2024-09-23 15:23:10 -07:00
|
|
|
from __future__ import annotations
|
|
|
|
|
|
|
|
from typing import Any
|
2023-02-27 23:36:44 +01:00
|
|
|
from unittest.mock import patch
|
|
|
|
|
|
|
|
import pytest
|
|
|
|
import requests
|
2024-09-23 15:23:10 -07:00
|
|
|
from pytest_mock import MockFixture
|
2023-02-27 23:36:44 +01:00
|
|
|
|
2023-10-12 12:47:55 -07:00
|
|
|
from test_unstructured.unit_utils import assert_round_trips_through_JSON, example_doc_path
|
2023-09-11 16:00:14 -05:00
|
|
|
from unstructured.chunking.title import chunk_by_title
|
2023-11-08 21:52:55 -08:00
|
|
|
from unstructured.documents.elements import ElementType, Title
|
2023-02-27 23:36:44 +01:00
|
|
|
from unstructured.partition.md import partition_md
|
2023-10-05 15:26:47 -05:00
|
|
|
from unstructured.partition.utils.constants import UNSTRUCTURED_INCLUDE_DEBUG_METADATA
|
2023-02-27 23:36:44 +01:00
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_from_filename():
|
2024-05-22 17:51:08 -07:00
|
|
|
filename = example_doc_path("README.md")
|
2023-02-27 23:36:44 +01:00
|
|
|
elements = partition_md(filename=filename)
|
2023-07-05 15:02:22 -05:00
|
|
|
|
2023-09-15 09:51:22 -07:00
|
|
|
assert len(elements) > 0
|
2023-07-05 15:02:22 -05:00
|
|
|
assert "PageBreak" not in [elem.category for elem in elements]
|
2024-10-02 14:04:37 -07:00
|
|
|
assert isinstance(elements[0], Title)
|
|
|
|
if UNSTRUCTURED_INCLUDE_DEBUG_METADATA:
|
|
|
|
assert {element.metadata.detection_origin for element in elements} == {"md"}
|
2023-02-27 23:36:44 +01:00
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_from_file():
|
2024-05-22 17:51:08 -07:00
|
|
|
filename = example_doc_path("README.md")
|
2024-09-23 15:23:10 -07:00
|
|
|
with open(filename, "rb") as f:
|
2023-02-27 23:36:44 +01:00
|
|
|
elements = partition_md(file=f)
|
|
|
|
assert len(elements) > 0
|
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_from_text():
|
2024-10-02 14:04:37 -07:00
|
|
|
with open(example_doc_path("README.md")) as f:
|
2023-02-27 23:36:44 +01:00
|
|
|
text = f.read()
|
2024-10-02 14:04:37 -07:00
|
|
|
|
2023-02-27 23:36:44 +01:00
|
|
|
elements = partition_md(text=text)
|
2024-10-02 14:04:37 -07:00
|
|
|
|
2023-02-27 23:36:44 +01:00
|
|
|
assert len(elements) > 0
|
2024-10-02 14:04:37 -07:00
|
|
|
assert all(e.metadata.filename is None for e in elements)
|
2023-02-27 23:36:44 +01:00
|
|
|
|
|
|
|
|
|
|
|
class MockResponse:
|
2024-09-23 15:23:10 -07:00
|
|
|
def __init__(self, text: str, status_code: int, headers: dict[str, Any] = {}):
|
2023-02-27 23:36:44 +01:00
|
|
|
self.text = text
|
|
|
|
self.status_code = status_code
|
|
|
|
self.ok = status_code < 300
|
|
|
|
self.headers = headers
|
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_from_url():
|
2024-05-22 17:51:08 -07:00
|
|
|
filename = example_doc_path("README.md")
|
2023-02-27 23:36:44 +01:00
|
|
|
with open(filename) as f:
|
|
|
|
text = f.read()
|
|
|
|
|
2023-07-26 15:10:14 -04:00
|
|
|
response = MockResponse(
|
|
|
|
text=text,
|
|
|
|
status_code=200,
|
|
|
|
headers={"Content-Type": "text/markdown"},
|
|
|
|
)
|
2023-02-27 23:36:44 +01:00
|
|
|
with patch.object(requests, "get", return_value=response) as _:
|
|
|
|
elements = partition_md(url="https://fake.url")
|
|
|
|
|
|
|
|
assert len(elements) > 0
|
2024-10-02 14:04:37 -07:00
|
|
|
assert all(e.metadata.filename is None for e in elements)
|
2023-02-27 23:36:44 +01:00
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_from_url_raises_with_bad_status_code():
|
2024-05-22 17:51:08 -07:00
|
|
|
filename = example_doc_path("README.md")
|
2023-02-27 23:36:44 +01:00
|
|
|
with open(filename) as f:
|
|
|
|
text = f.read()
|
|
|
|
|
2023-07-26 15:10:14 -04:00
|
|
|
response = MockResponse(
|
|
|
|
text=text,
|
|
|
|
status_code=500,
|
|
|
|
headers={"Content-Type": "text/html"},
|
|
|
|
)
|
2023-09-19 22:26:36 -06:00
|
|
|
with patch.object(requests, "get", return_value=response) as _, pytest.raises(ValueError):
|
|
|
|
partition_md(url="https://fake.url")
|
2023-02-27 23:36:44 +01:00
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_from_url_raises_with_bad_content_type():
|
2024-05-22 17:51:08 -07:00
|
|
|
filename = example_doc_path("README.md")
|
2023-02-27 23:36:44 +01:00
|
|
|
with open(filename) as f:
|
|
|
|
text = f.read()
|
|
|
|
|
|
|
|
response = MockResponse(
|
|
|
|
text=text,
|
|
|
|
status_code=200,
|
|
|
|
headers={"Content-Type": "application/json"},
|
|
|
|
)
|
2023-09-19 22:26:36 -06:00
|
|
|
with patch.object(requests, "get", return_value=response) as _, pytest.raises(ValueError):
|
|
|
|
partition_md(url="https://fake.url")
|
2023-02-27 23:36:44 +01:00
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_raises_with_none_specified():
|
|
|
|
with pytest.raises(ValueError):
|
|
|
|
partition_md()
|
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_raises_with_too_many_specified():
|
2024-05-22 17:51:08 -07:00
|
|
|
filename = example_doc_path("README.md")
|
2023-02-27 23:36:44 +01:00
|
|
|
with open(filename) as f:
|
|
|
|
text = f.read()
|
|
|
|
|
|
|
|
with pytest.raises(ValueError):
|
|
|
|
partition_md(filename=filename, text=text)
|
2023-06-30 09:44:46 -05:00
|
|
|
|
|
|
|
|
2024-10-02 14:04:37 -07:00
|
|
|
# -- .metadata.filename --------------------------------------------------------------------------
|
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_from_filename_gets_filename_from_filename_arg():
|
|
|
|
elements = partition_md(example_doc_path("README.md"))
|
|
|
|
|
|
|
|
assert len(elements) > 0
|
|
|
|
assert all(e.metadata.filename == "README.md" for e in elements)
|
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_from_file_gets_filename_None():
|
|
|
|
with open(example_doc_path("README.md"), "rb") as f:
|
|
|
|
elements = partition_md(file=f)
|
|
|
|
|
|
|
|
assert len(elements) > 0
|
|
|
|
assert all(e.metadata.filename is None for e in elements)
|
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_from_filename_prefers_metadata_filename():
|
|
|
|
elements = partition_md(example_doc_path("README.md"), metadata_filename="orig-name.md")
|
|
|
|
|
|
|
|
assert len(elements) > 0
|
|
|
|
assert all(element.metadata.filename == "orig-name.md" for element in elements)
|
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_from_file_prefers_metadata_filename():
|
|
|
|
with open(example_doc_path("README.md"), "rb") as f:
|
|
|
|
elements = partition_md(file=f, metadata_filename="orig-name.md")
|
|
|
|
|
|
|
|
assert all(e.metadata.filename == "orig-name.md" for e in elements)
|
|
|
|
|
|
|
|
|
|
|
|
# -- .metadata.filetype --------------------------------------------------------------------------
|
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_gets_the_MD_MIME_type_in_metadata_filetype():
|
|
|
|
MD_MIME_TYPE = "text/markdown"
|
|
|
|
elements = partition_md(example_doc_path("README.md"))
|
|
|
|
assert all(e.metadata.filetype == MD_MIME_TYPE for e in elements), (
|
|
|
|
f"Expected all elements to have '{MD_MIME_TYPE}' as their filetype, but got:"
|
|
|
|
f" {repr(elements[0].metadata.filetype)}"
|
|
|
|
)
|
|
|
|
|
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
# -- .metadata.last_modified ---------------------------------------------------------------------
|
2023-07-26 15:10:14 -04:00
|
|
|
|
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
def test_partition_md_from_file_path_gets_last_modified_from_filesystem(mocker: MockFixture):
|
|
|
|
filesystem_last_modified = "2029-07-05T09:24:28"
|
2023-07-26 15:10:14 -04:00
|
|
|
mocker.patch(
|
2024-09-23 15:23:10 -07:00
|
|
|
"unstructured.partition.md.get_last_modified_date", return_value=filesystem_last_modified
|
2023-07-26 15:10:14 -04:00
|
|
|
)
|
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
elements = partition_md(example_doc_path("README.md"))
|
2023-07-26 15:10:14 -04:00
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
assert all(e.metadata.last_modified == filesystem_last_modified for e in elements)
|
2023-07-26 15:10:14 -04:00
|
|
|
|
2024-03-18 02:09:44 +01:00
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
def test_partition_md_from_file_gets_last_modified_None():
|
|
|
|
with open(example_doc_path("README.md"), "rb") as f:
|
|
|
|
elements = partition_md(file=f)
|
2024-03-18 02:09:44 +01:00
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
assert all(e.metadata.last_modified is None for e in elements)
|
2024-03-18 02:09:44 +01:00
|
|
|
|
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
def test_partition_md_from_text_gets_last_modified_None():
|
|
|
|
with open(example_doc_path("README.md")) as f:
|
|
|
|
text = f.read()
|
2024-03-18 02:09:44 +01:00
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
elements = partition_md(text=text)
|
2023-07-26 15:10:14 -04:00
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
assert all(e.metadata.last_modified is None for e in elements)
|
2023-07-26 15:10:14 -04:00
|
|
|
|
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
def test_partition_md_from_file_path_prefers_metadata_last_modified(mocker: MockFixture):
|
|
|
|
filesystem_last_modified = "2029-07-05T09:24:28"
|
|
|
|
metadata_last_modified = "2020-07-05T09:24:28"
|
2023-07-26 15:10:14 -04:00
|
|
|
mocker.patch(
|
2024-09-23 15:23:10 -07:00
|
|
|
"unstructured.partition.md.get_last_modified_date", return_value=filesystem_last_modified
|
2023-07-26 15:10:14 -04:00
|
|
|
)
|
|
|
|
|
|
|
|
elements = partition_md(
|
2024-09-23 15:23:10 -07:00
|
|
|
example_doc_path("README.md"), metadata_last_modified=metadata_last_modified
|
2023-07-26 15:10:14 -04:00
|
|
|
)
|
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
assert all(e.metadata.last_modified == metadata_last_modified for e in elements)
|
2023-07-26 15:10:14 -04:00
|
|
|
|
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
def test_partition_md_from_file_prefers_metadata_last_modified():
|
|
|
|
metadata_last_modified = "2020-07-05T09:24:28"
|
|
|
|
with open(example_doc_path("README.md"), "rb") as f:
|
|
|
|
elements = partition_md(file=f, metadata_last_modified=metadata_last_modified)
|
|
|
|
|
|
|
|
assert all(e.metadata.last_modified == metadata_last_modified for e in elements)
|
2023-07-26 15:10:14 -04:00
|
|
|
|
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
def test_partition_md_from_text_prefers_metadata_last_modified():
|
|
|
|
metadata_last_modified = "2020-07-05T09:24:28"
|
|
|
|
with open(example_doc_path("README.md")) as f:
|
|
|
|
text = f.read()
|
2023-07-26 15:10:14 -04:00
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
elements = partition_md(text=text, metadata_last_modified=metadata_last_modified)
|
2023-08-29 16:59:26 -04:00
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
assert all(e.metadata.last_modified == metadata_last_modified for e in elements)
|
2023-08-29 16:59:26 -04:00
|
|
|
|
2024-03-18 02:09:44 +01:00
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
# ------------------------------------------------------------------------------------------------
|
2024-03-18 02:09:44 +01:00
|
|
|
|
|
|
|
|
2023-10-12 12:47:55 -07:00
|
|
|
def test_partition_md_with_json():
|
|
|
|
with open(example_doc_path("README.md")) as f:
|
2023-08-29 16:59:26 -04:00
|
|
|
text = f.read()
|
2023-10-12 12:47:55 -07:00
|
|
|
elements = partition_md(text=text)
|
|
|
|
assert_round_trips_through_JSON(elements)
|
2023-09-11 16:00:14 -05:00
|
|
|
|
|
|
|
|
2024-09-23 15:23:10 -07:00
|
|
|
def test_add_chunking_strategy_by_title_on_partition_md():
|
|
|
|
filename = example_doc_path("README.md")
|
|
|
|
elements = partition_md(filename)
|
2023-09-11 16:00:14 -05:00
|
|
|
chunk_elements = partition_md(filename, chunking_strategy="by_title")
|
|
|
|
chunks = chunk_by_title(elements)
|
2024-09-23 15:23:10 -07:00
|
|
|
|
2023-09-11 16:00:14 -05:00
|
|
|
assert chunk_elements != elements
|
|
|
|
assert chunk_elements == chunks
|
2023-10-10 20:47:56 -05:00
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_element_metadata_has_languages():
|
|
|
|
filename = "example-docs/README.md"
|
|
|
|
elements = partition_md(filename=filename)
|
|
|
|
assert elements[0].metadata.languages == ["eng"]
|
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_respects_detect_language_per_element():
|
|
|
|
filename = "example-docs/language-docs/eng_spa_mult.md"
|
|
|
|
elements = partition_md(filename=filename, detect_language_per_element=True)
|
|
|
|
langs = [element.metadata.languages for element in elements]
|
|
|
|
assert langs == [["eng"], ["spa", "eng"], ["eng"], ["eng"], ["spa"]]
|
2023-10-30 09:09:46 -05:00
|
|
|
|
|
|
|
|
|
|
|
def test_partition_md_parse_table():
|
2024-05-22 17:51:08 -07:00
|
|
|
filename = example_doc_path("simple-table.md")
|
2023-10-30 09:09:46 -05:00
|
|
|
elements = partition_md(filename=filename)
|
|
|
|
assert len(elements) > 0
|
2023-11-08 21:52:55 -08:00
|
|
|
assert elements[0].category == ElementType.TABLE
|