From bbd617a58d5c0f7294c7afbe028dcf5d0f40b125 Mon Sep 17 00:00:00 2001
From: Matthias Fabian Meyer-Bender <matthias.meyerbender@embl.de>
Date: Wed, 29 Oct 2025 10:01:24 +0000
Subject: [PATCH 01/10] Enabled rendering of shapes with multiple holes

---
 src/spatialdata_plot/pl/utils.py | 17 +++++++++++------
 1 file changed, 11 insertions(+), 6 deletions(-)

diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index cf21d212..2e2f1272 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -1268,7 +1268,7 @@ def _split_multipolygon_into_outer_and_inner(mp: shapely.MultiPolygon):  # type:
     return interior_coords, exterior_coords
 
 
-def _make_patch_from_multipolygon(mp: shapely.MultiPolygon) -> mpatches.PathPatch:
+def _make_patch_from_multipolygon(mp: MultiPolygon) -> mpatches.PathPatch:
     # https://matplotlib.org/stable/gallery/shapes_and_collections/donut.html
 
     patches = []
@@ -1279,18 +1279,23 @@ def _make_patch_from_multipolygon(mp: shapely.MultiPolygon) -> mpatches.PathPatc
         else:
             inside, outside = _split_multipolygon_into_outer_and_inner(mp)
             if len(inside) > 0:
-                codes = np.ones(len(inside), dtype=mpath.Path.code_type) * mpath.Path.LINETO
-                codes[0] = mpath.Path.MOVETO
-                all_codes = np.concatenate((codes, codes))
+                codes_inside = np.ones(len(inside), dtype=mpath.Path.code_type) * mpath.Path.LINETO
+                codes_inside[0] = mpath.Path.MOVETO                
+                codes_outside = np.ones(len(outside), dtype=mpath.Path.code_type) * mpath.Path.LINETO
+                codes_outside[0] = mpath.Path.MOVETO
+                all_codes = np.concatenate((codes_inside, codes_outside))
                 vertices = np.concatenate((outside, inside[::-1]))
             else:
-                all_codes = []
-                vertices = np.concatenate(outside)
+                vertices = np.array(outside)
+                all_codes = np.ones(len(outside), dtype=mpath.Path.code_type) * mpath.Path.LINETO
+                all_codes[0] = mpath.Path.MOVETO
+            
             patches += [mpatches.PathPatch(mpath.Path(vertices, all_codes))]
 
     return patches
 
 
+
 def _mpl_ax_contains_elements(ax: Axes) -> bool:
     """Check if any objects have been plotted on the axes object.
 

From 7dd582755f360025d0c89e83d3b48898505595ae Mon Sep 17 00:00:00 2001
From: Matthias Fabian Meyer-Bender <matthias.meyerbender@embl.de>
Date: Wed, 29 Oct 2025 10:04:10 +0000
Subject: [PATCH 02/10] Fixed formatting

---
 src/spatialdata_plot/pl/utils.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index 2e2f1272..144bcd55 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -1268,7 +1268,7 @@ def _split_multipolygon_into_outer_and_inner(mp: shapely.MultiPolygon):  # type:
     return interior_coords, exterior_coords
 
 
-def _make_patch_from_multipolygon(mp: MultiPolygon) -> mpatches.PathPatch:
+def _make_patch_from_multipolygon(mp: shapely.MultiPolygon) -> mpatches.PathPatch:
     # https://matplotlib.org/stable/gallery/shapes_and_collections/donut.html
 
     patches = []
@@ -1295,7 +1295,6 @@ def _make_patch_from_multipolygon(mp: MultiPolygon) -> mpatches.PathPatch:
     return patches
 
 
-
 def _mpl_ax_contains_elements(ax: Axes) -> bool:
     """Check if any objects have been plotted on the axes object.
 

From 337ec3055766835f4e9773facace254f051f39ef Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 29 Oct 2025 10:06:50 +0000
Subject: [PATCH 03/10] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 src/spatialdata_plot/pl/utils.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index 144bcd55..45ff8010 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -1280,7 +1280,7 @@ def _make_patch_from_multipolygon(mp: shapely.MultiPolygon) -> mpatches.PathPatc
             inside, outside = _split_multipolygon_into_outer_and_inner(mp)
             if len(inside) > 0:
                 codes_inside = np.ones(len(inside), dtype=mpath.Path.code_type) * mpath.Path.LINETO
-                codes_inside[0] = mpath.Path.MOVETO                
+                codes_inside[0] = mpath.Path.MOVETO
                 codes_outside = np.ones(len(outside), dtype=mpath.Path.code_type) * mpath.Path.LINETO
                 codes_outside[0] = mpath.Path.MOVETO
                 all_codes = np.concatenate((codes_inside, codes_outside))
@@ -1289,7 +1289,7 @@ def _make_patch_from_multipolygon(mp: shapely.MultiPolygon) -> mpatches.PathPatc
                 vertices = np.array(outside)
                 all_codes = np.ones(len(outside), dtype=mpath.Path.code_type) * mpath.Path.LINETO
                 all_codes[0] = mpath.Path.MOVETO
-            
+
             patches += [mpatches.PathPatch(mpath.Path(vertices, all_codes))]
 
     return patches

From 7d559f6d41e092e470213c0ba54beea55ec55834 Mon Sep 17 00:00:00 2001
From: Tim Treis <tim.treis@stud.uni-heidelberg.de>
Date: Sat, 15 Nov 2025 16:53:40 +0100
Subject: [PATCH 04/10] added typing

---
 src/spatialdata_plot/pl/utils.py              |  75 +++++++++---------
 ...nder_multipolygons_with_multiple_holes.png | Bin 0 -> 5601 bytes
 tests/pl/test_render_shapes.py                |  10 +++
 3 files changed, 48 insertions(+), 37 deletions(-)
 create mode 100644 tests/_images/Shapes_can_render_multipolygons_with_multiple_holes.png

diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index 45ff8010..dbc2ff41 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -1246,51 +1246,52 @@ def _get_linear_colormap(colors: list[str], background: str) -> list[LinearSegme
     return [LinearSegmentedColormap.from_list(c, [background, c], N=256) for c in colors]
 
 
-def _split_multipolygon_into_outer_and_inner(mp: shapely.MultiPolygon):  # type: ignore
-    # https://stackoverflow.com/a/21922058
-
-    for geom in mp.geoms:
-        if geom.geom_type == "MultiPolygon":
-            exterior_coords = []
-            interior_coords = []
-            for part in geom:
-                epc = _split_multipolygon_into_outer_and_inner(part)  # Recursive call
-                exterior_coords += epc["exterior_coords"]
-                interior_coords += epc["interior_coords"]
-        elif geom.geom_type == "Polygon":
-            exterior_coords = geom.exterior.coords[:]
-            interior_coords = []
-            for interior in geom.interiors:
-                interior_coords += interior.coords[:]
+def _collect_polygon_rings(
+    geom: shapely.Polygon | shapely.MultiPolygon,
+) -> list[tuple[np.ndarray, list[np.ndarray]]]:
+    """Collect exterior/interior coordinate rings from (Multi)Polygons."""
+    polygons: list[tuple[np.ndarray, list[np.ndarray]]] = []
+
+    def _collect(part: shapely.Polygon | shapely.MultiPolygon) -> None:
+        if part.geom_type == "Polygon":
+            exterior = np.asarray(part.exterior.coords)
+            interiors = [np.asarray(interior.coords) for interior in part.interiors]
+            polygons.append((exterior, interiors))
+        elif part.geom_type == "MultiPolygon":
+            for child in part.geoms:
+                _collect(child)
         else:
-            raise ValueError(f"Unhandled geometry type: {repr(geom.type)}")
+            raise ValueError(f"Unhandled geometry type: {repr(part.geom_type)}")
 
-    return interior_coords, exterior_coords
+    _collect(geom)
+    return polygons
+
+
+def _create_ring_codes(length: int) -> npt.NDArray[np.uint8]:
+    codes = np.ones(length, dtype=mpath.Path.code_type)
+    codes[0] = mpath.Path.MOVETO
+    return codes
 
 
 def _make_patch_from_multipolygon(mp: shapely.MultiPolygon) -> mpatches.PathPatch:
     # https://matplotlib.org/stable/gallery/shapes_and_collections/donut.html
 
     patches = []
-    for geom in mp.geoms:
-        if len(geom.interiors) == 0:
-            # polygon has no holes
-            patches += [mpatches.Polygon(geom.exterior.coords, closed=True)]
-        else:
-            inside, outside = _split_multipolygon_into_outer_and_inner(mp)
-            if len(inside) > 0:
-                codes_inside = np.ones(len(inside), dtype=mpath.Path.code_type) * mpath.Path.LINETO
-                codes_inside[0] = mpath.Path.MOVETO
-                codes_outside = np.ones(len(outside), dtype=mpath.Path.code_type) * mpath.Path.LINETO
-                codes_outside[0] = mpath.Path.MOVETO
-                all_codes = np.concatenate((codes_inside, codes_outside))
-                vertices = np.concatenate((outside, inside[::-1]))
-            else:
-                vertices = np.array(outside)
-                all_codes = np.ones(len(outside), dtype=mpath.Path.code_type) * mpath.Path.LINETO
-                all_codes[0] = mpath.Path.MOVETO
-
-            patches += [mpatches.PathPatch(mpath.Path(vertices, all_codes))]
+    for exterior, interiors in _collect_polygon_rings(mp):
+        if len(interiors) == 0:
+            patches.append(mpatches.Polygon(exterior, closed=True))
+            continue
+
+        ring_vertices = [exterior]
+        ring_codes = [_create_ring_codes(len(exterior))]
+        for hole in interiors:
+            reversed_hole = hole[::-1]
+            ring_vertices.append(reversed_hole)
+            ring_codes.append(_create_ring_codes(len(reversed_hole)))
+
+        vertices = np.concatenate(ring_vertices)
+        all_codes = np.concatenate(ring_codes)
+        patches.append(mpatches.PathPatch(mpath.Path(vertices, all_codes)))
 
     return patches
 
diff --git a/tests/_images/Shapes_can_render_multipolygons_with_multiple_holes.png b/tests/_images/Shapes_can_render_multipolygons_with_multiple_holes.png
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diff --git a/tests/pl/test_render_shapes.py b/tests/pl/test_render_shapes.py
index e8b301a1..f89ad36d 100644
--- a/tests/pl/test_render_shapes.py
+++ b/tests/pl/test_render_shapes.py
@@ -99,6 +99,16 @@ def _make_multi():
         sdata["table"] = table
         sdata.pl.render_shapes(color="val", fill_alpha=0.3).pl.show()
 
+    def test_plot_can_render_multipolygons_with_multiple_holes(self):
+        square = [(0.0, 0.0), (5.0, 0.0), (5.0, 5.0), (0.0, 5.0), (0.0, 0.0)]
+        first_hole = [(1.0, 1.0), (2.0, 1.0), (2.0, 2.0), (1.0, 2.0), (1.0, 1.0)]
+        second_hole = [(3.0, 3.0), (4.0, 3.0), (4.0, 4.0), (3.0, 4.0), (3.0, 3.0)]
+        multipoly = MultiPolygon([Polygon(square, holes=[first_hole, second_hole])])
+        cell_polygon_table = gpd.GeoDataFrame(geometry=gpd.GeoSeries([multipoly]))
+        sd_polygons = ShapesModel.parse(cell_polygon_table)
+        sdata = SpatialData(shapes={"two_holes": sd_polygons})
+        sdata.pl.render_shapes(element="two_holes").pl.show()
+
     def test_plot_can_color_from_geodataframe(self, sdata_blobs: SpatialData):
         blob = deepcopy(sdata_blobs)
         blob["table"].obs["region"] = pd.Categorical(["blobs_polygons"] * blob["table"].n_obs)

From 9cb5ab6b9b405bd7187d53fe955f712ea6d51894 Mon Sep 17 00:00:00 2001
From: Tim Treis <tim.treis@stud.uni-heidelberg.de>
Date: Sat, 15 Nov 2025 17:20:50 +0100
Subject: [PATCH 05/10] fixed test

---
 src/spatialdata_plot/pl/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/spatialdata_plot/pl/utils.py b/src/spatialdata_plot/pl/utils.py
index dbc2ff41..cccb587e 100644
--- a/src/spatialdata_plot/pl/utils.py
+++ b/src/spatialdata_plot/pl/utils.py
@@ -1268,7 +1268,7 @@ def _collect(part: shapely.Polygon | shapely.MultiPolygon) -> None:
 
 
 def _create_ring_codes(length: int) -> npt.NDArray[np.uint8]:
-    codes = np.ones(length, dtype=mpath.Path.code_type)
+    codes = np.full(length, mpath.Path.LINETO, dtype=mpath.Path.code_type)
     codes[0] = mpath.Path.MOVETO
     return codes
 

From ad0a37e40f3dda7a710628e5b3586eb650dadc67 Mon Sep 17 00:00:00 2001
From: Tim Treis <tim.treis@stud.uni-heidelberg.de>
Date: Sat, 15 Nov 2025 17:58:16 +0100
Subject: [PATCH 06/10] made test prettier

---
 tests/pl/test_render_shapes.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/tests/pl/test_render_shapes.py b/tests/pl/test_render_shapes.py
index f89ad36d..0e23f67e 100644
--- a/tests/pl/test_render_shapes.py
+++ b/tests/pl/test_render_shapes.py
@@ -107,7 +107,13 @@ def test_plot_can_render_multipolygons_with_multiple_holes(self):
         cell_polygon_table = gpd.GeoDataFrame(geometry=gpd.GeoSeries([multipoly]))
         sd_polygons = ShapesModel.parse(cell_polygon_table)
         sdata = SpatialData(shapes={"two_holes": sd_polygons})
-        sdata.pl.render_shapes(element="two_holes").pl.show()
+
+        fig, ax = plt.subplots()
+        sdata.pl.render_shapes(element="two_holes").pl.show(ax=ax)
+        ax.set_xlim(-1, 6)
+        ax.set_ylim(-1, 6)
+
+        fig.tight_layout()
 
     def test_plot_can_color_from_geodataframe(self, sdata_blobs: SpatialData):
         blob = deepcopy(sdata_blobs)

From ba21c7ea275404cccdabb814821f1cdf9351e01e Mon Sep 17 00:00:00 2001
From: Tim Treis <tim.treis@stud.uni-heidelberg.de>
Date: Sat, 15 Nov 2025 18:03:25 +0100
Subject: [PATCH 07/10] aded second test

---
 ...olor_multipolygons_with_multiple_holes.png | Bin 0 -> 7150 bytes
 ...nder_multipolygons_with_multiple_holes.png | Bin 5601 -> 6101 bytes
 tests/pl/test_render_shapes.py                |  24 ++++++++++++++++++
 3 files changed, 24 insertions(+)
 create mode 100644 tests/_images/Shapes_can_color_multipolygons_with_multiple_holes.png

diff --git a/tests/_images/Shapes_can_color_multipolygons_with_multiple_holes.png b/tests/_images/Shapes_can_color_multipolygons_with_multiple_holes.png
new file mode 100644
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diff --git a/tests/pl/test_render_shapes.py b/tests/pl/test_render_shapes.py
index 0e23f67e..ed2ac906 100644
--- a/tests/pl/test_render_shapes.py
+++ b/tests/pl/test_render_shapes.py
@@ -115,6 +115,30 @@ def test_plot_can_render_multipolygons_with_multiple_holes(self):
 
         fig.tight_layout()
 
+    def test_plot_can_color_multipolygons_with_multiple_holes(self):
+        square = [(0.0, 0.0), (5.0, 0.0), (5.0, 5.0), (0.0, 5.0), (0.0, 0.0)]
+        first_hole = [(1.0, 1.0), (2.0, 1.0), (2.0, 2.0), (1.0, 2.0), (1.0, 1.0)]
+        second_hole = [(3.0, 3.0), (4.0, 3.0), (4.0, 4.0), (3.0, 4.0), (3.0, 3.0)]
+        multipoly = MultiPolygon([Polygon(square, holes=[first_hole, second_hole])])
+        cell_polygon_table = gpd.GeoDataFrame(geometry=gpd.GeoSeries([multipoly]))
+        cell_polygon_table["instance_id"] = [0]
+        sd_polygons = ShapesModel.parse(cell_polygon_table)
+
+        adata = anndata.AnnData(pd.DataFrame({"value": [1]}))
+        adata.obs["region"] = "two_holes"
+        adata.obs["instance_id"] = [0]
+        adata.obs["category"] = ["holey"]
+        table = TableModel.parse(adata, region="two_holes", region_key="region", instance_key="instance_id")
+
+        sdata = SpatialData(shapes={"two_holes": sd_polygons}, table=table)
+
+        fig, ax = plt.subplots()
+        sdata.pl.render_shapes(element="two_holes", color="category").pl.show(ax=ax)
+        ax.set_xlim(-1, 6)
+        ax.set_ylim(-1, 6)
+
+        fig.tight_layout()
+
     def test_plot_can_color_from_geodataframe(self, sdata_blobs: SpatialData):
         blob = deepcopy(sdata_blobs)
         blob["table"].obs["region"] = pd.Categorical(["blobs_polygons"] * blob["table"].n_obs)

From 031b57d474768d9608b853d7d1684b64c9874bc0 Mon Sep 17 00:00:00 2001
From: Tim Treis <tim.treis@stud.uni-heidelberg.de>
Date: Sat, 15 Nov 2025 18:07:37 +0100
Subject: [PATCH 08/10] fixed typo

---
 tests/pl/test_render_shapes.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/pl/test_render_shapes.py b/tests/pl/test_render_shapes.py
index ed2ac906..4707cf91 100644
--- a/tests/pl/test_render_shapes.py
+++ b/tests/pl/test_render_shapes.py
@@ -130,7 +130,7 @@ def test_plot_can_color_multipolygons_with_multiple_holes(self):
         adata.obs["category"] = ["holey"]
         table = TableModel.parse(adata, region="two_holes", region_key="region", instance_key="instance_id")
 
-        sdata = SpatialData(shapes={"two_holes": sd_polygons}, table=table)
+        sdata = SpatialData(shapes={"two_holes": sd_polygons}, tables=table)
 
         fig, ax = plt.subplots()
         sdata.pl.render_shapes(element="two_holes", color="category").pl.show(ax=ax)

From e2a5f39b0435ea0ffe7eece1798153f8d6d157ae Mon Sep 17 00:00:00 2001
From: Tim Treis <tim.treis@stud.uni-heidelberg.de>
Date: Sat, 15 Nov 2025 18:13:27 +0100
Subject: [PATCH 09/10] fixed test

---
 tests/pl/test_render_shapes.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/pl/test_render_shapes.py b/tests/pl/test_render_shapes.py
index 4707cf91..11984397 100644
--- a/tests/pl/test_render_shapes.py
+++ b/tests/pl/test_render_shapes.py
@@ -125,15 +125,15 @@ def test_plot_can_color_multipolygons_with_multiple_holes(self):
         sd_polygons = ShapesModel.parse(cell_polygon_table)
 
         adata = anndata.AnnData(pd.DataFrame({"value": [1]}))
-        adata.obs["region"] = "two_holes"
+        adata.obs["region"] = pd.Categorical(["two_holes"] * adata.n_obs)
         adata.obs["instance_id"] = [0]
         adata.obs["category"] = ["holey"]
         table = TableModel.parse(adata, region="two_holes", region_key="region", instance_key="instance_id")
 
-        sdata = SpatialData(shapes={"two_holes": sd_polygons}, tables=table)
+        sdata = SpatialData(shapes={"two_holes": sd_polygons}, tables={"table": table})
 
         fig, ax = plt.subplots()
-        sdata.pl.render_shapes(element="two_holes", color="category").pl.show(ax=ax)
+        sdata.pl.render_shapes(element="two_holes", color="category", table_name="table").pl.show(ax=ax)
         ax.set_xlim(-1, 6)
         ax.set_ylim(-1, 6)
 

From ef29c0783b6a3c6d9b1e25b22b974f4ecb1f72d2 Mon Sep 17 00:00:00 2001
From: Tim Treis <tim.treis@stud.uni-heidelberg.de>
Date: Sat, 15 Nov 2025 18:18:14 +0100
Subject: [PATCH 10/10] added image from runner

---
 ...olor_multipolygons_with_multiple_holes.png | Bin 7150 -> 7691 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/tests/_images/Shapes_can_color_multipolygons_with_multiple_holes.png b/tests/_images/Shapes_can_color_multipolygons_with_multiple_holes.png
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