unstructured/test_unstructured/partition/utils/test_processing_elements.py

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import pytest
from unstructured_inference.constants import Source
from unstructured_inference.inference.elements import Rectangle
from unstructured_inference.inference.layout import DocumentLayout, LayoutElement, PageLayout
from unstructured.partition.utils.processing_elements import clean_pdfminer_inner_elements
# A set of elements with pdfminer elements inside tables
deletable_elements_inside_table = [
LayoutElement(
bbox=Rectangle(0, 0, 100, 100),
text="Table with inner elements",
type="Table",
),
LayoutElement(bbox=Rectangle(50, 50, 70, 70), text="text1", source=Source.PDFMINER),
LayoutElement(bbox=Rectangle(70, 70, 80, 80), text="text2", source=Source.PDFMINER),
]
# A set of elements without pdfminer elements inside
# tables (no elements with source=Source.PDFMINER)
no_deletable_elements_inside_table = [
LayoutElement(
bbox=Rectangle(0, 0, 100, 100),
text="Table with inner elements",
type="Table",
source=Source.YOLOX,
),
LayoutElement(bbox=Rectangle(50, 50, 70, 70), text="text1", source=Source.YOLOX),
LayoutElement(bbox=Rectangle(70, 70, 80, 80), text="text2", source=Source.YOLOX),
]
# A set of elements with pdfminer elements inside tables and other
# elements with source=Source.PDFMINER
# Note: there is some elements with source=Source.PDFMINER are not inside tables
mix_elements_inside_table = [
LayoutElement(
bbox=Rectangle(0, 0, 100, 100),
text="Table1 with inner elements",
type="Table",
source=Source.YOLOX,
),
LayoutElement(bbox=Rectangle(50, 50, 70, 70), text="Inside table1"),
LayoutElement(bbox=Rectangle(70, 70, 80, 80), text="Inside table1", source=Source.PDFMINER),
LayoutElement(
bbox=Rectangle(150, 150, 170, 170),
text="Outside tables",
source=Source.PDFMINER,
),
LayoutElement(
bbox=Rectangle(180, 180, 200, 200),
text="Outside tables",
source=Source.PDFMINER,
),
LayoutElement(
bbox=Rectangle(0, 500, 100, 700),
text="Table2 with inner elements",
type="Table",
source=Source.YOLOX,
),
LayoutElement(bbox=Rectangle(0, 510, 50, 300), text="Inside table2", source=Source.PDFMINER),
LayoutElement(bbox=Rectangle(0, 550, 70, 400), text="Inside table2", source=Source.PDFMINER),
]
@pytest.mark.parametrize(
("elements", "length_extra_info", "expected_document_length"),
[
(deletable_elements_inside_table, 1, 1),
(no_deletable_elements_inside_table, 0, 3),
(mix_elements_inside_table, 2, 5),
],
)
def test_clean_pdfminer_inner_elements(elements, length_extra_info, expected_document_length):
# create a sample document with pdfminer elements inside tables
page = PageLayout(number=1, image=None, layout=elements)
page.elements = elements
document_with_table = DocumentLayout(pages=[page])
document = document_with_table
# call the function to clean the pdfminer inner elements
cleaned_doc = clean_pdfminer_inner_elements(document)
# check that the pdfminer elements were stored in the extra_info dictionary
assert len(cleaned_doc.pages[0].elements) == expected_document_length