Repository: DS4SD/docling-core

Issue:
feat: add escaping_underscores option to markdown export
If you use docling to prepare documents for input to gpt models using [RAG](https://en.wikipedia.org/wiki/Retrieval-augmented_generation), which uses [full-text-search](https://en.wikipedia.org/wiki/Full-text_search) or hybrid search, then you need to convert to unescaped markdown, since the keywords from the user's query may contain underscores and the required document chunks will not be found.

I suggest adding an option to `export_to_markdown()` which disable escaping when exporting to Markdown, and also using it with the False value when converting to text. The default value remains True.

Hints from issue comments:

Solution patch:
diff --git a/docling_core/types/doc/base.py b/docling_core/types/doc/base.py
index 74daaccf..5ad50d85 100644
--- a/docling_core/types/doc/base.py
+++ b/docling_core/types/doc/base.py
@@ -1,6 +1,5 @@
 """Models for the base data types."""
 
-import copy
 from enum import Enum
 from typing import Tuple
 
@@ -53,33 +52,53 @@ def height(self):
         """height."""
         return abs(self.t - self.b)
 
-    def scaled(self, scale: float) -> "BoundingBox":
-        """scaled.
-
-        :param scale: float:
-
-        """
-        out_bbox = copy.deepcopy(self)
-        out_bbox.l *= scale
-        out_bbox.r *= scale
-        out_bbox.t *= scale
-        out_bbox.b *= scale
-
-        return out_bbox
-
-    def normalized(self, page_size: Size) -> "BoundingBox":
-        """normalized.
-
-        :param page_size: Size:
-
-        """
-        out_bbox = copy.deepcopy(self)
-        out_bbox.l /= page_size.width
-        out_bbox.r /= page_size.width
-        out_bbox.t /= page_size.height
-        out_bbox.b /= page_size.height
-
-        return out_bbox
+    def resize_by_scale(self, x_scale: float, y_scale: float):
+        """resize_by_scale."""
+        return BoundingBox(
+            l=self.l * x_scale,
+            r=self.r * x_scale,
+            t=self.t * y_scale,
+            b=self.b * y_scale,
+            coord_origin=self.coord_origin,
+        )
+
+    def scale_to_size(self, old_size: Size, new_size: Size):
+        """scale_to_size."""
+        return self.resize_by_scale(
+            x_scale=new_size.width / old_size.width,
+            y_scale=new_size.height / old_size.height,
+        )
+
+    # same as before, but using the implementation above
+    def scaled(self, scale: float):
+        """scaled."""
+        return self.resize_by_scale(x_scale=scale, y_scale=scale)
+
+    # same as before, but using the implementation above
+    def normalized(self, page_size: Size):
+        """normalized."""
+        return self.scale_to_size(
+            old_size=page_size, new_size=Size(height=1.0, width=1.0)
+        )
+
+    def expand_by_scale(self, x_scale: float, y_scale: float) -> "BoundingBox":
+        """expand_to_size."""
+        if self.coord_origin == CoordOrigin.TOPLEFT:
+            return BoundingBox(
+                l=self.l - self.width * x_scale,
+                r=self.r + self.width * x_scale,
+                t=self.t - self.height * y_scale,
+                b=self.b + self.height * y_scale,
+                coord_origin=self.coord_origin,
+            )
+        elif self.coord_origin == CoordOrigin.BOTTOMLEFT:
+            return BoundingBox(
+                l=self.l - self.width * x_scale,
+                r=self.r + self.width * x_scale,
+                t=self.t + self.height * y_scale,
+                b=self.b - self.height * y_scale,
+                coord_origin=self.coord_origin,
+            )
 
     def as_tuple(self) -> Tuple[float, float, float, float]:
         """as_tuple."""
@@ -116,26 +135,27 @@ def from_tuple(cls, coord: Tuple[float, ...], origin: CoordOrigin):
 
     def area(self) -> float:
         """area."""
-        area = (self.r - self.l) * (self.b - self.t)
-        if self.coord_origin == CoordOrigin.BOTTOMLEFT:
-            area = -area
-        return area
+        return abs(self.r - self.l) * abs(self.b - self.t)
 
     def intersection_area_with(self, other: "BoundingBox") -> float:
-        """intersection_area_with.
-
-        :param other: "BoundingBox":
+        """Calculate the intersection area with another bounding box."""
+        if self.coord_origin != other.coord_origin:
+            raise ValueError("BoundingBoxes have different CoordOrigin")
 
-        """
         # Calculate intersection coordinates
         left = max(self.l, other.l)
-        top = max(self.t, other.t)
         right = min(self.r, other.r)
-        bottom = min(self.b, other.b)
+
+        if self.coord_origin == CoordOrigin.TOPLEFT:
+            bottom = max(self.t, other.t)
+            top = min(self.b, other.b)
+        elif self.coord_origin == CoordOrigin.BOTTOMLEFT:
+            top = min(self.t, other.t)
+            bottom = max(self.b, other.b)
 
         # Calculate intersection dimensions
         width = right - left
-        height = bottom - top
+        height = top - bottom
 
         # If the bounding boxes do not overlap, width or height will be negative
         if width <= 0 or height <= 0:
@@ -143,6 +163,27 @@ def intersection_area_with(self, other: "BoundingBox") -> float:
 
         return width * height
 
+    def intersection_over_union(
+        self, other: "BoundingBox", eps: float = 1.0e-6
+    ) -> float:
+        """intersection_over_union."""
+        intersection_area = self.intersection_area_with(other=other)
+
+        union_area = (
+            abs(self.l - self.r) * abs(self.t - self.b)
+            + abs(other.l - other.r) * abs(other.t - other.b)
+            - intersection_area
+        )
+
+        return intersection_area / (union_area + eps)
+
+    def intersection_over_self(
+        self, other: "BoundingBox", eps: float = 1.0e-6
+    ) -> float:
+        """intersection_over_self."""
+        intersection_area = self.intersection_area_with(other=other)
+        return intersection_area / self.area()
+
     def to_bottom_left_origin(self, page_height: float) -> "BoundingBox":
         """to_bottom_left_origin.
 
@@ -176,3 +217,151 @@ def to_top_left_origin(self, page_height: float) -> "BoundingBox":
                 b=page_height - self.b,  # self.t
                 coord_origin=CoordOrigin.TOPLEFT,
             )
+
+    def overlaps(self, other: "BoundingBox") -> bool:
+        """overlaps."""
+        return self.overlaps_horizontally(other=other) and self.overlaps_vertically(
+            other=other
+        )
+
+    def overlaps_horizontally(self, other: "BoundingBox") -> bool:
+        """Check if two bounding boxes overlap horizontally."""
+        return not (self.r <= other.l or other.r <= self.l)
+
+    def overlaps_vertically(self, other: "BoundingBox") -> bool:
+        """Check if two bounding boxes overlap vertically."""
+        if self.coord_origin != other.coord_origin:
+            raise ValueError("BoundingBoxes have different CoordOrigin")
+
+        # Normalize coordinates if needed
+        if self.coord_origin == CoordOrigin.BOTTOMLEFT:
+            return not (self.t <= other.b or other.t <= self.b)
+        elif self.coord_origin == CoordOrigin.TOPLEFT:
+            return not (self.b <= other.t or other.b <= self.t)
+
+    def overlaps_vertically_with_iou(self, other: "BoundingBox", iou: float) -> bool:
+        """overlaps_y_with_iou."""
+        if (
+            self.coord_origin == CoordOrigin.BOTTOMLEFT
+            and other.coord_origin == CoordOrigin.BOTTOMLEFT
+        ):
+
+            if self.overlaps_vertically(other=other):
+
+                u0 = min(self.b, other.b)
+                u1 = max(self.t, other.t)
+
+                i0 = max(self.b, other.b)
+                i1 = min(self.t, other.t)
+
+                iou_ = float(i1 - i0) / float(u1 - u0)
+                return (iou_) > iou
+
+            return False
+
+        elif (
+            self.coord_origin == CoordOrigin.TOPLEFT
+            and other.coord_origin == CoordOrigin.TOPLEFT
+        ):
+            if self.overlaps_vertically(other=other):
+                u0 = min(self.t, other.t)
+                u1 = max(self.b, other.b)
+
+                i0 = max(self.t, other.t)
+                i1 = min(self.b, other.b)
+
+                iou_ = float(i1 - i0) / float(u1 - u0)
+                return (iou_) > iou
+
+            return False
+        else:
+            raise ValueError("BoundingBoxes have different CoordOrigin")
+
+        return False
+
+    def is_left_of(self, other: "BoundingBox") -> bool:
+        """is_left_of."""
+        return self.l < other.l
+
+    def is_strictly_left_of(self, other: "BoundingBox", eps: float = 0.001) -> bool:
+        """is_strictly_left_of."""
+        return (self.r + eps) < other.l
+
+    def is_above(self, other: "BoundingBox") -> bool:
+        """is_above."""
+        if (
+            self.coord_origin == CoordOrigin.BOTTOMLEFT
+            and other.coord_origin == CoordOrigin.BOTTOMLEFT
+        ):
+            return self.t > other.t
+
+        elif (
+            self.coord_origin == CoordOrigin.TOPLEFT
+            and other.coord_origin == CoordOrigin.TOPLEFT
+        ):
+            return self.t < other.t
+
+        else:
+            raise ValueError("BoundingBoxes have different CoordOrigin")
+
+        return False
+
+    def is_strictly_above(self, other: "BoundingBox", eps: float = 1.0e-3) -> bool:
+        """is_strictly_above."""
+        if (
+            self.coord_origin == CoordOrigin.BOTTOMLEFT
+            and other.coord_origin == CoordOrigin.BOTTOMLEFT
+        ):
+            return (self.b + eps) > other.t
+
+        elif (
+            self.coord_origin == CoordOrigin.TOPLEFT
+            and other.coord_origin == CoordOrigin.TOPLEFT
+        ):
+            return (self.b + eps) < other.t
+
+        else:
+            raise ValueError("BoundingBoxes have different CoordOrigin")
+
+        return False
+
+    def is_horizontally_connected(
+        self, elem_i: "BoundingBox", elem_j: "BoundingBox"
+    ) -> bool:
+        """is_horizontally_connected."""
+        if (
+            self.coord_origin == CoordOrigin.BOTTOMLEFT
+            and elem_i.coord_origin == CoordOrigin.BOTTOMLEFT
+            and elem_j.coord_origin == CoordOrigin.BOTTOMLEFT
+        ):
+            min_ij = min(elem_i.b, elem_j.b)
+            max_ij = max(elem_i.t, elem_j.t)
+
+            if self.b < max_ij and min_ij < self.t:  # overlap_y
+                return False
+
+            if self.l < elem_i.r and elem_j.l < self.r:
+                return True
+
+            return False
+
+        elif (
+            self.coord_origin == CoordOrigin.TOPLEFT
+            and elem_i.coord_origin == CoordOrigin.TOPLEFT
+            and elem_j.coord_origin == CoordOrigin.TOPLEFT
+        ):
+            min_ij = min(elem_i.t, elem_j.t)
+            max_ij = max(elem_i.b, elem_j.b)
+
+            if self.t < max_ij and min_ij < self.b:  # overlap_y
+                return False
+
+            if self.l < elem_i.r and elem_j.l < self.r:
+                return True
+
+            return False
+
+        else:
+            raise ValueError("BoundingBoxes have different CoordOrigin")
+
+        return False
diff --git a/docling_core/types/doc/document.py b/docling_core/types/doc/document.py
index d1689155..17af1254 100644
--- a/docling_core/types/doc/document.py
+++ b/docling_core/types/doc/document.py
@@ -585,7 +585,8 @@ def get_image(self, doc: "DoclingDocument") -> Optional[PILImage.Image]:
         crop_bbox = (
             self.prov[0]
             .bbox.to_top_left_origin(page_height=page.size.height)
-            .scaled(scale=page_image.height / page.size.height)
+            .scale_to_size(old_size=page.size, new_size=page.image.size)
+            # .scaled(scale=page_image.height / page.size.height)
         )
         return page_image.crop(crop_bbox.as_tuple())
 
@@ -1994,6 +1995,7 @@ def save_as_markdown(
         to_element: int = sys.maxsize,
         labels: set[DocItemLabel] = DEFAULT_EXPORT_LABELS,
         strict_text: bool = False,
+        escaping_underscores: bool = True,
         image_placeholder: str = "<!-- image -->",
         image_mode: ImageRefMode = ImageRefMode.PLACEHOLDER,
         indent: int = 4,
@@ -2016,6 +2018,7 @@ def save_as_markdown(
             to_element=to_element,
             labels=labels,
             strict_text=strict_text,
+            escaping_underscores=escaping_underscores,
             image_placeholder=image_placeholder,
             image_mode=image_mode,
             indent=indent,
@@ -2033,6 +2036,7 @@ def export_to_markdown(  # noqa: C901
         to_element: int = sys.maxsize,
         labels: set[DocItemLabel] = DEFAULT_EXPORT_LABELS,
         strict_text: bool = False,
+        escaping_underscores: bool = True,
         image_placeholder: str = "<!-- image -->",
         image_mode: ImageRefMode = ImageRefMode.PLACEHOLDER,
         indent: int = 4,
@@ -2058,6 +2062,9 @@ def export_to_markdown(  # noqa: C901
         :param strict_text: bool: Whether to only include the text content
             of the document. (Default value = False).
         :type strict_text: bool = False
+        :param escaping_underscores: bool: Whether to escape underscores in the
+            text content of the document. (Default value = True).
+        :type escaping_underscores: bool = True
         :param image_placeholder: The placeholder to include to position
             images in the markdown. (Default value = "\<!-- image --\>").
         :type image_placeholder: str = "<!-- image -->"
@@ -2226,7 +2233,8 @@ def escape_underscores(text):
 
             return "".join(parts)
 
-        mdtext = escape_underscores(mdtext)
+        if escaping_underscores:
+            mdtext = escape_underscores(mdtext)
 
         return mdtext
 
@@ -2244,6 +2252,7 @@ def export_to_text(  # noqa: C901
             to_element,
             labels,
             strict_text=True,
+            escaping_underscores=False,
             image_placeholder="",
         )
 


Test patch:
diff --git a/test/test_docling_doc.py b/test/test_docling_doc.py
index 1e1652a1..c29ae59b 100644
--- a/test/test_docling_doc.py
+++ b/test/test_docling_doc.py
@@ -10,10 +10,9 @@
 from PIL import ImageDraw
 from pydantic import AnyUrl, ValidationError
 
-from docling_core.types.doc.base import ImageRefMode
-from docling_core.types.doc.document import (
+from docling_core.types.doc.base import BoundingBox, CoordOrigin, ImageRefMode, Size
+from docling_core.types.doc.document import (  # BoundingBox,
     CURRENT_VERSION,
-    BoundingBox,
     CodeItem,
     DocItem,
     DoclingDocument,
@@ -44,6 +43,127 @@ def test_doc_origin():
     )
 
 
+def test_overlaps_horizontally():
+    # Overlapping horizontally
+    bbox1 = BoundingBox(l=0, t=0, r=10, b=10, coord_origin=CoordOrigin.TOPLEFT)
+    bbox2 = BoundingBox(l=5, t=5, r=15, b=15, coord_origin=CoordOrigin.TOPLEFT)
+    assert bbox1.overlaps_horizontally(bbox2) is True
+
+    # No overlap horizontally (disjoint on the right)
+    bbox3 = BoundingBox(l=11, t=0, r=20, b=10, coord_origin=CoordOrigin.TOPLEFT)
+    assert bbox1.overlaps_horizontally(bbox3) is False
+
+    # No overlap horizontally (disjoint on the left)
+    bbox4 = BoundingBox(l=-10, t=0, r=-1, b=10, coord_origin=CoordOrigin.TOPLEFT)
+    assert bbox1.overlaps_horizontally(bbox4) is False
+
+    # Full containment
+    bbox5 = BoundingBox(l=2, t=2, r=8, b=8, coord_origin=CoordOrigin.TOPLEFT)
+    assert bbox1.overlaps_horizontally(bbox5) is True
+
+    # Edge touching (no overlap)
+    bbox6 = BoundingBox(l=10, t=0, r=20, b=10, coord_origin=CoordOrigin.TOPLEFT)
+    assert bbox1.overlaps_horizontally(bbox6) is False
+
+
+def test_overlaps_vertically():
+
+    page_height = 300
+
+    # Same CoordOrigin (TOPLEFT)
+    bbox1 = BoundingBox(l=0, t=0, r=10, b=10, coord_origin=CoordOrigin.TOPLEFT)
+    bbox2 = BoundingBox(l=5, t=5, r=15, b=15, coord_origin=CoordOrigin.TOPLEFT)
+    assert bbox1.overlaps_vertically(bbox2) is True
+
+    bbox1_ = bbox1.to_bottom_left_origin(page_height=page_height)
+    bbox2_ = bbox2.to_bottom_left_origin(page_height=page_height)
+    assert bbox1_.overlaps_vertically(bbox2_) is True
+
+    bbox3 = BoundingBox(l=0, t=11, r=10, b=20, coord_origin=CoordOrigin.TOPLEFT)
+    assert bbox1.overlaps_vertically(bbox3) is False
+
+    bbox3_ = bbox3.to_bottom_left_origin(page_height=page_height)
+    assert bbox1_.overlaps_vertically(bbox3_) is False
+
+    # Same CoordOrigin (BOTTOMLEFT)
+    bbox4 = BoundingBox(l=0, b=20, r=10, t=30, coord_origin=CoordOrigin.BOTTOMLEFT)
+    bbox5 = BoundingBox(l=5, b=15, r=15, t=25, coord_origin=CoordOrigin.BOTTOMLEFT)
+    assert bbox4.overlaps_vertically(bbox5) is True
+
+    bbox4_ = bbox4.to_top_left_origin(page_height=page_height)
+    bbox5_ = bbox5.to_top_left_origin(page_height=page_height)
+    assert bbox4_.overlaps_vertically(bbox5_) is True
+
+    bbox6 = BoundingBox(l=0, b=31, r=10, t=40, coord_origin=CoordOrigin.BOTTOMLEFT)
+    assert bbox4.overlaps_vertically(bbox6) is False
+
+    bbox6_ = bbox6.to_top_left_origin(page_height=page_height)
+    assert bbox4_.overlaps_vertically(bbox6_) is False
+
+    # Different CoordOrigin
+    with pytest.raises(ValueError):
+        bbox1.overlaps_vertically(bbox4)
+
+
+def test_intersection_area_with():
+    page_height = 300
+
+    # Overlapping bounding boxes (TOPLEFT)
+    bbox1 = BoundingBox(l=0, t=0, r=10, b=10, coord_origin=CoordOrigin.TOPLEFT)
+    bbox2 = BoundingBox(l=5, t=5, r=15, b=15, coord_origin=CoordOrigin.TOPLEFT)
+    assert abs(bbox1.intersection_area_with(bbox2) - 25.0) < 1.0e-3
+
+    bbox1_ = bbox1.to_bottom_left_origin(page_height=page_height)
+    bbox2_ = bbox2.to_bottom_left_origin(page_height=page_height)
+    assert abs(bbox1_.intersection_area_with(bbox2_) - 25.0) < 1.0e-3
+
+    # Non-overlapping bounding boxes (TOPLEFT)
+    bbox3 = BoundingBox(l=11, t=0, r=20, b=10, coord_origin=CoordOrigin.TOPLEFT)
+    assert abs(bbox1.intersection_area_with(bbox3) - 0.0) < 1.0e-3
+
+    # Touching edges (no intersection, TOPLEFT)
+    bbox4 = BoundingBox(l=10, t=0, r=20, b=10, coord_origin=CoordOrigin.TOPLEFT)
+    assert abs(bbox1.intersection_area_with(bbox4) - 0.0) < 1.0e-3
+
+    # Fully contained (TOPLEFT)
+    bbox5 = BoundingBox(l=2, t=2, r=8, b=8, coord_origin=CoordOrigin.TOPLEFT)
+    assert abs(bbox1.intersection_area_with(bbox5) - 36.0) < 1.0e-3
+
+    # Overlapping bounding boxes (BOTTOMLEFT)
+    bbox6 = BoundingBox(l=0, t=10, r=10, b=0, coord_origin=CoordOrigin.BOTTOMLEFT)
+    bbox7 = BoundingBox(l=5, t=15, r=15, b=5, coord_origin=CoordOrigin.BOTTOMLEFT)
+    assert abs(bbox6.intersection_area_with(bbox7) - 25.0) < 1.0e-3
+
+    # Different CoordOrigins (raises ValueError)
+    with pytest.raises(ValueError):
+        bbox1.intersection_area_with(bbox6)
+
+
+def test_orientation():
+
+    page_height = 300
+
+    # Same CoordOrigin (TOPLEFT)
+    bbox1 = BoundingBox(l=0, t=0, r=10, b=10, coord_origin=CoordOrigin.TOPLEFT)
+    bbox2 = BoundingBox(l=5, t=5, r=15, b=15, coord_origin=CoordOrigin.TOPLEFT)
+    bbox3 = BoundingBox(l=11, t=5, r=15, b=15, coord_origin=CoordOrigin.TOPLEFT)
+    bbox4 = BoundingBox(l=0, t=11, r=10, b=15, coord_origin=CoordOrigin.TOPLEFT)
+
+    assert bbox1.is_left_of(bbox2) is True
+    assert bbox1.is_strictly_left_of(bbox2) is False
+    assert bbox1.is_strictly_left_of(bbox3) is True
+
+    bbox1_ = bbox1.to_bottom_left_origin(page_height=page_height)
+    bbox2_ = bbox2.to_bottom_left_origin(page_height=page_height)
+    bbox3_ = bbox3.to_bottom_left_origin(page_height=page_height)
+    bbox4_ = bbox4.to_bottom_left_origin(page_height=page_height)
+
+    assert bbox1.is_above(bbox2) is True
+    assert bbox1_.is_above(bbox2_) is True
+    assert bbox1.is_strictly_above(bbox4) is True
+    assert bbox1_.is_strictly_above(bbox4_) is True
+
+
 def test_docitems():
 
     # Iterative function to find all subclasses