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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
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import pathlib
from multiprocessing import Pool
import numpy as np
import pytest
from PIL import Image
from unstructured_inference.constants import IsExtracted
from unstructured_inference.inference import layout
from unstructured_inference.inference.elements import TextRegion
from unstructured_inference.inference.layoutelement import LayoutElement
from test_unstructured.unit_utils import example_doc_path
from unstructured.documents.coordinates import PixelSpace
from unstructured.documents.elements import (
TYPE_TO_TEXT_ELEMENT_MAP,
CheckBox,
CoordinatesMetadata,
ElementType,
FigureCaption,
Header,
ListItem,
NarrativeText,
Text,
Title,
)
from unstructured.documents.elements import (
Image as ImageElement,
)
from unstructured.partition.common import common
class MockPageLayout(layout.PageLayout):
def __init__(self, number: int, image: Image.Image):
self.number = number
self.image = image
@property
def elements(self):
return [
LayoutElement(
type="Headline",
text="Charlie Brown and the Great Pumpkin",
bbox=None,
),
LayoutElement(
type="Subheadline",
text="The Beginning",
bbox=None,
),
LayoutElement(
type="Text",
text="This time Charlie Brown had it really tricky...",
bbox=None,
),
LayoutElement(
type="Title",
text="Another book title in the same page",
bbox=None,
),
]
class MockDocumentLayout(layout.DocumentLayout):
@property
def pages(self):
return [
MockPageLayout(number=1, image=Image.new("1", (1, 1))),
]
def test_normalize_layout_element_dict():
layout_element = {
"type": "Title",
"coordinates": [[1, 2], [3, 4], [5, 6], [7, 8]],
"coordinate_system": None,
"text": "Some lovely text",
}
coordinate_system = PixelSpace(width=10, height=20)
element = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert element == Title(
text="Some lovely text",
coordinates=[[1, 2], [3, 4], [5, 6], [7, 8]],
coordinate_system=coordinate_system,
)
def test_normalize_layout_element_dict_caption():
layout_element = {
"type": "Figure",
"coordinates": ((1, 2), (3, 4), (5, 6), (7, 8)),
"text": "Some lovely text",
}
coordinate_system = PixelSpace(width=10, height=20)
element = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert element == ImageElement(
text="Some lovely text",
coordinates=((1, 2), (3, 4), (5, 6), (7, 8)),
coordinate_system=coordinate_system,
)
@pytest.mark.parametrize(
("element_type", "expected_type", "expected_depth"),
[
("Title", Title, None),
("Headline", Title, 1),
("Subheadline", Title, 2),
("Header", Header, None),
],
)
def test_normalize_layout_element_headline(element_type, expected_type, expected_depth):
layout_element = {
"type": element_type,
"coordinates": [[1, 2], [3, 4], [5, 6], [7, 8]],
"text": "Some lovely text",
}
coordinate_system = PixelSpace(width=10, height=20)
element = common.normalize_layout_element(layout_element, coordinate_system=coordinate_system)
assert element.metadata.category_depth == expected_depth
assert isinstance(element, expected_type)
def test_normalize_layout_element_dict_figure_caption():
layout_element = {
"type": "FigureCaption",
"coordinates": [[1, 2], [3, 4], [5, 6], [7, 8]],
"text": "Some lovely text",
}
coordinate_system = PixelSpace(width=10, height=20)
element = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert element == FigureCaption(
text="Some lovely text",
coordinates=[[1, 2], [3, 4], [5, 6], [7, 8]],
coordinate_system=coordinate_system,
)
def test_normalize_layout_element_dict_misc():
layout_element = {
"type": "Misc",
"coordinates": [[1, 2], [3, 4], [5, 6], [7, 8]],
"text": "Some lovely text",
}
coordinate_system = PixelSpace(width=10, height=20)
element = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert element == Text(
text="Some lovely text",
coordinates=[[1, 2], [3, 4], [5, 6], [7, 8]],
coordinate_system=coordinate_system,
)
def test_normalize_layout_element_layout_element():
layout_element = LayoutElement.from_coords(
type="Text",
x1=1,
y1=2,
x2=3,
y2=4,
text="Some lovely text",
)
coordinate_system = PixelSpace(width=10, height=20)
element = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert element == NarrativeText(
text="Some lovely text",
coordinates=((1, 2), (1, 4), (3, 4), (3, 2)),
coordinate_system=coordinate_system,
)
def test_normalize_layout_element_layout_element_narrative_text():
layout_element = LayoutElement.from_coords(
type="NarrativeText",
x1=1,
y1=2,
x2=3,
y2=4,
text="Some lovely text",
)
coordinate_system = PixelSpace(width=10, height=20)
element = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert element == NarrativeText(
text="Some lovely text",
coordinates=((1, 2), (1, 4), (3, 4), (3, 2)),
coordinate_system=coordinate_system,
)
@pytest.mark.parametrize(
("element_type", "expected_element_class"),
TYPE_TO_TEXT_ELEMENT_MAP.items(),
)
def test_normalize_layout_element_layout_element_maps_to_appropriate_text_element(
element_type: str,
expected_element_class: type[Text],
):
layout_element = LayoutElement.from_coords(
type=element_type,
x1=1,
y1=2,
x2=3,
y2=4,
text="Some lovely text",
)
coordinate_system = PixelSpace(width=10, height=20)
element = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert element == expected_element_class(
text="Some lovely text",
coordinates=((1, 2), (1, 4), (3, 4), (3, 2)),
coordinate_system=coordinate_system,
)
@pytest.mark.parametrize(
("element_type", "expected_checked"),
[
(ElementType.CHECK_BOX_UNCHECKED, False),
(ElementType.CHECK_BOX_CHECKED, True),
(ElementType.RADIO_BUTTON_UNCHECKED, False),
(ElementType.RADIO_BUTTON_CHECKED, True),
(ElementType.CHECKED, True),
(ElementType.UNCHECKED, False),
],
)
def test_normalize_layout_element_checkable(element_type: str, expected_checked: bool):
layout_element = LayoutElement.from_coords(
type=element_type,
x1=1,
y1=2,
x2=3,
y2=4,
text="",
)
coordinate_system = PixelSpace(width=10, height=20)
element = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert isinstance(element, CheckBox)
assert element == CheckBox(
checked=expected_checked,
coordinates=((1, 2), (1, 4), (3, 4), (3, 2)),
coordinate_system=coordinate_system,
)
def test_normalize_layout_element_enumerated_list():
layout_element = LayoutElement.from_coords(
type="List",
x1=1,
y1=2,
x2=3,
y2=4,
text="1. I'm so cool! 2. You're cool too. 3. We're all cool!",
)
coordinate_system = PixelSpace(width=10, height=20)
elements = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert elements == [
ListItem(
text="I'm so cool!",
coordinates=((1, 2), (1, 4), (3, 4), (3, 2)),
coordinate_system=coordinate_system,
),
ListItem(
text="You're cool too.",
coordinates=((1, 2), (1, 4), (3, 4), (3, 2)),
coordinate_system=coordinate_system,
),
ListItem(
text="We're all cool!",
coordinates=((1, 2), (1, 4), (3, 4), (3, 2)),
coordinate_system=coordinate_system,
),
]
def test_normalize_layout_element_bulleted_list():
layout_element = LayoutElement.from_coords(
type="List",
x1=1,
y1=2,
x2=3,
y2=4,
text="* I'm so cool! * You're cool too. * We're all cool!",
)
coordinate_system = PixelSpace(width=10, height=20)
elements = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert elements == [
ListItem(
text="I'm so cool!",
coordinates=((1, 2), (1, 4), (3, 4), (3, 2)),
coordinate_system=coordinate_system,
),
ListItem(
text="You're cool too.",
coordinates=((1, 2), (1, 4), (3, 4), (3, 2)),
coordinate_system=coordinate_system,
),
ListItem(
text="We're all cool!",
coordinates=((1, 2), (1, 4), (3, 4), (3, 2)),
coordinate_system=coordinate_system,
),
]
class MockRunOutput:
def __init__(self, returncode, stdout, stderr):
self.returncode = returncode
self.stdout = stdout
self.stderr = stderr
def test_convert_office_doc_captures_errors(monkeypatch, caplog):
from unstructured.partition.common.common import subprocess
def mock_run(*args, **kwargs):
return MockRunOutput(1, "an error occurred".encode(), "error details".encode())
monkeypatch.setattr(subprocess, "run", mock_run)
common.convert_office_doc("no-real.docx", "fake-directory", target_format="docx")
assert "soffice failed to convert to format docx with code 1" in caplog.text
def test_convert_office_docs_avoids_concurrent_call_to_soffice():
paths_to_save = [pathlib.Path(path) for path in ("/tmp/proc1", "/tmp/proc2", "/tmp/proc3")]
for path in paths_to_save:
path.mkdir(exist_ok=True)
(path / "simple.docx").unlink(missing_ok=True)
file_to_convert = example_doc_path("simple.doc")
with Pool(3) as pool:
pool.starmap(common.convert_office_doc, [(file_to_convert, path) for path in paths_to_save])
assert np.sum([(path / "simple.docx").is_file() for path in paths_to_save]) == 3
def test_convert_office_docs_respects_wait_timeout():
paths_to_save = [
pathlib.Path(path) for path in ("/tmp/wait/proc1", "/tmp/wait/proc2", "/tmp/wait/proc3")
]
for path in paths_to_save:
path.mkdir(parents=True, exist_ok=True)
(path / "simple.docx").unlink(missing_ok=True)
file_to_convert = example_doc_path("simple.doc")
with Pool(3) as pool:
pool.starmap(
common.convert_office_doc,
# set timeout to wait for soffice to be available to 0 so only one process can convert
# the doc file on the first try; then the catch all
[(file_to_convert, path, "docx", None, 0) for path in paths_to_save],
)
# because this test file is very small we could have occasions where two files are converted
# when one of the processes spawned just a little
assert np.sum([(path / "simple.docx").is_file() for path in paths_to_save]) < 3
@pytest.mark.parametrize(
("text", "expected"),
[
("<table><tbody><tr><td>👨\\U+1F3FB🔧</td></tr></tbody></table>", True),
("<table><tbody><tr><td>Hello!</td></tr></tbody></table>", False),
],
)
def test_contains_emoji(text, expected):
assert common.contains_emoji(text) is expected
def test_get_page_image_metadata_and_coordinate_system():
doc = MockDocumentLayout()
metadata = common.get_page_image_metadata(doc.pages[0])
assert isinstance(metadata, dict)
def test_ocr_data_to_elements():
filename = example_doc_path("img/layout-parser-paper-fast.jpg")
text_regions = [
TextRegion.from_coords(
163.0,
115.0,
452.0,
129.0,
text="LayoutParser: A Unified Toolkit for Deep",
),
TextRegion.from_coords(
156.0,
132.0,
457.0,
147.0,
text="Learning Based Document Image Analysis",
),
]
ocr_data = [
LayoutElement(
bbox=r.bbox,
text=r.text,
source=r.source,
type=ElementType.UNCATEGORIZED_TEXT,
)
for r in text_regions
]
image = Image.open(filename)
elements = common.ocr_data_to_elements(
ocr_data=ocr_data,
image_size=image.size,
)
assert len(ocr_data) == len(elements)
assert {el.category for el in elements} == {ElementType.UNCATEGORIZED_TEXT}
# check coordinates metadata
image_width, image_height = image.size
coordinate_system = PixelSpace(width=image_width, height=image_height)
for el, layout_el in zip(elements, ocr_data):
assert el.metadata.coordinates == CoordinatesMetadata(
points=layout_el.bbox.coordinates,
system=coordinate_system,
)
def test_normalize_layout_element_layout_element_text_source_metadata():
layout_element = LayoutElement.from_coords(
type="NarrativeText",
x1=1,
y1=2,
x2=3,
y2=4,
text="Some lovely text",
is_extracted=IsExtracted.TRUE,
)
coordinate_system = PixelSpace(width=10, height=20)
element = common.normalize_layout_element(
layout_element,
coordinate_system=coordinate_system,
)
assert hasattr(element, "metadata")
assert hasattr(element.metadata, "is_extracted")
assert element.metadata.is_extracted == "true"
@@ -0,0 +1,321 @@
# pyright: reportPrivateUsage=false
"""Unit-test suite for the `unstructured.partition.lang` module."""
from __future__ import annotations
import os
import pathlib
import pytest
from test_unstructured.unit_utils import LogCaptureFixture
from unstructured.documents.elements import (
NarrativeText,
PageBreak,
)
from unstructured.partition.common.lang import (
_clean_ocr_languages_arg,
_convert_language_code_to_pytesseract_lang_code,
apply_lang_metadata,
check_language_args,
detect_languages,
prepare_languages_for_tesseract,
tesseract_to_paddle_language,
)
DIRECTORY = pathlib.Path(__file__).parent.resolve()
EXAMPLE_DOCS_DIRECTORY = os.path.join(DIRECTORY, "..", "..", "example-docs")
def test_prepare_languages_for_tesseract_with_one_language():
languages = ["en"]
assert prepare_languages_for_tesseract(languages) == "eng"
def test_prepare_languages_for_tesseract_with_duplicated_languages():
languages = ["en", "eng"]
assert prepare_languages_for_tesseract(languages) == "eng"
def test_prepare_languages_for_tesseract_special_case():
languages = ["osd"]
assert prepare_languages_for_tesseract(languages) == "osd"
languages = ["equ"]
assert prepare_languages_for_tesseract(languages) == "equ"
def test_prepare_languages_for_tesseract_removes_empty_inputs():
languages = ["kbd", "es"]
assert prepare_languages_for_tesseract(languages) == "spa+spa_old"
def test_prepare_languages_for_tesseract_includes_variants():
languages = ["chi"]
assert prepare_languages_for_tesseract(languages) == "chi_sim+chi_sim_vert+chi_tra+chi_tra_vert"
def test_prepare_languages_for_tesseract_with_multiple_languages():
languages = ["ja", "afr", "en", "equ"]
assert prepare_languages_for_tesseract(languages) == "jpn+jpn_vert+afr+eng+equ"
def test_prepare_languages_for_tesseract_warns_nonstandard_language(caplog: LogCaptureFixture):
languages = ["zzz", "chi"]
assert prepare_languages_for_tesseract(languages) == "chi_sim+chi_sim_vert+chi_tra+chi_tra_vert"
assert "not a valid standard language code" in caplog.text
def test_prepare_languages_for_tesseract_warns_non_tesseract_language(caplog: LogCaptureFixture):
languages = ["kbd", "eng"]
assert prepare_languages_for_tesseract(languages) == "eng"
assert "not a language supported by Tesseract" in caplog.text
def test_prepare_languages_for_tesseract_None_languages():
with pytest.raises(ValueError, match="`languages` can not be `None`"):
languages = None
prepare_languages_for_tesseract(languages)
def test_prepare_languages_for_tesseract_no_valid_languages(caplog: LogCaptureFixture):
languages = [""]
assert prepare_languages_for_tesseract(languages) == "eng"
assert "Failed to find any valid standard language code from languages" in caplog.text
@pytest.mark.parametrize(
("tesseract_lang", "expected_lang"),
[
("eng", "en"),
("chi_sim", "ch"),
("chi_tra", "chinese_cht"),
("deu", "german"),
("jpn", "japan"),
("kor", "korean"),
],
)
def test_tesseract_to_paddle_language_valid_codes(tesseract_lang: str, expected_lang: str):
assert expected_lang == tesseract_to_paddle_language(tesseract_lang)
def test_tesseract_to_paddle_language_invalid_codes(caplog: LogCaptureFixture):
tesseract_lang = "unsupported_lang"
assert tesseract_to_paddle_language(tesseract_lang) == "en"
assert "unsupported_lang is not a language code supported by PaddleOCR," in caplog.text
@pytest.mark.parametrize(
("tesseract_lang", "expected_lang"),
[
("ENG", "en"),
("Fra", "fr"),
("DEU", "german"),
],
)
def test_tesseract_to_paddle_language_case_sensitivity(tesseract_lang: str, expected_lang: str):
assert expected_lang == tesseract_to_paddle_language(tesseract_lang)
def test_detect_languages_english_auto():
text = "This is a short sentence."
assert detect_languages(text) == ["eng"]
def test_detect_languages_english_provided():
text = "This is another short sentence."
languages = ["en"]
assert detect_languages(text, languages) == ["eng"]
def test_detect_languages_korean_auto():
text = "안녕하세요"
assert detect_languages(text) == ["kor"]
def test_detect_languages_gets_multiple_languages():
text = "My lubimy mleko i chleb."
assert detect_languages(text) == ["ces", "pol", "slk"]
def test_detect_languages_warns_for_auto_and_other_input(caplog: LogCaptureFixture):
text = "This is another short sentence."
languages = ["en", "auto", "rus"]
assert detect_languages(text, languages) == ["eng"]
assert "rest of the inputted languages will be ignored" in caplog.text
def test_detect_languages_raises_TypeError_for_invalid_languages():
with pytest.raises(TypeError):
text = "This is a short sentence."
detect_languages(text, languages="eng") == ["eng"] # type: ignore
def test_apply_lang_metadata_has_no_warning_for_PageBreak(caplog: LogCaptureFixture):
elements = [NarrativeText("Sample text."), PageBreak("")]
elements = list(
apply_lang_metadata(
elements=elements,
languages=["auto"],
detect_language_per_element=True,
),
)
assert "No features in text." not in [rec.message for rec in caplog.records]
@pytest.mark.parametrize(
("lang_in", "expected_lang"),
[
("en", "eng"),
("fr", "fra"),
],
)
def test_convert_language_code_to_pytesseract_lang_code(lang_in: str, expected_lang: str):
assert expected_lang == _convert_language_code_to_pytesseract_lang_code(lang_in)
@pytest.mark.parametrize(
("input_ocr_langs", "expected"),
[
(["eng"], "eng"), # list
('"deu"', "deu"), # extra quotation marks
("[deu]", "deu"), # brackets
("['deu']", "deu"), # brackets and quotation marks
(["[deu]"], "deu"), # list, brackets and quotation marks
(['"deu"'], "deu"), # list and quotation marks
("deu+spa", "deu+spa"), # correct input
],
)
def test_clean_ocr_languages_arg(input_ocr_langs: str, expected: str):
assert _clean_ocr_languages_arg(input_ocr_langs) == expected
def test_detect_languages_handles_spelled_out_languages():
languages = detect_languages(text="Sample text longer than 5 words.", languages=["Spanish"])
assert languages == ["spa"]
def test_detect_languages_short_text_fallback_returns_none():
"""Short ASCII text with language_fallback returning None leaves language unspecified."""
result = detect_languages(
text="Hi there.",
language_fallback=lambda t: None,
)
assert result is None
def test_detect_languages_short_text_fallback_returns_custom():
"""Short ASCII text triggers fallback; we assert the fallback's return is used as-is."""
# Any short (<5 word) ASCII text would hit the fallback; content is irrelevant.
result = detect_languages(
text="Hi there.",
language_fallback=lambda t: ["fra"],
)
assert result == ["fra"]
def test_detect_languages_short_text_default_eng_without_fallback():
"""Short ASCII text without fallback still defaults to English (backward compat)."""
result = detect_languages(text="Hi there.")
assert result == ["eng"]
def test_apply_lang_metadata_with_language_fallback():
"""apply_lang_metadata passes language_fallback so short text can return None."""
elements = [NarrativeText("Hi.")]
result = list(
apply_lang_metadata(
elements=elements,
languages=["auto"],
language_fallback=lambda t: None,
)
)
assert len(result) == 1
assert result[0].metadata.languages is None
@pytest.mark.parametrize(
("languages", "ocr_languages", "expected_langs"),
[
(["spa"], "deu", ["spa"]),
(["spanish"], "english", ["spa"]),
(["spa"], "[deu]", ["spa"]),
(["spa"], '"deu"', ["spa"]),
(["spa"], ["deu"], ["spa"]),
(["spa"], ["[deu]"], ["spa"]),
(["spa+deu"], "eng+deu", ["spa", "deu"]),
],
)
def test_check_language_args_uses_languages_when_ocr_languages_and_languages_are_both_defined(
languages: list[str],
ocr_languages: list[str] | str,
expected_langs: list[str],
caplog: LogCaptureFixture,
):
returned_langs = check_language_args(
languages=languages,
ocr_languages=ocr_languages,
)
for lang in returned_langs: # type: ignore
assert lang in expected_langs
assert "ocr_languages" in caplog.text
@pytest.mark.parametrize(
("languages", "ocr_languages", "expected_langs"),
[
# raise warning and use `ocr_languages` when `languages` is empty or None
([], "deu", ["deu"]),
([""], '"deu"', ["deu"]),
([""], "deu", ["deu"]),
([""], "[deu]", ["deu"]),
],
)
def test_check_language_args_uses_ocr_languages_when_languages_is_empty_or_None(
languages: list[str],
ocr_languages: str,
expected_langs: list[str],
caplog: LogCaptureFixture,
):
returned_langs = check_language_args(languages=languages, ocr_languages=ocr_languages)
for lang in returned_langs: # type: ignore
assert lang in expected_langs
assert "ocr_languages" in caplog.text
@pytest.mark.parametrize(
("languages", "ocr_languages"),
[
([], None), # how check_language_args is called from auto.partition()
([""], None),
],
)
def test_check_language_args_returns_None(
languages: list[str],
ocr_languages: None,
):
returned_langs = check_language_args(languages=languages, ocr_languages=ocr_languages)
assert returned_langs is None
def test_check_language_args_returns_auto():
assert check_language_args(languages=["eng", "spa", "auto"], ocr_languages=None) == ["auto"]
@pytest.mark.parametrize(
("languages", "ocr_languages"),
[
([], ["auto"]),
([""], "eng+auto"),
],
)
def test_check_language_args_raises_error_when_ocr_languages_contains_auto(
languages: list[str],
ocr_languages: str | list[str],
):
with pytest.raises(ValueError):
check_language_args(
languages=languages,
ocr_languages=ocr_languages,
)
@@ -0,0 +1,540 @@
"""Test-suite for `unstructured.partition.common.metadata` module."""
# pyright: reportPrivateUsage=false
from __future__ import annotations
import copy
import datetime as dt
import os
import pathlib
from typing import Any, Callable
import pytest
from unstructured.documents.elements import (
CheckBox,
Element,
ElementMetadata,
FigureCaption,
Header,
ListItem,
NarrativeText,
Text,
Title,
)
from unstructured.file_utils.model import FileType
from unstructured.partition.common.metadata import (
_assign_hash_ids,
apply_metadata,
get_last_modified_date,
set_element_hierarchy,
)
# ================================================================================================
# LAST-MODIFIED
# ================================================================================================
class Describe_get_last_modified_date:
def it_gets_the_modified_time_of_a_file_identified_by_a_path(self, tmp_path: pathlib.Path):
modified_timestamp = dt.datetime(
year=2024, month=3, day=5, hour=17, minute=43, second=40
).timestamp()
file_path = tmp_path / "some_file.txt"
file_path.write_text("abcdefg")
os.utime(file_path, (modified_timestamp, modified_timestamp))
last_modified_date = get_last_modified_date(str(file_path))
assert last_modified_date == "2024-03-05T17:43:40"
def but_it_returns_None_when_there_is_no_file_at_that_path(self, tmp_path: pathlib.Path):
file_path = tmp_path / "some_file_that_does_not_exist.txt"
last_modified_date = get_last_modified_date(str(file_path))
assert last_modified_date is None
# ================================================================================================
# ELEMENT HIERARCHY
# ================================================================================================
class Describe_set_element_hierarchy:
def it_applies_default_ruleset(self):
elements = [
Title(element_id="0", text="Title0"),
Text(element_id="1", text="Text0"),
Header(element_id="2", text="Header0"),
Text(element_id="3", text="Text1"),
Title(element_id="4", text="Title1"),
Text(element_id="5", text="Text2"),
]
result = set_element_hierarchy(elements)
assert result[0].metadata.parent_id is None
assert result[1].metadata.parent_id == "0" # Text0 is under Title0
assert result[2].metadata.parent_id is None # Header0 is higher than Title0
assert result[3].metadata.parent_id == "2" # Text1 is under Header0
assert result[4].metadata.parent_id == "2" # Title1 is under Header0
assert result[5].metadata.parent_id == "4" # Text2 is under Title1, which is under Header0
def it_applies_category_depth_when_element_category_is_the_same(self):
elements = [
Title(element_id="0", text="Title0", metadata=ElementMetadata(category_depth=1)),
ListItem(element_id="1", text="ListItem0", metadata=ElementMetadata(category_depth=0)),
ListItem(element_id="2", text="ListItem1", metadata=ElementMetadata(category_depth=1)),
ListItem(element_id="3", text="ListItem2", metadata=ElementMetadata(category_depth=0)),
]
result = set_element_hierarchy(elements)
assert result[0].metadata.parent_id is None
assert result[1].metadata.parent_id == "0" # category_depth=0
assert result[2].metadata.parent_id == "1" # category_depth=1, so it is under ListItem0
assert result[3].metadata.parent_id == "0" # category_depth=0
def but_it_ignores_category_depth_when_elements_are_of_different_categories(self):
elements = [
Title(element_id="0", text="Title", metadata=ElementMetadata(category_depth=2)),
Text(element_id="1", text="Text", metadata=ElementMetadata(category_depth=0)),
Header(element_id="2", text="Header", metadata=ElementMetadata(category_depth=2)),
Text(element_id="3", text="Text", metadata=ElementMetadata(category_depth=0)),
ListItem(element_id="4", text="ListItem", metadata=ElementMetadata(category_depth=1)),
NarrativeText(element_id="5", text="", metadata=ElementMetadata(category_depth=0)),
]
result = set_element_hierarchy(elements)
assert result[0].metadata.parent_id is None
assert result[1].metadata.parent_id == "0" # Text is under Title despite category_depth=0
assert result[2].metadata.parent_id is None
assert result[3].metadata.parent_id == "2" # These are under Header despite category_depth
assert result[4].metadata.parent_id == "2"
assert result[5].metadata.parent_id == "2"
def it_skips_elements_with_pre_existing_parent_id(self):
elements = [
Title(element_id="0", text="Title", metadata=ElementMetadata(parent_id="10")),
Title(element_id="1", text="Title"),
Text(element_id="2", text="Text"),
]
result = set_element_hierarchy(elements)
# Parent ID should not change and element is skipped in figuring out other elements' parents
assert result[0].metadata.parent_id == "10"
assert result[1].metadata.parent_id is None
assert result[2].metadata.parent_id == "1"
def it_sets_parent_id_for_each_element_in_elements(self):
elements_to_set = [
Title(text="Title"), # 0
NarrativeText(text="NarrativeText"), # 1
FigureCaption(text="FigureCaption"), # 2
ListItem(text="ListItem"), # 3
ListItem(text="ListItem", metadata=ElementMetadata(category_depth=1)), # 4
ListItem(text="ListItem", metadata=ElementMetadata(category_depth=1)), # 5
ListItem(text="ListItem"), # 6
CheckBox(element_id="some-id-1", checked=True), # 7
Title(text="Title 2"), # 8
ListItem(text="ListItem"), # 9
ListItem(text="ListItem"), # 10
Text(text="Text"), # 11
]
elements = set_element_hierarchy(elements_to_set)
assert elements[1].metadata.parent_id == elements[0].id, (
"NarrativeText should be child of Title"
)
assert elements[2].metadata.parent_id == elements[0].id, (
"FigureCaption should be child of Title"
)
assert elements[3].metadata.parent_id == elements[0].id, "ListItem should be child of Title"
assert elements[4].metadata.parent_id == elements[3].id, "ListItem should be child of Title"
assert elements[5].metadata.parent_id == elements[3].id, "ListItem should be child of Title"
assert elements[6].metadata.parent_id == elements[0].id, "ListItem should be child of Title"
# NOTE(Hubert): moving the category field to Element, caused this to fail.
# Checkboxes will soon be deprecated, then we can remove the test.
# assert (
# elements[7].metadata.parent_id is None
# ), "CheckBox should be None, as it's not a Text based element"
assert elements[8].metadata.parent_id is None, "Title 2 should be child of None"
assert elements[9].metadata.parent_id == elements[8].id, (
"ListItem should be child of Title 2"
)
assert elements[10].metadata.parent_id == elements[8].id, (
"ListItem should be child of Title 2"
)
assert elements[11].metadata.parent_id == elements[8].id, "Text should be child of Title 2"
def it_applies_custom_rule_set(self):
elements_to_set = [
Header(text="Header"), # 0
Title(text="Title"), # 1
NarrativeText(text="NarrativeText"), # 2
Text(text="Text"), # 3
Title(text="Title 2"), # 4
FigureCaption(text="FigureCaption"), # 5
]
custom_rule_set = {
"Header": ["Title", "Text"],
"Title": ["NarrativeText", "UncategorizedText", "FigureCaption"],
}
elements = set_element_hierarchy(
elements=elements_to_set,
ruleset=custom_rule_set,
)
assert elements[1].metadata.parent_id == elements[0].id, "Title should be child of Header"
assert elements[2].metadata.parent_id == elements[1].id, (
"NarrativeText should be child of Title"
)
assert elements[3].metadata.parent_id == elements[1].id, "Text should be child of Title"
assert elements[4].metadata.parent_id == elements[0].id, "Title 2 should be child of Header"
assert elements[5].metadata.parent_id == elements[4].id, (
"FigureCaption should be child of Title 2"
)
# ================================================================================================
# APPLY METADATA DECORATOR
# ================================================================================================
class Describe_apply_metadata:
"""Unit-test suite for `unstructured.partition.common.metadata.apply_metadata()` decorator."""
# -- unique-ify elements and metadata ---------------------------------
def it_produces_unique_elements_and_metadata_when_input_reuses_element_instances(self):
element = Text(text="Element", metadata=ElementMetadata(filename="foo.bar", page_number=1))
def fake_partitioner(**kwargs: Any) -> list[Element]:
return [element, element, element]
partition = apply_metadata()(fake_partitioner)
elements = partition()
# -- all elements are unique instances --
assert len({id(e) for e in elements}) == len(elements)
# -- all metadatas are unique instances --
assert len({id(e.metadata) for e in elements}) == len(elements)
def and_it_produces_unique_elements_and_metadata_when_input_reuses_metadata_instances(self):
metadata = ElementMetadata(filename="foo.bar", page_number=1)
def fake_partitioner(**kwargs: Any) -> list[Element]:
return [
Text(text="foo", metadata=metadata),
Text(text="bar", metadata=metadata),
Text(text="baz", metadata=metadata),
]
partition = apply_metadata()(fake_partitioner)
elements = partition()
# -- all elements are unique instances --
assert len({id(e) for e in elements}) == len(elements)
# -- all metadatas are unique instances --
assert len({id(e.metadata) for e in elements}) == len(elements)
# -- unique-ids -------------------------------------------------------
def it_assigns_hash_element_ids_when_unique_ids_arg_is_not_specified(
self, fake_partitioner: Callable[..., list[Element]]
):
partition = apply_metadata()(fake_partitioner)
elements = partition()
elements_2 = partition()
# -- SHA1 hash is 32 characters long, no hyphens --
assert all(len(e.id) == 32 for e in elements)
assert all("-" not in e.id for e in elements)
# -- SHA1 hashes are deterministic --
assert all(e.id == e2.id for e, e2 in zip(elements, elements_2))
def it_assigns_hash_element_ids_when_unique_ids_arg_is_False(
self, fake_partitioner: Callable[..., list[Element]]
):
partition = apply_metadata()(fake_partitioner)
elements = partition(unique_element_ids=False)
elements_2 = partition(unique_element_ids=False)
# -- SHA1 hash is 32 characters long, no hyphens --
assert all(len(e.id) == 32 for e in elements)
assert all("-" not in e.id for e in elements)
# -- SHA1 hashes are deterministic --
assert all(e.id == e2.id for e, e2 in zip(elements, elements_2))
def it_leaves_UUID_element_ids_when_unique_ids_arg_is_True(
self, fake_partitioner: Callable[..., list[Element]]
):
partition = apply_metadata()(fake_partitioner)
elements = partition(unique_element_ids=True)
elements_2 = partition(unique_element_ids=True)
# -- UUID is 36 characters long with four hyphens --
assert all(len(e.id) == 36 for e in elements)
assert all(e.id.count("-") == 4 for e in elements)
# -- UUIDs are non-deterministic, different every time --
assert all(e.id != e2.id for e, e2 in zip(elements, elements_2))
# -- parent-id --------------------------------------------------------
def it_computes_and_assigns_parent_id(self, fake_partitioner: Callable[..., list[Element]]):
partition = apply_metadata()(fake_partitioner)
elements = partition()
title = elements[0]
assert title.metadata.category_depth == 1
narr_text = elements[1]
assert narr_text.metadata.parent_id == title.id
# -- languages --------------------------------------------------------
def it_applies_language_metadata(self, fake_partitioner: Callable[..., list[Element]]):
partition = apply_metadata()(fake_partitioner)
elements = partition(languages=["auto"], detect_language_per_element=True)
assert all(e.metadata.languages == ["eng"] for e in elements)
# -- filetype (MIME-type) ---------------------------------------------
def it_assigns_the_value_of_a_metadata_file_type_arg_when_there_is_one(
self, fake_partitioner: Callable[..., list[Element]]
):
"""A `metadata_file_type` arg overrides the file-type specified in the decorator.
This is used for example by a delegating partitioner to preserve the original file-type in
the metadata, like EPUB instead of the HTML that partitioner converts the .epub file to.
"""
partition = apply_metadata(file_type=FileType.DOCX)(fake_partitioner)
elements = partition(metadata_file_type=FileType.ODT)
assert all(
e.metadata.filetype == "application/vnd.oasis.opendocument.text" for e in elements
)
def and_it_assigns_the_decorator_file_type_when_the_metadata_file_type_arg_is_omitted(
self, fake_partitioner: Callable[..., list[Element]]
):
"""The `file_type=...` decorator arg is the "normal" way to specify the file-type.
This is used for principal (non-delegating) partitioners.
"""
partition = apply_metadata(file_type=FileType.DOCX)(fake_partitioner)
elements = partition()
DOCX_MIME_TYPE = "application/vnd.openxmlformats-officedocument.wordprocessingml.document"
assert all(e.metadata.filetype == DOCX_MIME_TYPE for e in elements)
def and_it_does_not_assign_file_type_metadata_when_both_are_omitted(
self, fake_partitioner: Callable[..., list[Element]]
):
"""A partitioner can elect to assign `.metadata.filetype` for itself.
This is done in `partition_image()` for example where the same partitioner is used for
multiple file-types.
"""
partition = apply_metadata()(fake_partitioner)
elements = partition()
assert all(e.metadata.filetype == "image/jpeg" for e in elements)
# -- filename ---------------------------------------------------------
def it_uses_metadata_filename_arg_value_when_present(
self, fake_partitioner: Callable[..., list[Element]]
):
"""A `metadata_filename` arg overrides all other sources."""
partition = apply_metadata()(fake_partitioner)
elements = partition(metadata_filename="a/b/c.xyz")
assert all(e.metadata.filename == "c.xyz" for e in elements)
assert all(e.metadata.file_directory == "a/b" for e in elements)
def and_it_uses_filename_arg_value_when_metadata_filename_arg_not_present(
self, fake_partitioner: Callable[..., list[Element]]
):
partition = apply_metadata()(fake_partitioner)
elements = partition(filename="a/b/c.xyz")
assert all(e.metadata.filename == "c.xyz" for e in elements)
assert all(e.metadata.file_directory == "a/b" for e in elements)
def and_it_does_not_assign_filename_metadata_when_neither_are_present(
self, fake_partitioner: Callable[..., list[Element]]
):
partition = apply_metadata()(fake_partitioner)
elements = partition()
assert all(e.metadata.filename == "image.jpeg" for e in elements)
assert all(e.metadata.file_directory == "x/y/images" for e in elements)
# -- last_modified ----------------------------------------------------
def it_uses_metadata_last_modified_arg_value_when_present(
self, fake_partitioner: Callable[..., list[Element]]
):
"""A `metadata_last_modified` arg overrides all other sources."""
partition = apply_metadata()(fake_partitioner)
metadata_last_modified = "2024-09-26T15:17:53"
elements = partition(metadata_last_modified=metadata_last_modified)
assert all(e.metadata.last_modified == metadata_last_modified for e in elements)
@pytest.mark.parametrize("kwargs", [{}, {"metadata_last_modified": None}])
def but_it_does_not_update_last_modified_when_metadata_last_modified_arg_absent_or_None(
self, kwargs: dict[str, Any], fake_partitioner: Callable[..., list[Element]]
):
partition = apply_metadata()(fake_partitioner)
elements = partition(**kwargs)
assert all(e.metadata.last_modified == "2020-01-06T05:07:03" for e in elements)
# -- url --------------------------------------------------------------
def it_assigns_url_metadata_field_when_url_arg_is_present(
self, fake_partitioner: Callable[..., list[Element]]
):
partition = apply_metadata()(fake_partitioner)
elements = partition(url="https://adobe.com/stock/54321")
assert all(e.metadata.url == "https://adobe.com/stock/54321" for e in elements)
def and_it_does_not_assign_url_metadata_when_url_arg_is_not_present(
self, fake_partitioner: Callable[..., list[Element]]
):
partition = apply_metadata()(fake_partitioner)
elements = partition()
assert all(e.metadata.url == "http://images.com" for e in elements)
# -- fixtures --------------------------------------------------------------------------------
@pytest.fixture
def fake_partitioner(self) -> Callable[..., list[Element]]:
def fake_partitioner(**kwargs: Any) -> list[Element]:
title = Title("Introduction")
title.metadata.category_depth = 1
title.metadata.file_directory = "x/y/images"
title.metadata.filename = "image.jpeg"
title.metadata.filetype = "image/jpeg"
title.metadata.last_modified = "2020-01-06T05:07:03"
title.metadata.url = "http://images.com"
narr_text = NarrativeText("To understand bar you must first understand foo.")
narr_text.metadata.file_directory = "x/y/images"
narr_text.metadata.filename = "image.jpeg"
narr_text.metadata.filetype = "image/jpeg"
narr_text.metadata.last_modified = "2020-01-06T05:07:03"
narr_text.metadata.url = "http://images.com"
return [title, narr_text]
return fake_partitioner
# ================================================================================================
# HASH IDS
# ================================================================================================
def test_assign_hash_ids_produces_unique_and_deterministic_SHA1_ids_even_for_duplicate_elements():
elements: list[Element] = [
Text(text="Element", metadata=ElementMetadata(filename="foo.bar", page_number=1)),
Text(text="Element", metadata=ElementMetadata(filename="foo.bar", page_number=1)),
Text(text="Element", metadata=ElementMetadata(filename="foo.bar", page_number=1)),
]
# -- default ids are UUIDs --
assert all(len(e.id) == 36 for e in elements)
elements = _assign_hash_ids(copy.deepcopy(elements))
elements_2 = _assign_hash_ids(copy.deepcopy(elements))
ids = [e.id for e in elements]
# -- ids are now SHA1 --
assert all(len(e.id) == 32 for e in elements)
# -- each id is unique --
assert len(ids) == len(set(ids))
# -- ids are deterministic, same value is computed each time --
assert all(e.id == e2.id for e, e2 in zip(elements, elements_2))
def test_assign_hash_ids_remaps_parent_id_to_new_hash_id():
"""parent_id values (originally UUIDs) are updated to the corresponding hash IDs."""
title = Title(text="Title", metadata=ElementMetadata(filename="foo.bar", page_number=1))
child = Text(
text="Child",
metadata=ElementMetadata(filename="foo.bar", page_number=1, parent_id=title.id),
)
# -- sanity-check: ids are UUIDs before hashing --
assert len(title.id) == 36
assert child.metadata.parent_id == title.id
_assign_hash_ids([title, child])
# -- ids are now SHA1 hashes --
assert len(title.id) == 32
# -- parent_id has been updated to the new hash id, not the old UUID --
assert child.metadata.parent_id == title.id
def test_assign_hash_ids_leaves_unknown_parent_id_unchanged():
"""A parent_id that has no matching element (e.g. filtered out) is left as-is, not KeyError."""
external_parent_id = "some-external-or-filtered-id"
orphan = Text(
text="Orphan",
metadata=ElementMetadata(filename="foo.bar", page_number=1, parent_id=external_parent_id),
)
# -- should not raise KeyError even though external_parent_id is not in id_mapping --
_assign_hash_ids([orphan])
# -- parent_id is left unchanged because it wasn't in the mapping --
assert orphan.metadata.parent_id == external_parent_id
def test_partition_html_parent_child_relationships_preserved_with_hash_ids():
"""Integration: partition_html with unique_element_ids=False preserves parent-child links."""
from unstructured.partition.html import partition_html
html = "<html><body><h1>My Title</h1><p>My paragraph</p></body></html>"
elements = partition_html(text=html, unique_element_ids=False)
# -- all element ids should be SHA1 hashes (32 hex chars), not UUIDs (36 chars) --
assert all(len(e.id) == 32 for e in elements), "Expected SHA1 hash IDs"
# -- find the title and its child paragraph --
title = next((e for e in elements if isinstance(e, Title)), None)
child = next(
(e for e in elements if e.metadata.parent_id is not None),
None,
)
assert title is not None, "Expected a Title element"
assert child is not None, "Expected at least one element with a parent_id"
# -- parent_id must point to the hashed title id, not an old UUID --
assert child.metadata.parent_id == title.id