Steve Canny 9ece0b5ad2
fix: improve false-positive Title elements on Chinese text (#3836)
**Summary**
Improve element-type mapping for Chinese text. Fixes bug where Chinese
text would produce large numbers of false-positive `Title` elements.

Fixes #3084

---------

Co-authored-by: scanny <scanny@users.noreply.github.com>
Co-authored-by: ryannikolaidis <1208590+ryannikolaidis@users.noreply.github.com>
2024-12-18 01:16:42 +00:00

284 lines
9.7 KiB
Python

# pyright: reportPrivateUsage=false
"""Test suite for `unstructured.partition.doc` module."""
from __future__ import annotations
import pathlib
from typing import Any, Iterator
import pytest
from pytest_mock import MockFixture
from test_unstructured.unit_utils import (
ANY,
CaptureFixture,
FixtureRequest,
assert_round_trips_through_JSON,
example_doc_path,
method_mock,
)
from unstructured.chunking.basic import chunk_elements
from unstructured.documents.elements import (
Address,
CompositeElement,
Element,
ListItem,
NarrativeText,
Table,
TableChunk,
Text,
Title,
)
from unstructured.partition.doc import partition_doc
from unstructured.partition.docx import partition_docx
def test_partition_doc_matches_partition_docx(request: FixtureRequest):
doc_file_path = example_doc_path("simple.doc")
docx_file_path = example_doc_path("simple.docx")
assert partition_doc(doc_file_path) == partition_docx(docx_file_path)
# -- document-source (file or filename) ----------------------------------------------------------
def test_partition_doc_from_filename(expected_elements: list[Element], capsys: CaptureFixture[str]):
elements = partition_doc(example_doc_path("simple.doc"))
assert elements == expected_elements
assert all(e.metadata.file_directory == example_doc_path("") for e in elements)
assert capsys.readouterr().out == ""
assert capsys.readouterr().err == ""
def test_partition_doc_from_file_with_libre_office_filter(
expected_elements: list[Element], capsys: CaptureFixture[str]
):
with open(example_doc_path("simple.doc"), "rb") as f:
elements = partition_doc(file=f, libre_office_filter="MS Word 2007 XML")
assert elements == expected_elements
assert capsys.readouterr().out == ""
assert capsys.readouterr().err == ""
def test_partition_doc_from_file_with_no_libre_office_filter(
expected_elements: list[Element], capsys: CaptureFixture[str]
):
with open(example_doc_path("simple.doc"), "rb") as f:
elements = partition_doc(file=f, libre_office_filter=None)
assert elements == expected_elements
assert capsys.readouterr().out == ""
assert capsys.readouterr().err == ""
assert all(e.metadata.filename is None for e in elements)
def test_partition_doc_raises_when_both_a_filename_and_file_are_specified():
doc_file_path = example_doc_path("simple.doc")
with open(doc_file_path, "rb") as f:
with pytest.raises(ValueError, match="Exactly one of filename and file must be specified"):
partition_doc(filename=doc_file_path, file=f)
def test_partition_doc_raises_when_neither_a_file_path_nor_a_file_like_object_are_provided():
with pytest.raises(ValueError, match="Exactly one of filename and file must be specified"):
partition_doc()
def test_partition_raises_with_missing_doc(tmp_path: pathlib.Path):
doc_filename = str(tmp_path / "asdf.doc")
with pytest.raises(ValueError, match="asdf.doc does not exist"):
partition_doc(filename=doc_filename)
# -- .metadata.filename --------------------------------------------------------------------------
def test_partition_doc_from_filename_gets_filename_from_filename_arg():
elements = partition_doc(example_doc_path("simple.doc"))
assert len(elements) > 0
assert all(e.metadata.filename == "simple.doc" for e in elements)
def test_partition_doc_from_file_gets_filename_None():
with open(example_doc_path("simple.doc"), "rb") as f:
elements = partition_doc(file=f)
assert len(elements) > 0
assert all(e.metadata.filename is None for e in elements)
def test_partition_doc_from_filename_prefers_metadata_filename():
elements = partition_doc(example_doc_path("simple.doc"), metadata_filename="test")
assert len(elements) > 0
assert all(element.metadata.filename == "test" for element in elements)
def test_partition_doc_from_file_prefers_metadata_filename():
with open(example_doc_path("simple.doc"), "rb") as f:
elements = partition_doc(file=f, metadata_filename="test")
assert all(e.metadata.filename == "test" for e in elements)
# -- .metadata.filetype --------------------------------------------------------------------------
def test_partition_doc_gets_the_DOC_MIME_type_in_metadata_filetype():
DOC_MIME_TYPE = "application/msword"
elements = partition_doc(example_doc_path("simple.doc"))
assert all(e.metadata.filetype == DOC_MIME_TYPE for e in elements), (
f"Expected all elements to have '{DOC_MIME_TYPE}' as their filetype, but got:"
f" {repr(elements[0].metadata.filetype)}"
)
# -- .metadata.last_modified ---------------------------------------------------------------------
def test_partition_doc_pulls_last_modified_from_filesystem(mocker: MockFixture):
filesystem_last_modified = "2029-07-05T09:24:28"
mocker.patch(
"unstructured.partition.doc.get_last_modified_date", return_value=filesystem_last_modified
)
elements = partition_doc(example_doc_path("fake.doc"))
assert all(e.metadata.last_modified == filesystem_last_modified for e in elements)
def test_partition_doc_prefers_metadata_last_modified_when_provided(
mocker: MockFixture,
):
filesystem_last_modified = "2029-07-05T09:24:28"
metadata_last_modified = "2020-07-05T09:24:28"
mocker.patch(
"unstructured.partition.doc.get_last_modified_date", return_value=filesystem_last_modified
)
elements = partition_doc(
example_doc_path("simple.doc"), metadata_last_modified=metadata_last_modified
)
assert all(e.metadata.last_modified == metadata_last_modified for e in elements)
# -- language-recognition metadata ---------------------------------------------------------------
def test_partition_doc_adds_languages_metadata():
elements = partition_doc(example_doc_path("simple.doc"))
assert all(e.metadata.languages == ["eng"] for e in elements)
def test_partition_doc_respects_detect_language_per_element_arg():
elements = partition_doc(
example_doc_path("language-docs/eng_spa_mult.doc"), detect_language_per_element=True
)
assert [e.metadata.languages for e in elements] == [
["eng"],
["spa", "eng"],
["eng"],
["eng"],
["spa"],
]
# -- miscellaneous -------------------------------------------------------------------------------
@pytest.mark.parametrize(
("kwargs", "expected_value"),
[({}, "hi_res"), ({"strategy": None}, "hi_res"), ({"strategy": "auto"}, "auto")],
)
def test_partition_odt_forwards_strategy_arg_to_partition_docx(
request: FixtureRequest, kwargs: dict[str, Any], expected_value: str | None
):
from unstructured.partition.docx import _DocxPartitioner
def fake_iter_document_elements(self: _DocxPartitioner) -> Iterator[Element]:
yield Text(f"strategy == {self._opts.strategy}")
_iter_elements_ = method_mock(
request,
_DocxPartitioner,
"_iter_document_elements",
side_effect=fake_iter_document_elements,
)
(element,) = partition_doc(example_doc_path("simple.doc"), **kwargs)
_iter_elements_.assert_called_once_with(ANY)
assert element.text == f"strategy == {expected_value}"
def test_partition_doc_grabs_emphasized_texts():
expected_emphasized_text_contents = ["bold", "italic", "bold-italic", "bold-italic"]
expected_emphasized_text_tags = ["b", "i", "b", "i"]
elements = partition_doc(example_doc_path("fake-doc-emphasized-text.doc"))
assert isinstance(elements[0], Table)
assert elements[0].metadata.emphasized_text_contents == expected_emphasized_text_contents
assert elements[0].metadata.emphasized_text_tags == expected_emphasized_text_tags
assert elements[1] == NarrativeText("I am a bold italic bold-italic text.")
assert elements[1].metadata.emphasized_text_contents == expected_emphasized_text_contents
assert elements[1].metadata.emphasized_text_tags == expected_emphasized_text_tags
assert elements[2] == NarrativeText("I am a normal text.")
assert elements[2].metadata.emphasized_text_contents is None
assert elements[2].metadata.emphasized_text_tags is None
def test_partition_doc_round_trips_through_json():
"""Elements produced can be serialized then deserialized without loss."""
assert_round_trips_through_JSON(partition_doc(example_doc_path("simple.doc")))
def test_partition_doc_chunks_elements_when_chunking_strategy_is_specified():
document_path = example_doc_path("simple.doc")
elements = partition_doc(document_path)
chunks = partition_doc(document_path, chunking_strategy="basic")
# -- all chunks are chunk element-types --
assert all(isinstance(c, (CompositeElement, Table, TableChunk)) for c in chunks)
# -- chunks from partitioning match those produced by chunking elements in separate step --
assert chunks == chunk_elements(elements)
def test_partition_doc_assigns_deterministic_and_unique_element_ids():
document_path = example_doc_path("duplicate-paragraphs.doc")
ids = [element.id for element in partition_doc(document_path)]
ids_2 = [element.id for element in partition_doc(document_path)]
# -- ids should match even though partitioned separately --
assert ids == ids_2
# -- ids should be unique --
assert len(ids) == len(set(ids))
# == module-level fixtures =======================================================================
@pytest.fixture()
def expected_elements() -> list[Element]:
return [
Title("These are a few of my favorite things:"),
ListItem("Parrots"),
ListItem("Hockey"),
Text("Analysis"),
NarrativeText("This is my first thought. This is my second thought."),
NarrativeText("This is my third thought."),
Text("2023"),
Address("DOYLESTOWN, PA 18901"),
]