mirror of
https://github.com/hwchase17/langchain.git
synced 2025-10-13 04:49:48 +00:00
- **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.
233 lines
6.6 KiB
Python
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()
|