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### Submit Multiple Files to the Unstructured API
Enables batching multiple files into a single Unstructured API requests.
Support for requests with multiple files was added to both
`UnstructuredAPIFileLoader` and `UnstructuredAPIFileIOLoader`. Note that
if you submit multiple files in "single" mode, the result will be
concatenated into a single document. We recommend using this feature in
"elements" mode.
### Testing
The following should load both documents, using two of the example docs
from the integration tests folder.
```python
from langchain.document_loaders import UnstructuredAPIFileLoader
file_paths = ["examples/layout-parser-paper.pdf", "examples/whatsapp_chat.txt"]
loader = UnstructuredAPIFileLoader(
file_paths=file_paths,
api_key="FAKE_API_KEY",
strategy="fast",
mode="elements",
)
docs = loader.load()
```
83 lines
2.2 KiB
Python
83 lines
2.2 KiB
Python
import os
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from contextlib import ExitStack
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from pathlib import Path
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from langchain.document_loaders import (
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UnstructuredAPIFileIOLoader,
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UnstructuredAPIFileLoader,
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)
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EXAMPLE_DOCS_DIRECTORY = str(Path(__file__).parent.parent / "examples/")
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def test_unstructured_api_file_loader() -> None:
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"""Test unstructured loader."""
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file_path = os.path.join(EXAMPLE_DOCS_DIRECTORY, "layout-parser-paper.pdf")
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loader = UnstructuredAPIFileLoader(
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file_path=file_path,
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api_key="FAKE_API_KEY",
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strategy="fast",
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mode="elements",
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)
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docs = loader.load()
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assert len(docs) > 1
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def test_unstructured_api_file_loader_multiple_files() -> None:
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"""Test unstructured loader."""
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file_paths = [
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os.path.join(EXAMPLE_DOCS_DIRECTORY, "layout-parser-paper.pdf"),
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os.path.join(EXAMPLE_DOCS_DIRECTORY, "whatsapp_chat.txt"),
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]
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loader = UnstructuredAPIFileLoader(
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file_path=file_paths,
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api_key="FAKE_API_KEY",
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strategy="fast",
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mode="elements",
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)
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docs = loader.load()
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assert len(docs) > 1
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def test_unstructured_api_file_io_loader() -> None:
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"""Test unstructured loader."""
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file_path = os.path.join(EXAMPLE_DOCS_DIRECTORY, "layout-parser-paper.pdf")
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with open(file_path, "rb") as f:
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loader = UnstructuredAPIFileIOLoader(
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file=f,
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api_key="FAKE_API_KEY",
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strategy="fast",
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mode="elements",
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file_filename=file_path,
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)
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docs = loader.load()
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assert len(docs) > 1
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def test_unstructured_api_file_loader_io_multiple_files() -> None:
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"""Test unstructured loader."""
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file_paths = [
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os.path.join(EXAMPLE_DOCS_DIRECTORY, "layout-parser-paper.pdf"),
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os.path.join(EXAMPLE_DOCS_DIRECTORY, "whatsapp_chat.txt"),
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]
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with ExitStack() as stack:
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files = [stack.enter_context(open(file_path, "rb")) for file_path in file_paths]
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loader = UnstructuredAPIFileIOLoader(
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file=files, # type: ignore
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api_key="FAKE_API_KEY",
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strategy="fast",
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mode="elements",
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file_filenames=file_paths,
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)
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docs = loader.load()
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assert len(docs) > 1
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