Add ConcurrentLoader (#7512)

Works just like the GenericLoader but concurrently for those who choose
to optimize their workflow.

@rlancemartin @eyurtsev

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
pull/8559/head
Kenny 1 year ago committed by GitHub
parent 8061994c61
commit 1e8fca5518
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@ -0,0 +1,94 @@
{
"cells": [
{
"cell_type": "markdown",
"id": "23c6e167",
"metadata": {},
"source": [
"# Concurrent Loader\n",
"\n",
"Works just like the GenericLoader but concurrently for those who choose to optimize their workflow.\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6ff3fb1f",
"metadata": {},
"outputs": [],
"source": [
"from langchain.document_loaders import ConcurrentLoader"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ce96fa20",
"metadata": {},
"outputs": [],
"source": [
"loader = ConcurrentLoader.from_filesystem('example_data/', glob=\"**/*.txt\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "06a6cf5d",
"metadata": {},
"outputs": [],
"source": [
"files = loader.load()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "b87d3e58",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(files)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "668f1ee5",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

@ -28,6 +28,7 @@ from langchain.document_loaders.brave_search import BraveSearchLoader
from langchain.document_loaders.browserless import BrowserlessLoader
from langchain.document_loaders.chatgpt import ChatGPTLoader
from langchain.document_loaders.college_confidential import CollegeConfidentialLoader
from langchain.document_loaders.concurrent import ConcurrentLoader
from langchain.document_loaders.confluence import ConfluenceLoader
from langchain.document_loaders.conllu import CoNLLULoader
from langchain.document_loaders.csv_loader import CSVLoader, UnstructuredCSVLoader
@ -305,4 +306,5 @@ __all__ = [
"XorbitsLoader",
"YoutubeAudioLoader",
"YoutubeLoader",
"ConcurrentLoader",
]

@ -0,0 +1,65 @@
from __future__ import annotations
import concurrent.futures
from pathlib import Path
from typing import Iterator, Literal, Optional, Sequence, Union
from langchain.document_loaders.base import BaseBlobParser
from langchain.document_loaders.blob_loaders import BlobLoader, FileSystemBlobLoader
from langchain.document_loaders.generic import GenericLoader
from langchain.document_loaders.parsers.registry import get_parser
from langchain.schema import Document
_PathLike = Union[str, Path]
DEFAULT = Literal["default"]
class ConcurrentLoader(GenericLoader):
"""
A generic document loader that loads and parses documents concurrently.
"""
def __init__(
self, blob_loader: BlobLoader, blob_parser: BaseBlobParser, num_workers: int = 4
) -> None:
super().__init__(blob_loader, blob_parser)
self.num_workers = num_workers
def lazy_load(
self,
) -> Iterator[Document]:
"""Load documents lazily with concurrent parsing."""
with concurrent.futures.ThreadPoolExecutor(
max_workers=self.num_workers
) as executor:
futures = {
executor.submit(self.blob_parser.lazy_parse, blob)
for blob in self.blob_loader.yield_blobs()
}
for future in concurrent.futures.as_completed(futures):
yield from future.result()
@classmethod
def from_filesystem(
cls,
path: _PathLike,
*,
glob: str = "**/[!.]*",
suffixes: Optional[Sequence[str]] = None,
show_progress: bool = False,
parser: Union[DEFAULT, BaseBlobParser] = "default",
num_workers: int = 4,
) -> ConcurrentLoader:
"""
Create a concurrent generic document loader using a
filesystem blob loader.
"""
blob_loader = FileSystemBlobLoader(
path, glob=glob, suffixes=suffixes, show_progress=show_progress
)
if isinstance(parser, str):
blob_parser = get_parser(parser)
else:
blob_parser = parser
return cls(blob_loader, blob_parser, num_workers)

@ -2,6 +2,7 @@ from pathlib import Path
import pytest
from langchain.document_loaders.concurrent import ConcurrentLoader
from langchain.document_loaders.generic import GenericLoader
from langchain.document_loaders.parsers import LanguageParser
from langchain.text_splitter import Language
@ -131,3 +132,52 @@ def test_language_loader_for_javascript_with_parser_threshold() -> None:
docs = loader.load()
assert len(docs) == 1
def test_concurrent_language_loader_for_javascript_with_parser_threshold() -> None:
"""Test JavaScript ConcurrentLoader with parser enabled and below threshold."""
file_path = Path(__file__).parent.parent.parent / "examples"
loader = ConcurrentLoader.from_filesystem(
file_path,
glob="hello_world.js",
parser=LanguageParser(language=Language.JS, parser_threshold=1000),
)
docs = loader.load()
assert len(docs) == 1
def test_concurrent_language_loader_for_python_with_parser_threshold() -> None:
"""Test Python ConcurrentLoader with parser enabled and below threshold."""
file_path = Path(__file__).parent.parent.parent / "examples"
loader = ConcurrentLoader.from_filesystem(
file_path,
glob="hello_world.py",
parser=LanguageParser(language=Language.PYTHON, parser_threshold=1000),
)
docs = loader.load()
assert len(docs) == 1
@pytest.mark.skipif(not esprima_installed(), reason="requires esprima package")
def test_concurrent_language_loader_for_javascript() -> None:
"""Test JavaScript ConcurrentLoader with parser enabled."""
file_path = Path(__file__).parent.parent.parent / "examples"
loader = ConcurrentLoader.from_filesystem(
file_path, glob="hello_world.js", parser=LanguageParser(parser_threshold=5)
)
docs = loader.load()
assert len(docs) == 3
def test_concurrent_language_loader_for_python() -> None:
"""Test Python ConcurrentLoader with parser enabled."""
file_path = Path(__file__).parent.parent.parent / "examples"
loader = ConcurrentLoader.from_filesystem(
file_path, glob="hello_world.py", parser=LanguageParser(parser_threshold=5)
)
docs = loader.load()
assert len(docs) == 2

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