Klaijan 675a10ea69
fix: update test_json to not use auto partition (#1187)
Update `test_json` to not use auto partition due to dependencies. Previously, to run `test_json` requires full requirements installation library to read file types, including but not limited to, docx, pptx, as well as others. Therefore the test will raise error with base installation. With the update, this fix also add to other test files to check its invariant with `elements_to_json`.
2023-08-29 16:59:26 -04:00

576 lines
20 KiB
Python

import datetime
import email
import os
import pathlib
import pytest
from unstructured.documents.elements import (
ElementMetadata,
Image,
ListItem,
NarrativeText,
Text,
Title,
)
from unstructured.documents.email_elements import (
MetaData,
ReceivedInfo,
Recipient,
Sender,
Subject,
)
from unstructured.partition.email import (
convert_to_iso_8601,
extract_attachment_info,
partition_email,
partition_email_header,
)
from unstructured.partition.json import partition_json
from unstructured.partition.text import partition_text
from unstructured.staging.base import elements_to_json
FILE_DIRECTORY = pathlib.Path(__file__).parent.resolve()
EXAMPLE_DOCS_DIRECTORY = os.path.join(FILE_DIRECTORY, "..", "..", "example-docs", "eml")
EXPECTED_OUTPUT = [
NarrativeText(text="This is a test email to use for unit tests."),
Title(text="Important points:"),
ListItem(text="Roses are red"),
ListItem(text="Violets are blue"),
]
IMAGE_EXPECTED_OUTPUT = [
NarrativeText(text="This is a test email to use for unit tests."),
Title(text="Important points:"),
NarrativeText(text="hello this is our logo."),
Image(text="unstructured_logo.png"),
ListItem(text="Roses are red"),
ListItem(text="Violets are blue"),
]
RECEIVED_HEADER_OUTPUT = [
ReceivedInfo(name="ABCDEFG-000.ABC.guide", text="00.0.0.00"),
ReceivedInfo(name="ABCDEFG-000.ABC.guide", text="ba23::58b5:2236:45g2:88h2"),
ReceivedInfo(
name="received_datetimetz",
text="2023-02-20 10:03:18+12:00",
datestamp=datetime.datetime(
2023,
2,
20,
10,
3,
18,
tzinfo=datetime.timezone(datetime.timedelta(seconds=43200)),
),
),
MetaData(name="MIME-Version", text="1.0"),
MetaData(name="Date", text="Fri, 16 Dec 2022 17:04:16 -0500"),
MetaData(
name="Message-ID",
text="<CADc-_xaLB2FeVQ7mNsoX+NJb_7hAJhBKa_zet-rtgPGenj0uVw@mail.gmail.com>",
),
Subject(text="Test Email"),
Sender(name="Matthew Robinson", text="mrobinson@unstructured.io"),
Recipient(name="Matthew Robinson", text="mrobinson@unstructured.io"),
MetaData(
name="Content-Type",
text='multipart/alternative; boundary="00000000000095c9b205eff92630"',
),
]
HEADER_EXPECTED_OUTPUT = [
MetaData(name="MIME-Version", text="1.0"),
MetaData(name="Date", text="Fri, 16 Dec 2022 17:04:16 -0500"),
MetaData(
name="Message-ID",
text="<CADc-_xaLB2FeVQ7mNsoX+NJb_7hAJhBKa_zet-rtgPGenj0uVw@mail.gmail.com>",
),
Subject(text="Test Email"),
Sender(name="Matthew Robinson", text="mrobinson@unstructured.io"),
Recipient(name="Matthew Robinson", text="mrobinson@unstructured.io"),
MetaData(
name="Content-Type",
text='multipart/alternative; boundary="00000000000095c9b205eff92630"',
),
]
ALL_EXPECTED_OUTPUT = HEADER_EXPECTED_OUTPUT + EXPECTED_OUTPUT
ATTACH_EXPECTED_OUTPUT = [
{"filename": "fake-attachment.txt", "payload": b"Hey this is a fake attachment!"},
]
def test_partition_email_from_filename():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.eml")
elements = partition_email(filename=filename)
assert len(elements) > 0
assert elements == EXPECTED_OUTPUT
for element in elements:
assert element.metadata.filename == "fake-email.eml"
def test_partition_email_from_filename_with_metadata_filename():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.eml")
elements = partition_email(filename=filename, metadata_filename="test")
assert len(elements) > 0
assert all(element.metadata.filename == "test" for element in elements)
def test_partition_email_from_filename_malformed_encoding():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email-malformed-encoding.eml")
elements = partition_email(filename=filename)
assert len(elements) > 0
assert elements == EXPECTED_OUTPUT
@pytest.mark.parametrize(
("filename", "expected_output"),
[
("fake-email-utf-16.eml", EXPECTED_OUTPUT),
("fake-email-utf-16-be.eml", EXPECTED_OUTPUT),
("fake-email-utf-16-le.eml", EXPECTED_OUTPUT),
("email-no-utf8-2008-07-16.062410.eml", None),
("email-no-utf8-2014-03-17.111517.eml", None),
("email-replace-mime-encodings-error-1.eml", None),
("email-replace-mime-encodings-error-2.eml", None),
("email-replace-mime-encodings-error-3.eml", None),
("email-replace-mime-encodings-error-4.eml", None),
("email-replace-mime-encodings-error-5.eml", None),
],
)
def test_partition_email_from_filename_default_encoding(filename, expected_output):
filename_path = os.path.join(EXAMPLE_DOCS_DIRECTORY, filename)
elements = partition_email(filename=filename_path)
assert len(elements) > 0
if expected_output:
assert elements == expected_output
for element in elements:
assert element.metadata.filename == filename
def test_partition_email_from_file():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.eml")
with open(filename) as f:
elements = partition_email(file=f)
assert len(elements) > 0
assert elements == EXPECTED_OUTPUT
for element in elements:
assert element.metadata.filename is None
@pytest.mark.parametrize(
("filename", "expected_output"),
[
("fake-email-utf-16.eml", EXPECTED_OUTPUT),
("fake-email-utf-16-be.eml", EXPECTED_OUTPUT),
("fake-email-utf-16-le.eml", EXPECTED_OUTPUT),
("email-no-utf8-2008-07-16.062410.eml", None),
("email-no-utf8-2014-03-17.111517.eml", None),
("email-replace-mime-encodings-error-1.eml", None),
("email-replace-mime-encodings-error-2.eml", None),
("email-replace-mime-encodings-error-3.eml", None),
("email-replace-mime-encodings-error-4.eml", None),
("email-replace-mime-encodings-error-5.eml", None),
],
)
def test_partition_email_from_file_default_encoding(filename, expected_output):
filename_path = os.path.join(EXAMPLE_DOCS_DIRECTORY, filename)
with open(filename_path) as f:
elements = partition_email(file=f)
assert len(elements) > 0
if expected_output:
assert elements == expected_output
for element in elements:
assert element.metadata.filename is None
def test_partition_email_from_file_rb():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.eml")
with open(filename, "rb") as f:
elements = partition_email(file=f)
assert len(elements) > 0
assert elements == EXPECTED_OUTPUT
for element in elements:
assert element.metadata.filename is None
@pytest.mark.parametrize(
("filename", "expected_output"),
[
("fake-email-utf-16.eml", EXPECTED_OUTPUT),
("fake-email-utf-16-be.eml", EXPECTED_OUTPUT),
("fake-email-utf-16-le.eml", EXPECTED_OUTPUT),
("email-no-utf8-2008-07-16.062410.eml", None),
("email-no-utf8-2014-03-17.111517.eml", None),
("email-replace-mime-encodings-error-1.eml", None),
("email-replace-mime-encodings-error-2.eml", None),
("email-replace-mime-encodings-error-3.eml", None),
("email-replace-mime-encodings-error-4.eml", None),
("email-replace-mime-encodings-error-5.eml", None),
],
)
def test_partition_email_from_file_rb_default_encoding(filename, expected_output):
filename_path = os.path.join(EXAMPLE_DOCS_DIRECTORY, filename)
with open(filename_path, "rb") as f:
elements = partition_email(file=f)
assert len(elements) > 0
if expected_output:
assert elements == expected_output
for element in elements:
assert element.metadata.filename is None
def test_partition_email_from_text_file():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.txt")
with open(filename) as f:
elements = partition_email(file=f, content_source="text/plain")
assert len(elements) > 0
assert elements == EXPECTED_OUTPUT
for element in elements:
assert element.metadata.filename is None
def test_partition_email_from_text_file_with_headers():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.txt")
with open(filename) as f:
elements = partition_email(
file=f,
content_source="text/plain",
include_headers=True,
)
assert len(elements) > 0
assert elements == ALL_EXPECTED_OUTPUT
for element in elements:
assert element.metadata.filename is None
def test_partition_email_from_text_file_max():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.txt")
with open(filename) as f:
elements = partition_email(file=f, content_source="text/plain", max_partition=20)
assert len(elements) == 6
def test_partition_email_from_text_file_raises_value_error():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.txt")
with pytest.raises(ValueError), open(filename) as f:
partition_email(file=f, content_source="text/plain", min_partition=1000)
def test_partition_email_from_text():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.eml")
with open(filename) as f:
text = f.read()
elements = partition_email(text=text)
assert len(elements) > 0
assert elements == EXPECTED_OUTPUT
for element in elements:
assert element.metadata.filename is None
def test_partition_email_from_text_work_with_empty_string():
assert partition_email(text="") == []
def test_partition_email_from_filename_with_embedded_image():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email-image-embedded.eml")
elements = partition_email(filename=filename, content_source="text/plain")
assert len(elements) > 0
assert elements == IMAGE_EXPECTED_OUTPUT
for element in elements:
assert element.metadata.filename == "fake-email-image-embedded.eml"
def test_partition_email_from_file_with_header():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email-header.eml")
with open(filename) as f:
msg = email.message_from_file(f)
elements = partition_email_header(msg)
assert len(elements) > 0
assert elements == RECEIVED_HEADER_OUTPUT
for element in elements:
assert element.metadata.filename is None
def test_partition_email_from_filename_has_metadata():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.eml")
elements = partition_email(filename=filename)
assert len(elements) > 0
assert (
elements[0].metadata.to_dict()
== ElementMetadata(
coordinates=None,
filename=filename,
last_modified="2022-12-16T17:04:16-05:00",
page_number=None,
url=None,
sent_from=["Matthew Robinson <mrobinson@unstructured.io>"],
sent_to=["NotMatthew <NotMatthew@notunstructured.com>"],
subject="Test Email",
filetype="message/rfc822",
).to_dict()
)
expected_dt = datetime.datetime.fromisoformat("2022-12-16T17:04:16-05:00")
assert elements[0].metadata.get_last_modified() == expected_dt
for element in elements:
assert element.metadata.filename == "fake-email.eml"
def test_extract_email_text_matches_html():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email-attachment.eml")
elements_from_text = partition_email(filename=filename, content_source="text/plain")
elements_from_html = partition_email(filename=filename, content_source="text/html")
assert len(elements_from_text) == len(elements_from_html)
# NOTE(robinson) - checking each individually is necessary because the text/html returns
# HTMLTitle, HTMLNarrativeText, etc
for i, element in enumerate(elements_from_text):
assert element == elements_from_text[i]
assert element.metadata.filename == "fake-email-attachment.eml"
def test_extract_attachment_info():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email-attachment.eml")
with open(filename) as f:
msg = email.message_from_file(f)
attachment_info = extract_attachment_info(msg)
assert len(attachment_info) > 0
assert attachment_info == ATTACH_EXPECTED_OUTPUT
def test_partition_email_raises_with_none_specified():
with pytest.raises(ValueError):
partition_email()
def test_partition_email_raises_with_too_many_specified():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.eml")
with open(filename) as f:
text = f.read()
with pytest.raises(ValueError):
partition_email(filename=filename, text=text)
def test_partition_email_raises_with_invalid_content_type():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.eml")
with pytest.raises(ValueError):
partition_email(filename=filename, content_source="application/json")
def test_partition_email_processes_fake_email_with_header():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email-header.eml")
elements = partition_email(filename=filename)
assert len(elements) > 0
for element in elements:
assert element.metadata.filename == "fake-email-header.eml"
@pytest.mark.parametrize(
(("time", "expected")),
[
("Thu, 4 May 2023 02:32:49 +0000", "2023-05-04T02:32:49+00:00"),
("Thu, 4 May 2023 02:32:49 +0000", "2023-05-04T02:32:49+00:00"),
("Thu, 4 May 2023 02:32:49 +0000 (UTC)", "2023-05-04T02:32:49+00:00"),
("Thursday 5/3/2023 02:32:49", None),
],
)
def test_convert_to_iso_8601(time, expected):
iso_time = convert_to_iso_8601(time)
assert iso_time == expected
def test_partition_email_still_works_with_no_content():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "email-no-html-content-1.eml")
elements = partition_email(filename=filename)
assert elements == []
def test_partition_email_from_filename_exclude_metadata():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email-header.eml")
elements = partition_email(filename=filename, include_metadata=False)
assert elements[0].metadata.get_last_modified() is None
assert elements[0].metadata.filetype is None
assert elements[0].metadata.page_name is None
assert elements[0].metadata.filename is None
def test_partition_email_from_text_file_exclude_metadata():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.txt")
with open(filename) as f:
elements = partition_email(
file=f,
content_source="text/plain",
include_metadata=False,
)
assert elements[0].metadata.get_last_modified() is None
assert elements[0].metadata.filetype is None
assert elements[0].metadata.page_name is None
assert elements[0].metadata.filename is None
def test_partition_email_from_file_exclude_metadata():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.eml")
with open(filename) as f:
elements = partition_email(file=f, include_metadata=False)
assert elements[0].metadata.get_last_modified() is None
assert elements[0].metadata.filetype is None
assert elements[0].metadata.page_name is None
assert elements[0].metadata.filename is None
def test_partition_email_can_process_attachments(
tmpdir,
filename="example-docs/eml/fake-email-attachment.eml",
):
with open(filename) as f:
msg = email.message_from_file(f)
extract_attachment_info(msg, output_dir=tmpdir.dirname)
attachment_filename = os.path.join(
tmpdir.dirname,
ATTACH_EXPECTED_OUTPUT[0]["filename"],
)
mocked_last_modification_date = "0000-00-05T09:24:28"
attachment_elements = partition_text(
filename=attachment_filename,
metadata_filename=attachment_filename,
metadata_last_modified=mocked_last_modification_date,
)
expected_metadata = attachment_elements[0].metadata
expected_metadata.file_directory = None
expected_metadata.attached_to_filename = filename
elements = partition_email(
filename=filename,
attachment_partitioner=partition_text,
process_attachments=True,
metadata_last_modified=mocked_last_modification_date,
)
assert elements[0].text.startswith("Hello!")
for element in elements[:-1]:
assert element.metadata.filename == "fake-email-attachment.eml"
assert element.metadata.subject == "Fake email with attachment"
assert elements[-1].text == "Hey this is a fake attachment!"
assert elements[-1].metadata == expected_metadata
def test_partition_email_can_process_min_max_with_attachments(
tmpdir,
filename="example-docs/eml/fake-email-attachment.eml",
):
with open(filename) as f:
msg = email.message_from_file(f)
extract_attachment_info(msg, output_dir=tmpdir.dirname)
attachment_filename = os.path.join(
tmpdir.dirname,
ATTACH_EXPECTED_OUTPUT[0]["filename"],
)
attachment_elements = partition_text(
filename=attachment_filename,
metadata_filename=attachment_filename,
min_partition=6,
max_partition=12,
)
elements = partition_email(
filename=filename,
attachment_partitioner=partition_text,
process_attachments=True,
min_partition=6,
max_partition=12,
)
assert elements[0].text.startswith("Hello!")
assert elements[-1].text == attachment_elements[-1].text
assert elements[-2].text == attachment_elements[-2].text
for element in elements:
if element.metadata.attached_to_filename is not None:
assert len(element.text) <= 12
assert len(element.text) >= 6
def test_partition_msg_raises_with_no_partitioner(
filename="example-docs/eml/fake-email-attachment.eml",
):
with pytest.raises(ValueError):
partition_email(filename=filename, process_attachments=True)
def test_partition_email_from_file_custom_metadata_date(
filename="example-docs/eml/fake-email-attachment.eml",
):
expected_last_modification_date = "2020-07-05T09:24:28"
with open(filename) as f:
elements = partition_email(file=f, metadata_last_modified=expected_last_modification_date)
assert elements[0].metadata.last_modified == expected_last_modification_date
def test_partition_email_custom_metadata_date(
filename="example-docs/eml/fake-email-attachment.eml",
):
expected_last_modification_date = "2020-07-05T09:24:28"
elements = partition_email(
filename=filename,
metadata_last_modified=expected_last_modification_date,
)
assert elements[0].metadata.last_modified == expected_last_modification_date
def test_partition_email_inline_content_disposition(
filename="example-docs/eml/email-inline-content-disposition.eml",
):
elements = partition_email(
filename=filename,
process_attachments=True,
attachment_partitioner=partition_text,
)
assert isinstance(elements[0], Text)
assert isinstance(elements[1], Text)
def test_partition_email_odd_attachment_filename(
filename="example-docs/eml/email-equals-attachment-filename.eml",
):
elements = partition_email(
filename=filename,
process_attachments=True,
attachment_partitioner=partition_text,
)
assert elements[1].metadata.filename == "odd=file=name.txt"
def test_partition_email_with_json():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake-email.eml")
elements = partition_email(filename=filename)
test_elements = partition_json(text=elements_to_json(elements))
assert len(elements) == len(test_elements)
assert elements[0].metadata.filename == test_elements[0].metadata.filename
for i in range(len(elements)):
assert elements[i] == test_elements[i]
def test_partition_email_with_pgp_encrypted_message(
caplog,
filename="example-docs/eml/fake-encrypted.eml",
):
elements = partition_email(filename=filename)
assert elements == []
assert "WARNING" in caplog.text
assert "Encrypted email detected" in caplog.text