chore: import upstream snapshot with attribution
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This commit is contained in:
wehub-resource-sync
2026-07-13 13:33:56 +08:00
commit 461bf6fd40
1313 changed files with 1079898 additions and 0 deletions
@@ -0,0 +1,55 @@
<body class="Document">
<div class="Page" data-page-number="1">
<header class="Header">
<h1 class="Title">
Header
</h1>
<time class="CalendarDate">
Date: October 30, 2023
</time>
</header>
<form class="Form">
<label class="FormField" for="company-name">
From field name
</label>
<input class="FormFieldValue" value="Example value"/>
</form>
<section class="Section">
<table class="Table">
<thead class="TableHeader">
<tr class="TableRow">
<th class="TableCellHeader">
Description
</th>
<th class="TableCellHeader">
Row header
</th>
</tr>
</thead>
<tbody class="TableBody">
<tr class="TableRow">
<td class="TableCell">
Value description
</td>
<td class="TableCell">
<span class="Currency">
50 $
</span>
<span class="Measurement">
(1.32 %)
</span>
</td>
</tr>
</tbody>
</table>
</section>
<section class="Section">
<h2 class="Subtitle">
2. Subtitle
</h2>
<p class="NarrativeText">
Paragraph text
</p>
</section>
</div>
</body>
File diff suppressed because it is too large Load Diff
@@ -0,0 +1,8 @@
<body class="Document">
<div class="Page" data-page-number="1">
<header class="Header">
<img alt="New York logo" class="Logo"/>
<img alt="A line graph showing the comparison of 5 year cumulative total return for stocks" class="Image"/>
</header>
</div>
</body>
@@ -0,0 +1,18 @@
<body class="Document">
<div class="Page" data-page-number="1">
<header class="Header">
<p class="NarrativeText">
Table of Contents
</p>
<address class="Address">
68 Prince Street Palmdale, CA 93550
</address>
<a class="Hyperlink">
www.google.com
</a>
<span class="UncategorizedText">
More text
</span>
</header>
</div>
</body>
@@ -0,0 +1,149 @@
<body class="Document">
<table class="Table">
<tr>
<th>
Header 1
</th>
<th>
Header 2
</th>
</tr>
<tr>
<td>
Row 1, Cell 1
</td>
<td>
Row 1, Cell 2
</td>
</tr>
<tr>
<td>
Row 2, Cell 1
</td>
<td>
Row 2, Cell 2
</td>
</tr>
</table>
<table>
<tr>
<th colspan="3">
Big Table Header
</th>
</tr>
<tr>
<td rowspan="2">
Merged Cell 1
</td>
<td>
Cell 2
</td>
<td>
Cell 3
</td>
</tr>
<tr>
<td colspan="2">
Merged Cell 4 and 5
</td>
</tr>
<tr>
<td>
Cell 6
</td>
<td>
Cell 7
</td>
<td>
Cell 8
</td>
</tr>
<tr>
<td>
Cell 9
</td>
<td colspan="2">
A cell with a lot of text. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.
</td>
</tr>
<tr>
<td>
Cell 10
</td>
<td>
Cell 11
</td>
<td>
Cell 12
</td>
</tr>
</table>
<table class="TableOfContents">
<tr>
<th>
Chapter
</th>
<th>
Title
</th>
<th>
Page
</th>
</tr>
<tr>
<td>
1
</td>
<td>
Introduction
</td>
<td>
1
</td>
</tr>
<tr>
<td>
2
</td>
<td>
Getting Started
</td>
<td>
5
</td>
</tr>
<tr>
<td>
3
</td>
<td>
Basic Concepts
</td>
<td>
12
</td>
</tr>
<tr>
<td>
4
</td>
<td>
Advanced Topics
</td>
<td>
25
</td>
</tr>
<tr>
<td>
5
</td>
<td>
Conclusion
</td>
<td>
40
</td>
</tr>
</table>
</body>
@@ -0,0 +1,73 @@
import pytest
from unstructured.documents.coordinates import (
CoordinateSystem,
Orientation,
RelativeCoordinateSystem,
convert_coordinate,
)
@pytest.mark.parametrize(
("old_t", "old_t_max", "new_t_max", "t_orientation", "expected"),
[(0, 7, 5, 1, 0), (7, 7, 5, 1, 5), (0, 7, 5, -1, 5), (7, 7, 5, -1, 0)],
)
def test_convert_coordinate(old_t, old_t_max, new_t_max, t_orientation, expected):
assert convert_coordinate(old_t, old_t_max, new_t_max, t_orientation) == expected
@pytest.mark.parametrize(
("width", "height", "orientation", "x", "y", "expected_x", "expected_y"),
[
(100, 300, Orientation.CARTESIAN, 0.8, 0.4, 80, 120),
(100, 300, Orientation.SCREEN, 0.8, 0.6, 80, 120),
],
)
def test_convert_from_relative(width, height, orientation, x, y, expected_x, expected_y):
coord1 = CoordinateSystem(width, height)
coord1.orientation = orientation
assert coord1.convert_from_relative(x, y) == (expected_x, expected_y)
@pytest.mark.parametrize(
("width", "height", "orientation", "x", "y", "expected_x", "expected_y"),
[
(100, 300, Orientation.CARTESIAN, 80, 120, 0.8, 0.4),
(100, 300, Orientation.SCREEN, 80, 120, 0.8, 0.6),
],
)
def test_convert_to_relative(width, height, orientation, x, y, expected_x, expected_y):
coord1 = CoordinateSystem(width, height)
coord1.orientation = orientation
assert coord1.convert_to_relative(x, y) == (expected_x, expected_y)
@pytest.mark.parametrize(
("orientation1", "orientation2", "x", "y", "expected_x", "expected_y"),
[
(Orientation.CARTESIAN, Orientation.CARTESIAN, 80, 120, 800, 1200),
(Orientation.CARTESIAN, Orientation.SCREEN, 80, 120, 800, 800),
(Orientation.SCREEN, Orientation.CARTESIAN, 80, 120, 800, 800),
(Orientation.SCREEN, Orientation.SCREEN, 80, 120, 800, 1200),
],
)
def test_convert_to_new_system(orientation1, orientation2, x, y, expected_x, expected_y):
coord1 = CoordinateSystem(width=100, height=200)
coord1.orientation = orientation1
coord2 = CoordinateSystem(width=1000, height=2000)
coord2.orientation = orientation2
assert coord1.convert_coordinates_to_new_system(coord2, x, y) == (expected_x, expected_y)
@pytest.mark.parametrize(
("width", "height", "orientation", "x", "y", "expected_x", "expected_y"),
[
(100, 300, Orientation.CARTESIAN, 80, 120, 0.8, 0.4),
(100, 300, Orientation.SCREEN, 80, 120, 0.8, 0.6),
],
)
def test_relative_system(width, height, orientation, x, y, expected_x, expected_y):
coord1 = CoordinateSystem(width, height)
coord1.orientation = orientation
coord2 = RelativeCoordinateSystem()
assert coord1.convert_coordinates_to_new_system(coord2, x, y) == (expected_x, expected_y)
@@ -0,0 +1,776 @@
# pyright: reportPrivateUsage=false
"""Test-suite for `unstructured.documents.elements` module."""
from __future__ import annotations
import copy
import io
import json
import pathlib
from functools import partial
import pytest
from test_unstructured.unit_utils import assign_hash_ids, example_doc_path
from unstructured.cleaners.core import clean_bullets, clean_prefix
from unstructured.documents.coordinates import (
CoordinateSystem,
Orientation,
RelativeCoordinateSystem,
)
from unstructured.documents.elements import (
CheckBox,
ConsolidationStrategy,
CoordinatesMetadata,
DataSourceMetadata,
Element,
ElementMetadata,
Points,
Text,
Title,
assign_and_map_hash_ids,
)
from unstructured.partition.json import partition_json
from unstructured.staging.base import elements_from_base64_gzipped_json
@pytest.mark.parametrize("element", [Element(), Text(text=""), CheckBox()])
def test_Element_autoassigns_a_UUID_then_becomes_an_idempotent_and_deterministic_hash(
element: Element,
):
# -- element self-assigns itself a UUID --
assert isinstance(element.id, str)
assert len(element.id) == 36
assert element.id.count("-") == 4
expected_hash = "5336294a19f32ff03ef80066fbc3e0f7"
# -- calling `.id_to_hash()` changes the element's id-type to hash --
assert element.id_to_hash(0) == expected_hash
assert element.id == expected_hash
# -- `.id_to_hash()` is idempotent --
assert element.id_to_hash(0) == expected_hash
assert element.id == expected_hash
def test_Text_is_JSON_serializable():
# -- This shold run without an error --
json.dumps(Text(text="hello there!", element_id=None).to_dict())
@pytest.mark.parametrize(
"element",
[
Element(),
Text(text=""), # -- element_id should be implicitly None --
Text(text="", element_id=None), # -- setting explicitly to None --
CheckBox(),
],
)
def test_Element_self_assigns_itself_a_UUID_id(element: Element):
assert isinstance(element.id, str)
assert len(element.id) == 36
assert element.id.count("-") == 4
def test_text_element_apply_cleaners():
text_element = Text(text="[1] A Textbook on Crocodile Habitats")
text_element.apply(partial(clean_prefix, pattern=r"\[\d{1,2}\]"))
assert str(text_element) == "A Textbook on Crocodile Habitats"
def test_text_element_apply_multiple_cleaners():
cleaners = [partial(clean_prefix, pattern=r"\[\d{1,2}\]"), partial(clean_bullets)]
text_element = Text(text="[1] \u2022 A Textbook on Crocodile Habitats")
text_element.apply(*cleaners)
assert str(text_element) == "A Textbook on Crocodile Habitats"
def test_non_text_elements_are_serializable_to_text():
element = CheckBox()
assert hasattr(element, "text")
assert element.text is not None
assert element.text == ""
assert str(element) == ""
def test_apply_raises_if_func_does_not_produce_string():
def bad_cleaner(s: str):
return 1
text_element = Text(text="[1] A Textbook on Crocodile Habitats")
with pytest.raises(ValueError, match="Cleaner produced a non-string output."):
text_element.apply(bad_cleaner) # pyright: ignore[reportArgumentType]
@pytest.mark.parametrize(
("coordinates", "orientation1", "orientation2", "expected_coords"),
[
(
((1, 2), (1, 4), (3, 4), (3, 2)),
Orientation.CARTESIAN,
Orientation.CARTESIAN,
((10, 20), (10, 40), (30, 40), (30, 20)),
),
(
((1, 2), (1, 4), (3, 4), (3, 2)),
Orientation.CARTESIAN,
Orientation.SCREEN,
((10, 1980), (10, 1960), (30, 1960), (30, 1980)),
),
(
((1, 2), (1, 4), (3, 4), (3, 2)),
Orientation.SCREEN,
Orientation.CARTESIAN,
((10, 1980), (10, 1960), (30, 1960), (30, 1980)),
),
(
((1, 2), (1, 4), (3, 4), (3, 2)),
Orientation.SCREEN,
Orientation.SCREEN,
((10, 20), (10, 40), (30, 40), (30, 20)),
),
],
)
def test_convert_coordinates_to_new_system(
coordinates: Points,
orientation1: Orientation,
orientation2: Orientation,
expected_coords: Points,
):
coord1 = CoordinateSystem(100, 200)
coord1.orientation = orientation1
coord2 = CoordinateSystem(1000, 2000)
coord2.orientation = orientation2
element = Element(coordinates=coordinates, coordinate_system=coord1)
new_coords = element.convert_coordinates_to_new_system(coord2)
assert new_coords is not None
for new_coord, expected in zip(new_coords, expected_coords):
assert new_coord == pytest.approx(expected) # pyright: ignore[reportUnknownMemberType]
element.convert_coordinates_to_new_system(coord2, in_place=True)
assert element.metadata.coordinates is not None
assert element.metadata.coordinates.points is not None
for new_coord, expected in zip(element.metadata.coordinates.points, expected_coords):
assert new_coord == pytest.approx(expected) # pyright: ignore[reportUnknownMemberType]
assert element.metadata.coordinates.system == coord2
def test_convert_coordinate_to_new_system_none():
element = Element(coordinates=None, coordinate_system=None)
coord = CoordinateSystem(100, 200)
coord.orientation = Orientation.SCREEN
assert element.convert_coordinates_to_new_system(coord) is None
def test_element_constructor_coordinates_all_present():
coordinates = ((1, 2), (1, 4), (3, 4), (3, 2))
coordinate_system = RelativeCoordinateSystem()
element = Element(coordinates=coordinates, coordinate_system=coordinate_system)
expected_coordinates_metadata = CoordinatesMetadata(
points=coordinates,
system=coordinate_system,
)
assert element.metadata.coordinates == expected_coordinates_metadata
def test_element_constructor_coordinates_points_absent():
with pytest.raises(ValueError) as exc_info:
Element(coordinate_system=RelativeCoordinateSystem())
assert (
str(exc_info.value)
== "Coordinates points should not exist without coordinates system and vice versa."
)
def test_element_constructor_coordinates_system_absent():
with pytest.raises(ValueError) as exc_info:
Element(coordinates=((1, 2), (1, 4), (3, 4), (3, 2)))
assert (
str(exc_info.value)
== "Coordinates points should not exist without coordinates system and vice versa."
)
def test_coordinate_metadata_serdes():
coordinates = ((1, 2), (1, 4), (3, 4), (3, 2))
coordinate_system = RelativeCoordinateSystem()
coordinates_metadata = CoordinatesMetadata(points=coordinates, system=coordinate_system)
expected_schema = {
"layout_height": 1,
"layout_width": 1,
"points": ((1, 2), (1, 4), (3, 4), (3, 2)),
"system": "RelativeCoordinateSystem",
}
coordinates_metadata_dict = coordinates_metadata.to_dict()
assert coordinates_metadata_dict == expected_schema
assert CoordinatesMetadata.from_dict(coordinates_metadata_dict) == coordinates_metadata
def test_element_to_dict():
coordinates = ((1, 2), (1, 4), (3, 4), (3, 2))
coordinate_system = RelativeCoordinateSystem()
element = Element(
element_id="awt32t1",
coordinates=coordinates,
coordinate_system=coordinate_system,
)
assert element.to_dict() == {
"metadata": {
"coordinates": {
"layout_height": 1,
"layout_width": 1,
"points": ((1, 2), (1, 4), (3, 4), (3, 2)),
"system": "RelativeCoordinateSystem",
},
},
"type": None,
"text": "",
"element_id": "awt32t1",
}
class DescribeElementMetadata:
"""Unit-test suite for `unstructured.documents.elements.ElementMetadata`."""
# -- It can be constructed with known keyword arguments. In particular, including a non-known
# -- keyword argument produces a type-error at development time and raises an exception at
# -- runtime. This catches typos before they reach production.
def it_detects_unknown_constructor_args_at_both_development_time_and_runtime(self):
with pytest.raises(TypeError, match="got an unexpected keyword argument 'file_name'"):
ElementMetadata(file_name="memo.docx") # pyright: ignore[reportCallIssue]
@pytest.mark.parametrize(
"file_path",
[
pathlib.Path("documents/docx") / "memos" / "memo-2023-11-10.docx",
"documents/docx/memos/memo-2023-11-10.docx",
],
)
def it_accommodates_either_a_pathlib_Path_or_str_for_its_filename_arg(
self, file_path: pathlib.Path | str
):
meta = ElementMetadata(filename=file_path)
assert meta.file_directory == "documents/docx/memos"
assert meta.filename == "memo-2023-11-10.docx"
def it_leaves_both_filename_and_file_directory_None_when_neither_is_specified(self):
meta = ElementMetadata()
assert meta.file_directory is None
assert meta.filename is None
@pytest.mark.parametrize("file_path", [pathlib.Path("memo.docx"), "memo.docx"])
def and_it_leaves_file_directory_None_when_not_specified_and_filename_is_not_a_path(
self, file_path: pathlib.Path | str
):
meta = ElementMetadata(filename=file_path)
assert meta.file_directory is None
assert meta.filename == "memo.docx"
def and_it_splits_off_directory_path_from_its_filename_arg_when_it_is_a_file_path(self):
meta = ElementMetadata(filename="documents/docx/memo-2023-11-11.docx")
assert meta.file_directory == "documents/docx"
assert meta.filename == "memo-2023-11-11.docx"
def but_it_prefers_a_specified_file_directory_when_filename_also_contains_a_path(self):
meta = ElementMetadata(filename="tmp/staging/memo.docx", file_directory="documents/docx")
assert meta.file_directory == "documents/docx"
assert meta.filename == "memo.docx"
# -- It knows the types of its known members so type-checking support is available. --
def it_knows_the_types_of_its_known_members_so_type_checking_support_is_available(self):
ElementMetadata(
category_depth="2", # pyright: ignore[reportArgumentType]
file_directory=True, # pyright: ignore[reportArgumentType]
text_as_html=42, # pyright: ignore[reportArgumentType]
)
# -- it does not check types at runtime however (choosing to avoid validation overhead) --
# -- It only stores a field's value when it is not None. --
def it_returns_the_value_of_an_attribute_it_has(self):
meta = ElementMetadata(url="https://google.com")
assert "url" in meta.__dict__
assert meta.url == "https://google.com"
def and_it_returns_None_for_a_known_attribute_it_does_not_have(self):
meta = ElementMetadata()
assert "url" not in meta.__dict__
assert meta.url is None
def but_it_raises_AttributeError_for_an_unknown_attribute_it_does_not_have(self):
meta = ElementMetadata()
assert "coefficient" not in meta.__dict__
with pytest.raises(AttributeError, match="object has no attribute 'coefficient'"):
meta.coefficient
def it_stores_a_non_None_field_value_when_assigned(self):
meta = ElementMetadata()
assert "file_directory" not in meta.__dict__
meta.file_directory = "tmp/"
assert "file_directory" in meta.__dict__
assert meta.file_directory == "tmp/"
def it_removes_a_field_when_None_is_assigned_to_it(self):
meta = ElementMetadata(file_directory="tmp/")
assert "file_directory" in meta.__dict__
assert meta.file_directory == "tmp/"
meta.file_directory = None
assert "file_directory" not in meta.__dict__
assert meta.file_directory is None
# -- It can serialize itself to a dict -------------------------------------------------------
def it_can_serialize_itself_to_a_dict(self):
meta = ElementMetadata(
category_depth=1,
file_directory="tmp/",
page_number=2,
text_as_html="<table></table>",
url="https://google.com",
)
assert meta.to_dict() == {
"category_depth": 1,
"file_directory": "tmp/",
"page_number": 2,
"text_as_html": "<table></table>",
"url": "https://google.com",
}
def and_it_serializes_a_coordinates_sub_object_to_a_dict_when_it_is_present(self):
meta = ElementMetadata(
category_depth=1,
coordinates=CoordinatesMetadata(
points=((2, 2), (1, 4), (3, 4), (3, 2)),
system=RelativeCoordinateSystem(),
),
page_number=2,
)
assert meta.to_dict() == {
"category_depth": 1,
"coordinates": {
"layout_height": 1,
"layout_width": 1,
"points": ((2, 2), (1, 4), (3, 4), (3, 2)),
"system": "RelativeCoordinateSystem",
},
"page_number": 2,
}
def and_it_serializes_a_data_source_sub_object_to_a_dict_when_it_is_present(self):
meta = ElementMetadata(
category_depth=1,
data_source=DataSourceMetadata(
url="https://www.nih.gov/about-nih/who-we-are/nih-director",
date_created="2023-11-09",
),
page_number=2,
)
assert meta.to_dict() == {
"category_depth": 1,
"data_source": {
"url": "https://www.nih.gov/about-nih/who-we-are/nih-director",
"date_created": "2023-11-09",
},
"page_number": 2,
}
def and_it_round_trips_an_enrichment_origins_dict_of_lists_through_a_dict(self):
enrichment_origins = {
"text": [
{"type": "enrichment_foo", "provider": "provider_a", "model": "model_x"},
{"type": "enrichment_bar", "provider": "provider_a", "model": "model_x"},
],
"embeddings": [
{"type": "enrichment_baz", "provider": "provider_b", "model": "model_y"},
],
}
meta = ElementMetadata(enrichment_origins=enrichment_origins)
# -- it serializes verbatim (no special-casing needed) --
assert meta.to_dict()["enrichment_origins"] == enrichment_origins
# -- and rehydrates to an equal value --
assert ElementMetadata.from_dict(meta.to_dict()).enrichment_origins == enrichment_origins
def and_it_serializes_an_orig_elements_sub_object_to_base64_when_it_is_present(self):
elements = assign_hash_ids([Title("Lorem"), Text("Lorem Ipsum")])
meta = ElementMetadata(
category_depth=1,
orig_elements=elements,
page_number=2,
)
meta_dict = meta.to_dict()
assert meta_dict["category_depth"] == 1
assert meta_dict["page_number"] == 2
# Verify the orig_elements value is a base64 string that round-trips correctly.
# We don't compare the exact compressed bytes because zlib output varies across
# implementations (e.g. standard zlib vs zlib-ng).
assert isinstance(meta_dict["orig_elements"], str)
restored = elements_from_base64_gzipped_json(meta_dict["orig_elements"])
assert len(restored) == 2
assert restored[0].text == "Lorem"
assert restored[1].text == "Lorem Ipsum"
def but_unlike_in_ElementMetadata_unknown_fields_in_sub_objects_are_ignored(self):
"""Metadata sub-objects ignore fields they do not explicitly define.
This is _not_ the case for ElementMetadata itself where an non-known field is welcomed as a
user-defined ad-hoc metadata field.
"""
element_metadata = {
"new_field": "hello",
"data_source": {
"new_field": "world",
},
"coordinates": {
"new_field": "foo",
},
}
metadata = ElementMetadata.from_dict(element_metadata)
metadata_dict = metadata.to_dict()
assert "new_field" in metadata_dict
assert "new_field" not in metadata_dict["coordinates"]
assert "new_field" not in metadata_dict["data_source"]
# -- It can deserialize itself from a dict ---------------------------------------------------
def it_can_deserialize_itself_from_a_dict(self):
meta_dict = {
"category_depth": 1,
"coefficient": 0.58,
"coordinates": {
"layout_height": 4,
"layout_width": 2,
"points": ((1, 2), (1, 4), (3, 4), (3, 2)),
"system": "RelativeCoordinateSystem",
},
"data_source": {
"url": "https://www.nih.gov/about-nih/who-we-are/nih-director",
"date_created": "2023-11-09",
},
"languages": ["eng"],
}
meta = ElementMetadata.from_dict(meta_dict)
# -- known fields present in dict are present in meta --
assert meta.category_depth == 1
# -- known sub-object fields present in dict are present in meta --
assert meta.coordinates == CoordinatesMetadata(
points=((1, 2), (1, 4), (3, 4), (3, 2)),
system=RelativeCoordinateSystem(),
)
assert meta.data_source == DataSourceMetadata(
url="https://www.nih.gov/about-nih/who-we-are/nih-director",
date_created="2023-11-09",
)
# -- known fields absent from dict report None but are not present in meta --
assert meta.file_directory is None
assert "file_directory" not in meta.__dict__
# -- non-known fields present in dict are present in meta (we have no way to tell whether
# -- they are "ad-hoc" or not because we lack indication of user-intent)
assert meta.coefficient == 0.58
# -- ad-hoc fields absent from dict raise on attempted access --
with pytest.raises(AttributeError, match="ntMetadata' object has no attribute 'quotient'"):
meta.quotient
# -- but that can be worked around by end-user --
assert (meta.quotient if hasattr(meta, "quotient") else None) is None
# -- mutating a mutable (collection) field does not affect the original value --
assert isinstance(meta.languages, list)
assert meta.languages == ["eng"]
meta.languages.append("spa")
assert meta.languages == ["eng", "spa"]
assert meta_dict["languages"] == ["eng"]
# -- It allows downstream users to add an arbitrary new member by assignment. ----------------
def it_allows_an_end_user_to_add_an_arbitrary_field(self):
meta = ElementMetadata()
meta.foobar = 7
assert "foobar" in meta.__dict__
assert meta.foobar == 7
def and_fields_so_added_appear_in_the_metadata_JSON(self):
meta = ElementMetadata()
meta.foobar = 7
assert meta.to_dict() == {"foobar": 7}
def and_it_removes_an_end_user_field_when_it_is_assigned_None(self):
meta = ElementMetadata()
meta.foobar = 7
assert "foobar" in meta.__dict__
meta.foobar = None
assert "foobar" not in meta.__dict__
with pytest.raises(
AttributeError, match="'ElementMetadata' object has no attribute 'foobar'"
):
meta.foobar
# -- It can update itself from another instance ----------------------------------------------
def it_can_update_itself_from_another_instance(self):
meta = ElementMetadata(category_depth=1, page_number=1)
meta.coefficient = 0.58
meta.stem_length = 18
other = ElementMetadata(file_directory="tmp/", page_number=2)
other.quotient = 1.4
other.stem_length = 20
meta.update(other)
# -- known-fields present on self but not other are unchanged --
assert meta.category_depth == 1
# -- known-fields present on other but not self are added --
assert meta.file_directory == "tmp/"
# -- known-fields present on both self and other are updated --
assert meta.page_number == 2
# -- ad-hoc-fields present on self but not other are unchanged --
assert meta.coefficient == 0.58
# -- ad-hoc-fields present on other but not self are added --
assert meta.quotient == 1.4
# -- ad-hoc-fields present on both self and other are updated --
assert meta.stem_length == 20
# -- other is left unchanged --
assert other.category_depth is None
assert other.file_directory == "tmp/"
assert other.page_number == 2
assert other.text_as_html is None
assert other.url is None
assert other.quotient == 1.4
assert other.stem_length == 20
with pytest.raises(AttributeError, match="etadata' object has no attribute 'coefficient'"):
other.coefficient
def but_it_raises_on_attempt_to_update_from_a_non_ElementMetadata_object(self):
meta = ElementMetadata()
with pytest.raises(ValueError, match=r"ate\(\)' must be an instance of 'ElementMetadata'"):
meta.update({"coefficient": "0.56"}) # pyright: ignore[reportArgumentType]
# -- It knows when it is equal to another instance -------------------------------------------
def it_is_equal_to_another_instance_with_the_same_known_field_values(self):
meta = ElementMetadata(
category_depth=1,
coordinates=CoordinatesMetadata(
points=((1, 2), (1, 4), (3, 4), (3, 2)),
system=RelativeCoordinateSystem(),
),
data_source=DataSourceMetadata(
url="https://www.nih.gov/about-nih/who-we-are/nih-director",
date_created="2023-11-08",
),
file_directory="tmp/",
languages=["eng"],
page_number=2,
text_as_html="<table></table>",
url="https://google.com",
)
assert meta == ElementMetadata(
category_depth=1,
coordinates=CoordinatesMetadata(
points=((1, 2), (1, 4), (3, 4), (3, 2)),
system=RelativeCoordinateSystem(),
),
data_source=DataSourceMetadata(
url="https://www.nih.gov/about-nih/who-we-are/nih-director",
date_created="2023-11-08",
),
file_directory="tmp/",
languages=["eng"],
page_number=2,
text_as_html="<table></table>",
url="https://google.com",
)
def but_it_is_never_equal_to_a_non_ElementMetadata_object(self):
class NotElementMetadata:
pass
meta = ElementMetadata()
other = NotElementMetadata()
# -- all the "fields" are the same --
assert meta.__dict__ == other.__dict__
# -- but it is rejected solely because its type is different --
assert meta != other
def it_is_equal_to_another_instance_with_the_same_ad_hoc_field_values(self):
meta = ElementMetadata(category_depth=1)
meta.coefficient = 0.58
other = ElementMetadata(category_depth=1)
other.coefficient = 0.58
assert meta == other
def but_it_is_not_equal_to_an_instance_with_ad_hoc_fields_that_differ(self):
meta = ElementMetadata(category_depth=1)
meta.coefficient = 0.58
other = ElementMetadata(category_depth=1)
other.coefficient = 0.72
assert meta != other
def it_is_not_equal_when_a_list_field_contains_different_items(self):
meta = ElementMetadata(languages=["eng"])
assert meta != ElementMetadata(languages=["eng", "spa"])
def and_it_is_not_equal_when_the_coordinates_sub_object_field_differs(self):
meta = ElementMetadata(
coordinates=CoordinatesMetadata(
points=((1, 2), (1, 4), (3, 4), (3, 2)),
system=RelativeCoordinateSystem(),
)
)
assert meta != ElementMetadata(
coordinates=CoordinatesMetadata(
points=((2, 2), (2, 4), (3, 4), (4, 2)),
system=RelativeCoordinateSystem(),
)
)
def and_it_is_not_equal_when_the_data_source_sub_object_field_differs(self):
meta = ElementMetadata(
data_source=DataSourceMetadata(
url="https://www.nih.gov/about-nih/who-we-are/nih-director",
date_created="2023-11-08",
)
)
assert meta != ElementMetadata(
data_source=DataSourceMetadata(
url="https://www.nih.gov/about-nih/who-we-are/nih-director",
date_created="2023-11-09",
)
)
# -- There is a consolidation-strategy for all known fields ----------------------------------
def it_can_find_the_consolidation_strategy_for_each_of_its_known_fields(self):
metadata = ElementMetadata()
metadata_field_names = sorted(metadata._known_field_names)
consolidation_strategies = ConsolidationStrategy.field_consolidation_strategies()
for field_name in metadata_field_names:
assert field_name in consolidation_strategies, (
f"ElementMetadata field `.{field_name}` does not have a consolidation strategy."
f" Add one in `ConsolidationStrategy.field_consolidation_strategies()."
)
def test_hash_ids_are_unique_for_duplicate_elements():
# GIVEN
parent = Text(text="Parent", metadata=ElementMetadata(page_number=1))
elements: list[Element] = [
parent,
Text(text="Element", metadata=ElementMetadata(page_number=1, parent_id=parent.id)),
Text(text="Element", metadata=ElementMetadata(page_number=1, parent_id=parent.id)),
]
# WHEN
updated_elements = assign_and_map_hash_ids(copy.deepcopy(elements))
ids = [element.id for element in updated_elements]
# THEN
assert len(ids) == len(set(ids)), "Recalculated IDs must be unique."
assert elements[1].metadata.parent_id == elements[2].metadata.parent_id
for idx, updated_element in enumerate(updated_elements):
assert updated_element.id != elements[idx].id, "IDs haven't changed after recalculation"
if updated_element.metadata.parent_id is not None:
assert updated_element.metadata.parent_id in ids, "Parent ID not in the list of IDs"
assert updated_element.metadata.parent_id != elements[idx].metadata.parent_id, (
"Parent ID hasn't changed after recalculation"
)
def test_hash_ids_can_handle_duplicated_element_instances():
# GIVEN
parent = Text(text="Parent", metadata=ElementMetadata(page_number=1))
element = Text(text="Element", metadata=ElementMetadata(page_number=1, parent_id=parent.id))
elements: list[Element] = [parent, element, element]
# WHEN
updated_elements = assign_and_map_hash_ids(copy.deepcopy(elements))
ids = [element.id for element in updated_elements]
# THEN
assert len(ids) == len(set(ids)) + 1, "One element is duplicated so uniques should be one less."
assert elements[1].metadata.parent_id == elements[2].metadata.parent_id
def test_hash_ids_are_deterministic():
parent = Text(text="Parent", metadata=ElementMetadata(page_number=1))
elements: list[Element] = [
parent,
Text(text="Element", metadata=ElementMetadata(page_number=1, parent_id=parent.id)),
Text(text="Element", metadata=ElementMetadata(page_number=1, parent_id=parent.id)),
]
updated_elements = assign_and_map_hash_ids(elements)
ids = [element.id for element in updated_elements]
parent_ids = [element.metadata.parent_id for element in updated_elements]
assert ids == [
"ea9eb7e80383c190f8cafce1ad666624",
"4112a8d24886276e18e759d06956021b",
"eba84bbe7f03e8b91a1527323040ee3d",
]
assert parent_ids == [
None,
"ea9eb7e80383c190f8cafce1ad666624",
"ea9eb7e80383c190f8cafce1ad666624",
]
@pytest.mark.parametrize(
("text", "sequence_number", "filename", "page_number", "expected_hash"),
[
# -- pdf files support page numbers --
("foo", 1, "foo.pdf", 1, "4bb264eb23ceb44cd8fcc5af44f8dc71"),
("foo", 2, "foo.pdf", 1, "75fc1de48cf724ec00aa8d1c5a0d3758"),
# -- txt files don't have a page number --
("some text", 0, "some.txt", None, "1a2627b5760c06b1440102f11a1edb0f"),
("some text", 1, "some.txt", None, "e3fd10d867c4a1c0264dde40e3d7e45a"),
],
)
def test_id_to_hash_calculates(
text: str, sequence_number: int, filename: str, page_number: int | None, expected_hash: str
):
element = Text(
text=text,
metadata=ElementMetadata(filename=filename, page_number=page_number),
)
assert element.id_to_hash(sequence_number) == expected_hash, "Returned ID does not match"
assert element.id == expected_hash, "ID should be set"
def test_formskeysvalues_reads_saves():
filename = example_doc_path("test_evaluate_files/unstructured_output/form.json")
as_read = partition_json(filename=filename)
tmp_file = io.StringIO()
json.dump([element.to_dict() for element in as_read], tmp_file)
tmp_file.seek(0)
as_read_2 = partition_json(file=tmp_file) # type: ignore[arg-type]
assert as_read == as_read_2
@@ -0,0 +1,278 @@
"""Unit tests for the shared HTML output-sanitization policy (GHSA-v5mq-3xhg-98m9)."""
import pytest
from unstructured.documents.html_sanitization import (
ALLOWED_URL_SCHEMES,
is_event_handler_attribute,
is_safe_tag,
is_safe_url,
sanitize_attributes,
sanitize_html_fragment,
sanitize_style_attribute,
)
class DescribeIsSafeUrl:
@pytest.mark.parametrize(
"url",
[
"http://example.com",
"https://example.com/path?q=1",
"mailto:user@example.com",
"tel:+15551234",
"/relative/path",
"relative/path",
"#anchor",
"?query=only",
],
)
def it_allows_safe_urls(self, url: str):
assert is_safe_url(url) is True
@pytest.mark.parametrize(
"url",
[
"javascript:alert(1)",
"JaVaScRiPt:alert(1)",
" javascript:alert(1)",
"java\tscript:alert(1)",
"java\nscript:alert(1)",
"vbscript:msgbox(1)",
"data:text/html,<script>alert(1)</script>",
"data:application/javascript,alert(1)",
"file:///etc/passwd",
],
)
def it_rejects_dangerous_urls(self, url: str):
assert is_safe_url(url) is False
def it_only_permits_raster_image_data_uris_on_img_src(self):
# -- data: is in the scheme allowlist but narrowed to raster img[src] so
# -- base64 images survive while script-executable data URIs do not --
assert "data" in ALLOWED_URL_SCHEMES
assert (
is_safe_url(
"data:image/gif;base64,R0lGOD",
tag_name="img",
attribute_name="src",
)
is True
)
assert (
is_safe_url(
"data:image/svg+xml;base64,PHN2Zz4=",
tag_name="img",
attribute_name="src",
)
is False
)
assert (
is_safe_url(
"data:image/png;base64,iVBORw0KGgo=",
tag_name="a",
attribute_name="href",
)
is False
)
assert (
is_safe_url(
"data:text/html;base64,PHNjcmlwdD4=",
tag_name="img",
attribute_name="src",
)
is False
)
class DescribeIsEventHandlerAttribute:
@pytest.mark.parametrize("name", ["onerror", "onload", "onmouseover", "ONCLICK", " onfocus"])
def it_detects_event_handlers(self, name: str):
assert is_event_handler_attribute(name) is True
@pytest.mark.parametrize("name", ["class", "href", "id", "data-src", "title"])
def it_ignores_non_event_handlers(self, name: str):
assert is_event_handler_attribute(name) is False
class DescribeIsSafeTag:
@pytest.mark.parametrize("tag", ["div", "p", "a", "img", "table", "TD", "svg"])
def it_allows_known_tags(self, tag: str):
assert is_safe_tag(tag) is True
@pytest.mark.parametrize("tag", ["script", "iframe", "object", "embed", "", None])
def it_rejects_unknown_tags(self, tag):
assert is_safe_tag(tag) is False
class DescribeSanitizeAttributes:
def it_drops_event_handler_attributes(self):
result = sanitize_attributes(
{"onerror": "alert(1)", "onmouseover": "x", "class": "Foo"},
tag_name="p",
)
assert result == {"class": "Foo"}
def it_drops_url_attributes_with_unsafe_schemes(self):
result = sanitize_attributes({"href": "javascript:alert(1)", "id": "x"}, tag_name="a")
assert result == {"id": "x"}
def it_keeps_url_attributes_with_safe_schemes(self):
link_result = sanitize_attributes({"href": "https://example.com"}, tag_name="a")
image_result = sanitize_attributes({"src": "/img.png"}, tag_name="img")
assert link_result == {"href": "https://example.com"}
assert image_result == {"src": "/img.png"}
def it_keeps_raster_data_image_uris_on_img_src(self):
result = sanitize_attributes({"src": "data:image/png;base64,AAAA"}, tag_name="img")
assert result == {"src": "data:image/png;base64,AAAA"}
def it_drops_data_image_uris_outside_img_src(self):
result = sanitize_attributes({"href": "data:image/png;base64,AAAA"}, tag_name="a")
assert result == {}
def it_drops_svg_data_image_uris(self):
result = sanitize_attributes({"src": "data:image/svg+xml;base64,PHN2Zz4="}, tag_name="img")
assert result == {}
def it_drops_malformed_attribute_names(self):
# -- a name that isn't a valid HTML attribute name can't be emitted safely --
result = sanitize_attributes({'x"><svg onload=alert(1)>': "y", "id": "ok"}, tag_name="p")
assert result == {"id": "ok"}
def it_drops_attributes_not_allowed_on_the_tag(self):
result = sanitize_attributes(
{
"action": "https://example.com/submit",
"class": "Form",
"formaction": "https://example.com/button",
"http-equiv": "refresh",
"srcset": "https://example.com/a.png 1x",
},
tag_name="form",
)
assert result == {"class": "Form"}
def it_allows_tag_specific_attributes(self):
result = sanitize_attributes(
{"colspan": "2", "rowspan": "3", "headers": "h1", "scope": "col"},
tag_name="td",
)
assert result == {"colspan": "2", "rowspan": "3", "headers": "h1", "scope": "col"}
def it_filters_inline_style_values(self):
result = sanitize_attributes(
{
"style": (
"background-color: lightblue; position: fixed; inset: 0; "
"z-index: 9999; border: 1px solid black"
)
},
tag_name="p",
)
assert result == {"style": "background-color: lightblue; border: 1px solid black"}
def it_adds_noopener_noreferrer_for_blank_targets(self):
result = sanitize_attributes(
{"href": "https://example.com", "target": "_blank"},
tag_name="a",
)
assert result == {
"href": "https://example.com",
"target": "_blank",
"rel": "noopener noreferrer",
}
def it_does_not_html_escape_values(self):
# -- escaping happens once, at emit time; values pass through untouched here --
result = sanitize_attributes({"title": 'a & b < c "d"'}, tag_name="p")
assert result == {"title": 'a & b < c "d"'}
def it_scheme_filters_list_valued_url_attributes(self):
result = sanitize_attributes({"href": ["javascript:alert(1)"]}, tag_name="a")
assert result == {}
class DescribeSanitizeStyleAttribute:
def it_keeps_safe_presentation_declarations(self):
style = "background-color: lightblue; text-align: right; border-collapse: collapse"
assert sanitize_style_attribute(style) == style
def it_drops_layout_overlay_declarations(self):
style = "position: fixed; inset: 0; z-index: 9999; color: red"
assert sanitize_style_attribute(style) == "color: red"
def it_drops_url_and_expression_values(self):
style = "background-color: url(javascript:alert(1)); color: expression(alert(1))"
assert sanitize_style_attribute(style) == ""
class DescribeSanitizeHtmlFragment:
def it_strips_event_handlers(self):
assert "onerror" not in sanitize_html_fragment('<img src="x" onerror="alert(1)">')
assert "onmouseover" not in sanitize_html_fragment('<p onmouseover="alert(1)">hi</p>')
def it_strips_javascript_hrefs(self):
assert "javascript:" not in sanitize_html_fragment('<a href="javascript:alert(1)">x</a>')
def it_removes_disallowed_tags(self):
cleaned = sanitize_html_fragment("<script>alert(1)</script><p>ok</p>")
assert "<script" not in cleaned
assert "<p>" in cleaned or "ok" in cleaned
def it_preserves_base64_image_sources(self):
cleaned = sanitize_html_fragment('<img src="data:image/png;base64,iVBORw0KGgo=" alt="ok">')
assert "data:image/png" in cleaned
def it_preserves_avif_base64_image_sources(self):
cleaned = sanitize_html_fragment('<img src="data:image/avif;base64,AAAAAA==" alt="ok">')
assert "data:image/avif" in cleaned
def it_drops_svg_data_image_sources(self):
cleaned = sanitize_html_fragment(
'<img src="data:image/svg+xml;base64,PHN2Zz48L3N2Zz4=" alt="bad">'
)
assert "data:image/svg" not in cleaned
def it_drops_data_image_links(self):
cleaned = sanitize_html_fragment('<a href="data:image/png;base64,AAAA">x</a>')
assert "data:image/png" not in cleaned
def it_drops_non_image_data_uris(self):
cleaned = sanitize_html_fragment('<img src="data:text/html,<script>alert(1)</script>">')
assert "data:text/html" not in cleaned
assert "<script" not in cleaned
def it_adds_noopener_noreferrer_to_links(self):
cleaned = sanitize_html_fragment('<a href="https://example.com" target="_blank">x</a>')
assert "noopener" in cleaned
assert "noreferrer" in cleaned
def it_does_not_add_rel_to_same_tab_links(self):
# -- same-tab links must keep their Referer header (no unconditional rel) --
cleaned = sanitize_html_fragment('<a href="https://example.com">x</a>')
assert "rel=" not in cleaned
assert "noreferrer" not in cleaned
def it_does_not_duplicate_rel_on_blank_target_links(self):
cleaned = sanitize_html_fragment(
'<a href="https://example.com" target="_blank" rel="noopener noreferrer">x</a>'
)
assert cleaned.count("rel=") == 1
def it_filters_inline_styles(self):
cleaned = sanitize_html_fragment(
'<p style="position:fixed;inset:0;z-index:9999;color:red">x</p>'
)
assert "position" not in cleaned
assert "inset" not in cleaned
assert "z-index" not in cleaned
assert "color:red" in cleaned
def it_preserves_legitimate_table_formatting(self):
cleaned = sanitize_html_fragment(
'<table><tr><td colspan="2" style="border: 1px solid black;">A</td></tr></table>'
)
assert "<table" in cleaned
assert 'colspan="2"' in cleaned
assert "border" in cleaned
@@ -0,0 +1,46 @@
from collections import defaultdict
from typing import Type
from unstructured.documents import elements, ontology
from unstructured.documents.mappings import (
ALL_ONTOLOGY_ELEMENT_TYPES,
HTML_TAG_TO_DEFAULT_ELEMENT_TYPE_MAP,
ONTOLOGY_CLASS_TO_UNSTRUCTURED_ELEMENT_TYPE,
get_all_subclasses,
)
from unstructured.documents.ontology import OntologyElement
def test_if_all_html_tags_have_default_ontology_type():
html_tag_to_possible_ontology_classes: dict[str, list[Type[ontology.OntologyElement]]] = (
defaultdict(list)
)
for ontology_class in ALL_ONTOLOGY_ELEMENT_TYPES:
for tag in ontology_class().allowed_tags:
html_tag_to_possible_ontology_classes[tag].append(ontology_class)
for html_tag, possible_ontology_classes in html_tag_to_possible_ontology_classes.items():
assert html_tag in HTML_TAG_TO_DEFAULT_ELEMENT_TYPE_MAP
assert HTML_TAG_TO_DEFAULT_ELEMENT_TYPE_MAP[html_tag] in possible_ontology_classes + [
ontology.UncategorizedText
] # In some cases it is better to use unknown type than assign incorrect type
def test_all_expected_ontology_types_are_subclasses_of_OntologyElement():
for element_type in HTML_TAG_TO_DEFAULT_ELEMENT_TYPE_MAP.values():
assert issubclass(element_type, OntologyElement)
def test_ontology_to_unstructured_mapping_has_valid_types():
for (
ontology_element,
unstructured_element,
) in ONTOLOGY_CLASS_TO_UNSTRUCTURED_ELEMENT_TYPE.items():
assert issubclass(unstructured_element, elements.Element)
assert issubclass(ontology_element, ontology.OntologyElement)
def test_all_ontology_elements_are_defined_in_mapping_to_unstructured():
for ontology_element in get_all_subclasses(ontology.OntologyElement):
assert ontology_element in ONTOLOGY_CLASS_TO_UNSTRUCTURED_ELEMENT_TYPE
@@ -0,0 +1,513 @@
from pathlib import Path
import pytest
from bs4 import BeautifulSoup
from unstructured.chunking.basic import chunk_elements
from unstructured.chunking.title import chunk_by_title
from unstructured.documents.elements import ElementMetadata, Text
from unstructured.documents.ontology import (
Column,
Document,
Heading,
Hyperlink,
Image,
Page,
Paragraph,
Section,
Subtitle,
Table,
Title,
remove_ids_and_class_from_table,
)
from unstructured.embed.openai import OpenAIEmbeddingConfig, OpenAIEmbeddingEncoder
from unstructured.partition.html import partition_html
from unstructured.partition.html.transformations import (
can_unstructured_elements_be_merged,
ontology_to_unstructured_elements,
parse_html_to_ontology,
)
from unstructured.partition.json import partition_json
from unstructured.staging.base import elements_from_json
def test_remove_ids_and_class_from_table():
html_text = """
<table>
<tr class="TableRow">
<td><img class="Signature" alt="cell 1"/></td>
<td>cell 2</td>
</tr>
<tr>
<td><IMG class="Signature" alt="cell 3"/></td>
<td>cell 4</td>
</tr>
<tr>
<td><input class="Checkbox" type="checkbox"/></td>
<td>Option 1</td>
</tr>
</table>
"""
soup = BeautifulSoup(html_text, "html.parser")
assert (
str(remove_ids_and_class_from_table(soup))
== """
<table>
<tr>
<td><img alt="cell 1" class="Signature"/></td>
<td>cell 2</td>
</tr>
<tr>
<td><img alt="cell 3" class="Signature"/></td>
<td>cell 4</td>
</tr>
<tr>
<td><input class="Checkbox" type="checkbox"/></td>
<td>Option 1</td>
</tr>
</table>
"""
)
def test_page_number_is_passed_correctly():
ontology = Document(
children=[
Page(
children=[Paragraph(text="Paragraph1")],
additional_attributes={"data-page-number": "1"},
),
Page(
children=[Paragraph(text="Paragraph2")],
additional_attributes={"data-page-number": "2"},
),
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
page1, p1, page2, p2 = unstructured_elements
assert p1.metadata.page_number == 1
assert p2.metadata.page_number == 2
def test_invalid_page_number_is_not_passed():
ontology = Document(
children=[
Page(
children=[Paragraph(text="Paragraph1")],
additional_attributes={"data-page-number": "invalid"},
)
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
page1, p1 = unstructured_elements
assert not p1.metadata.page_number
def test_category_depth_is_not_derived_from_layout_nesting():
"""ML-1328: `category_depth` reflects heading level, not DOM/layout nesting.
Layout containers (Page/Column) and non-heading content carry no `category_depth`, so a
paragraph reads the same whether it sits in a single-column page or inside a column of a
two-column page (i.e. depth does not change solely due to multi-column layout).
"""
ontology = Document(
children=[
Page(children=[Paragraph(text="Paragraph1")]),
Page(
children=[
Column(children=[Paragraph(text="Paragraph2")]),
Column(children=[Paragraph(text="Paragraph3")]),
]
),
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
page1, p1, page2, c1, p2, c2, p3 = unstructured_elements
# -- layout containers are not headings -> no depth --
assert page1.metadata.category_depth is None
assert page2.metadata.category_depth is None
assert c1.metadata.category_depth is None
assert c2.metadata.category_depth is None
# -- plain paragraphs are not headings -> no depth, regardless of single- vs multi-column --
assert p1.metadata.category_depth is None
assert p2.metadata.category_depth is None
assert p3.metadata.category_depth is None
def test_category_depth_is_derived_from_heading_level():
"""ML-1328: heading elements get `category_depth` from their HTML heading level."""
ontology = Document(
children=[
Page(
children=[
Title(text="Section"), # <h1> -> 0
Subtitle(text="Subsection"), # <h2> -> 1
Heading(text="Sub-subsection", html_tag_name="h3"), # <h3> -> 2
Paragraph(text="Body text"), # not a heading -> None
]
),
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
_page, title, subtitle, heading, body = unstructured_elements
assert title.metadata.category_depth == 0
assert subtitle.metadata.category_depth == 1
assert heading.metadata.category_depth == 2
assert body.metadata.category_depth is None
def test_partition_html_v2_assigns_heading_based_parent_id():
"""ML-1328 (AC #3): partition_html(v2) yields section->subsection parent_id.
Hierarchy is assigned by the `@apply_metadata` decorator from the heading-level
`category_depth`, exactly as for every other partitioner -- the v2 converter only
sets `category_depth`, it does not run `set_element_hierarchy` itself. Both production
callers (unstructured and the VLM partitioner) go through `partition_html`, so the
decorator always runs; this exercises that real path end to end.
"""
html = (
'<div class="Page">'
'<h1 class="Title">Section A</h1>'
'<p class="NarrativeText">intro body under A</p>'
'<h2 class="Subtitle">Sub A1</h2>'
'<p class="NarrativeText">body under A1</p>'
'<h3 class="Heading">Sub A1a</h3>'
'<p class="NarrativeText">body under A1a</p>'
'<h2 class="Subtitle">Sub A2</h2>'
'<p class="NarrativeText">body under A2</p>'
"</div>"
)
elements = partition_html(text=html, html_parser_version="v2")
by_id = {e.id: e for e in elements}
by_text = {e.text: e for e in elements if e.text}
def parent_of(text):
pid = by_text[text].metadata.parent_id
return by_id.get(pid) if pid else None
# top-level heading has no heading ancestor
assert parent_of("Section A") is None
# content + subsections are parented to their enclosing heading
assert parent_of("intro body under A") is by_text["Section A"]
assert parent_of("Sub A1") is by_text["Section A"]
assert parent_of("body under A1") is by_text["Sub A1"]
assert parent_of("Sub A1a") is by_text["Sub A1"]
assert parent_of("body under A1a") is by_text["Sub A1a"]
# a sibling subsection resets back to its section, not the deeper preceding heading
assert parent_of("Sub A2") is by_text["Section A"]
assert parent_of("body under A2") is by_text["Sub A2"]
def test_converter_leaves_content_parent_id_for_the_metadata_layer():
"""ML-1328 contract (abstraction boundary): called directly, the converter sets
`category_depth` but leaves content `parent_id=None` -- hierarchy is the
`@apply_metadata` layer's job, as for every other partitioner. This documents the
intended boundary (a direct caller does NOT get heading-based parent_id) and guards
against silently reintroducing a self-sufficient hierarchy pass in the converter.
"""
ontology = Document(
children=[
Page(
children=[
Title(text="Section A"), # h1 -> category_depth 0
Paragraph(text="intro body"),
Subtitle(text="Sub A1"), # h2 -> category_depth 1
]
),
]
)
page, section_a, intro, sub_a1 = ontology_to_unstructured_elements(ontology)
# layout container keeps its tree parent (physical structure preserved)
assert page.metadata.parent_id is not None
# content carries heading-level category_depth ...
assert section_a.metadata.category_depth == 0
assert sub_a1.metadata.category_depth == 1
# ... but no parent_id yet -- the decorator assigns the heading-based parent downstream
assert section_a.metadata.parent_id is None
assert intro.metadata.parent_id is None
assert sub_a1.metadata.parent_id is None
def test_chunking_is_applied_on_elements():
ontology = Document(
children=[
Page(children=[Paragraph(text="Paragraph1")]),
Page(
children=[
Column(children=[Paragraph(text="Paragraph2")]),
Column(children=[Paragraph(text="Paragraph3")]),
]
),
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
chunked_basic = chunk_elements(unstructured_elements)
assert str(chunked_basic[0]) == "Paragraph1\n\nParagraph2\n\nParagraph3"
chunked_by_title = chunk_by_title(unstructured_elements)
assert str(chunked_by_title[0]) == "Paragraph1\n\nParagraph2\n\nParagraph3"
def test_embeddings_are_applied_on_elements(mocker):
ontology = Document(
children=[
Page(children=[Paragraph(text="Paragraph1")]),
Page(
children=[
Column(children=[Paragraph(text="Paragraph2")]),
Column(children=[Paragraph(text="Paragraph3")]),
]
),
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
# Mocked client with the desired behavior for embed_documents
mock_client = mocker.MagicMock()
mock_client.embed_documents.return_value = [1, 2, 3, 4, 5, 6, 7]
# Mock get_client to return our mock_client
mocker.patch.object(OpenAIEmbeddingConfig, "get_client", return_value=mock_client)
encoder = OpenAIEmbeddingEncoder(config=OpenAIEmbeddingConfig(api_key="api_key"))
elements = encoder.embed_documents(
elements=unstructured_elements,
)
assert len(elements) == 7
page1, p1, page2, c1, p2, c2, p3 = elements
assert p1.embeddings == 2
assert p2.embeddings == 5
assert p3.embeddings == 7
@pytest.mark.parametrize(
("html_file_path", "json_file_path"),
[
("html_files/example.html", "unstructured_json_output/example.json"),
],
)
def test_ingest(html_file_path, json_file_path):
html_file_path = Path(__file__).parent / html_file_path
json_file_path = Path(__file__).parent / json_file_path
html_code = html_file_path.read_text()
expected_json_elements = elements_from_json(str(json_file_path))
ontology = parse_html_to_ontology(html_code)
unstructured_elements = ontology_to_unstructured_elements(ontology)
assert unstructured_elements == expected_json_elements
@pytest.mark.parametrize("json_file_path", ["unstructured_json_output/example.json"])
def test_parsed_ontology_can_be_serialized_from_json(json_file_path):
json_file_path = Path(__file__).parent / json_file_path
expected_json_elements = elements_from_json(str(json_file_path))
json_elements_text = json_file_path.read_text()
elements = partition_json(text=json_elements_text)
assert len(elements) == len(expected_json_elements)
for i in range(len(elements)):
assert elements[i] == expected_json_elements[i]
# The partitioning output comes from PDF file, so only stem is compared
# as the suffix is different .pdf != .json
assert Path(elements[i].metadata.filename).stem == json_file_path.stem
@pytest.mark.parametrize(
("html_file_path", "json_file_path"),
[
("html_files/example.html", "unstructured_json_output/example.json"),
("html_files/example_full_doc.html", "unstructured_json_output/example_full_doc.json"),
(
"html_files/example_with_alternative_text.html",
"unstructured_json_output/example_with_alternative_text.json",
),
("html_files/three_tables.html", "unstructured_json_output/three_tables.json"),
(
"html_files/example_with_inline_fields.html",
"unstructured_json_output/example_with_inline_fields.json",
),
],
)
def test_parsed_ontology_can_be_serialized_from_html(html_file_path, json_file_path):
html_file_path = Path(__file__).parent / html_file_path
json_file_path = Path(__file__).parent / json_file_path
expected_json_elements = elements_from_json(str(json_file_path))
html_code = html_file_path.read_text()
predicted_elements = partition_html(
text=html_code, html_parser_version="v2", unique_element_ids=True
)
assert len(expected_json_elements) == len(predicted_elements)
for i in range(len(expected_json_elements)):
assert expected_json_elements[i] == predicted_elements[i]
assert (
expected_json_elements[i].metadata.text_as_html
== predicted_elements[i].metadata.text_as_html
)
def test_inline_elements_are_squeezed():
ontology = Document(
children=[
Page(
children=[
Hyperlink(text="Hyperlink1"),
Hyperlink(text="Hyperlink2"),
Hyperlink(text="Hyperlink3"),
],
)
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
assert len(unstructured_elements) == 2
page, text1 = unstructured_elements
assert text1.text == "Hyperlink1 Hyperlink2 Hyperlink3"
def test_text_elements_are_squeezed():
ontology = Document(
children=[
Page(
children=[
Paragraph(text="Paragraph1"),
Paragraph(text="Paragraph2"),
],
)
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
assert len(unstructured_elements) == 2
page, text1 = unstructured_elements
assert text1.text == "Paragraph1 Paragraph2"
def test_inline_elements_are_squeezed_when_image():
ontology = Document(
children=[
Page(
children=[
Paragraph(text="Paragraph1"),
Hyperlink(text="Hyperlink1"),
Image(text="Image1"),
Hyperlink(text="Hyperlink2"),
Hyperlink(text="Hyperlink3"),
Paragraph(text="Paragraph2"),
Paragraph(text="Paragraph3"),
],
)
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
assert len(unstructured_elements) == 4
page, text1, image, text2 = unstructured_elements
assert text1.text == "Paragraph1 Hyperlink1"
assert text2.text == "Hyperlink2 Hyperlink3 Paragraph2 Paragraph3"
assert '<a class="Hyperlink"' in text1.metadata.text_as_html
assert '<p class="Paragraph"' in text1.metadata.text_as_html
assert '<a class="Hyperlink"' in text2.metadata.text_as_html
assert '<p class="Paragraph"' in text2.metadata.text_as_html
def test_inline_elements_are_squeezed_when_table():
ontology = Document(
children=[
Page(
children=[
Hyperlink(text="Hyperlink1"),
Paragraph(text="Paragraph1"),
Paragraph(text="Paragraph2"),
Table(text="Table1"),
Paragraph(text="Paragraph2"),
Hyperlink(text="Hyperlink2"),
Hyperlink(text="Hyperlink3"),
],
)
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
assert len(unstructured_elements) == 4
page, text1, table1, text3 = unstructured_elements
assert text1.text == "Hyperlink1 Paragraph1 Paragraph2"
assert table1.text == "Table1"
assert text3.text == "Paragraph2 Hyperlink2 Hyperlink3"
def test_inline_elements_are_on_many_depths():
ontology = Document(
children=[
Page(
children=[
Hyperlink(text="Hyperlink1"),
Paragraph(text="Paragraph1"),
Section(
children=[
Section(
children=[
Hyperlink(text="Hyperlink2"),
Hyperlink(text="Hyperlink3"),
]
),
Paragraph(text="Paragraph2"),
Hyperlink(text="Hyperlink4"),
]
),
],
)
]
)
unstructured_elements = ontology_to_unstructured_elements(ontology)
assert len(unstructured_elements) == 6
page, text1, section1, section2, text2, text3 = unstructured_elements
assert text1.text == "Hyperlink1 Paragraph1"
assert text2.text == "Hyperlink2 Hyperlink3"
assert text3.text == "Paragraph2 Hyperlink4"
def _inline_element(text: str) -> Text:
"""A childless inline (Hyperlink) element -- mergeable on the content rules alone."""
html = f'<a class="Hyperlink">{text}</a>'
return Text(text=text, metadata=ElementMetadata(text_as_html=html))
def test_inline_elements_at_the_same_nesting_depth_can_be_merged():
# ML-1328: "same level in the HTML tree" is the DOM-nesting depth. Two childless inline
# elements sitting at the same depth are eligible to be merged into one element.
first, second = _inline_element("a"), _inline_element("b")
assert can_unstructured_elements_be_merged(first, second, current_depth=2, next_depth=2) is True
def test_inline_elements_at_different_nesting_depths_are_not_merged():
# ML-1328: elements on different levels of the HTML tree must never merge, even when their
# content (childless inline) would otherwise allow it.
first, second = _inline_element("a"), _inline_element("b")
assert (
can_unstructured_elements_be_merged(first, second, current_depth=1, next_depth=2) is False
)
@@ -0,0 +1,146 @@
[
{
"element_id": "eda37931eb954fcc8dec8804c7e8fa4c",
"metadata": {
"category_depth": 0,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "037b418b76eb4ac1bd40326ff67e67b0",
"text_as_html": "<div class=\"Page\" data-page-number=\"1\" />"
},
"text": "",
"type": "UncategorizedText"
},
{
"element_id": "97eb491421584ad892074d039779fbfa",
"metadata": {
"category_depth": 1,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "eda37931eb954fcc8dec8804c7e8fa4c",
"text_as_html": "<header class=\"Header\"><h1 class=\"Title\">Header</h1><time class=\"CalendarDate\">Date: October 30, 2023</time></header>"
},
"text": "Header Date: October 30, 2023",
"type": "Header"
},
{
"element_id": "4afb6e4a90e14835b958dadb77cd8331",
"metadata": {
"category_depth": 1,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "eda37931eb954fcc8dec8804c7e8fa4c",
"text_as_html": "<form class=\"Form\"><label class=\"FormField\" for=\"company-name\">From field name</label><input class=\"FormFieldValue\" value=\"Example value\" /></form>"
},
"text": "From field name Example value",
"type": "UncategorizedText"
},
{
"element_id": "d8f996f2bc9a49f4979aac58a2a9ee93",
"metadata": {
"category_depth": 1,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "eda37931eb954fcc8dec8804c7e8fa4c",
"text_as_html": "<section class=\"Section\" />"
},
"text": "",
"type": "UncategorizedText"
},
{
"element_id": "d2c12f995ab248808900f66aec479e9d",
"metadata": {
"category_depth": 2,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "d8f996f2bc9a49f4979aac58a2a9ee93",
"text_as_html": "<table class=\"Table\"><thead><tr><th>Description</th><th>Row header</th></tr></thead><tbody><tr><td>Value description</td><td><span>50 $</span><span>(1.32 %)</span></td></tr></tbody></table>"
},
"text": "Description Row header Value description 50 $ (1.32 %)",
"type": "Table"
},
{
"element_id": "8e3f0d85329343008593f43afcad3327",
"metadata": {
"category_depth": 1,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "eda37931eb954fcc8dec8804c7e8fa4c",
"text_as_html": "<section class=\"Section\" />"
},
"text": "",
"type": "UncategorizedText"
},
{
"element_id": "5deaad75854741ccb69767881ef399db",
"metadata": {
"category_depth": 2,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "8e3f0d85329343008593f43afcad3327",
"text_as_html": "<h2 class=\"Subtitle\">2. Subtitle</h2>"
},
"text": "2. Subtitle",
"type": "Title"
},
{
"element_id": "9e61f29755bc4b6dbb41ea575d41edb6",
"metadata": {
"category_depth": 2,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "8e3f0d85329343008593f43afcad3327",
"text_as_html": "<p class=\"NarrativeText\">Paragraph text</p>"
},
"text": "Paragraph text",
"type": "NarrativeText"
}
]
File diff suppressed because it is too large Load Diff
@@ -0,0 +1,38 @@
[
{
"element_id": "8157292897eb45e68229b5816da6e46c",
"metadata": {
"category_depth": 0,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example_with_alternative_text.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "6f5f66a6a23642a7958aeff927e343cd",
"text_as_html": "<div class=\"Page\" data-page-number=\"1\" />"
},
"text": "",
"type": "UncategorizedText"
},
{
"element_id": "70c89a734fe1497293a2e01b2f35b887",
"metadata": {
"category_depth": 1,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example_with_alternative_text.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "8157292897eb45e68229b5816da6e46c",
"text_as_html": "<header class=\"Header\"><img class=\"Logo\" alt=\"New York logo\" /><img class=\"Image\" alt=\"A line graph showing the comparison of 5 year cumulative total return for stocks\" /></header>"
},
"text": "New York logo A line graph showing the comparison of 5 year cumulative total return for stocks",
"type": "Header"
}
]
@@ -0,0 +1,38 @@
[
{
"element_id": "7aeac07bad7f44359c3b2403d2ca3d2a",
"metadata": {
"category_depth": 0,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example_with_inline_fields.html",
"filetype": "text/html",
"languages": [
"eng"
],
"last_modified": "2025-06-12T11:12:20",
"page_number": 1,
"parent_id": "8bf6d9316275493499a373771a6e46d0",
"text_as_html": "<div class=\"Page\" data-page-number=\"1\" />"
},
"text": "",
"type": "UncategorizedText"
},
{
"element_id": "f8f71f7ce10748f08bee0f9922a04406",
"metadata": {
"category_depth": 1,
"file_directory": "test_unstructured/documents/html_files",
"filename": "example_with_inline_fields.html",
"filetype": "text/html",
"languages": [
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