Files
langchain/libs/community/tests/integration_tests/document_loaders/test_pdf.py
Philippe PRADOS 2921597c71 community[patch]: Refactoring PDF loaders: 01 prepare (#29062)
- **Refactoring PDF loaders step 1**: "community: Refactoring PDF
loaders to standardize approaches"

- **Description:** Declare CloudBlobLoader in __init__.py. file_path is
Union[str, PurePath] anywhere
- **Twitter handle:** pprados

This is one part of a larger Pull Request (PR) that is too large to be
submitted all at once.
This specific part focuses to prepare the update of all parsers.

For more details, see [PR
28970](https://github.com/langchain-ai/langchain/pull/28970).

@eyurtsev it's the start of a PR series.
2025-01-07 11:00:04 -05:00

233 lines
6.6 KiB
Python

import os
from pathlib import Path
from typing import Sequence, Union
import pytest
from langchain_community.document_loaders import (
AmazonTextractPDFLoader,
MathpixPDFLoader,
PDFMinerLoader,
PDFMinerPDFasHTMLLoader,
PyMuPDFLoader,
PyPDFium2Loader,
UnstructuredPDFLoader,
)
def test_unstructured_pdf_loader_elements_mode() -> None:
"""Test unstructured loader with various modes."""
file_path = Path(__file__).parent.parent / "examples/hello.pdf"
loader = UnstructuredPDFLoader(file_path, mode="elements")
docs = loader.load()
assert len(docs) == 2
def test_unstructured_pdf_loader_paged_mode() -> None:
"""Test unstructured loader with various modes."""
file_path = Path(__file__).parent.parent / "examples/layout-parser-paper.pdf"
loader = UnstructuredPDFLoader(file_path, mode="paged")
docs = loader.load()
assert len(docs) == 16
def test_unstructured_pdf_loader_default_mode() -> None:
"""Test unstructured loader."""
file_path = Path(__file__).parent.parent / "examples/hello.pdf"
loader = UnstructuredPDFLoader(file_path)
docs = loader.load()
assert len(docs) == 1
def test_pdfminer_loader() -> None:
"""Test PDFMiner loader."""
file_path = Path(__file__).parent.parent / "examples/hello.pdf"
loader = PDFMinerLoader(file_path)
docs = loader.load()
assert len(docs) == 1
file_path = Path(__file__).parent.parent / "examples/layout-parser-paper.pdf"
loader = PDFMinerLoader(file_path)
docs = loader.load()
assert len(docs) == 1
# Verify that concatenating pages parameter works
file_path = Path(__file__).parent.parent / "examples/hello.pdf"
loader = PDFMinerLoader(file_path, concatenate_pages=True)
docs = loader.load()
assert len(docs) == 1
file_path = Path(__file__).parent.parent / "examples/layout-parser-paper.pdf"
loader = PDFMinerLoader(file_path, concatenate_pages=False)
docs = loader.load()
assert len(docs) == 16
def test_pdfminer_pdf_as_html_loader() -> None:
"""Test PDFMinerPDFasHTMLLoader."""
file_path = Path(__file__).parent.parent / "examples/hello.pdf"
loader = PDFMinerPDFasHTMLLoader(file_path)
docs = loader.load()
assert len(docs) == 1
file_path = Path(__file__).parent.parent / "examples/layout-parser-paper.pdf"
loader = PDFMinerPDFasHTMLLoader(file_path)
docs = loader.load()
assert len(docs) == 1
def test_pypdfium2_loader() -> None:
"""Test PyPDFium2Loader."""
file_path = Path(__file__).parent.parent / "examples/hello.pdf"
loader = PyPDFium2Loader(file_path)
docs = loader.load()
assert len(docs) == 1
file_path = Path(__file__).parent.parent / "examples/layout-parser-paper.pdf"
loader = PyPDFium2Loader(file_path)
docs = loader.load()
assert len(docs) == 16
def test_pymupdf_loader() -> None:
"""Test PyMuPDF loader."""
file_path = Path(__file__).parent.parent / "examples/hello.pdf"
loader = PyMuPDFLoader(file_path)
docs = loader.load()
assert len(docs) == 1
file_path = Path(__file__).parent.parent / "examples/layout-parser-paper.pdf"
loader = PyMuPDFLoader(file_path)
docs = loader.load()
assert len(docs) == 16
assert loader.web_path is None
web_path = "https://people.sc.fsu.edu/~jpeterson/hello_world.pdf"
loader = PyMuPDFLoader(web_path)
docs = loader.load()
assert loader.web_path == web_path
assert loader.file_path != web_path
assert len(docs) == 1
@pytest.mark.skipif(
not os.environ.get("MATHPIX_API_KEY"), reason="Mathpix API key not found"
)
def test_mathpix_loader() -> None:
file_path = Path(__file__).parent.parent / "examples/hello.pdf"
loader = MathpixPDFLoader(file_path)
docs = loader.load()
assert len(docs) == 1
file_path = Path(__file__).parent.parent / "examples/layout-parser-paper.pdf"
loader = MathpixPDFLoader(file_path)
docs = loader.load()
assert len(docs) == 1
@pytest.mark.parametrize(
"file_path, features, docs_length, create_client",
[
(
(
"https://amazon-textract-public-content.s3.us-east-2.amazonaws.com"
"/langchain/alejandro_rosalez_sample_1.jpg"
),
["FORMS", "TABLES", "LAYOUT"],
1,
False,
),
(
(
"https://amazon-textract-public-content.s3.us-east-2.amazonaws.com"
"/langchain/alejandro_rosalez_sample_1.jpg"
),
[],
1,
False,
),
(
(
"https://amazon-textract-public-content.s3.us-east-2.amazonaws.com"
"/langchain/alejandro_rosalez_sample_1.jpg"
),
["TABLES"],
1,
False,
),
(
(
"https://amazon-textract-public-content.s3.us-east-2.amazonaws.com"
"/langchain/alejandro_rosalez_sample_1.jpg"
),
["FORMS"],
1,
False,
),
(
(
"https://amazon-textract-public-content.s3.us-east-2.amazonaws.com"
"/langchain/alejandro_rosalez_sample_1.jpg"
),
["LAYOUT"],
1,
False,
),
(Path(__file__).parent.parent / "examples/hello.pdf", ["FORMS"], 1, False),
(Path(__file__).parent.parent / "examples/hello.pdf", [], 1, False),
(
"s3://amazon-textract-public-content/langchain/layout-parser-paper.pdf",
["FORMS", "TABLES", "LAYOUT"],
16,
True,
),
],
)
@pytest.mark.skip(reason="Requires AWS credentials to run")
def test_amazontextract_loader(
file_path: str,
features: Union[Sequence[str], None],
docs_length: int,
create_client: bool,
) -> None:
if create_client:
import boto3
textract_client = boto3.client("textract", region_name="us-east-2")
loader = AmazonTextractPDFLoader(
file_path, textract_features=features, client=textract_client
)
else:
loader = AmazonTextractPDFLoader(file_path, textract_features=features)
docs = loader.load()
print(docs) # noqa: T201
assert len(docs) == docs_length
@pytest.mark.skip(reason="Requires AWS credentials to run")
def test_amazontextract_loader_failures() -> None:
# 2-page PDF local file system
two_page_pdf = (
Path(__file__).parent.parent / "examples/multi-page-forms-sample-2-page.pdf"
)
loader = AmazonTextractPDFLoader(two_page_pdf)
with pytest.raises(ValueError):
loader.load()