifyBoundaries(
+            plot_left=spaces.l.composition_left,
+            plot_right=spaces.r.composition_right,
+            plot_bottom=spaces.b.composition_bottom,
+            plot_top=spaces.t.composition_top,
+            panel_left=spaces.l.composition_panel_left,
+            panel_right=spaces.r.composition_panel_right,
+            panel_bottom=spaces.b.composition_panel_bottom,
+            panel_top=spaces.t.composition_panel_top,
+        )
+        super().__init__(spaces.cmp.figure, boundaries)
diff --git a/plotnine/_mpl/layout_manager/_composition_side_space.py b/plotnine/_mpl/layout_manager/_composition_side_space.py
new file mode 100644
index 0000000000..da25cb4475
--- /dev/null
+++ b/plotnine/_mpl/layout_manager/_composition_side_space.py
@@ -0,0 +1,381 @@
+from __future__ import annotations
+
+from functools import cached_property
+from typing import TYPE_CHECKING
+
+from ._composition_layout_items import CompositionLayoutItems
+from ._side_space import GridSpecParams, _side_space
+
+if TYPE_CHECKING:
+    from plotnine._mpl.gridspec import p9GridSpec
+    from plotnine.composition._compose import Compose
+
+
+class _composition_side_space(_side_space):
+    """
+    Base class for the side space around a composition
+    """
+
+    def __init__(self, items: CompositionLayoutItems):
+        self.items = items
+        self._calculate()
+
+    @cached_property
+    def gs(self) -> p9GridSpec:
+        """
+        The gridspec of the composition
+        """
+        return self.items.cmp._gridspec
+
+
+class composition_left_space(_composition_side_space):
+    plot_margin: float = 0
+
+    def _calculate(self):
+        theme = self.items.cmp.theme
+        self.plot_margin = theme.getp("plot_margin_left")
+
+    @property
+    def offset(self) -> float:
+        """
+        Distance from left of the figure to the left of the plot gridspec
+
+              ----------------(1, 1)
+             |      ----      |
+             |  dx |    |     |
+             |<--->|    |     |
+             |     |    |     |
+             |      ----      |
+        (0, 0)----------------
+
+        """
+        return self.gs.bbox_relative.x0
+
+    def x1(self, item: str) -> float:
+        """
+        Lower x-coordinate in figure space of the item
+        """
+        return self.to_figure_space(self.sum_upto(item))
+
+    def x2(self, item: str) -> float:
+        """
+        Higher x-coordinate in figure space of the item
+        """
+        return self.to_figure_space(self.sum_incl(item))
+
+    @property
+    def items_left_relative(self):
+        """
+        Left (relative to the gridspec) of the cmp items in figure dimensions
+        """
+        return self.total
+
+    @property
+    def items_left(self):
+        """
+        Left of the composition items in figure space
+        """
+        return self.to_figure_space(self.items_left_relative)
+
+    @property
+    def composition_left(self):
+        """
+        Distance up to the left-most artist in figure space
+        """
+        return self.x2("plot_margin")
+
+    @property
+    def composition_panel_left(self):
+        """
+        Left of the panels in figure space
+        """
+        # TODO: Fixme. Workout the actual panel left
+        return self.composition_left
+
+
+class composition_right_space(_composition_side_space):
+    """
+    Space for annotations to the right of the actual composition
+
+    Ordered from the edge of the figure and going inwards
+    """
+
+    plot_margin: float = 0
+
+    def _calculate(self):
+        theme = self.items.cmp.theme
+        self.plot_margin = theme.getp("plot_margin_right")
+
+    @property
+    def offset(self):
+        """
+        Distance from right of the figure to the right of the plot gridspec
+
+              ---------------(1, 1)
+             |     ----      |
+             |    |    | -dx |
+             |    |    |<--->|
+             |    |    |     |
+             |     ----      |
+        (0, 0)---------------
+
+        """
+        return self.gs.bbox_relative.x1 - 1
+
+    def x1(self, item: str) -> float:
+        """
+        Lower x-coordinate in figure space of the item
+        """
+        return self.to_figure_space(1 - self.sum_incl(item))
+
+    def x2(self, item: str) -> float:
+        """
+        Higher x-coordinate in figure space of the item
+        """
+        return self.to_figure_space(1 - self.sum_upto(item))
+
+    @property
+    def items_right_relative(self):
+        """
+        Right (relative to the gridspec) of the panels in figure dimensions
+        """
+        return 1 - self.total
+
+    @property
+    def items_right(self):
+        """
+        Right of the panels in figure space
+        """
+        return self.to_figure_space(self.items_right_relative)
+
+    @property
+    def composition_right(self):
+        """
+        Distance up to the right-most artist in figure space
+        """
+        return self.x1("plot_margin")
+
+    @property
+    def composition_panel_right(self):
+        """
+        Right of the panels in figure space
+        """
+        # TODO: Fixme. Workout the actual panel right
+        return self.composition_right
+
+
+class composition_top_space(_composition_side_space):
+    """
+    Space for annotations above the actual composition
+
+    Ordered from the edge of the figure and going inwards
+    """
+
+    plot_margin: float = 0
+    plot_title_margin_top: float = 0
+    plot_title: float = 0
+    plot_title_margin_bottom: float = 0
+    plot_subtitle_margin_top: float = 0
+    plot_subtitle: float = 0
+    plot_subtitle_margin_bottom: float = 0
+
+    def _calculate(self):
+        items = self.items
+        theme = self.items.cmp.theme
+        geometry = self.items.geometry
+        W, H = theme.getp("figure_size")
+        F = W / H
+
+        self.plot_margin = theme.getp("plot_margin_top") * F
+
+        if items.plot_title:
+            m = theme.get_margin("plot_title").fig
+            self.plot_title_margin_top = m.t * F
+            self.plot_title = geometry.height(items.plot_title)
+            self.plot_title_margin_bottom = m.b * F
+
+        if items.plot_subtitle:
+            m = theme.get_margin("plot_subtitle").fig
+            self.plot_subtitle_margin_top = m.t * F
+            self.plot_subtitle = geometry.height(items.plot_subtitle)
+            self.plot_subtitle_margin_bottom = m.b * F
+
+    @property
+    def offset(self) -> float:
+        """
+        Distance from top of the figure to the top of the composition gridspec
+
+              ----------------(1, 1)
+             |       ^        |
+             |       |-dy     |
+             |       v        |
+             |      ----      |
+             |     |    |     |
+             |     |    |     |
+             |     |    |     |
+             |      ----      |
+             |                |
+        (0, 0)----------------
+        """
+        return self.gs.bbox_relative.y1 - 1
+
+    def y1(self, item: str) -> float:
+        """
+        Lower y-coordinate in figure space of the item
+        """
+        return self.to_figure_space(1 - self.sum_incl(item))
+
+    def y2(self, item: str) -> float:
+        """
+        Higher y-coordinate in figure space of the item
+        """
+        return self.to_figure_space(1 - self.sum_upto(item))
+
+    @property
+    def items_top_relative(self):
+        """
+        Top (relative to the gridspec) of the panels in figure dimensions
+        """
+        return 1 - self.total
+
+    @property
+    def items_top(self):
+        """
+        Top of the composition items in figure space
+        """
+        return self.to_figure_space(self.items_top_relative)
+
+    @property
+    def composition_top(self):
+        """
+        Distance up to the top-most artist in figure space
+        """
+        return self.y2("plot_margin")
+
+    @property
+    def composition_panel_top(self):
+        """
+        Top of the panels in figure space
+        """
+        # TODO: Fixme. Workout the actual panel top
+        return self.composition_top
+
+
+class composition_bottom_space(_composition_side_space):
+    """
+    Space in the figure for artists below the panel area
+
+    Ordered from the edge of the figure and going inwards
+    """
+
+    plot_margin: float = 0
+    plot_caption_margin_bottom: float = 0
+    plot_caption: float = 0
+    plot_caption_margin_top: float = 0
+
+    def _calculate(self):
+        items = self.items
+        theme = self.items.cmp.theme
+        geometry = self.items.geometry
+        W, H = theme.getp("figure_size")
+        F = W / H
+
+        self.plot_margin = theme.getp("plot_margin_bottom") * F
+
+        if items.plot_caption:
+            m = theme.get_margin("plot_caption").fig
+            self.plot_caption_margin_bottom = m.b * F
+            self.plot_caption = geometry.height(items.plot_caption)
+            self.plot_caption_margin_top = m.t * F
+
+    @property
+    def offset(self) -> float:
+        """
+        Distance from bottom of the figure to the composition gridspec
+
+              ----------------(1, 1)
+             |                |
+             |      ----      |
+             |     |    |     |
+             |     |    |     |
+             |     |    |     |
+             |      ----      |
+             |       ^        |
+             |       |dy      |
+             |       v        |
+        (0, 0)----------------
+        """
+        return self.gs.bbox_relative.y0
+
+    def y1(self, item: str) -> float:
+        """
+        Lower y-coordinate in figure space of the item
+        """
+        return self.to_figure_space(self.sum_upto(item))
+
+    def y2(self, item: str) -> float:
+        """
+        Higher y-coordinate in figure space of the item
+        """
+        return self.to_figure_space(self.sum_incl(item))
+
+    @property
+    def items_bottom_relative(self):
+        """
+        Bottom (relative to the gridspec) of the panels in figure dimensions
+        """
+        return self.total
+
+    @property
+    def items_bottom(self):
+        """
+        Bottom of the panels in figure space
+        """
+        return self.to_figure_space(self.items_bottom_relative)
+
+    @property
+    def composition_bottom(self):
+        """
+        Distance up to the bottom-most artist in figure space
+        """
+        return self.y1("plot_margin")
+
+    @property
+    def composition_panel_bottom(self):
+        """
+        Bottom of the panels in figure space
+        """
+        # TODO: Fixme. Workout the actual panel bottom
+        return self.composition_bottom
+
+
+class CompositionLayoutSpaces:
+    gsparams: GridSpecParams
+    """Grid spacing btn panels w.r.t figure"""
+
+    def __init__(self, cmp: Compose):
+        self.cmp = cmp
+        self.items = CompositionLayoutItems(cmp)
+
+        self.l = composition_left_space(self.items)
+        """All subspaces to the left of the panels"""
+
+        self.r = composition_right_space(self.items)
+        """All subspaces to the right of the panels"""
+
+        self.t = composition_top_space(self.items)
+        """All subspaces above the top of the panels"""
+
+        self.b = composition_bottom_space(self.items)
+        """All subspaces below the bottom of the panels"""
+
+    def get_gridspec_params(self) -> GridSpecParams:
+        self.gsparams = GridSpecParams(
+            self.l.items_left_relative,
+            self.r.items_right_relative,
+            self.t.items_top_relative,
+            self.b.items_bottom_relative,
+            0,
+            0,
+        )
+        return self.gsparams
diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index 54df0a3937..966bbb2e81 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -6,6 +6,7 @@
 from matplotlib.layout_engine import LayoutEngine
 
 from ...exceptions import PlotnineWarning
+from ._composition_side_space import CompositionLayoutSpaces
 from ._layout_tree import LayoutTree
 from ._plot_side_space import PlotLayoutSpaces
 
@@ -61,10 +62,16 @@ def execute(self, fig: Figure):
         from contextlib import nullcontext
 
         renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
+        cmp = self.composition
 
         # Caculate the space taken up by all plot artists
         lookup_spaces: dict[ggplot, PlotLayoutSpaces] = {}
         with getattr(renderer, "_draw_disabled", nullcontext)():
+            cmp_spaces = CompositionLayoutSpaces(cmp)
+            gsparams = cmp_spaces.get_gridspec_params()
+            cmp.items._gridspec.update_params_and_artists(gsparams)
+            cmp_spaces.items._adjust_positions(cmp_spaces)
+
             for ps in self.composition.plotspecs:
                 lookup_spaces[ps.plot] = PlotLayoutSpaces(ps.plot)
 
diff --git a/plotnine/_mpl/layout_manager/_plot_layout_items.py b/plotnine/_mpl/layout_manager/_plot_layout_items.py
index 09e0b9e94a..a54f858c3a 100644
--- a/plotnine/_mpl/layout_manager/_plot_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_plot_layout_items.py
@@ -1,6 +1,5 @@
 from __future__ import annotations
 
-from dataclasses import dataclass
 from itertools import chain
 from typing import TYPE_CHECKING
 
diff --git a/tests/baseline_images/test_plot_composition/add_into_ncol.png b/tests/baseline_images/test_plot_composition/add_into_ncol.png
index ac9289f53ecd07326c8353f35b4cca1a5c350a08..76b5a6c2a59a9ab6e63a2e52f2d5e25047fa2bdc 100644
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diff --git a/tests/baseline_images/test_plot_composition/complex_composition.png b/tests/baseline_images/test_plot_composition/complex_composition.png
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diff --git a/tests/baseline_images/test_plot_composition/horizontal_tag_align.png b/tests/baseline_images/test_plot_composition/horizontal_tag_align.png
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diff --git a/tests/baseline_images/test_plot_composition/plot_layout_heights.png b/tests/baseline_images/test_plot_composition/plot_layout_heights.png
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diff --git a/tests/baseline_images/test_plot_composition/plot_layout_widths.png b/tests/baseline_images/test_plot_composition/plot_layout_widths.png
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diff --git a/tests/baseline_images/test_plot_composition/plus_operator.png b/tests/baseline_images/test_plot_composition/plus_operator.png
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diff --git a/tests/baseline_images/test_plot_composition/wrap_complicated.png b/tests/baseline_images/test_plot_composition/wrap_complicated.png
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From c54ff2fddce3001b781026bc1826b50a2b69de01 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Thu, 23 Oct 2025 14:12:40 +0300
Subject: [PATCH 15/24] Draw sub-compositions recursively

---
 plotnine/_mpl/layout_manager/_engine.py |  17 ++-
 plotnine/composition/_compose.py        | 161 ++++++++++++++----------
 plotnine/composition/_plotspec.py       |  36 ------
 3 files changed, 105 insertions(+), 109 deletions(-)
 delete mode 100644 plotnine/composition/_plotspec.py

diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index 966bbb2e81..a0910ddac5 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -62,18 +62,23 @@ def execute(self, fig: Figure):
         from contextlib import nullcontext
 
         renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
-        cmp = self.composition
-
-        # Caculate the space taken up by all plot artists
         lookup_spaces: dict[ggplot, PlotLayoutSpaces] = {}
-        with getattr(renderer, "_draw_disabled", nullcontext)():
+
+        def _do_cmp(cmp):
             cmp_spaces = CompositionLayoutSpaces(cmp)
             gsparams = cmp_spaces.get_gridspec_params()
             cmp.items._gridspec.update_params_and_artists(gsparams)
             cmp_spaces.items._adjust_positions(cmp_spaces)
 
-            for ps in self.composition.plotspecs:
-                lookup_spaces[ps.plot] = PlotLayoutSpaces(ps.plot)
+            for plot in cmp.iter_plots():
+                lookup_spaces[plot] = PlotLayoutSpaces(plot)
+
+            for sub_cmp in cmp.iter_sub_compositions():
+                _do_cmp(sub_cmp)
+
+        # Caculate the space taken up by all plot artists
+        with getattr(renderer, "_draw_disabled", nullcontext)():
+            _do_cmp(self.composition)
 
         # Adjust the size and placements of the plots
         tree = LayoutTree.create(self.composition, lookup_spaces)
diff --git a/plotnine/composition/_compose.py b/plotnine/composition/_compose.py
index 7c59fda047..cfe7f74b44 100644
--- a/plotnine/composition/_compose.py
+++ b/plotnine/composition/_compose.py
@@ -5,7 +5,7 @@
 from io import BytesIO
 from typing import TYPE_CHECKING, cast, overload
 
-from plotnine.themes.theme import theme_get
+from plotnine.themes.theme import theme, theme_get
 
 from .._utils.context import plot_composition_context
 from .._utils.ipython import (
@@ -18,16 +18,15 @@
 from ..composition._plot_layout import plot_layout
 from ..composition._types import ComposeAddable, CompositionItems
 from ..options import get_option
-from ._plotspec import plotspec
 
 if TYPE_CHECKING:
     from pathlib import Path
-    from typing import Generator, Iterator
+    from typing import Iterator
 
     from matplotlib.figure import Figure
 
     from plotnine._mpl.gridspec import p9GridSpec
-    from plotnine.ggplot import PlotAddable, ggplot, theme
+    from plotnine.ggplot import PlotAddable, ggplot
     from plotnine.typing import FigureFormat, MimeBundle
 
 
@@ -100,7 +99,6 @@ class Compose:
 
     # These are created in the ._create_figure
     figure: Figure
-    plotspecs: list[plotspec]
     _gridspec: p9GridSpec
     """
     Gridspec (1x1) that contains the annotations and the composition items
@@ -359,6 +357,18 @@ def _repr_mimebundle_(self, include=None, exclude=None) -> MimeBundle:
         figure_size_px = self.theme._figure_size_px
         return get_mimebundle(buf.getvalue(), format, figure_size_px)
 
+    def iter_sub_compositions(self):
+        for item in self:
+            if isinstance(item, Compose):
+                yield item
+
+    def iter_plots(self):
+        from plotnine import ggplot
+
+        for item in self:
+            if isinstance(item, ggplot):
+                yield item
+
     @property
     def last_plot(self) -> ggplot:
         """
@@ -418,71 +428,70 @@ def _to_retina(self):
             else:
                 item._to_retina()
 
-    def _create_gridspec(self, container_gs):
-        """
-        Create the gridspec for this composition
-        """
-        from plotnine._mpl.gridspec import p9GridSpec
-
-        # NOTE: This should be in ._setup
-        self.layout._setup(self)
-
-        self._gridspec = container_gs
-        self.items._gridspec = p9GridSpec.from_layout(
-            self.layout, figure=self.figure, nest_into=container_gs[0]
-        )
-
     def _setup(self) -> Figure:
         """
         Setup this instance for the building process
         """
-        if not hasattr(self, "figure"):
-            self._create_figure()
-
+        self._create_figure()
+        self._remove_sub_composition_background()
         return self.figure
 
     def _create_figure(self):
+        """
+        Create figure & gridspecs for all sub compositions
+        """
+        if hasattr(self, "figure"):
+            return
+
         import matplotlib.pyplot as plt
 
-        from plotnine import ggplot
         from plotnine._mpl.gridspec import p9GridSpec
 
         figure = plt.figure()
+        self._generate_gridspecs(
+            figure, p9GridSpec(1, 1, figure, nest_into=None)
+        )
+
+    def _generate_gridspecs(self, figure: Figure, container_gs: p9GridSpec):
+        from plotnine import ggplot
+        from plotnine._mpl.gridspec import p9GridSpec
 
-        def _make_plotspecs(
-            cmp: Compose, container_gs: p9GridSpec
-        ) -> Generator[plotspec]:
-            """
-            Return the plot specification for each subplot in the composition
-            """
-            cmp.figure = figure
-            cmp._create_gridspec(container_gs)
-
-            # Iterating over the gridspec yields the SubplotSpecs for each
-            # "subplot" in the grid. The SubplotSpec is the handle for the
-            # area in the grid; it allows us to put a plot or a nested
-            # composion in that area.
-            for item, subplot_spec in zip(cmp, cmp.items._gridspec):
-                # This container gs will contain a plot or a composition,
-                # i.e. it will be assigned to one of:
-                #    1. ggplot._gridspec
-                #    2. compose._gridspec
-                container_gs = p9GridSpec(1, 1, figure, nest_into=subplot_spec)
-                if isinstance(item, ggplot):
-                    yield plotspec(item, figure, container_gs)
-                else:
-                    yield from _make_plotspecs(item, container_gs)
-
-        self.plotspecs = list(
-            _make_plotspecs(self, p9GridSpec(1, 1, figure, nest_into=None))
+        self.figure = figure
+        self._gridspec = container_gs
+        self.layout._setup(self)
+        self.items._gridspec = p9GridSpec.from_layout(
+            self.layout, figure=figure, nest_into=container_gs[0]
         )
 
-    def _draw_plots(self):
+        # Iterating over the gridspec yields the SubplotSpecs for each
+        # "subplot" in the grid. The SubplotSpec is the handle for the
+        # area in the grid; it allows us to put a plot or a nested
+        # composion in that area.
+        for item, subplot_spec in zip(self, self.items._gridspec):
+            # This container gs will contain a plot or a composition,
+            # i.e. it will be assigned to one of:
+            #    1. ggplot._gridspec
+            #    2. compose._gridspec
+            _container_gs = p9GridSpec(1, 1, figure, nest_into=subplot_spec)
+            if isinstance(item, ggplot):
+                item.figure = figure
+                item._gridspec = _container_gs
+            else:
+                item._generate_gridspecs(figure, _container_gs)
+
+    def _remove_sub_composition_background(self):
         """
-        Draw all plots in the composition
+        Remove the background and margins of subcompositions
+
+        Only the top-most composition can have a background and
+        margin. This prevents edgy interactions.
         """
-        for ps in self.plotspecs:
-            ps.plot.draw()
+        from plotnine import element_blank
+
+        for cmp in self.iter_sub_compositions():
+            cmp.theme = cmp.theme + theme(
+                plot_margin=0, plot_background=element_blank()
+            )
 
     def show(self):
         """
@@ -517,28 +526,46 @@ def draw(self, *, show: bool = False) -> Figure:
         :
             Matplotlib figure
         """
-        # NOTE: This method is not recursive though considering the order in
-        # which the methods are called we may expect it to be.
-        # The outmost composition has a list (the plotspecs created recursively
-        # in ._create_figure), so we can draw all the plots.
-        # Consider a refactoring.
         from .._mpl.layout_manager import PlotnineCompositionLayoutEngine
 
-        with plot_composition_context(self, show):
-            figure = self._setup()
-            self._draw_plots()
-            self.theme._setup(
-                self.figure,
+        def _draw(cmp):
+            figure = cmp._setup()
+            cmp._draw_plots()
+            cmp.theme._setup(
+                cmp.figure,
                 None,
-                self.annotation.title,
-                self.annotation.subtitle,
+                cmp.annotation.title,
+                cmp.annotation.subtitle,
             )
-            self._draw_annotation()
-            self._draw_composition_background()
+            cmp._draw_annotation()
+            cmp._draw_composition_background()
+
+            for sub_cmp in cmp.iter_sub_compositions():
+                _draw(sub_cmp)
+                sub_cmp.theme.apply()
+
+            return figure
+
+        # As the plot border and plot background apply to the entire
+        # composition and not the sub compositions, the theme of the
+        # whole composition is applied last (outside _draw).
+        with plot_composition_context(self, show):
+            figure = _draw(self)
             self.theme.apply()
             figure.set_layout_engine(PlotnineCompositionLayoutEngine(self))
+
         return figure
 
+    def _draw_plots(self):
+        """
+        Draw all plots in the composition
+        """
+        from plotnine import ggplot
+
+        for item in self:
+            if isinstance(item, ggplot):
+                item.draw()
+
     def _draw_composition_background(self):
         """
         Draw the background rectangle of the composition
diff --git a/plotnine/composition/_plotspec.py b/plotnine/composition/_plotspec.py
deleted file mode 100644
index 7a7a69f5bc..0000000000
--- a/plotnine/composition/_plotspec.py
+++ /dev/null
@@ -1,36 +0,0 @@
-from __future__ import annotations
-
-from dataclasses import dataclass
-from typing import TYPE_CHECKING
-
-if TYPE_CHECKING:
-    from matplotlib.figure import Figure
-
-    from plotnine._mpl.gridspec import p9GridSpec
-    from plotnine.ggplot import ggplot
-
-
-@dataclass
-class plotspec:
-    """
-    Plot Specification
-    """
-
-    plot: ggplot
-    """
-    Plot
-    """
-
-    figure: Figure
-    """
-    Figure in which the draw the plot
-    """
-
-    gridspec: p9GridSpec
-    """
-    The gridspec in which the plot is drawn
-    """
-
-    def __post_init__(self):
-        self.plot.figure = self.figure
-        self.plot._gridspec = self.gridspec

From f732b49b15dfcd5be0feeb777d53be1ce8b8c409 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Thu, 23 Oct 2025 17:03:41 +0300
Subject: [PATCH 16/24] Use gridspec & sub_gridspec for well defined roles

---
 .../layout_manager/_composition_side_space.py | 18 +++--------
 plotnine/_mpl/layout_manager/_engine.py       |  6 ++--
 plotnine/_mpl/layout_manager/_layout_tree.py  | 18 +++++------
 .../_mpl/layout_manager/_plot_layout_items.py |  4 +--
 .../_mpl/layout_manager/_plot_side_space.py   | 16 +++-------
 plotnine/_mpl/layout_manager/_side_space.py   | 14 ++++----
 plotnine/animation.py                         | 25 ++++++++-------
 plotnine/composition/_compose.py              | 27 +++++++++-------
 plotnine/composition/_types.py                | 16 ----------
 plotnine/facets/facet.py                      | 19 ++++++-----
 plotnine/facets/facet_grid.py                 |  2 +-
 plotnine/ggplot.py                            | 32 ++++++++++++++++---
 12 files changed, 97 insertions(+), 100 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_composition_side_space.py b/plotnine/_mpl/layout_manager/_composition_side_space.py
index da25cb4475..8260ad7261 100644
--- a/plotnine/_mpl/layout_manager/_composition_side_space.py
+++ b/plotnine/_mpl/layout_manager/_composition_side_space.py
@@ -1,13 +1,11 @@
 from __future__ import annotations
 
-from functools import cached_property
 from typing import TYPE_CHECKING
 
 from ._composition_layout_items import CompositionLayoutItems
 from ._side_space import GridSpecParams, _side_space
 
 if TYPE_CHECKING:
-    from plotnine._mpl.gridspec import p9GridSpec
     from plotnine.composition._compose import Compose
 
 
@@ -18,15 +16,9 @@ class _composition_side_space(_side_space):
 
     def __init__(self, items: CompositionLayoutItems):
         self.items = items
+        self.gridspec = items.cmp._gridspec
         self._calculate()
 
-    @cached_property
-    def gs(self) -> p9GridSpec:
-        """
-        The gridspec of the composition
-        """
-        return self.items.cmp._gridspec
-
 
 class composition_left_space(_composition_side_space):
     plot_margin: float = 0
@@ -49,7 +41,7 @@ def offset(self) -> float:
         (0, 0)----------------
 
         """
-        return self.gs.bbox_relative.x0
+        return self.gridspec.bbox_relative.x0
 
     def x1(self, item: str) -> float:
         """
@@ -120,7 +112,7 @@ def offset(self):
         (0, 0)---------------
 
         """
-        return self.gs.bbox_relative.x1 - 1
+        return self.gridspec.bbox_relative.x1 - 1
 
     def x1(self, item: str) -> float:
         """
@@ -217,7 +209,7 @@ def offset(self) -> float:
              |                |
         (0, 0)----------------
         """
-        return self.gs.bbox_relative.y1 - 1
+        return self.gridspec.bbox_relative.y1 - 1
 
     def y1(self, item: str) -> float:
         """
@@ -305,7 +297,7 @@ def offset(self) -> float:
              |       v        |
         (0, 0)----------------
         """
-        return self.gs.bbox_relative.y0
+        return self.gridspec.bbox_relative.y0
 
     def y1(self, item: str) -> float:
         """
diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index a0910ddac5..28dc6b0f2d 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -43,7 +43,7 @@ def execute(self, fig: Figure):
             spaces = PlotLayoutSpaces(self.plot)
 
         gsparams = spaces.get_gridspec_params()
-        self.plot.facet._gridspec.update_params_and_artists(gsparams)
+        self.plot._sub_gridspec.update_params_and_artists(gsparams)
         spaces.items._adjust_positions(spaces)
 
 
@@ -67,7 +67,7 @@ def execute(self, fig: Figure):
         def _do_cmp(cmp):
             cmp_spaces = CompositionLayoutSpaces(cmp)
             gsparams = cmp_spaces.get_gridspec_params()
-            cmp.items._gridspec.update_params_and_artists(gsparams)
+            cmp._sub_gridspec.update_params_and_artists(gsparams)
             cmp_spaces.items._adjust_positions(cmp_spaces)
 
             for plot in cmp.iter_plots():
@@ -95,5 +95,5 @@ def _do_cmp(cmp):
                     PlotnineWarning,
                 )
                 break
-            plot.facet._gridspec.update_params_and_artists(gsparams)
+            plot._sub_gridspec.update_params_and_artists(gsparams)
             spaces.items._adjust_positions(spaces)
diff --git a/plotnine/_mpl/layout_manager/_layout_tree.py b/plotnine/_mpl/layout_manager/_layout_tree.py
index 84bc6d4234..e6f9cd78e6 100644
--- a/plotnine/_mpl/layout_manager/_layout_tree.py
+++ b/plotnine/_mpl/layout_manager/_layout_tree.py
@@ -111,9 +111,9 @@ class LayoutTree:
     represents.
     """
 
-    gridspec: p9GridSpec = field(init=False, repr=False)
+    sub_gridspec: p9GridSpec = field(init=False, repr=False)
     """
-    Gridspec of the composition
+    Gridspec (nxn) of the composed items
 
     Originally this gridspec occupies all the space available to it so the
     subplots are of equal sizes. As each subplot contains full ggplot,
@@ -126,7 +126,7 @@ class LayoutTree:
     """
 
     def __post_init__(self):
-        self.gridspec = self.cmp.items._gridspec
+        self.sub_gridspec = self.cmp._sub_gridspec
         self.grid = Grid["Node"](
             self.nrow,
             self.ncol,
@@ -279,14 +279,14 @@ def plot_width(self) -> float:
         """
         A width of all plots in this tree/composition
         """
-        return self.gridspec.width
+        return self.sub_gridspec.width
 
     @property
     def plot_height(self) -> float:
         """
         A height of all plots in this tree/composition
         """
-        return self.gridspec.height
+        return self.sub_gridspec.height
 
     @property
     def panel_widths(self) -> Sequence[float]:
@@ -320,7 +320,7 @@ def plot_widths(self) -> Sequence[float]:
 
         For each column, the representative width is that of the widest plot.
         """
-        w = self.gridspec.width / self.ncol
+        w = self.sub_gridspec.width / self.ncol
         return [
             max([node.plot_width if node else w for node in col])
             for col in self.grid.iter_cols()
@@ -333,7 +333,7 @@ def plot_heights(self) -> Sequence[float]:
 
         For each row, the representative height is that of the tallest plot.
         """
-        h = self.gridspec.height / self.nrow
+        h = self.sub_gridspec.height / self.nrow
         return [
             max([node.plot_height if node else h for node in row])
             for row in self.grid.iter_rows()
@@ -539,7 +539,7 @@ def resize_widths(self):
         non_panel_space = np.array(self.plot_widths) - self.panel_widths
         new_plot_widths = new_panel_widths + non_panel_space
         width_ratios = new_plot_widths / new_plot_widths.max()
-        self.gridspec.set_width_ratios(width_ratios)
+        self.sub_gridspec.set_width_ratios(width_ratios)
 
     def resize_heights(self):
         new_panel_heights = np.mean(self.panel_heights) * np.array(
@@ -548,4 +548,4 @@ def resize_heights(self):
         non_panel_space = np.array(self.plot_heights) - self.panel_heights
         new_plot_heights = new_panel_heights + non_panel_space
         height_ratios = new_plot_heights / new_plot_heights.max()
-        self.gridspec.set_height_ratios(height_ratios)
+        self.sub_gridspec.set_height_ratios(height_ratios)
diff --git a/plotnine/_mpl/layout_manager/_plot_layout_items.py b/plotnine/_mpl/layout_manager/_plot_layout_items.py
index a54f858c3a..548ab5f3f4 100644
--- a/plotnine/_mpl/layout_manager/_plot_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_plot_layout_items.py
@@ -536,7 +536,7 @@ def set_legends_position(legends: legend_artists, spaces: PlotLayoutSpaces):
     """
     Place legend on the figure and justify is a required
     """
-    panels_gs = spaces.plot.facet._gridspec
+    panels_gs = spaces.plot._sub_gridspec
     params = panels_gs.get_subplot_params()
     transFigure = spaces.plot.figure.transFigure
 
@@ -615,7 +615,7 @@ def set_plot_tag_position(tag: Text, spaces: PlotLayoutSpaces):
     Set the postion of the plot_tag
     """
     theme = spaces.plot.theme
-    panels_gs = spaces.plot.facet._gridspec
+    panels_gs = spaces.plot._sub_gridspec
     location: TagLocation = theme.getp("plot_tag_location")
     position: TagPosition = theme.getp("plot_tag_position")
     margin = theme.get_margin("plot_tag")
diff --git a/plotnine/_mpl/layout_manager/_plot_side_space.py b/plotnine/_mpl/layout_manager/_plot_side_space.py
index 9468d9cc11..f32167051c 100644
--- a/plotnine/_mpl/layout_manager/_plot_side_space.py
+++ b/plotnine/_mpl/layout_manager/_plot_side_space.py
@@ -33,6 +33,7 @@ class _plot_side_space(_side_space):
 
     def __init__(self, items: PlotLayoutItems):
         self.items = items
+        self.gridspec = items.plot._gridspec
         self._calculate()
 
     @cached_property
@@ -64,13 +65,6 @@ def legend_height(self) -> float:
         """
         return self._legend_size[1]
 
-    @cached_property
-    def gs(self) -> p9GridSpec:
-        """
-        The gridspec of the plot
-        """
-        return self.items.plot._gridspec
-
     @property
     def has_tag(self) -> bool:
         """
@@ -271,7 +265,7 @@ def offset(self) -> float:
         (0, 0)----------------
 
         """
-        return self.gs.bbox_relative.x0
+        return self.gridspec.bbox_relative.x0
 
     def x1(self, item: str) -> float:
         """
@@ -376,7 +370,7 @@ def offset(self):
         (0, 0)---------------
 
         """
-        return self.gs.bbox_relative.x1 - 1
+        return self.gridspec.bbox_relative.x1 - 1
 
     def x1(self, item: str) -> float:
         """
@@ -504,7 +498,7 @@ def offset(self) -> float:
              |                |
         (0, 0)----------------
         """
-        return self.gs.bbox_relative.y1 - 1
+        return self.gridspec.bbox_relative.y1 - 1
 
     def y1(self, item: str) -> float:
         """
@@ -650,7 +644,7 @@ def offset(self) -> float:
              |       v        |
         (0, 0)----------------
         """
-        return self.gs.bbox_relative.y0
+        return self.gridspec.bbox_relative.y0
 
     def y1(self, item: str) -> float:
         """
diff --git a/plotnine/_mpl/layout_manager/_side_space.py b/plotnine/_mpl/layout_manager/_side_space.py
index 08d75cbd58..31b51add1f 100644
--- a/plotnine/_mpl/layout_manager/_side_space.py
+++ b/plotnine/_mpl/layout_manager/_side_space.py
@@ -11,7 +11,7 @@
 
 from __future__ import annotations
 
-from abc import ABC, abstractmethod
+from abc import ABC
 from dataclasses import dataclass
 from functools import cached_property
 from typing import TYPE_CHECKING, cast
@@ -60,6 +60,11 @@ class _side_space(ABC):
     The amount of space for each artist is computed in figure coordinates.
     """
 
+    gridspec: p9GridSpec
+    """
+    The gridspec (1x1) of the plot or composition
+    """
+
     def _calculate(self):
         """
         Calculate the space taken up by each artist
@@ -112,13 +117,6 @@ def sum_incl(self, item: str) -> float:
         stop = self.parts.index(item) + 1
         return sum(getattr(self, name) for name in self.parts[:stop])
 
-    @cached_property
-    @abstractmethod
-    def gs(self) -> p9GridSpec:
-        """
-        The gridspec of the plot or composition
-        """
-
     @property
     def offset(self) -> float:
         """
diff --git a/plotnine/animation.py b/plotnine/animation.py
index cf882cfdc9..88abc1666d 100644
--- a/plotnine/animation.py
+++ b/plotnine/animation.py
@@ -188,6 +188,7 @@ def check_scale_limits(scales: list[scale], frame_no: int):
                         "different limits from those of the first frame."
                     )
 
+        first_plot: ggplot | None = None
         figure: Figure | None = None
         axs: list[Axes] = []
         artists = []
@@ -198,14 +199,15 @@ def check_scale_limits(scales: list[scale], frame_no: int):
         # onto the figure and axes created by the first ggplot and
         # they create the subsequent frames.
         for frame_no, p in enumerate(plots):
-            if figure is None:
-                figure = p.draw()
-                axs = figure.get_axes()
+            if first_plot is None:
+                first_plot = p
+                figure = first_plot.draw()
+                axs = first_plot.figure.get_axes()
                 initialise_artist_offsets(len(axs))
-                scales = p._build_objs.scales
+                scales = first_plot._build_objs.scales
                 set_scale_limits(scales)
             else:
-                plot = self._draw_animation_plot(p, figure, axs)
+                plot = self._draw_animation_plot(p, first_plot)
                 check_scale_limits(plot.scales, frame_no)
 
             artists.append(get_frame_artists(axs))
@@ -213,14 +215,11 @@ def check_scale_limits(scales: list[scale], frame_no: int):
         if figure is None:
             figure = plt.figure()
 
-        assert figure is not None
         # Prevent Jupyter from plotting any static figure
         plt.close(figure)
         return figure, artists
 
-    def _draw_animation_plot(
-        self, plot: ggplot, figure: Figure, axs: list[Axes]
-    ) -> ggplot:
+    def _draw_animation_plot(self, plot: ggplot, first_plot: ggplot) -> ggplot:
         """
         Draw a plot/frame of the animation
 
@@ -229,10 +228,12 @@ def _draw_animation_plot(
         from ._utils.context import plot_context
 
         plot = deepcopy(plot)
-        plot.figure = figure
-        plot.axs = axs
+        plot.figure = first_plot.figure
+        plot.axs = first_plot.axs
+        plot._gridspec = first_plot._sub_gridspec
+        plot._sub_gridspec = first_plot._sub_gridspec
         with plot_context(plot):
             plot._build()
-            plot.axs = plot.facet.setup(plot)
+            _ = plot.facet.setup(plot)
             plot._draw_layers()
         return plot
diff --git a/plotnine/composition/_compose.py b/plotnine/composition/_compose.py
index cfe7f74b44..ca1675518a 100644
--- a/plotnine/composition/_compose.py
+++ b/plotnine/composition/_compose.py
@@ -16,7 +16,7 @@
 from .._utils.quarto import is_knitr_engine, is_quarto_environment
 from ..composition._plot_annotation import plot_annotation
 from ..composition._plot_layout import plot_layout
-from ..composition._types import ComposeAddable, CompositionItems
+from ..composition._types import ComposeAddable
 from ..options import get_option
 
 if TYPE_CHECKING:
@@ -103,28 +103,33 @@ class Compose:
     """
     Gridspec (1x1) that contains the annotations and the composition items
 
+    plot_layout's theme parameter affects this gridspec.
+    """
+
+    _sub_gridspec: p9GridSpec
+    """
+    Gridspec (nxn) that contains the composed [ggplot | Compose] items
+
      -------------------
-    |  title            |<----- This one
+    |  title            |<----- ._gridspec
     |  subtitle         |
     |                   |
     |   -------------   |
-    |  |      |      |<-+----- .items._gridspec
+    |  |      |      |<-+------ ._sub_gridspec
     |  |      |      |  |
     |   -------------   |
     |                   |
-    |  caption          |
+    |           caption |
      -------------------
-
-    plot_layout's theme parameter affects this gridspec.
     """
 
     def __init__(self, items: list[ggplot | Compose]):
         # The way we handle the plots has consequences that would
         # prevent having a duplicate plot in the composition.
         # Using copies prevents this.
-        self.items = CompositionItems(
-            [op if isinstance(op, Compose) else deepcopy(op) for op in items]
-        )
+        self.items = [
+            op if isinstance(op, Compose) else deepcopy(op) for op in items
+        ]
 
         self._layout = plot_layout()
         """
@@ -459,7 +464,7 @@ def _generate_gridspecs(self, figure: Figure, container_gs: p9GridSpec):
         self.figure = figure
         self._gridspec = container_gs
         self.layout._setup(self)
-        self.items._gridspec = p9GridSpec.from_layout(
+        self._sub_gridspec = p9GridSpec.from_layout(
             self.layout, figure=figure, nest_into=container_gs[0]
         )
 
@@ -467,7 +472,7 @@ def _generate_gridspecs(self, figure: Figure, container_gs: p9GridSpec):
         # "subplot" in the grid. The SubplotSpec is the handle for the
         # area in the grid; it allows us to put a plot or a nested
         # composion in that area.
-        for item, subplot_spec in zip(self, self.items._gridspec):
+        for item, subplot_spec in zip(self, self._sub_gridspec):
             # This container gs will contain a plot or a composition,
             # i.e. it will be assigned to one of:
             #    1. ggplot._gridspec
diff --git a/plotnine/composition/_types.py b/plotnine/composition/_types.py
index a7d94e07f5..bb95739536 100644
--- a/plotnine/composition/_types.py
+++ b/plotnine/composition/_types.py
@@ -3,9 +3,6 @@
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
-    from plotnine import ggplot
-    from plotnine._mpl.gridspec import p9GridSpec
-
     from ._compose import Compose
 
 
@@ -29,16 +26,3 @@ def __radd__(self, other: Compose) -> Compose:
             Compose object
         """
         return other
-
-
-class CompositionItems(list["ggplot | Compose"]):
-    """
-    The items in a composition
-    """
-
-    _gridspec: p9GridSpec
-    """
-    Gridspec (nxm) that contains the composition items
-
-    plot_layout's widths & heights parameters affect this gridspec.
-    """
diff --git a/plotnine/facets/facet.py b/plotnine/facets/facet.py
index 4809cca816..ae784d8768 100644
--- a/plotnine/facets/facet.py
+++ b/plotnine/facets/facet.py
@@ -93,7 +93,6 @@ class facet:
 
     # Axes
     axs: list[Axes]
-    _gridspec: p9GridSpec
 
     # ggplot object that the facet belongs to
     plot: ggplot
@@ -144,15 +143,15 @@ def setup(self, plot: ggplot):
         self.figure = plot.figure
 
         if hasattr(plot, "axs"):
-            self.axs = plot.axs
+            gs, self.axs = plot._sub_gridspec, plot.axs
         else:
-            self.axs = self._make_axes()
+            gs, self.axs = self._make_axes()
 
         self.coordinates = plot.coordinates
         self.theme = plot.theme
         self.layout.axs = self.axs
         self.strips = Strips.from_facet(self)
-        return self.axs
+        return gs, self.axs
 
     def setup_data(self, data: list[pd.DataFrame]) -> list[pd.DataFrame]:
         """
@@ -378,7 +377,7 @@ def __deepcopy__(self, memo: dict[Any, Any]) -> facet:
 
         return result
 
-    def _get_panels_gridspec(self) -> p9GridSpec:
+    def _make_gridspec(self):
         """
         Create gridspec for the panels
         """
@@ -388,19 +387,19 @@ def _get_panels_gridspec(self) -> p9GridSpec:
             self.nrow, self.ncol, self.figure, nest_into=self.plot._gridspec[0]
         )
 
-    def _make_axes(self) -> list[Axes]:
+    def _make_axes(self) -> tuple[p9GridSpec, list[Axes]]:
         """
         Create and return subplot axes
         """
+
         num_panels = len(self.layout.layout)
         axsarr = np.empty((self.nrow, self.ncol), dtype=object)
-
-        self._gridspec = self._get_panels_gridspec()
+        gs = self._make_gridspec()
 
         # Create axes
         it = itertools.product(range(self.nrow), range(self.ncol))
         for i, (row, col) in enumerate(it):
-            axsarr[row, col] = self.figure.add_subplot(self._gridspec[i])
+            axsarr[row, col] = self.figure.add_subplot(gs[i])
 
         # Rearrange axes
         # They are ordered to match the positions in the layout table
@@ -421,7 +420,7 @@ def _make_axes(self) -> list[Axes]:
         for ax in axs[num_panels:]:
             self.figure.delaxes(ax)
         axs = axs[:num_panels]
-        return list(axs)
+        return gs, list(axs)
 
     def _aspect_ratio(self) -> Optional[float]:
         """
diff --git a/plotnine/facets/facet_grid.py b/plotnine/facets/facet_grid.py
index 980f157e4f..cce4c95dca 100644
--- a/plotnine/facets/facet_grid.py
+++ b/plotnine/facets/facet_grid.py
@@ -107,7 +107,7 @@ def __init__(
         self.space = space
         self.margins = margins
 
-    def _get_panels_gridspec(self):
+    def _make_gridspec(self):
         """
         Create gridspec for the panels
         """
diff --git a/plotnine/ggplot.py b/plotnine/ggplot.py
index 52dc9dba44..f7f6851b84 100755
--- a/plotnine/ggplot.py
+++ b/plotnine/ggplot.py
@@ -105,6 +105,29 @@ class ggplot:
     figure: Figure
     axs: list[Axes]
     _gridspec: p9GridSpec
+    """
+    Gridspec (1x1) that contains the whole plot
+    """
+
+    _sub_gridspec: p9GridSpec
+    """
+    Gridspec (nxn) that contains the facet panels
+
+     -------------------------
+    |  title                  |<----- ._gridspec
+    |  subtitle               |
+    |                         |
+    |   -------------         |
+    |  |      |      |<-------+------ ._sub_gridspec
+    |  |      |      |        |
+    |  |      |      | legend |
+    |   -------------         |
+    |   axis_ticks            |
+    |   axis_text             |
+    |   axis_title            |
+    |                 caption |
+     -------------------------
+    """
 
     def __init__(
         self,
@@ -324,7 +347,7 @@ def draw(self, *, show: bool = False) -> Figure:
             self._build()
 
             # setup
-            self.axs = self.facet.setup(self)
+            self._sub_gridspec, self.axs = self.facet.setup(self)
             self.guides._setup(self)
             self.theme._setup(
                 figure,
@@ -352,9 +375,7 @@ def _setup(self) -> Figure:
         """
         Setup this instance for the building process
         """
-        if not hasattr(self, "figure"):
-            self._create_figure()
-
+        self._create_figure()
         self.labels.add_defaults(self.mapping.labels)
         return self.figure
 
@@ -362,6 +383,9 @@ def _create_figure(self):
         """
         Create gridspec for the panels
         """
+        if hasattr(self, "figure"):
+            return
+
         import matplotlib.pyplot as plt
 
         from ._mpl.gridspec import p9GridSpec

From 97872fe7ecbc20e06b9fd7eaf28deedd675c0d95 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Thu, 23 Oct 2025 19:04:35 +0300
Subject: [PATCH 17/24] Rename *LayoutSpaces to *SideSpaces

---
 .../_composition_layout_items.py               |  6 +++---
 .../layout_manager/_composition_side_space.py  |  2 +-
 plotnine/_mpl/layout_manager/_engine.py        | 12 ++++++------
 plotnine/_mpl/layout_manager/_layout_tree.py   | 18 +++++++++---------
 .../_mpl/layout_manager/_plot_layout_items.py  | 12 ++++++------
 .../_mpl/layout_manager/_plot_side_space.py    |  2 +-
 6 files changed, 26 insertions(+), 26 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_composition_layout_items.py b/plotnine/_mpl/layout_manager/_composition_layout_items.py
index 0b5c510241..d6c2dffd0c 100644
--- a/plotnine/_mpl/layout_manager/_composition_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_composition_layout_items.py
@@ -16,7 +16,7 @@
 
     from plotnine.composition._compose import Compose
 
-    from ._composition_side_space import CompositionLayoutSpaces
+    from ._composition_side_space import CompositionSideSpaces
 
 
 @dataclass
@@ -48,7 +48,7 @@ def get(name: str) -> Any:
     def _is_blank(self, name: str) -> bool:
         return self.cmp.theme.T.is_blank(name)
 
-    def _adjust_positions(self, spaces: CompositionLayoutSpaces):
+    def _adjust_positions(self, spaces: CompositionSideSpaces):
         theme = self.cmp.theme
         plot_title_position = theme.getp("plot_title_position", "panel")
         plot_caption_position = theme.getp("plot_caption_position", "panel")
@@ -81,7 +81,7 @@ class CompositionTextJustifier(TextJustifier):
     Justify Text about a composition or it's panels
     """
 
-    def __init__(self, spaces: CompositionLayoutSpaces):
+    def __init__(self, spaces: CompositionSideSpaces):
         boundaries = JustifyBoundaries(
             plot_left=spaces.l.composition_left,
             plot_right=spaces.r.composition_right,
diff --git a/plotnine/_mpl/layout_manager/_composition_side_space.py b/plotnine/_mpl/layout_manager/_composition_side_space.py
index 8260ad7261..0a950b4491 100644
--- a/plotnine/_mpl/layout_manager/_composition_side_space.py
+++ b/plotnine/_mpl/layout_manager/_composition_side_space.py
@@ -341,7 +341,7 @@ def composition_panel_bottom(self):
         return self.composition_bottom
 
 
-class CompositionLayoutSpaces:
+class CompositionSideSpaces:
     gsparams: GridSpecParams
     """Grid spacing btn panels w.r.t figure"""
 
diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index 28dc6b0f2d..2a16f65d3d 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -6,9 +6,9 @@
 from matplotlib.layout_engine import LayoutEngine
 
 from ...exceptions import PlotnineWarning
-from ._composition_side_space import CompositionLayoutSpaces
+from ._composition_side_space import CompositionSideSpaces
 from ._layout_tree import LayoutTree
-from ._plot_side_space import PlotLayoutSpaces
+from ._plot_side_space import PlotSideSpaces
 
 if TYPE_CHECKING:
     from matplotlib.figure import Figure
@@ -40,7 +40,7 @@ def execute(self, fig: Figure):
         renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
 
         with getattr(renderer, "_draw_disabled", nullcontext)():
-            spaces = PlotLayoutSpaces(self.plot)
+            spaces = PlotSideSpaces(self.plot)
 
         gsparams = spaces.get_gridspec_params()
         self.plot._sub_gridspec.update_params_and_artists(gsparams)
@@ -62,16 +62,16 @@ def execute(self, fig: Figure):
         from contextlib import nullcontext
 
         renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
-        lookup_spaces: dict[ggplot, PlotLayoutSpaces] = {}
+        lookup_spaces: dict[ggplot, PlotSideSpaces] = {}
 
         def _do_cmp(cmp):
-            cmp_spaces = CompositionLayoutSpaces(cmp)
+            cmp_spaces = CompositionSideSpaces(cmp)
             gsparams = cmp_spaces.get_gridspec_params()
             cmp._sub_gridspec.update_params_and_artists(gsparams)
             cmp_spaces.items._adjust_positions(cmp_spaces)
 
             for plot in cmp.iter_plots():
-                lookup_spaces[plot] = PlotLayoutSpaces(plot)
+                lookup_spaces[plot] = PlotSideSpaces(plot)
 
             for sub_cmp in cmp.iter_sub_compositions():
                 _do_cmp(sub_cmp)
diff --git a/plotnine/_mpl/layout_manager/_layout_tree.py b/plotnine/_mpl/layout_manager/_layout_tree.py
index e6f9cd78e6..d76440aa0e 100644
--- a/plotnine/_mpl/layout_manager/_layout_tree.py
+++ b/plotnine/_mpl/layout_manager/_layout_tree.py
@@ -8,7 +8,7 @@
 
 from ._grid import Grid
 from ._plot_side_space import (
-    PlotLayoutSpaces,
+    PlotSideSpaces,
     bottom_space,
     left_space,
     right_space,
@@ -28,7 +28,7 @@
     )
     from plotnine.composition import Compose
 
-    Node: TypeAlias = "PlotLayoutSpaces | LayoutTree"
+    Node: TypeAlias = "PlotSideSpaces | LayoutTree"
 
 
 @dataclass
@@ -105,7 +105,7 @@ class LayoutTree:
     Composition that this tree represents
     """
 
-    nodes: list[PlotLayoutSpaces | LayoutTree]
+    nodes: list[PlotSideSpaces | LayoutTree]
     """
     The spaces or tree of spaces in the composition that the tree
     represents.
@@ -151,7 +151,7 @@ def nrow(self) -> int:
     @staticmethod
     def create(
         cmp: Compose,
-        lookup_spaces: dict[ggplot, PlotLayoutSpaces],
+        lookup_spaces: dict[ggplot, PlotSideSpaces],
     ) -> LayoutTree:
         """
         Create a LayoutTree for this composition
@@ -171,7 +171,7 @@ def create(
         from plotnine import ggplot
 
         # Create subtree
-        nodes: list[PlotLayoutSpaces | LayoutTree] = []
+        nodes: list[PlotSideSpaces | LayoutTree] = []
         for item in cmp:
             if isinstance(item, ggplot):
                 nodes.append(lookup_spaces[item])
@@ -360,7 +360,7 @@ def panel_height_ratios(self) -> Sequence[float]:
     def bottom_spaces_in_row(self, r: int) -> list[bottom_space]:
         spaces: list[bottom_space] = []
         for node in self.grid[r, :]:
-            if isinstance(node, PlotLayoutSpaces):
+            if isinstance(node, PlotSideSpaces):
                 spaces.append(node.b)
             elif isinstance(node, LayoutTree):
                 spaces.extend(node.bottom_most_spaces)
@@ -369,7 +369,7 @@ def bottom_spaces_in_row(self, r: int) -> list[bottom_space]:
     def top_spaces_in_row(self, r: int) -> list[top_space]:
         spaces: list[top_space] = []
         for node in self.grid[r, :]:
-            if isinstance(node, PlotLayoutSpaces):
+            if isinstance(node, PlotSideSpaces):
                 spaces.append(node.t)
             elif isinstance(node, LayoutTree):
                 spaces.extend(node.top_most_spaces)
@@ -378,7 +378,7 @@ def top_spaces_in_row(self, r: int) -> list[top_space]:
     def left_spaces_in_col(self, c: int) -> list[left_space]:
         spaces: list[left_space] = []
         for node in self.grid[:, c]:
-            if isinstance(node, PlotLayoutSpaces):
+            if isinstance(node, PlotSideSpaces):
                 spaces.append(node.l)
             elif isinstance(node, LayoutTree):
                 spaces.extend(node.left_most_spaces)
@@ -387,7 +387,7 @@ def left_spaces_in_col(self, c: int) -> list[left_space]:
     def right_spaces_in_col(self, c: int) -> list[right_space]:
         spaces: list[right_space] = []
         for node in self.grid[:, c]:
-            if isinstance(node, PlotLayoutSpaces):
+            if isinstance(node, PlotSideSpaces):
                 spaces.append(node.r)
             elif isinstance(node, LayoutTree):
                 spaces.extend(node.right_most_spaces)
diff --git a/plotnine/_mpl/layout_manager/_plot_layout_items.py b/plotnine/_mpl/layout_manager/_plot_layout_items.py
index 548ab5f3f4..f257f41dab 100644
--- a/plotnine/_mpl/layout_manager/_plot_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_plot_layout_items.py
@@ -37,7 +37,7 @@
         StripPosition,
     )
 
-    from ._plot_side_space import PlotLayoutSpaces
+    from ._plot_side_space import PlotSideSpaces
 
     AxesLocation: TypeAlias = Literal[
         "all", "first_row", "last_row", "first_col", "last_col"
@@ -338,7 +338,7 @@ def axis_text_x_right_protrusion(self, location: AxesLocation) -> float:
 
         return max(extras) if len(extras) else 0
 
-    def _adjust_positions(self, spaces: PlotLayoutSpaces):
+    def _adjust_positions(self, spaces: PlotSideSpaces):
         """
         Set the x,y position of the artists around the panels
         """
@@ -518,7 +518,7 @@ class PlotTextJustifier(TextJustifier):
     Justify Text about a plot or it's panels
     """
 
-    def __init__(self, spaces: PlotLayoutSpaces):
+    def __init__(self, spaces: PlotSideSpaces):
         boundaries = JustifyBoundaries(
             plot_left=spaces.l.plot_left,
             plot_right=spaces.r.plot_right,
@@ -532,7 +532,7 @@ def __init__(self, spaces: PlotLayoutSpaces):
         super().__init__(spaces.plot.figure, boundaries)
 
 
-def set_legends_position(legends: legend_artists, spaces: PlotLayoutSpaces):
+def set_legends_position(legends: legend_artists, spaces: PlotSideSpaces):
     """
     Place legend on the figure and justify is a required
     """
@@ -610,7 +610,7 @@ def set_position(
             set_position(l.box, l.position, l.justification, transPanels)
 
 
-def set_plot_tag_position(tag: Text, spaces: PlotLayoutSpaces):
+def set_plot_tag_position(tag: Text, spaces: PlotSideSpaces):
     """
     Set the postion of the plot_tag
     """
@@ -671,7 +671,7 @@ def set_plot_tag_position(tag: Text, spaces: PlotLayoutSpaces):
     tag.set_position(position)
 
 
-def set_plot_tag_position_in_margin(tag: Text, spaces: PlotLayoutSpaces):
+def set_plot_tag_position_in_margin(tag: Text, spaces: PlotSideSpaces):
     """
     Place the tag in an inner margin around the plot
 
diff --git a/plotnine/_mpl/layout_manager/_plot_side_space.py b/plotnine/_mpl/layout_manager/_plot_side_space.py
index f32167051c..18b38323c5 100644
--- a/plotnine/_mpl/layout_manager/_plot_side_space.py
+++ b/plotnine/_mpl/layout_manager/_plot_side_space.py
@@ -691,7 +691,7 @@ def tag_height(self):
         )
 
 
-class PlotLayoutSpaces:
+class PlotSideSpaces:
     """
     Compute the all the spaces required in the layout
 

From 1d8ae43b85265dffce872268558e7d17d497cf41 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Sat, 25 Oct 2025 18:10:42 +0300
Subject: [PATCH 18/24] Use horizontal/vertical_space methods to resize
 compositions

---
 .../layout_manager/_composition_side_space.py | 14 ++++
 plotnine/_mpl/layout_manager/_layout_tree.py  | 68 ++++++++++++++-----
 .../_mpl/layout_manager/_plot_side_space.py   | 16 +++++
 3 files changed, 81 insertions(+), 17 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_composition_side_space.py b/plotnine/_mpl/layout_manager/_composition_side_space.py
index 0a950b4491..51b68f7223 100644
--- a/plotnine/_mpl/layout_manager/_composition_side_space.py
+++ b/plotnine/_mpl/layout_manager/_composition_side_space.py
@@ -371,3 +371,17 @@ def get_gridspec_params(self) -> GridSpecParams:
             0,
         )
         return self.gsparams
+
+    @property
+    def horizontal_space(self) -> float:
+        """
+        Horizontal non-panel space [figure dimensions]
+        """
+        return self.l.total + self.r.total
+
+    @property
+    def vertical_space(self) -> float:
+        """
+        Vertical non-panel space [figure dimensions]
+        """
+        return self.t.total + self.b.total
diff --git a/plotnine/_mpl/layout_manager/_layout_tree.py b/plotnine/_mpl/layout_manager/_layout_tree.py
index d76440aa0e..65927403f1 100644
--- a/plotnine/_mpl/layout_manager/_layout_tree.py
+++ b/plotnine/_mpl/layout_manager/_layout_tree.py
@@ -7,13 +7,7 @@
 import numpy as np
 
 from ._grid import Grid
-from ._plot_side_space import (
-    PlotSideSpaces,
-    bottom_space,
-    left_space,
-    right_space,
-    top_space,
-)
+from ._plot_side_space import PlotSideSpaces
 
 if TYPE_CHECKING:
     from typing import Sequence, TypeAlias
@@ -288,10 +282,47 @@ def plot_height(self) -> float:
         """
         return self.sub_gridspec.height
 
+    @property
+    def horizontal_space(self) -> float:
+        """
+        Horizontal non-panel space in this composition
+        """
+        return sum(self.horizontal_spaces)
+
+    @property
+    def vertical_space(self) -> float:
+        """
+        Vertical non-panel space in this composition
+        """
+        return sum(self.vertical_spaces)
+
+    @property
+    def horizontal_spaces(self) -> Sequence[float]:
+        """
+        Horizontal non-panel space by column
+
+        For each column, the representative number for the horizontal
+        space to left & right of the widest panel.
+        """
+        return list(np.array(self.plot_widths) - self.panel_widths)
+
+    @property
+    def vertical_spaces(self) -> Sequence[float]:
+        """
+        Vertical non-panel space by row
+
+        For each row, the representative number for the vertical
+        space is above & below the tallest panel.
+        """
+        return list(np.array(self.plot_heights) - self.panel_heights)
+
     @property
     def panel_widths(self) -> Sequence[float]:
         """
-        Widths [figure space] of the panels along horizontal dimension
+        Widths [figure space] of panels by column
+
+        For each column, the representative number for the panel width
+        is the maximum width among all panels in the column.
         """
         # This method is used after aligning the panels. Therefore, the
         # wides panel_width (i.e. max()) is the good representative width
@@ -305,7 +336,10 @@ def panel_widths(self) -> Sequence[float]:
     @property
     def panel_heights(self) -> Sequence[float]:
         """
-        Heights [figure space] of the panels along vertical dimension
+        Heights [figure space] of panels by row
+
+        For each row, the representative number for the panel height
+        is the maximum height among all panels in the row.
         """
         h = self.plot_height / self.nrow
         return [
@@ -316,9 +350,10 @@ def panel_heights(self) -> Sequence[float]:
     @property
     def plot_widths(self) -> Sequence[float]:
         """
-        Widths [figure space] of the plots along horizontal dimension
+        Widths [figure space] of the plots by column
 
-        For each column, the representative width is that of the widest plot.
+        For each column, the representative number is the width of
+        the widest plot.
         """
         w = self.sub_gridspec.width / self.ncol
         return [
@@ -331,7 +366,8 @@ def plot_heights(self) -> Sequence[float]:
         """
         Heights [figure space] of the plots along vertical dimension
 
-        For each row, the representative height is that of the tallest plot.
+        For each row, the representative number is the height of
+        the tallest plot.
         """
         h = self.sub_gridspec.height / self.nrow
         return [
@@ -530,14 +566,13 @@ def align_axis_titles(self):
             tree.align_axis_titles()
 
     def resize_widths(self):
-        # The scaling calcuation to get the new panel width is
+        # The scaling calculation to get the new panel width is
         # straight-forward because the ratios have a mean of 1.
         # So the multiplication preserves the total panel width.
         new_panel_widths = np.mean(self.panel_widths) * np.array(
             self.panel_width_ratios
         )
-        non_panel_space = np.array(self.plot_widths) - self.panel_widths
-        new_plot_widths = new_panel_widths + non_panel_space
+        new_plot_widths = new_panel_widths + self.horizontal_spaces
         width_ratios = new_plot_widths / new_plot_widths.max()
         self.sub_gridspec.set_width_ratios(width_ratios)
 
@@ -545,7 +580,6 @@ def resize_heights(self):
         new_panel_heights = np.mean(self.panel_heights) * np.array(
             self.panel_height_ratios
         )
-        non_panel_space = np.array(self.plot_heights) - self.panel_heights
-        new_plot_heights = new_panel_heights + non_panel_space
+        new_plot_heights = new_panel_heights + self.vertical_spaces
         height_ratios = new_plot_heights / new_plot_heights.max()
         self.sub_gridspec.set_height_ratios(height_ratios)
diff --git a/plotnine/_mpl/layout_manager/_plot_side_space.py b/plotnine/_mpl/layout_manager/_plot_side_space.py
index 18b38323c5..1a6d0eb50f 100644
--- a/plotnine/_mpl/layout_manager/_plot_side_space.py
+++ b/plotnine/_mpl/layout_manager/_plot_side_space.py
@@ -794,6 +794,22 @@ def panel_height(self) -> float:
         """
         return self.t.panel_top - self.b.panel_bottom
 
+    @property
+    def horizontal_space(self) -> float:
+        """
+        Horizontal non-panel space [figure dimensions]
+        """
+        # The same as plot_width - panel_width
+        return self.l.total + self.r.total
+
+    @property
+    def vertical_space(self) -> float:
+        """
+        Vertical non-panel space [figure dimensions]
+        """
+        # The same as plot_height - panel_height
+        return self.t.total + self.b.total
+
     def increase_horizontal_plot_margin(self, dw: float):
         """
         Increase the plot_margin to the right & left of the panels

From a9f80b44ef61c93c3385c656f113cfcaf292489b Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Sat, 25 Oct 2025 22:28:02 +0300
Subject: [PATCH 19/24] Reuse PlotLayoutSpaces panel_width & panel_height

---
 .../_mpl/layout_manager/_plot_side_space.py    | 18 ++++++------------
 1 file changed, 6 insertions(+), 12 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_plot_side_space.py b/plotnine/_mpl/layout_manager/_plot_side_space.py
index 1a6d0eb50f..11dfe31265 100644
--- a/plotnine/_mpl/layout_manager/_plot_side_space.py
+++ b/plotnine/_mpl/layout_manager/_plot_side_space.py
@@ -885,9 +885,6 @@ def _calculate_panel_spacing_facet_grid(self) -> tuple[float, float]:
         ncol = self.plot.facet.ncol
         nrow = self.plot.facet.nrow
 
-        left, right = self.l.panel_left, self.r.panel_right
-        top, bottom = self.t.panel_top, self.b.panel_bottom
-
         # Both spacings are specified as fractions of the figure width
         # Multiply the vertical by (W/H) so that the gullies along both
         # directions are equally spaced.
@@ -895,8 +892,8 @@ def _calculate_panel_spacing_facet_grid(self) -> tuple[float, float]:
         self.sh = theme.getp("panel_spacing_y") * self.W / self.H
 
         # width and height of axes as fraction of figure width & height
-        self.w = ((right - left) - self.sw * (ncol - 1)) / ncol
-        self.h = ((top - bottom) - self.sh * (nrow - 1)) / nrow
+        self.w = (self.panel_width - self.sw * (ncol - 1)) / ncol
+        self.h = (self.panel_height - self.sh * (nrow - 1)) / nrow
 
         # Spacing as fraction of axes width & height
         wspace = self.sw / self.w
@@ -913,9 +910,6 @@ def _calculate_panel_spacing_facet_wrap(self) -> tuple[float, float]:
         ncol = facet.ncol
         nrow = facet.nrow
 
-        left, right = self.l.panel_left, self.r.panel_right
-        top, bottom = self.t.panel_top, self.b.panel_bottom
-
         # Both spacings are specified as fractions of the figure width
         self.sw = theme.getp("panel_spacing_x")
         self.sh = theme.getp("panel_spacing_y") * self.W / self.H
@@ -944,8 +938,8 @@ def _calculate_panel_spacing_facet_wrap(self) -> tuple[float, float]:
             ) + self.items.axis_ticks_y_max_width_at("all")
 
         # width and height of axes as fraction of figure width & height
-        self.w = ((right - left) - self.sw * (ncol - 1)) / ncol
-        self.h = ((top - bottom) - self.sh * (nrow - 1)) / nrow
+        self.w = (self.panel_width - self.sw * (ncol - 1)) / ncol
+        self.h = (self.panel_height - self.sh * (nrow - 1)) / nrow
 
         # Spacing as fraction of axes width & height
         wspace = self.sw / self.w
@@ -956,8 +950,8 @@ def _calculate_panel_spacing_facet_null(self) -> tuple[float, float]:
         """
         Calculate spacing parts for facet_null
         """
-        self.w = self.r.panel_right - self.l.panel_left
-        self.h = self.t.panel_top - self.b.panel_bottom
+        self.w = self.panel_width
+        self.h = self.panel_height
         self.sw = 0
         self.sh = 0
         return 0, 0

From 1b32a2b0603c3cbedfc83ec19b700207ff2a612e Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Sat, 25 Oct 2025 23:29:34 +0300
Subject: [PATCH 20/24] Add _sidespaces parameters to ggplot & compose

We are preparing to accurately resize compositions that have
annotations.
---
 .../layout_manager/_composition_side_space.py | 27 +++++++--
 plotnine/_mpl/layout_manager/_engine.py       | 58 +++++++++----------
 plotnine/_mpl/layout_manager/_layout_tree.py  | 44 +++++++++-----
 .../_mpl/layout_manager/_plot_layout_items.py |  2 +-
 .../_mpl/layout_manager/_plot_side_space.py   | 55 ++++++++++++------
 plotnine/_mpl/layout_manager/_side_space.py   | 15 ++++-
 plotnine/composition/_compose.py              |  4 ++
 plotnine/ggplot.py                            |  3 +
 8 files changed, 136 insertions(+), 72 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_composition_side_space.py b/plotnine/_mpl/layout_manager/_composition_side_space.py
index 51b68f7223..5963b1a16b 100644
--- a/plotnine/_mpl/layout_manager/_composition_side_space.py
+++ b/plotnine/_mpl/layout_manager/_composition_side_space.py
@@ -342,8 +342,9 @@ def composition_panel_bottom(self):
 
 
 class CompositionSideSpaces:
-    gsparams: GridSpecParams
-    """Grid spacing btn panels w.r.t figure"""
+    """
+    Compute the spaces required to layout the composition
+    """
 
     def __init__(self, cmp: Compose):
         self.cmp = cmp
@@ -361,8 +362,25 @@ def __init__(self, cmp: Compose):
         self.b = composition_bottom_space(self.items)
         """All subspaces below the bottom of the panels"""
 
-    def get_gridspec_params(self) -> GridSpecParams:
-        self.gsparams = GridSpecParams(
+    def apply(self):
+        """
+        Apply the space calculations to the sub_gridspec
+        """
+        gsparams = self.calculate_gridspec_params()
+        gsparams.validate()
+        self.cmp._sub_gridspec.update_params_and_artists(gsparams)
+
+    def adjust_artist_positions(self):
+        """
+        Set the x,y position of the artists around the compositions
+        """
+        self.items._adjust_positions(self)
+
+    def calculate_gridspec_params(self) -> GridSpecParams:
+        """
+        Grid spacing between compositions w.r.t figure
+        """
+        return GridSpecParams(
             self.l.items_left_relative,
             self.r.items_right_relative,
             self.t.items_top_relative,
@@ -370,7 +388,6 @@ def get_gridspec_params(self) -> GridSpecParams:
             0,
             0,
         )
-        return self.gsparams
 
     @property
     def horizontal_space(self) -> float:
diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index 2a16f65d3d..3d08a42b4a 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -1,11 +1,9 @@
 from __future__ import annotations
 
 from typing import TYPE_CHECKING
-from warnings import warn
 
 from matplotlib.layout_engine import LayoutEngine
 
-from ...exceptions import PlotnineWarning
 from ._composition_side_space import CompositionSideSpaces
 from ._layout_tree import LayoutTree
 from ._plot_side_space import PlotSideSpaces
@@ -40,11 +38,10 @@ def execute(self, fig: Figure):
         renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
 
         with getattr(renderer, "_draw_disabled", nullcontext)():
-            spaces = PlotSideSpaces(self.plot)
+            self.plot._sidespaces = PlotSideSpaces(self.plot)
 
-        gsparams = spaces.get_gridspec_params()
-        self.plot._sub_gridspec.update_params_and_artists(gsparams)
-        spaces.items._adjust_positions(spaces)
+        self.plot._sidespaces.apply()
+        self.plot._sidespaces.adjust_artist_positions()
 
 
 class PlotnineCompositionLayoutEngine(LayoutEngine):
@@ -62,38 +59,41 @@ def execute(self, fig: Figure):
         from contextlib import nullcontext
 
         renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
-        lookup_spaces: dict[ggplot, PlotSideSpaces] = {}
 
-        def _do_cmp(cmp):
-            cmp_spaces = CompositionSideSpaces(cmp)
-            gsparams = cmp_spaces.get_gridspec_params()
-            cmp._sub_gridspec.update_params_and_artists(gsparams)
-            cmp_spaces.items._adjust_positions(cmp_spaces)
+        # Calculate the all sidespaces (recursively)
+        # For the compositions, we have to also update (.apply)
+        # the gridspec so that LayoutTree has the right information
+        # to arrange the plots and resize them (.harmonise).
+        def _calculate_sidespaces(cmp: Compose):
+            cmp._sidespaces = CompositionSideSpaces(cmp)
+            cmp._sidespaces.apply()
 
             for plot in cmp.iter_plots():
-                lookup_spaces[plot] = PlotSideSpaces(plot)
+                plot._sidespaces = PlotSideSpaces(plot)
 
             for sub_cmp in cmp.iter_sub_compositions():
-                _do_cmp(sub_cmp)
+                _calculate_sidespaces(sub_cmp)
 
         # Caculate the space taken up by all plot artists
         with getattr(renderer, "_draw_disabled", nullcontext)():
-            _do_cmp(self.composition)
+            _calculate_sidespaces(self.composition)
 
         # Adjust the size and placements of the plots
-        tree = LayoutTree.create(self.composition, lookup_spaces)
+        tree = LayoutTree.create(self.composition)
         tree.harmonise()
 
-        # Set the final positions of the artists in each plot
-        for plot, spaces in lookup_spaces.items():
-            gsparams = spaces.get_gridspec_params()
-            if not gsparams.valid:
-                warn(
-                    "The layout manager failed, the figure size is too small "
-                    "to contain all the plots. Use theme() increase the "
-                    "figure size and/or reduce the size of the texts.",
-                    PlotnineWarning,
-                )
-                break
-            plot._sub_gridspec.update_params_and_artists(gsparams)
-            spaces.items._adjust_positions(spaces)
+        # Recursively place the artists in both the compositions
+        # and plots in their final position.
+        # First we update (.apply) the plot gridspecs as LayoutTree
+        # has adjusted the sidespaces to their final values.
+        def _adjust_artist_positions(cmp: Compose):
+            cmp._sidespaces.adjust_artist_positions()
+
+            for plot in cmp.iter_plots():
+                plot._sidespaces.apply()
+                plot._sidespaces.adjust_artist_positions()
+
+            for sub_cmp in cmp.iter_sub_compositions():
+                _adjust_artist_positions(sub_cmp)
+
+        _adjust_artist_positions(self.composition)
diff --git a/plotnine/_mpl/layout_manager/_layout_tree.py b/plotnine/_mpl/layout_manager/_layout_tree.py
index 65927403f1..d99350d64b 100644
--- a/plotnine/_mpl/layout_manager/_layout_tree.py
+++ b/plotnine/_mpl/layout_manager/_layout_tree.py
@@ -12,7 +12,6 @@
 if TYPE_CHECKING:
     from typing import Sequence, TypeAlias
 
-    from plotnine import ggplot
     from plotnine._mpl.gridspec import p9GridSpec
     from plotnine._mpl.layout_manager._plot_side_space import (
         bottom_space,
@@ -92,6 +91,26 @@ class LayoutTree:
         LayoutSpaces  LayoutSpaces  LayoutSpaces  LayoutSpaces  LayoutSpaces
 
     Each composition is a tree or subtree
+
+    ## How it works
+
+    Initially (and if the composition does not have annotation texts), the
+    sub_gridspec occupies all the space available to it with the contained
+    items (ggplot / Compose) having equal sizes.
+
+    But if the full plot / composition occupy the same space, their panels
+    may have different sizes because they have to share that space with the
+    texts (title, subtitle, caption, axis title, axis text, tag), legends
+    and plot margins that surround the panels.
+
+    We align the panels, axis titles and tags by adding *_alignment margins;
+    and resize the panels by
+
+    Taking the sizes of these elements into account, we align the panels
+    in the composition by changing the width and/or height of the gridspec.
+
+    The information about the size (width & height) of the panels is in the
+    LayoutSpaces.
     """
 
     cmp: Compose
@@ -105,18 +124,14 @@ class LayoutTree:
     represents.
     """
 
+    gridspec: p9GridSpec = field(init=False, repr=False)
+    """
+    Gridspec (nx1) of the composition
+    """
+
     sub_gridspec: p9GridSpec = field(init=False, repr=False)
     """
     Gridspec (nxn) of the composed items
-
-    Originally this gridspec occupies all the space available to it so the
-    subplots are of equal sizes. As each subplot contains full ggplot,
-    differences in texts and legend sizes may make the panels (panel area)
-    have unequal sizes. We can resize the panels, by changing the height
-    and width ratios of this (composition) gridspec.
-
-    The information about the size (width & height) of the panels is in the
-    LayoutSpaces.
     """
 
     def __post_init__(self):
@@ -143,10 +158,7 @@ def nrow(self) -> int:
         return cast("int", self.cmp.layout.nrow)
 
     @staticmethod
-    def create(
-        cmp: Compose,
-        lookup_spaces: dict[ggplot, PlotSideSpaces],
-    ) -> LayoutTree:
+    def create(cmp: Compose) -> LayoutTree:
         """
         Create a LayoutTree for this composition
 
@@ -168,9 +180,9 @@ def create(
         nodes: list[PlotSideSpaces | LayoutTree] = []
         for item in cmp:
             if isinstance(item, ggplot):
-                nodes.append(lookup_spaces[item])
+                nodes.append(item._sidespaces)
             else:
-                nodes.append(LayoutTree.create(item, lookup_spaces))
+                nodes.append(LayoutTree.create(item))
 
         return LayoutTree(cmp, nodes)
 
diff --git a/plotnine/_mpl/layout_manager/_plot_layout_items.py b/plotnine/_mpl/layout_manager/_plot_layout_items.py
index f257f41dab..c55c1b53f2 100644
--- a/plotnine/_mpl/layout_manager/_plot_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_plot_layout_items.py
@@ -338,7 +338,7 @@ def axis_text_x_right_protrusion(self, location: AxesLocation) -> float:
 
         return max(extras) if len(extras) else 0
 
-    def _adjust_positions(self, spaces: PlotSideSpaces):
+    def _adjust_artist_positions(self, spaces: PlotSideSpaces):
         """
         Set the x,y position of the artists around the panels
         """
diff --git a/plotnine/_mpl/layout_manager/_plot_side_space.py b/plotnine/_mpl/layout_manager/_plot_side_space.py
index 11dfe31265..6722b19687 100644
--- a/plotnine/_mpl/layout_manager/_plot_side_space.py
+++ b/plotnine/_mpl/layout_manager/_plot_side_space.py
@@ -11,6 +11,7 @@
 
 from __future__ import annotations
 
+from copy import copy
 from functools import cached_property
 from typing import TYPE_CHECKING
 
@@ -725,9 +726,6 @@ class PlotSideSpaces:
     sw: float
     """vertical spacing btn panels w.r.t figure"""
 
-    gsparams: GridSpecParams
-    """Grid spacing btn panels w.r.t figure"""
-
     def __init__(self, plot: ggplot):
         self.plot = plot
         self.items = PlotLayoutItems(plot)
@@ -746,10 +744,25 @@ def __init__(self, plot: ggplot):
 
         self.W, self.H = plot.theme.getp("figure_size")
 
-    def get_gridspec_params(self) -> GridSpecParams:
-        # Calculate the gridspec params
-        # (spacing required by mpl)
-        self.gsparams = self._calculate_panel_spacing()
+    def apply(self):
+        """
+        Apply the space calculations to the sub_gridspec
+        """
+        gsparams = self.calculate_gridspec_params()
+        gsparams.validate()
+        self.plot._sub_gridspec.update_params_and_artists(gsparams)
+
+    def adjust_artist_positions(self):
+        """
+        Set the x,y position of the artists around the panels
+        """
+        self.items._adjust_artist_positions(self)
+
+    def calculate_gridspec_params(self) -> GridSpecParams:
+        """
+        Grid spacing between panels w.r.t figure
+        """
+        gsparams = self._calculate_panel_spacing()
 
         # Adjust the spacing parameters for the desired aspect ratio
         # It is simpler to adjust for the aspect ratio than to calculate
@@ -759,12 +772,12 @@ def get_gridspec_params(self) -> GridSpecParams:
             current_ratio = self.aspect_ratio
             if ratio > current_ratio:
                 # Increase aspect ratio, taller panels
-                self._reduce_width(ratio)
+                gsparams = self._reduce_width(gsparams, ratio)
             elif ratio < current_ratio:
                 # Increase aspect ratio, wider panels
-                self._reduce_height(ratio)
+                gsparams = self._reduce_height(gsparams, ratio)
 
-        return self.gsparams
+        return gsparams
 
     @property
     def plot_width(self) -> float:
@@ -956,10 +969,12 @@ def _calculate_panel_spacing_facet_null(self) -> tuple[float, float]:
         self.sh = 0
         return 0, 0
 
-    def _reduce_height(self, ratio: float):
+    def _reduce_height(self, gsparams: GridSpecParams, ratio: float):
         """
         Reduce the height of axes to get the aspect ratio
         """
+        gsparams = copy(gsparams)
+
         # New height w.r.t figure height
         h1 = ratio * self.w * (self.W / self.H)
 
@@ -967,17 +982,20 @@ def _reduce_height(self, ratio: float):
         dh = (self.h - h1) * self.plot.facet.nrow / 2
 
         # Reduce plot area height
-        self.gsparams.top -= dh
-        self.gsparams.bottom += dh
-        self.gsparams.hspace = self.sh / h1
+        gsparams.top -= dh
+        gsparams.bottom += dh
+        gsparams.hspace = self.sh / h1
 
         # Add more vertical plot margin
         self.increase_vertical_plot_margin(dh)
+        return gsparams
 
-    def _reduce_width(self, ratio: float):
+    def _reduce_width(self, gsparams: GridSpecParams, ratio: float):
         """
         Reduce the width of axes to get the aspect ratio
         """
+        gsparams = copy(gsparams)
+
         # New width w.r.t figure width
         w1 = (self.h * self.H) / (ratio * self.W)
 
@@ -985,12 +1003,13 @@ def _reduce_width(self, ratio: float):
         dw = (self.w - w1) * self.plot.facet.ncol / 2
 
         # Reduce width
-        self.gsparams.left += dw
-        self.gsparams.right -= dw
-        self.gsparams.wspace = self.sw / w1
+        gsparams.left += dw
+        gsparams.right -= dw
+        gsparams.wspace = self.sw / w1
 
         # Add more horizontal margin
         self.increase_horizontal_plot_margin(dw)
+        return gsparams
 
     @property
     def aspect_ratio(self) -> float:
diff --git a/plotnine/_mpl/layout_manager/_side_space.py b/plotnine/_mpl/layout_manager/_side_space.py
index 31b51add1f..5a536e676c 100644
--- a/plotnine/_mpl/layout_manager/_side_space.py
+++ b/plotnine/_mpl/layout_manager/_side_space.py
@@ -28,6 +28,12 @@
 # in both directions
 
 
+class GridSpecParamsError(Exception):
+    """
+    Error thrown when there isn't enough space for some panels
+    """
+
+
 @dataclass
 class GridSpecParams:
     """
@@ -41,12 +47,15 @@ class GridSpecParams:
     wspace: float
     hspace: float
 
-    @property
-    def valid(self) -> bool:
+    def validate(self):
         """
         Return True if the params will create a non-empty area
         """
-        return self.top - self.bottom > 0 and self.right - self.left > 0
+        if not (self.top - self.bottom > 0 and self.right - self.left > 0):
+            raise GridSpecParamsError(
+                "The parameters of the gridspec do not create a regular "
+                "rectangle."
+            )
 
 
 class _side_space(ABC):
diff --git a/plotnine/composition/_compose.py b/plotnine/composition/_compose.py
index ca1675518a..9d38ab672a 100644
--- a/plotnine/composition/_compose.py
+++ b/plotnine/composition/_compose.py
@@ -26,6 +26,9 @@
     from matplotlib.figure import Figure
 
     from plotnine._mpl.gridspec import p9GridSpec
+    from plotnine._mpl.layout_manager._composition_side_space import (
+        CompositionSideSpaces,
+    )
     from plotnine.ggplot import PlotAddable, ggplot
     from plotnine.typing import FigureFormat, MimeBundle
 
@@ -122,6 +125,7 @@ class Compose:
     |           caption |
      -------------------
     """
+    _sidespaces: CompositionSideSpaces
 
     def __init__(self, items: list[ggplot | Compose]):
         # The way we handle the plots has consequences that would
diff --git a/plotnine/ggplot.py b/plotnine/ggplot.py
index f7f6851b84..32e04fabea 100755
--- a/plotnine/ggplot.py
+++ b/plotnine/ggplot.py
@@ -53,6 +53,7 @@
 
     from plotnine import watermark
     from plotnine._mpl.gridspec import p9GridSpec
+    from plotnine._mpl.layout_manager._plot_side_space import PlotSideSpaces
     from plotnine.composition import Compose
     from plotnine.coords.coord import coord
     from plotnine.facets.facet import facet
@@ -129,6 +130,8 @@ class ggplot:
      -------------------------
     """
 
+    _sidespaces: PlotSideSpaces
+
     def __init__(
         self,
         data: Optional[DataLike] = None,

From a6626967e508e1f70484ba51d5e2d71e12ce1840 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Mon, 27 Oct 2025 17:49:55 +0300
Subject: [PATCH 21/24] Do not apply annotations of sub_compositions

---
 .../_composition_layout_items.py              |  2 +-
 .../layout_manager/_composition_side_space.py |  6 +-
 plotnine/_mpl/layout_manager/_engine.py       | 62 ++++++-------
 plotnine/_mpl/layout_manager/_layout_tree.py  | 92 ++++++++++++++++---
 .../_mpl/layout_manager/_plot_layout_items.py |  2 +-
 .../_mpl/layout_manager/_plot_side_space.py   |  6 +-
 plotnine/composition/_beside.py               |  2 +-
 plotnine/composition/_compose.py              | 42 ++++-----
 plotnine/composition/_stack.py                |  2 +-
 plotnine/composition/_wrap.py                 |  2 +-
 10 files changed, 134 insertions(+), 84 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/_composition_layout_items.py b/plotnine/_mpl/layout_manager/_composition_layout_items.py
index d6c2dffd0c..fbfca91735 100644
--- a/plotnine/_mpl/layout_manager/_composition_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_composition_layout_items.py
@@ -48,7 +48,7 @@ def get(name: str) -> Any:
     def _is_blank(self, name: str) -> bool:
         return self.cmp.theme.T.is_blank(name)
 
-    def _adjust_positions(self, spaces: CompositionSideSpaces):
+    def _place_artists(self, spaces: CompositionSideSpaces):
         theme = self.cmp.theme
         plot_title_position = theme.getp("plot_title_position", "panel")
         plot_caption_position = theme.getp("plot_caption_position", "panel")
diff --git a/plotnine/_mpl/layout_manager/_composition_side_space.py b/plotnine/_mpl/layout_manager/_composition_side_space.py
index 5963b1a16b..e33237ba86 100644
--- a/plotnine/_mpl/layout_manager/_composition_side_space.py
+++ b/plotnine/_mpl/layout_manager/_composition_side_space.py
@@ -362,7 +362,7 @@ def __init__(self, cmp: Compose):
         self.b = composition_bottom_space(self.items)
         """All subspaces below the bottom of the panels"""
 
-    def apply(self):
+    def resize_gridspec(self):
         """
         Apply the space calculations to the sub_gridspec
         """
@@ -370,11 +370,11 @@ def apply(self):
         gsparams.validate()
         self.cmp._sub_gridspec.update_params_and_artists(gsparams)
 
-    def adjust_artist_positions(self):
+    def place_artists(self):
         """
         Set the x,y position of the artists around the compositions
         """
-        self.items._adjust_positions(self)
+        self.items._place_artists(self)
 
     def calculate_gridspec_params(self) -> GridSpecParams:
         """
diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index 3d08a42b4a..cef055622c 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -40,8 +40,8 @@ def execute(self, fig: Figure):
         with getattr(renderer, "_draw_disabled", nullcontext)():
             self.plot._sidespaces = PlotSideSpaces(self.plot)
 
-        self.plot._sidespaces.apply()
-        self.plot._sidespaces.adjust_artist_positions()
+        self.plot._sidespaces.resize_gridspec()
+        self.plot._sidespaces.place_artists()
 
 
 class PlotnineCompositionLayoutEngine(LayoutEngine):
@@ -54,46 +54,38 @@ class PlotnineCompositionLayoutEngine(LayoutEngine):
 
     def __init__(self, composition: Compose):
         self.composition = composition
+        """
+        Top level composition
+        """
 
     def execute(self, fig: Figure):
         from contextlib import nullcontext
 
         renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
+        cmp = self.composition
 
-        # Calculate the all sidespaces (recursively)
-        # For the compositions, we have to also update (.apply)
-        # the gridspec so that LayoutTree has the right information
-        # to arrange the plots and resize them (.harmonise).
-        def _calculate_sidespaces(cmp: Compose):
+        # Calculate the sidespaces of:
+        #   1. The top composition
+        #   2. All the contained plots (recurvively)
+        with getattr(renderer, "_draw_disabled", nullcontext)():
+            # We have to apply the spaces of the composition before
+            # executing the LayoutTree because it expects the
+            # ._sub_gridspec of the composition to have its final
+            # position and total area.
             cmp._sidespaces = CompositionSideSpaces(cmp)
-            cmp._sidespaces.apply()
+            cmp._sidespaces.resize_gridspec()
 
-            for plot in cmp.iter_plots():
+            for plot in cmp.iter_plots_all():
                 plot._sidespaces = PlotSideSpaces(plot)
 
-            for sub_cmp in cmp.iter_sub_compositions():
-                _calculate_sidespaces(sub_cmp)
-
-        # Caculate the space taken up by all plot artists
-        with getattr(renderer, "_draw_disabled", nullcontext)():
-            _calculate_sidespaces(self.composition)
-
-        # Adjust the size and placements of the plots
-        tree = LayoutTree.create(self.composition)
-        tree.harmonise()
-
-        # Recursively place the artists in both the compositions
-        # and plots in their final position.
-        # First we update (.apply) the plot gridspecs as LayoutTree
-        # has adjusted the sidespaces to their final values.
-        def _adjust_artist_positions(cmp: Compose):
-            cmp._sidespaces.adjust_artist_positions()
-
-            for plot in cmp.iter_plots():
-                plot._sidespaces.apply()
-                plot._sidespaces.adjust_artist_positions()
-
-            for sub_cmp in cmp.iter_sub_compositions():
-                _adjust_artist_positions(sub_cmp)
-
-        _adjust_artist_positions(self.composition)
+        # Adjust the numbers that align the plots, and resize them.
+        tree = LayoutTree.create(cmp)
+        tree.arrange_layout()
+
+        # At this point, the compositions > plots > panels have been
+        # placed in their final positions and have the desired sizes.
+        # We place the artists around them into their final positions.
+        cmp._sidespaces.place_artists()
+        for plot in cmp.iter_plots_all():
+            plot._sidespaces.resize_gridspec()
+            plot._sidespaces.place_artists()
diff --git a/plotnine/_mpl/layout_manager/_layout_tree.py b/plotnine/_mpl/layout_manager/_layout_tree.py
index d99350d64b..d530181af1 100644
--- a/plotnine/_mpl/layout_manager/_layout_tree.py
+++ b/plotnine/_mpl/layout_manager/_layout_tree.py
@@ -124,14 +124,9 @@ class LayoutTree:
     represents.
     """
 
-    gridspec: p9GridSpec = field(init=False, repr=False)
-    """
-    Gridspec (nx1) of the composition
-    """
-
     sub_gridspec: p9GridSpec = field(init=False, repr=False)
     """
-    Gridspec (nxn) of the composed items
+    Gridspec (nxn) that contains the composed items
     """
 
     def __post_init__(self):
@@ -166,13 +161,6 @@ def create(cmp: Compose) -> LayoutTree:
         ----------
         cmp :
             Composition
-        lookup_spaces :
-            A table to lookup the LayoutSpaces for each plot.
-
-        Notes
-        -----
-        LayoutTree works by modifying the `.gridspec` of the compositions,
-        and the `LayoutSpaces` of the plots.
         """
         from plotnine import ggplot
 
@@ -193,9 +181,16 @@ def sub_compositions(self) -> list[LayoutTree]:
         """
         return [item for item in self.nodes if isinstance(item, LayoutTree)]
 
-    def harmonise(self):
+    def arrange_layout(self):
         """
         Align and resize plots in composition to look good
+
+        Aligning changes the *_alignment attributes of the side_spaces.
+        Resizing, changes the parameters of the sub_gridspec.
+
+        Note that we expect that this method will be called only on the
+        tree for the top-level composition, and it is called for its
+        side-effects.
         """
         self.align_axis_titles()
         self.align()
@@ -406,6 +401,12 @@ def panel_height_ratios(self) -> Sequence[float]:
         return cast("Sequence[float]", self.cmp._layout.heights)
 
     def bottom_spaces_in_row(self, r: int) -> list[bottom_space]:
+        """
+        The bottom_spaces of plots in a given row
+
+        If an item in the row is a compositions, then it is the
+        bottom_spaces in the bottom row of that composition.
+        """
         spaces: list[bottom_space] = []
         for node in self.grid[r, :]:
             if isinstance(node, PlotSideSpaces):
@@ -415,6 +416,12 @@ def bottom_spaces_in_row(self, r: int) -> list[bottom_space]:
         return spaces
 
     def top_spaces_in_row(self, r: int) -> list[top_space]:
+        """
+        The top_spaces of plots in a given row
+
+        If an item in the row is a compositions, then it is the
+        top_spaces in the top row of that composition.
+        """
         spaces: list[top_space] = []
         for node in self.grid[r, :]:
             if isinstance(node, PlotSideSpaces):
@@ -424,6 +431,12 @@ def top_spaces_in_row(self, r: int) -> list[top_space]:
         return spaces
 
     def left_spaces_in_col(self, c: int) -> list[left_space]:
+        """
+        The left_spaces plots in a given column
+
+        If an item in the column is a compositions, then it is the
+        left_spaces in the left most column of that composition.
+        """
         spaces: list[left_space] = []
         for node in self.grid[:, c]:
             if isinstance(node, PlotSideSpaces):
@@ -433,6 +446,12 @@ def left_spaces_in_col(self, c: int) -> list[left_space]:
         return spaces
 
     def right_spaces_in_col(self, c: int) -> list[right_space]:
+        """
+        The right_spaces of plots in a given column
+
+        If an item in the column is a compositions, then it is the
+        right_spaces in the right most column of that composition.
+        """
         spaces: list[right_space] = []
         for node in self.grid[:, c]:
             if isinstance(node, PlotSideSpaces):
@@ -466,6 +485,8 @@ def iter_right_spaces(self) -> Iterator[list[right_space]]:
     def iter_bottom_spaces(self) -> Iterator[list[bottom_space]]:
         """
         Bottom spaces for each non-empty row
+
+        Will not return an empty list.
         """
         for r in range(self.nrow):
             spaces = self.bottom_spaces_in_row(r)
@@ -475,6 +496,8 @@ def iter_bottom_spaces(self) -> Iterator[list[bottom_space]]:
     def iter_top_spaces(self) -> Iterator[list[top_space]]:
         """
         Top spaces for each non-empty row
+
+        Will not return an empty list.
         """
         for r in range(self.nrow):
             spaces = self.top_spaces_in_row(r)
@@ -482,6 +505,9 @@ def iter_top_spaces(self) -> Iterator[list[top_space]]:
                 yield spaces
 
     def align_panels(self):
+        """
+        Align the edges of the panels in the composition
+        """
         for spaces in self.iter_bottom_spaces():
             bottoms = [space.panel_bottom for space in spaces]
             high = max(bottoms)
@@ -511,6 +537,9 @@ def align_panels(self):
                 space.margin_alignment += diff
 
     def align_tags(self):
+        """
+        Align the tags in the composition
+        """
         for spaces in self.iter_bottom_spaces():
             heights = [
                 space.tag_height + space.tag_alignment for space in spaces
@@ -578,6 +607,9 @@ def align_axis_titles(self):
             tree.align_axis_titles()
 
     def resize_widths(self):
+        """
+        Resize the widths of the plots & panels in the composition
+        """
         # The scaling calculation to get the new panel width is
         # straight-forward because the ratios have a mean of 1.
         # So the multiplication preserves the total panel width.
@@ -589,9 +621,41 @@ def resize_widths(self):
         self.sub_gridspec.set_width_ratios(width_ratios)
 
     def resize_heights(self):
+        """
+        Resize the heights of the plots & panels in the composition
+        """
         new_panel_heights = np.mean(self.panel_heights) * np.array(
             self.panel_height_ratios
         )
         new_plot_heights = new_panel_heights + self.vertical_spaces
         height_ratios = new_plot_heights / new_plot_heights.max()
         self.sub_gridspec.set_height_ratios(height_ratios)
+
+
+# For debugging
+def _draw_gridspecs(tree: LayoutTree):
+    from ..utils import draw_bbox
+
+    def draw(t):
+        draw_bbox(
+            t.cmp._gridspec.bbox_relative,
+            t.cmp._gridspec.figure,
+        )
+        for subtree in t.sub_compositions:
+            draw(subtree)
+
+    draw(tree)
+
+
+def _draw_sub_gridspecs(tree: LayoutTree):
+    from ..utils import draw_bbox
+
+    def draw(t):
+        draw_bbox(
+            t.sub_gridspec.bbox_relative,
+            t.sub_gridspec.figure,
+        )
+        for subtree in t.sub_compositions:
+            draw(subtree)
+
+    draw(tree)
diff --git a/plotnine/_mpl/layout_manager/_plot_layout_items.py b/plotnine/_mpl/layout_manager/_plot_layout_items.py
index c55c1b53f2..8f513f382e 100644
--- a/plotnine/_mpl/layout_manager/_plot_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_plot_layout_items.py
@@ -338,7 +338,7 @@ def axis_text_x_right_protrusion(self, location: AxesLocation) -> float:
 
         return max(extras) if len(extras) else 0
 
-    def _adjust_artist_positions(self, spaces: PlotSideSpaces):
+    def _place_artists(self, spaces: PlotSideSpaces):
         """
         Set the x,y position of the artists around the panels
         """
diff --git a/plotnine/_mpl/layout_manager/_plot_side_space.py b/plotnine/_mpl/layout_manager/_plot_side_space.py
index 6722b19687..fce36d1f42 100644
--- a/plotnine/_mpl/layout_manager/_plot_side_space.py
+++ b/plotnine/_mpl/layout_manager/_plot_side_space.py
@@ -744,7 +744,7 @@ def __init__(self, plot: ggplot):
 
         self.W, self.H = plot.theme.getp("figure_size")
 
-    def apply(self):
+    def resize_gridspec(self):
         """
         Apply the space calculations to the sub_gridspec
         """
@@ -752,11 +752,11 @@ def apply(self):
         gsparams.validate()
         self.plot._sub_gridspec.update_params_and_artists(gsparams)
 
-    def adjust_artist_positions(self):
+    def place_artists(self):
         """
         Set the x,y position of the artists around the panels
         """
-        self.items._adjust_artist_positions(self)
+        self.items._place_artists(self)
 
     def calculate_gridspec_params(self) -> GridSpecParams:
         """
diff --git a/plotnine/composition/_beside.py b/plotnine/composition/_beside.py
index 58570fa534..9965b205b7 100644
--- a/plotnine/composition/_beside.py
+++ b/plotnine/composition/_beside.py
@@ -35,7 +35,7 @@ def __or__(self, rhs: ggplot | Compose) -> Compose:
         """
         # This is adjacent or i.e. (OR | rhs) so we collapse the
         # operands into a single operation
-        return Beside([*self, rhs]) + self.layout
+        return Beside([*self, rhs]) + self.layout + self.annotation
 
     def __truediv__(self, rhs: ggplot | Compose) -> Compose:
         """
diff --git a/plotnine/composition/_compose.py b/plotnine/composition/_compose.py
index 9d38ab672a..a91d2011f7 100644
--- a/plotnine/composition/_compose.py
+++ b/plotnine/composition/_compose.py
@@ -378,6 +378,16 @@ def iter_plots(self):
             if isinstance(item, ggplot):
                 yield item
 
+    def iter_plots_all(self):
+        """
+        Recursively generate all plots under this composition
+        """
+        for plot in self.iter_plots():
+            yield plot
+
+        for cmp in self.iter_sub_compositions():
+            yield from cmp.iter_plots_all()
+
     @property
     def last_plot(self) -> ggplot:
         """
@@ -442,7 +452,6 @@ def _setup(self) -> Figure:
         Setup this instance for the building process
         """
         self._create_figure()
-        self._remove_sub_composition_background()
         return self.figure
 
     def _create_figure(self):
@@ -488,20 +497,6 @@ def _generate_gridspecs(self, figure: Figure, container_gs: p9GridSpec):
             else:
                 item._generate_gridspecs(figure, _container_gs)
 
-    def _remove_sub_composition_background(self):
-        """
-        Remove the background and margins of subcompositions
-
-        Only the top-most composition can have a background and
-        margin. This prevents edgy interactions.
-        """
-        from plotnine import element_blank
-
-        for cmp in self.iter_sub_compositions():
-            cmp.theme = cmp.theme + theme(
-                plot_margin=0, plot_background=element_blank()
-            )
-
     def show(self):
         """
         Display plot in the cells output
@@ -540,18 +535,9 @@ def draw(self, *, show: bool = False) -> Figure:
         def _draw(cmp):
             figure = cmp._setup()
             cmp._draw_plots()
-            cmp.theme._setup(
-                cmp.figure,
-                None,
-                cmp.annotation.title,
-                cmp.annotation.subtitle,
-            )
-            cmp._draw_annotation()
-            cmp._draw_composition_background()
 
             for sub_cmp in cmp.iter_sub_compositions():
                 _draw(sub_cmp)
-                sub_cmp.theme.apply()
 
             return figure
 
@@ -560,6 +546,14 @@ def _draw(cmp):
         # whole composition is applied last (outside _draw).
         with plot_composition_context(self, show):
             figure = _draw(self)
+            self.theme._setup(
+                self.figure,
+                None,
+                self.annotation.title,
+                self.annotation.subtitle,
+            )
+            self._draw_annotation()
+            self._draw_composition_background()
             self.theme.apply()
             figure.set_layout_engine(PlotnineCompositionLayoutEngine(self))
 
diff --git a/plotnine/composition/_stack.py b/plotnine/composition/_stack.py
index 0a5ffa99b0..7222423eba 100644
--- a/plotnine/composition/_stack.py
+++ b/plotnine/composition/_stack.py
@@ -35,7 +35,7 @@ def __truediv__(self, rhs: ggplot | Compose) -> Compose:
         """
         # This is an adjacent div i.e. (DIV | rhs) so we collapse the
         # operands into a single operation
-        return Stack([*self, rhs]) + self.layout
+        return Stack([*self, rhs]) + self.layout + self.annotation
 
     def __or__(self, rhs: ggplot | Compose) -> Compose:
         """
diff --git a/plotnine/composition/_wrap.py b/plotnine/composition/_wrap.py
index f64821d0c6..df6db5df17 100644
--- a/plotnine/composition/_wrap.py
+++ b/plotnine/composition/_wrap.py
@@ -41,7 +41,7 @@ def __add__(self, rhs):
         if not isinstance(rhs, (ggplot, Compose)):
             return super().__add__(rhs)
 
-        return Wrap([*self, rhs]) + self.layout
+        return Wrap([*self, rhs]) + self.layout + self.annotation
 
     def __or__(self, rhs: ggplot | Compose) -> Compose:
         """

From 5bf4e42a8cb3eeba98b3a9928512813573c90a7b Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Tue, 28 Oct 2025 17:04:00 +0300
Subject: [PATCH 22/24] Use one layout_engine class for both plots and
 compositions

---
 plotnine/_mpl/layout_manager/__init__.py      |   7 +-
 .../_composition_layout_items.py              |  21 +-
 .../layout_manager/_composition_side_space.py | 191 ++++++++++++------
 plotnine/_mpl/layout_manager/_engine.py       |  77 ++-----
 .../_mpl/layout_manager/_plot_layout_items.py |   4 +-
 .../_mpl/layout_manager/_plot_side_space.py   |  24 ++-
 plotnine/composition/_compose.py              |   7 +-
 7 files changed, 177 insertions(+), 154 deletions(-)

diff --git a/plotnine/_mpl/layout_manager/__init__.py b/plotnine/_mpl/layout_manager/__init__.py
index 556dbac979..198397b9ff 100644
--- a/plotnine/_mpl/layout_manager/__init__.py
+++ b/plotnine/_mpl/layout_manager/__init__.py
@@ -1,6 +1,3 @@
-from ._engine import PlotnineCompositionLayoutEngine, PlotnineLayoutEngine
+from ._engine import PlotnineLayoutEngine
 
-__all__ = (
-    "PlotnineLayoutEngine",
-    "PlotnineCompositionLayoutEngine",
-)
+__all__ = ("PlotnineLayoutEngine",)
diff --git a/plotnine/_mpl/layout_manager/_composition_layout_items.py b/plotnine/_mpl/layout_manager/_composition_layout_items.py
index fbfca91735..4b2e3eacc5 100644
--- a/plotnine/_mpl/layout_manager/_composition_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_composition_layout_items.py
@@ -48,7 +48,10 @@ def get(name: str) -> Any:
     def _is_blank(self, name: str) -> bool:
         return self.cmp.theme.T.is_blank(name)
 
-    def _place_artists(self, spaces: CompositionSideSpaces):
+    def _move_artists(self, spaces: CompositionSideSpaces):
+        """
+        Move the annotations to their final positions
+        """
         theme = self.cmp.theme
         plot_title_position = theme.getp("plot_title_position", "panel")
         plot_caption_position = theme.getp("plot_caption_position", "panel")
@@ -83,13 +86,13 @@ class CompositionTextJustifier(TextJustifier):
 
     def __init__(self, spaces: CompositionSideSpaces):
         boundaries = JustifyBoundaries(
-            plot_left=spaces.l.composition_left,
-            plot_right=spaces.r.composition_right,
-            plot_bottom=spaces.b.composition_bottom,
-            plot_top=spaces.t.composition_top,
-            panel_left=spaces.l.composition_panel_left,
-            panel_right=spaces.r.composition_panel_right,
-            panel_bottom=spaces.b.composition_panel_bottom,
-            panel_top=spaces.t.composition_panel_top,
+            plot_left=spaces.plot_left,
+            plot_right=spaces.plot_right,
+            plot_bottom=spaces.plot_bottom,
+            plot_top=spaces.plot_top,
+            panel_left=spaces.panel_left,
+            panel_right=spaces.panel_right,
+            panel_bottom=spaces.panel_bottom,
+            panel_top=spaces.panel_top,
         )
         super().__init__(spaces.cmp.figure, boundaries)
diff --git a/plotnine/_mpl/layout_manager/_composition_side_space.py b/plotnine/_mpl/layout_manager/_composition_side_space.py
index e33237ba86..a8c267a705 100644
--- a/plotnine/_mpl/layout_manager/_composition_side_space.py
+++ b/plotnine/_mpl/layout_manager/_composition_side_space.py
@@ -2,6 +2,9 @@
 
 from typing import TYPE_CHECKING
 
+from plotnine._mpl.layout_manager._layout_tree import LayoutTree
+from plotnine._mpl.layout_manager._plot_side_space import PlotSideSpaces
+
 from ._composition_layout_items import CompositionLayoutItems
 from ._side_space import GridSpecParams, _side_space
 
@@ -69,21 +72,6 @@ def items_left(self):
         """
         return self.to_figure_space(self.items_left_relative)
 
-    @property
-    def composition_left(self):
-        """
-        Distance up to the left-most artist in figure space
-        """
-        return self.x2("plot_margin")
-
-    @property
-    def composition_panel_left(self):
-        """
-        Left of the panels in figure space
-        """
-        # TODO: Fixme. Workout the actual panel left
-        return self.composition_left
-
 
 class composition_right_space(_composition_side_space):
     """
@@ -140,21 +128,6 @@ def items_right(self):
         """
         return self.to_figure_space(self.items_right_relative)
 
-    @property
-    def composition_right(self):
-        """
-        Distance up to the right-most artist in figure space
-        """
-        return self.x1("plot_margin")
-
-    @property
-    def composition_panel_right(self):
-        """
-        Right of the panels in figure space
-        """
-        # TODO: Fixme. Workout the actual panel right
-        return self.composition_right
-
 
 class composition_top_space(_composition_side_space):
     """
@@ -237,21 +210,6 @@ def items_top(self):
         """
         return self.to_figure_space(self.items_top_relative)
 
-    @property
-    def composition_top(self):
-        """
-        Distance up to the top-most artist in figure space
-        """
-        return self.y2("plot_margin")
-
-    @property
-    def composition_panel_top(self):
-        """
-        Top of the panels in figure space
-        """
-        # TODO: Fixme. Workout the actual panel top
-        return self.composition_top
-
 
 class composition_bottom_space(_composition_side_space):
     """
@@ -325,29 +283,18 @@ def items_bottom(self):
         """
         return self.to_figure_space(self.items_bottom_relative)
 
-    @property
-    def composition_bottom(self):
-        """
-        Distance up to the bottom-most artist in figure space
-        """
-        return self.y1("plot_margin")
-
-    @property
-    def composition_panel_bottom(self):
-        """
-        Bottom of the panels in figure space
-        """
-        # TODO: Fixme. Workout the actual panel bottom
-        return self.composition_bottom
-
 
 class CompositionSideSpaces:
     """
     Compute the spaces required to layout the composition
+
+    This is meant for the top-most composition
     """
 
     def __init__(self, cmp: Compose):
         self.cmp = cmp
+        self.gridspec = cmp._gridspec
+        self.sub_gridspec = cmp._sub_gridspec
         self.items = CompositionLayoutItems(cmp)
 
         self.l = composition_left_space(self.items)
@@ -362,19 +309,44 @@ def __init__(self, cmp: Compose):
         self.b = composition_bottom_space(self.items)
         """All subspaces below the bottom of the panels"""
 
+        self._create_plot_sidespaces()
+        self.tree = LayoutTree.create(cmp)
+
+    def arrange(self):
+        """
+        Resize composition and place artists in final positions
+        """
+        # We first resize the compositions gridspec so that the tree
+        # algorithms can work with the final position and total area.
+        self.resize_gridspec()
+        self.tree.arrange_layout()
+        self.items._move_artists(self)
+        self._arrange_plots()
+
+    def _arrange_plots(self):
+        """
+        Arrange all the plots in the composition
+        """
+        for plot in self.cmp.iter_plots_all():
+            plot._sidespaces.arrange()
+
+    def _create_plot_sidespaces(self):
+        """
+        Create sidespaces for all the plots in the composition
+        """
+        for plot in self.cmp.iter_plots_all():
+            plot._sidespaces = PlotSideSpaces(plot)
+
     def resize_gridspec(self):
         """
         Apply the space calculations to the sub_gridspec
+
+        After calling this method, the sub_gridspec will be appropriately
+        sized to accomodate the content of the annotations.
         """
         gsparams = self.calculate_gridspec_params()
         gsparams.validate()
-        self.cmp._sub_gridspec.update_params_and_artists(gsparams)
-
-    def place_artists(self):
-        """
-        Set the x,y position of the artists around the compositions
-        """
-        self.items._place_artists(self)
+        self.sub_gridspec.update_params_and_artists(gsparams)
 
     def calculate_gridspec_params(self) -> GridSpecParams:
         """
@@ -402,3 +374,88 @@ def vertical_space(self) -> float:
         Vertical non-panel space [figure dimensions]
         """
         return self.t.total + self.b.total
+
+    @property
+    def plot_left(self) -> float:
+        """
+        Distance up to left most artist in the composition
+        """
+        try:
+            return min([l.plot_left for l in self.tree.left_most_spaces])
+        except ValueError:
+            return self.sub_gridspec.bbox_relative.x0
+
+    @property
+    def plot_right(self) -> float:
+        """
+        Distance up to right most artist in the composition
+        """
+        try:
+            return max([r.plot_right for r in self.tree.right_most_spaces])
+        except ValueError:
+            # When the user asks for more columns than there are
+            # plots/compositions to fill the columns, we get one or
+            # more empty columns on the right. i.e. max([])
+            # In that case, act as if there is an invisible plot
+            # whose right edge is along that of the gridspec.
+            return self.sub_gridspec.bbox_relative.x1
+
+    @property
+    def plot_bottom(self) -> float:
+        """
+        Distance up to bottom most artist in the composition
+        """
+        try:
+            return min([b.plot_bottom for b in self.tree.bottom_most_spaces])
+        except ValueError:
+            return self.sub_gridspec.bbox_relative.y0
+
+    @property
+    def plot_top(self) -> float:
+        """
+        Distance upto top most artist in the composition
+        """
+        try:
+            return max([t.plot_top for t in self.tree.top_most_spaces])
+        except ValueError:
+            return self.sub_gridspec.bbox_relative.y1
+
+    @property
+    def panel_left(self) -> float:
+        """
+        Distance up to left most artist in the composition
+        """
+        try:
+            return min([l.panel_left for l in self.tree.left_most_spaces])
+        except ValueError:
+            return self.sub_gridspec.bbox_relative.x0
+
+    @property
+    def panel_right(self) -> float:
+        """
+        Distance up to right most artist in the composition
+        """
+        try:
+            return max([r.panel_right for r in self.tree.right_most_spaces])
+        except ValueError:
+            return self.sub_gridspec.bbox_relative.x1
+
+    @property
+    def panel_bottom(self) -> float:
+        """
+        Distance up to bottom most artist in the composition
+        """
+        try:
+            return min([b.panel_bottom for b in self.tree.bottom_most_spaces])
+        except ValueError:
+            return self.sub_gridspec.bbox_relative.y0
+
+    @property
+    def panel_top(self) -> float:
+        """
+        Distance upto top most artist in the composition
+        """
+        try:
+            return max([t.panel_top for t in self.tree.top_most_spaces])
+        except ValueError:
+            return self.sub_gridspec.bbox_relative.y1
diff --git a/plotnine/_mpl/layout_manager/_engine.py b/plotnine/_mpl/layout_manager/_engine.py
index cef055622c..d21dae83f5 100644
--- a/plotnine/_mpl/layout_manager/_engine.py
+++ b/plotnine/_mpl/layout_manager/_engine.py
@@ -5,7 +5,6 @@
 from matplotlib.layout_engine import LayoutEngine
 
 from ._composition_side_space import CompositionSideSpaces
-from ._layout_tree import LayoutTree
 from ._plot_side_space import PlotSideSpaces
 
 if TYPE_CHECKING:
@@ -17,75 +16,33 @@
 
 class PlotnineLayoutEngine(LayoutEngine):
     """
-    Implement geometry management for plotnine plots
-
-    This layout manager automatically adjusts the location of
-    objects placed around the plot panels and the subplot
-    spacing parameters so that the plot fits cleanly within
-    the figure area.
+    Geometry management for plotnine plots
+
+    It works for both singular plots (ggplot) and compositions (Compose).
+    For plots, it adjusts the position of objects around the panels and/or
+    resizes the plot to the desired aspect-ratio. For compositions, it
+    adjusts the position of objects (the annotations of the top-level
+    composition) around the plots, and also the artists around the panels
+    in all the contained plots.
     """
 
     _adjust_compatible = True
     _colorbar_gridspec = False
 
-    def __init__(self, plot: ggplot):
-        self.plot = plot
-        self.theme = plot.theme
+    def __init__(self, item: ggplot | Compose):
+        self.item = item
 
     def execute(self, fig: Figure):
         from contextlib import nullcontext
 
-        renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
-
-        with getattr(renderer, "_draw_disabled", nullcontext)():
-            self.plot._sidespaces = PlotSideSpaces(self.plot)
-
-        self.plot._sidespaces.resize_gridspec()
-        self.plot._sidespaces.place_artists()
-
-
-class PlotnineCompositionLayoutEngine(LayoutEngine):
-    """
-    Layout Manager for Plotnine Composition
-    """
-
-    _adjust_compatible = True
-    _colorbar_gridspec = False
-
-    def __init__(self, composition: Compose):
-        self.composition = composition
-        """
-        Top level composition
-        """
-
-    def execute(self, fig: Figure):
-        from contextlib import nullcontext
+        from plotnine import ggplot
 
+        item = self.item
         renderer = fig._get_renderer()  # pyright: ignore[reportAttributeAccessIssue]
-        cmp = self.composition
 
-        # Calculate the sidespaces of:
-        #   1. The top composition
-        #   2. All the contained plots (recurvively)
         with getattr(renderer, "_draw_disabled", nullcontext)():
-            # We have to apply the spaces of the composition before
-            # executing the LayoutTree because it expects the
-            # ._sub_gridspec of the composition to have its final
-            # position and total area.
-            cmp._sidespaces = CompositionSideSpaces(cmp)
-            cmp._sidespaces.resize_gridspec()
-
-            for plot in cmp.iter_plots_all():
-                plot._sidespaces = PlotSideSpaces(plot)
-
-        # Adjust the numbers that align the plots, and resize them.
-        tree = LayoutTree.create(cmp)
-        tree.arrange_layout()
-
-        # At this point, the compositions > plots > panels have been
-        # placed in their final positions and have the desired sizes.
-        # We place the artists around them into their final positions.
-        cmp._sidespaces.place_artists()
-        for plot in cmp.iter_plots_all():
-            plot._sidespaces.resize_gridspec()
-            plot._sidespaces.place_artists()
+            if isinstance(item, ggplot):
+                item._sidespaces = PlotSideSpaces(item)
+            else:
+                item._sidespaces = CompositionSideSpaces(item)
+            item._sidespaces.arrange()
diff --git a/plotnine/_mpl/layout_manager/_plot_layout_items.py b/plotnine/_mpl/layout_manager/_plot_layout_items.py
index 8f513f382e..b4c55c440b 100644
--- a/plotnine/_mpl/layout_manager/_plot_layout_items.py
+++ b/plotnine/_mpl/layout_manager/_plot_layout_items.py
@@ -338,9 +338,9 @@ def axis_text_x_right_protrusion(self, location: AxesLocation) -> float:
 
         return max(extras) if len(extras) else 0
 
-    def _place_artists(self, spaces: PlotSideSpaces):
+    def _move_artists(self, spaces: PlotSideSpaces):
         """
-        Set the x,y position of the artists around the panels
+        Move the artists to their final positions
         """
         theme = self.plot.theme
         plot_title_position = theme.getp("plot_title_position", "panel")
diff --git a/plotnine/_mpl/layout_manager/_plot_side_space.py b/plotnine/_mpl/layout_manager/_plot_side_space.py
index fce36d1f42..f3858d6b2d 100644
--- a/plotnine/_mpl/layout_manager/_plot_side_space.py
+++ b/plotnine/_mpl/layout_manager/_plot_side_space.py
@@ -728,6 +728,8 @@ class PlotSideSpaces:
 
     def __init__(self, plot: ggplot):
         self.plot = plot
+        self.gridspec = plot._gridspec
+        self.sub_gridspec = plot._sub_gridspec
         self.items = PlotLayoutItems(plot)
 
         self.l = left_space(self.items)
@@ -744,19 +746,23 @@ def __init__(self, plot: ggplot):
 
         self.W, self.H = plot.theme.getp("figure_size")
 
+    def arrange(self):
+        """
+        Resize plot and place artists in final positions around the panels
+        """
+        self.resize_gridspec()
+        self.items._move_artists(self)
+
     def resize_gridspec(self):
         """
         Apply the space calculations to the sub_gridspec
+
+        After calling this method, the sub_gridspec will be appropriately
+        sized to accomodate the artists around the panels.
         """
         gsparams = self.calculate_gridspec_params()
         gsparams.validate()
-        self.plot._sub_gridspec.update_params_and_artists(gsparams)
-
-    def place_artists(self):
-        """
-        Set the x,y position of the artists around the panels
-        """
-        self.items._place_artists(self)
+        self.sub_gridspec.update_params_and_artists(gsparams)
 
     def calculate_gridspec_params(self) -> GridSpecParams:
         """
@@ -784,14 +790,14 @@ def plot_width(self) -> float:
         """
         Width [figure dimensions] of the whole plot
         """
-        return float(self.plot._gridspec.width)
+        return float(self.gridspec.width)
 
     @property
     def plot_height(self) -> float:
         """
         Height [figure dimensions] of the whole plot
         """
-        return float(self.plot._gridspec.height)
+        return float(self.gridspec.height)
 
     @property
     def panel_width(self) -> float:
diff --git a/plotnine/composition/_compose.py b/plotnine/composition/_compose.py
index a91d2011f7..367cadc72a 100644
--- a/plotnine/composition/_compose.py
+++ b/plotnine/composition/_compose.py
@@ -530,7 +530,7 @@ def draw(self, *, show: bool = False) -> Figure:
         :
             Matplotlib figure
         """
-        from .._mpl.layout_manager import PlotnineCompositionLayoutEngine
+        from .._mpl.layout_manager import PlotnineLayoutEngine
 
         def _draw(cmp):
             figure = cmp._setup()
@@ -555,7 +555,7 @@ def _draw(cmp):
             self._draw_annotation()
             self._draw_composition_background()
             self.theme.apply()
-            figure.set_layout_engine(PlotnineCompositionLayoutEngine(self))
+            figure.set_layout_engine(PlotnineLayoutEngine(self))
 
         return figure
 
@@ -583,6 +583,9 @@ def _draw_composition_background(self):
     def _draw_annotation(self):
         """
         Draw the items in the annotation
+
+        Note that, this method puts the artists on the figure, and
+        the layout manager moves them to their final positions.
         """
         if self.annotation.empty():
             return

From 464243e98846106d491aa02b51c54f79fabd02b7 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Tue, 28 Oct 2025 17:04:37 +0300
Subject: [PATCH 23/24] Add plot_annotation tests

---
 .../plot_annotation_addition.png              | Bin 0 -> 16000 bytes
 .../plot_annotation_position_panel.png        | Bin 0 -> 15531 bytes
 .../plot_annotation_position_plot.png         | Bin 0 -> 15521 bytes
 tests/test_plot_composition.py                |  71 +++++++++++++++++-
 4 files changed, 70 insertions(+), 1 deletion(-)
 create mode 100644 tests/baseline_images/test_plot_composition/plot_annotation_addition.png
 create mode 100644 tests/baseline_images/test_plot_composition/plot_annotation_position_panel.png
 create mode 100644 tests/baseline_images/test_plot_composition/plot_annotation_position_plot.png

diff --git a/tests/baseline_images/test_plot_composition/plot_annotation_addition.png b/tests/baseline_images/test_plot_composition/plot_annotation_addition.png
new file mode 100644
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HcmV?d00001

diff --git a/tests/test_plot_composition.py b/tests/test_plot_composition.py
index 055455d261..a5c804e175 100644
--- a/tests/test_plot_composition.py
+++ b/tests/test_plot_composition.py
@@ -10,7 +10,7 @@
 )
 from plotnine._utils.yippie import geom as g
 from plotnine._utils.yippie import legend, plot, rotate, tag
-from plotnine.composition._plot_layout import plot_layout
+from plotnine.composition import plot_annotation, plot_layout
 
 
 def test_basic_horizontal_align_resize():
@@ -328,3 +328,72 @@ def test_plot_layout_byrow():
 
     p = (p1 + p2 + p3 + p4) + plot_layout(nrow=3, byrow=False)
     assert p == "plot_layout_byrow"
+
+
+def test_plot_annotation_position_plot():
+    p1 = plot.red
+    p2 = plot.green
+    p3 = plot.blue
+
+    th1 = theme(
+        plot_title=element_text(color="red"),
+        plot_subtitle=element_text(color="green"),
+        plot_caption=element_text(color="blue"),
+        plot_title_position="plot",
+    )
+    ann = plot_annotation(
+        title="The Title of the Red, Green and Blue Composition",
+        subtitle="The subtitle of the red, green and blue composition",
+        caption="The caption of the red, green and blue composition.",
+        theme=th1,
+    )
+
+    p = ((p1 | p2) / p3) + ann
+    assert p == "plot_annotation_position_plot"
+
+
+def test_plot_annotation_position_panel():
+    p1 = plot.red
+    p2 = plot.green
+    p3 = plot.blue
+    th = theme(
+        plot_title=element_text(color="red"),
+        plot_subtitle=element_text(color="green"),
+        plot_caption=element_text(color="blue"),
+        plot_title_position="panel",
+    )
+    ann = plot_annotation(
+        title="The Title of the Red, Green and Blue Composition",
+        subtitle="The subtitle of the red, green and blue composition",
+        caption="The caption of the red, green and blue composition.",
+        theme=th,
+    )
+
+    p = ((p1 | p2) / p3) + ann
+    assert p == "plot_annotation_position_panel"
+
+
+def test_plot_annotation_addition():
+    p1 = plot.red
+    p2 = plot.green
+    p3 = plot.blue
+    p4 = plot.yellow
+
+    th = theme(
+        plot_title=element_text(color="red"),
+        plot_subtitle=element_text(color="green"),
+        plot_caption=element_text(color="blue"),
+        plot_title_position="panel",
+    )
+    ann = plot_annotation(
+        title="The Title of the RGBY Composition",
+        subtitle="The subtitle of the RGBY composition",
+        caption="The caption of the RGBY composition.",
+        theme=th,
+    )
+
+    p = ((p1 / p2) + (p3 | p4)) + ann
+    p_alt = ((p1 / p2) + ann) + (p3 | p4)
+
+    assert p == "plot_annotation_addition"
+    assert p_alt == "plot_annotation_addition"

From 320d52d43ab1857de4e4e88757f501545b39ac9a Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Wed, 29 Oct 2025 18:38:42 +0300
Subject: [PATCH 24/24] DOC: plot_annotation

---
 doc/_quartodoc.yml                       | 1 +
 plotnine/composition/_plot_annotation.py | 8 ++++++++
 2 files changed, 9 insertions(+)

diff --git a/doc/_quartodoc.yml b/doc/_quartodoc.yml
index c9d02c1374..b3b3018992 100644
--- a/doc/_quartodoc.yml
+++ b/doc/_quartodoc.yml
@@ -541,6 +541,7 @@ quartodoc:
         - Stack
         - Beside
         - Wrap
+        - plot_annotation
         - plot_spacer
         - plot_layout
 
diff --git a/plotnine/composition/_plot_annotation.py b/plotnine/composition/_plot_annotation.py
index ea89812a47..9513bc2a12 100644
--- a/plotnine/composition/_plot_annotation.py
+++ b/plotnine/composition/_plot_annotation.py
@@ -15,6 +15,10 @@
 class plot_annotation(ComposeAddable):
     """
     Annotate a composition
+
+    This applies to only the top-level composition. When a composition
+    with an annotation is added to larger composition, the annotation
+    of the sub-composition becomes irrelevant.
     """
 
     title: str | None = None
@@ -35,6 +39,10 @@ class plot_annotation(ComposeAddable):
     theme: theme = field(default_factory=theme)  # pyright: ignore[reportUnboundVariable]
     """
     Theme to use for the plot title, subtitle, caption, margin and background
+
+    It also controls the [](`~plotnine.themes.themeables.figure_size`) of the
+    composition. The default theme is the same as the default one used for the
+    plots, which you can change with [](`~plotnine.theme_set`).
     """
 
     def __radd__(self, cmp: Compose) -> Compose: