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Introduce `date_from_file_object` to `partition*` functions, by default set to `False`. If set to `True` and file is provided via `file` parameter, partition will attempt to infer last modified date from `file`'s contents otherwise last modified metadata will be set to `None`. --------- Co-authored-by: Filip Knefel <filip@unstructured.io> Co-authored-by: Ronny H <138828701+ron-unstructured@users.noreply.github.com>
419 lines
15 KiB
Python
419 lines
15 KiB
Python
"""Test-suite for `unstructured.partition.json` module."""
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from __future__ import annotations
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import os
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import pathlib
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import tempfile
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import pytest
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from pytest_mock import MockFixture
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from unstructured.documents.elements import CompositeElement
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from unstructured.file_utils.filetype import FileType, detect_filetype
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from unstructured.partition.email import partition_email
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from unstructured.partition.html import partition_html
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from unstructured.partition.json import partition_json
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from unstructured.partition.text import partition_text
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from unstructured.partition.xml import partition_xml
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from unstructured.staging.base import elements_to_json
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DIRECTORY = pathlib.Path(__file__).parent.resolve()
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is_in_docker = os.path.exists("/.dockerenv")
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test_files = [
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"fake-text.txt",
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"fake-html.html",
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"eml/fake-email.eml",
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]
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is_in_docker = os.path.exists("/.dockerenv")
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def test_it_chunks_elements_when_a_chunking_strategy_is_specified():
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chunks = partition_json(
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"example-docs/spring-weather.html.json", chunking_strategy="basic", max_characters=1500
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)
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assert len(chunks) == 10
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assert all(isinstance(ch, CompositeElement) for ch in chunks)
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@pytest.mark.parametrize("filename", test_files)
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def test_partition_json_from_filename(filename: str):
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path = os.path.join(DIRECTORY, "..", "..", "example-docs", filename)
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elements = []
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filetype = detect_filetype(filename=path)
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if filetype == FileType.TXT:
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elements = partition_text(filename=path)
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if filetype == FileType.HTML:
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elements = partition_html(filename=path)
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if filetype == FileType.XML:
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elements = partition_xml(filename=path)
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if filetype == FileType.EML:
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elements = partition_email(filename=path)
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with tempfile.TemporaryDirectory() as tmpdir:
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_filename = os.path.basename(filename)
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test_path = os.path.join(tmpdir, _filename + ".json")
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elements_to_json(elements, filename=test_path, indent=2)
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test_elements = partition_json(filename=test_path)
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assert len(elements) > 0
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assert len(str(elements[0])) > 0
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assert len(elements) == len(test_elements)
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for i in range(len(elements)):
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assert elements[i] == test_elements[i]
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assert elements[i].metadata.filename == filename.split("/")[-1]
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@pytest.mark.parametrize("filename", test_files)
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def test_partition_json_from_filename_with_metadata_filename(filename: str):
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path = os.path.join(DIRECTORY, "..", "..", "example-docs", filename)
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elements = []
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filetype = detect_filetype(filename=path)
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if filetype == FileType.TXT:
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elements = partition_text(filename=path)
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if filetype == FileType.HTML:
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elements = partition_html(filename=path)
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if filetype == FileType.XML:
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elements = partition_xml(filename=path)
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if filetype == FileType.EML:
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elements = partition_email(filename=path)
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with tempfile.TemporaryDirectory() as tmpdir:
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_filename = os.path.basename(filename)
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test_path = os.path.join(tmpdir, _filename + ".json")
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elements_to_json(elements, filename=test_path, indent=2)
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test_elements = partition_json(filename=test_path, metadata_filename="test")
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assert len(test_elements) > 0
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assert len(str(test_elements[0])) > 0
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assert all(element.metadata.filename == "test" for element in test_elements)
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@pytest.mark.parametrize("filename", test_files)
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def test_partition_json_from_file(filename: str):
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path = os.path.join(DIRECTORY, "..", "..", "example-docs", filename)
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elements = []
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filetype = detect_filetype(filename=path)
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if filetype == FileType.TXT:
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elements = partition_text(filename=path)
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if filetype == FileType.HTML:
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elements = partition_html(filename=path)
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if filetype == FileType.XML:
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elements = partition_xml(filename=path)
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if filetype == FileType.EML:
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elements = partition_email(filename=path)
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with tempfile.TemporaryDirectory() as tmpdir:
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_filename = os.path.basename(filename)
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test_path = os.path.join(tmpdir, _filename + ".json")
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elements_to_json(elements, filename=test_path, indent=2)
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with open(test_path, "rb") as f:
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test_elements = partition_json(file=f)
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assert len(elements) > 0
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assert len(str(elements[0])) > 0
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assert len(elements) == len(test_elements)
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for i in range(len(elements)):
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assert elements[i] == test_elements[i]
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assert elements[i].metadata.filename == filename.split("/")[-1]
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@pytest.mark.parametrize("filename", test_files)
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def test_partition_json_from_file_with_metadata_filename(filename: str):
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path = os.path.join(DIRECTORY, "..", "..", "example-docs", filename)
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elements = []
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filetype = detect_filetype(filename=path)
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if filetype == FileType.TXT:
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elements = partition_text(filename=path)
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if filetype == FileType.HTML:
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elements = partition_html(filename=path)
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if filetype == FileType.XML:
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elements = partition_xml(filename=path)
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if filetype == FileType.EML:
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elements = partition_email(filename=path)
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with tempfile.TemporaryDirectory() as tmpdir:
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_filename = os.path.basename(filename)
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test_path = os.path.join(tmpdir, _filename + ".json")
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elements_to_json(elements, filename=test_path, indent=2)
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with open(test_path, "rb") as f:
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test_elements = partition_json(file=f, metadata_filename="test")
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for i in range(len(test_elements)):
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assert test_elements[i].metadata.filename == "test"
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@pytest.mark.parametrize("filename", test_files)
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def test_partition_json_from_text(filename: str):
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path = os.path.join(DIRECTORY, "..", "..", "example-docs", filename)
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elements = []
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filetype = detect_filetype(filename=path)
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if filetype == FileType.TXT:
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elements = partition_text(filename=path)
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if filetype == FileType.HTML:
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elements = partition_html(filename=path)
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if filetype == FileType.XML:
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elements = partition_xml(filename=path)
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if filetype == FileType.EML:
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elements = partition_email(filename=path)
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with tempfile.TemporaryDirectory() as tmpdir:
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_filename = os.path.basename(filename)
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test_path = os.path.join(tmpdir, _filename + ".json")
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elements_to_json(elements, filename=test_path, indent=2)
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with open(test_path) as f:
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text = f.read()
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test_elements = partition_json(text=text)
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assert len(elements) > 0
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assert len(str(elements[0])) > 0
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assert len(elements) == len(test_elements)
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for i in range(len(elements)):
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assert elements[i] == test_elements[i]
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assert elements[i].metadata.filename == filename.split("/")[-1]
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def test_partition_json_raises_with_none_specified():
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with pytest.raises(ValueError):
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partition_json()
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def test_partition_json_works_with_empty_string():
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assert partition_json(text="") == []
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def test_partition_json_works_with_empty_list():
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assert partition_json(text="[]") == []
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def test_partition_json_raises_with_too_many_specified():
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path = os.path.join(DIRECTORY, "..", "..", "example-docs", "fake-text.txt")
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elements = []
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filetype = detect_filetype(filename=path)
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if filetype == FileType.TXT:
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elements = partition_text(filename=path)
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if filetype == FileType.HTML:
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elements = partition_html(filename=path)
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if filetype == FileType.XML:
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elements = partition_xml(filename=path)
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if filetype == FileType.EML:
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elements = partition_email(filename=path)
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with tempfile.TemporaryDirectory() as tmpdir:
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test_path = os.path.join(tmpdir, "fake-text.txt.json")
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elements_to_json(elements, filename=test_path, indent=2)
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with open(test_path, "rb") as f:
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text = f.read().decode("utf-8")
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with pytest.raises(ValueError):
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partition_json(filename=test_path, file=f)
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with pytest.raises(ValueError):
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partition_json(filename=test_path, text=text)
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with pytest.raises(ValueError):
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partition_json(file=f, text=text)
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with pytest.raises(ValueError):
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partition_json(filename=test_path, file=f, text=text)
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@pytest.mark.parametrize("filename", test_files)
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def test_partition_json_from_filename_exclude_metadata(filename: str):
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path = os.path.join(DIRECTORY, "..", "..", "example-docs", filename)
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elements = []
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filetype = detect_filetype(filename=path)
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if filetype == FileType.TXT:
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elements = partition_text(filename=path)
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if filetype == FileType.HTML:
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elements = partition_html(filename=path)
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if filetype == FileType.XML:
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elements = partition_xml(filename=path)
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if filetype == FileType.EML:
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elements = partition_email(filename=path)
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with tempfile.TemporaryDirectory() as tmpdir:
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_filename = os.path.basename(filename)
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test_path = os.path.join(tmpdir, _filename + ".json")
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elements_to_json(elements, filename=test_path, indent=2)
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test_elements = partition_json(filename=test_path, include_metadata=False)
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for i in range(len(test_elements)):
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assert any(test_elements[i].metadata.to_dict()) is False
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@pytest.mark.parametrize("filename", test_files)
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def test_partition_json_from_file_exclude_metadata(filename: str):
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path = os.path.join(DIRECTORY, "..", "..", "example-docs", filename)
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elements = []
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filetype = detect_filetype(filename=path)
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if filetype == FileType.TXT:
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elements = partition_text(filename=path)
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if filetype == FileType.HTML:
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elements = partition_html(filename=path)
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if filetype == FileType.XML:
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elements = partition_xml(filename=path)
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if filetype == FileType.EML:
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elements = partition_email(filename=path)
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with tempfile.TemporaryDirectory() as tmpdir:
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_filename = os.path.basename(filename)
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test_path = os.path.join(tmpdir, _filename + ".json")
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elements_to_json(elements, filename=test_path, indent=2)
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with open(test_path, "rb") as f:
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test_elements = partition_json(file=f, include_metadata=False)
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for i in range(len(test_elements)):
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assert any(test_elements[i].metadata.to_dict()) is False
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@pytest.mark.parametrize("filename", test_files)
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def test_partition_json_from_text_exclude_metadata(filename: str):
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path = os.path.join(DIRECTORY, "..", "..", "example-docs", filename)
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elements = []
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filetype = detect_filetype(filename=path)
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if filetype == FileType.TXT:
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elements = partition_text(filename=path)
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if filetype == FileType.HTML:
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elements = partition_html(filename=path)
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if filetype == FileType.XML:
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elements = partition_xml(filename=path)
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if filetype == FileType.EML:
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elements = partition_email(filename=path)
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with tempfile.TemporaryDirectory() as tmpdir:
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_filename = os.path.basename(filename)
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test_path = os.path.join(tmpdir, _filename + ".json")
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elements_to_json(elements, filename=test_path, indent=2)
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with open(test_path) as f:
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text = f.read()
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test_elements = partition_json(text=text, include_metadata=False)
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for i in range(len(test_elements)):
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assert any(test_elements[i].metadata.to_dict()) is False
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def test_partition_json_metadata_date(mocker: MockFixture):
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mocked_last_modification_date = "2029-07-05T09:24:28"
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mocker.patch(
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"unstructured.partition.json.get_last_modified_date",
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return_value=mocked_last_modification_date,
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)
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elements = partition_json("example-docs/spring-weather.html.json")
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assert elements[0].metadata.last_modified == mocked_last_modification_date
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def test_partition_json_with_custom_metadata_date(mocker: MockFixture):
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mocked_last_modification_date = "2029-07-05T09:24:28"
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expected_last_modification_date = "2020-07-05T09:24:28"
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mocker.patch(
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"unstructured.partition.json.get_last_modified_date",
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return_value=mocked_last_modification_date,
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)
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elements = partition_json(
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"example-docs/spring-weather.html.json",
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metadata_last_modified=expected_last_modification_date,
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)
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assert elements[0].metadata.last_modified == expected_last_modification_date
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def test_partition_json_from_file_metadata_date(mocker: MockFixture):
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mocked_last_modification_date = "2029-07-05T09:24:28"
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mocker.patch(
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"unstructured.partition.json.get_last_modified_date_from_file",
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return_value=mocked_last_modification_date,
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)
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with open("example-docs/spring-weather.html.json", "rb") as f:
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elements = partition_json(file=f)
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assert elements[0].metadata.last_modified is None
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def test_partition_json_from_file_explicit_get_metadata_date(
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mocker,
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filename="example-docs/spring-weather.html.json",
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):
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mocked_last_modification_date = "2029-07-05T09:24:28"
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mocker.patch(
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"unstructured.partition.json.get_last_modified_date_from_file",
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return_value=mocked_last_modification_date,
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)
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with open(filename, "rb") as f:
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elements = partition_json(
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file=f,
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date_from_file_object=True,
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)
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assert elements[0].metadata.last_modified == mocked_last_modification_date
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def test_partition_json_from_file_with_custom_metadata_date(mocker: MockFixture):
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mocked_last_modification_date = "2029-07-05T09:24:28"
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expected_last_modification_date = "2020-07-05T09:24:28"
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mocker.patch(
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"unstructured.partition.json.get_last_modified_date_from_file",
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return_value=mocked_last_modification_date,
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)
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with open("example-docs/spring-weather.html.json", "rb") as f:
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elements = partition_json(file=f, metadata_last_modified=expected_last_modification_date)
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assert elements[0].metadata.last_modified == expected_last_modification_date
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def test_partition_json_from_text_metadata_date():
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with open("example-docs/spring-weather.html.json") as f:
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text = f.read()
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elements = partition_json(text=text)
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assert elements[0].metadata.last_modified is None
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def test_partition_json_from_text_with_custom_metadata_date():
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expected_last_modification_date = "2020-07-05T09:24:28"
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with open("example-docs/spring-weather.html.json") as f:
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text = f.read()
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elements = partition_json(text=text, metadata_last_modified=expected_last_modification_date)
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assert elements[0].metadata.last_modified == expected_last_modification_date
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def test_partition_json_from_file_without_metadata_date(
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filename="example-docs/spring-weather.html.json",
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):
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"""Test partition_json() with file that are not possible to get last modified date"""
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with open(filename, "rb") as f:
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sf = tempfile.SpooledTemporaryFile()
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sf.write(f.read())
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sf.seek(0)
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elements = partition_json(file=sf, date_from_file_object=True)
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assert elements[0].metadata.last_modified is None
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def test_partition_json_raises_with_unprocessable_json():
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# NOTE(robinson) - This is unprocessable because it is not a list of dicts,
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# per the Unstructured ISD format
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text = '{"hi": "there"}'
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with pytest.raises(ValueError):
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partition_json(text=text)
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def test_partition_json_raises_with_invalid_json():
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text = '[{"hi": "there"}]]'
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with pytest.raises(ValueError):
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partition_json(text=text)
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