Benjamin Torres e0201e9a11
feat/add sources from unstructured inference (#1538)
This PR adds support for `source` property from
`unstructured_inference`, allowing the user to be able to see the origin
of the data under `detection_origin`field environment variable
UNSTRUCTURED_INCLUDE_DEBUG_METADATA=true

In order to try this feature you can use this code:
```
from unstructured.partition.pdf import partition_pdf_or_image

yolox_elements = partition_pdf_or_image(filename='example-docs/loremipsum-flat.pdf', strategy='hi_res', model_name='yolox')

sources = [e.detection_origin for e in yolox_elements]
print(sources)
```
And will print 'yolox' as source for all the elements
2023-10-05 20:26:47 +00:00

198 lines
6.2 KiB
Python

import os
import pathlib
from unstructured.chunking.title import chunk_by_title
from unstructured.documents.elements import Table, TableChunk, Title
from unstructured.partition.json import partition_json
from unstructured.partition.odt import partition_odt
from unstructured.partition.utils.constants import UNSTRUCTURED_INCLUDE_DEBUG_METADATA
from unstructured.staging.base import elements_to_json
DIRECTORY = pathlib.Path(__file__).parent.resolve()
EXAMPLE_DOCS_DIRECTORY = os.path.join(DIRECTORY, "..", "..", "..", "example-docs")
def test_partition_odt_from_filename():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake.odt")
elements = partition_odt(filename=filename)
assert elements == [
Title("Lorem ipsum dolor sit amet."),
Table(
text="\nHeader row Mon Wed"
" Fri\nColor Blue"
" Red Green\nTime 1pm"
" 2pm 3pm\nLeader "
"Sarah Mark Ryan",
),
]
for element in elements:
assert element.metadata.filename == "fake.odt"
if UNSTRUCTURED_INCLUDE_DEBUG_METADATA:
assert {element.metadata.detection_origin for element in elements} == {
"docx",
} # this file is processed by docx backend
def test_partition_odt_from_filename_with_metadata_filename():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake.odt")
elements = partition_odt(filename=filename, metadata_filename="test")
assert all(element.metadata.filename == "test" for element in elements)
def test_partition_odt_from_file():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake.odt")
with open(filename, "rb") as f:
elements = partition_odt(file=f)
assert elements == [
Title("Lorem ipsum dolor sit amet."),
Table(
text="\nHeader row Mon Wed"
" Fri\nColor Blue"
" Red Green\nTime 1pm"
" 2pm 3pm\nLeader "
"Sarah Mark Ryan",
),
]
def test_partition_odt_from_file_with_metadata_filename():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake.odt")
with open(filename, "rb") as f:
elements = partition_odt(file=f, metadata_filename="test")
assert all(element.metadata.filename == "test" for element in elements)
def test_partition_odt_from_filename_exclude_metadata():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake.odt")
elements = partition_odt(filename=filename, include_metadata=False)
for i in range(len(elements)):
assert elements[i].metadata.to_dict() == {}
def test_partition_odt_from_file_exclude_metadata():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake.odt")
with open(filename, "rb") as f:
elements = partition_odt(file=f, include_metadata=False)
for i in range(len(elements)):
assert elements[i].metadata.to_dict() == {}
def test_partition_odt_metadata_date(
mocker,
filename="example-docs/fake.odt",
):
mocked_last_modification_date = "2029-07-05T09:24:28"
mocker.patch(
"unstructured.partition.odt.get_last_modified_date",
return_value=mocked_last_modification_date,
)
elements = partition_odt(
filename=filename,
)
assert elements[0].metadata.last_modified == mocked_last_modification_date
def test_partition_odt_with_custom_metadata_date(
mocker,
filename="example-docs/fake.odt",
):
mocked_last_modification_date = "2029-07-05T09:24:28"
expected_last_modification_date = "2020-07-05T09:24:28"
mocker.patch(
"unstructured.partition.odt.get_last_modified_date",
return_value=mocked_last_modification_date,
)
elements = partition_odt(
filename=filename,
metadata_last_modified=expected_last_modification_date,
)
assert elements[0].metadata.last_modified == expected_last_modification_date
def test_partition_odt_from_file_metadata_date(
mocker,
filename="example-docs/fake.odt",
):
mocked_last_modification_date = "2029-07-05T09:24:28"
mocker.patch(
"unstructured.partition.odt.get_last_modified_date_from_file",
return_value=mocked_last_modification_date,
)
with open(filename, "rb") as f:
elements = partition_odt(
file=f,
)
assert elements[0].metadata.last_modified == mocked_last_modification_date
def test_partition_odt_from_file_with_custom_metadata_date(
mocker,
filename="example-docs/fake.odt",
):
mocked_last_modification_date = "2029-07-05T09:24:28"
expected_last_modification_date = "2020-07-05T09:24:28"
mocker.patch(
"unstructured.partition.odt.get_last_modified_date_from_file",
return_value=mocked_last_modification_date,
)
with open(filename, "rb") as f:
elements = partition_odt(file=f, metadata_last_modified=expected_last_modification_date)
assert elements[0].metadata.last_modified == expected_last_modification_date
def test_partition_odt_with_json(
filename=os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake.odt"),
):
elements = partition_odt(filename=filename, include_metadata=True)
test_elements = partition_json(text=elements_to_json(elements))
assert len(elements) == len(test_elements)
for i in range(len(elements)):
assert elements[i] == test_elements[i]
def test_add_chunking_strategy_on_partition_odt(
filename="example-docs/fake.odt",
):
elements = partition_odt(filename=filename)
chunk_elements = partition_odt(filename, chunking_strategy="by_title")
chunks = chunk_by_title(elements)
assert chunk_elements != elements
assert chunk_elements == chunks
def test_add_chunking_strategy_on_partition_odt_non_default():
filename = os.path.join(EXAMPLE_DOCS_DIRECTORY, "fake.odt")
elements = partition_odt(filename=filename)
chunk_elements = partition_odt(
filename,
chunking_strategy="by_title",
max_characters=7,
combine_text_under_n_chars=5,
)
chunks = chunk_by_title(
elements,
max_characters=7,
combine_text_under_n_chars=5,
)
for chunk in chunk_elements:
if isinstance(chunk, TableChunk):
assert len(chunk.text) <= 7
assert chunk_elements != elements
assert chunk_elements == chunks