Harrison/multithreading directory loader (#4650)

Co-authored-by: PawelFaron <42373772+PawelFaron@users.noreply.github.com>
Co-authored-by: Pawel Faron <ext-pawel.faron@vaisala.com>
textloader_autodetect_encodings
Harrison Chase 1 year ago committed by GitHub
parent b0c733e327
commit 44ae673388
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@ -112,6 +112,34 @@
"docs = loader.load()"
]
},
{
"cell_type": "markdown",
"id": "c16ed46a",
"metadata": {},
"source": [
"## Use multithreading"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "5752e23e",
"metadata": {},
"source": [
"By default the loading happens in one thread. In order to utilize several threads set the `use_multithreading` flag to true."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f8d84f52",
"metadata": {},
"outputs": [],
"source": [
"loader = DirectoryLoader('../', glob=\"**/*.md\", use_multithreading=True)\n",
"docs = loader.load()"
]
},
{
"cell_type": "markdown",
"id": "c5652850",

@ -1,7 +1,8 @@
"""Loading logic for loading documents from a directory."""
import concurrent
import logging
from pathlib import Path
from typing import List, Type, Union
from typing import Any, List, Optional, Type, Union
from langchain.docstore.document import Document
from langchain.document_loaders.base import BaseLoader
@ -36,6 +37,8 @@ class DirectoryLoader(BaseLoader):
loader_kwargs: Union[dict, None] = None,
recursive: bool = False,
show_progress: bool = False,
use_multithreading: bool = False,
max_concurrency: int = 4,
):
"""Initialize with path to directory and how to glob over it."""
if loader_kwargs is None:
@ -48,11 +51,30 @@ class DirectoryLoader(BaseLoader):
self.silent_errors = silent_errors
self.recursive = recursive
self.show_progress = show_progress
self.use_multithreading = use_multithreading
self.max_concurrency = max_concurrency
def load_file(
self, item: Path, path: Path, docs: List[Document], pbar: Optional[Any]
) -> None:
if item.is_file():
if _is_visible(item.relative_to(path)) or self.load_hidden:
try:
sub_docs = self.loader_cls(str(item), **self.loader_kwargs).load()
docs.extend(sub_docs)
except Exception as e:
if self.silent_errors:
logger.warning(e)
else:
raise e
finally:
if pbar:
pbar.update(1)
def load(self) -> List[Document]:
"""Load documents."""
p = Path(self.path)
docs = []
docs: List[Document] = []
items = list(p.rglob(self.glob) if self.recursive else p.glob(self.glob))
pbar = None
@ -71,22 +93,19 @@ class DirectoryLoader(BaseLoader):
else:
raise e
for i in items:
if i.is_file():
if _is_visible(i.relative_to(p)) or self.load_hidden:
try:
sub_docs = self.loader_cls(str(i), **self.loader_kwargs).load()
docs.extend(sub_docs)
except Exception as e:
if self.silent_errors:
logger.warning(e)
else:
raise e
finally:
if pbar:
pbar.update(1)
if self.use_multithreading:
with concurrent.futures.ThreadPoolExecutor(
max_workers=self.max_concurrency
) as executor:
executor.map(lambda i: self.load_file(i, p, docs, pbar), items)
else:
for i in items:
self.load_file(i, p, docs, pbar)
if pbar:
pbar.close()
return docs
#

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