DirectoryLoader parallel file loading

parallel_dir_loader
blob42 12 months ago
parent ed0d557ede
commit c78075d0bb

@ -3,15 +3,15 @@ import logging
from pathlib import Path
from typing import List, Type, Union
from langchain.docstore.document import Document
from langchain.document_loaders.base import BaseLoader
from langchain.document_loaders.html_bs import BSHTMLLoader
from langchain.document_loaders.text import TextLoader
from langchain.document_loaders.unstructured import UnstructuredFileLoader
FILE_LOADER_TYPE = Union[
Type[UnstructuredFileLoader], Type[TextLoader], Type[BSHTMLLoader]
]
FILE_LOADER_TYPE = Union[Type[UnstructuredFileLoader], Type[TextLoader],
Type[BSHTMLLoader]]
logger = logging.getLogger(__name__)
@ -36,6 +36,7 @@ class DirectoryLoader(BaseLoader):
loader_kwargs: Union[dict, None] = None,
recursive: bool = False,
show_progress: bool = False,
parallel: bool = False,
):
"""Initialize with path to directory and how to glob over it."""
if loader_kwargs is None:
@ -48,12 +49,28 @@ class DirectoryLoader(BaseLoader):
self.silent_errors = silent_errors
self.recursive = recursive
self.show_progress = show_progress
self.parallel = parallel
def _load_file(self, p: Path) -> List[Document]:
if p.is_file():
if _is_visible(p.relative_to(p)) or self.load_hidden:
try:
sub_docs = self.loader_cls(str(p),
**self.loader_kwargs).load()
return sub_docs
except Exception as e:
if self.silent_errors:
logger.warning(e)
else:
raise e
return []
def load(self) -> List[Document]:
"""Load documents."""
p = Path(self.path)
docs = []
items = list(p.rglob(self.glob) if self.recursive else p.glob(self.glob))
items = list(
p.rglob(self.glob) if self.recursive else p.glob(self.glob))
pbar = None
if self.show_progress:
@ -64,27 +81,22 @@ class DirectoryLoader(BaseLoader):
except ImportError as e:
logger.warning(
"To log the progress of DirectoryLoader you need to install tqdm, "
"`pip install tqdm`"
)
"`pip install tqdm`")
if self.silent_errors:
logger.warning(e)
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.parallel:
results = process_map(self._load_file, items) # use default max_workers
else:
results = process_map(self._load_file, items, max_workers=1)
# Combine the results
for sub_docs in results:
docs.extend(sub_docs)
if pbar:
pbar.update(1)
if pbar:
pbar.close()

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