directory loader improvements (#1162)

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Harrison Chase 2023-02-19 20:47:08 -08:00 committed by GitHub
parent 05a05bcb04
commit 65cc81c479
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2 changed files with 100 additions and 10 deletions

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@ -6,7 +6,7 @@
"metadata": {},
"source": [
"# Directory Loader\n",
"This covers how to use the DirectoryLoader to load all documents in a directory. Under the hood, this uses the [UnstructuredLoader](./unstructured_file.ipynb)"
"This covers how to use the DirectoryLoader to load all documents in a directory. Under the hood, by default this uses the [UnstructuredLoader](./unstructured_file.ipynb)"
]
},
{
@ -29,7 +29,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 2,
"id": "891fe56f",
"metadata": {},
"outputs": [],
@ -39,7 +39,7 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 3,
"id": "addfe9cf",
"metadata": {},
"outputs": [],
@ -49,7 +49,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 4,
"id": "b042086d",
"metadata": {},
"outputs": [
@ -59,7 +59,67 @@
"1"
]
},
"execution_count": 9,
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(docs)"
]
},
{
"cell_type": "markdown",
"id": "c5652850",
"metadata": {},
"source": [
"## Change loader class\n",
"By default this uses the UnstructuredLoader class. However, you can change up the type of loader pretty easily."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "81c92da3",
"metadata": {},
"outputs": [],
"source": [
"from langchain.document_loaders import TextLoader"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ab38ee36",
"metadata": {},
"outputs": [],
"source": [
"loader = DirectoryLoader('../', glob=\"**/*.md\", loader_cls=TextLoader)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "25c8740f",
"metadata": {},
"outputs": [],
"source": [
"docs = loader.load()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "38337763",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@ -71,7 +131,7 @@
{
"cell_type": "code",
"execution_count": null,
"id": "cbc8256b",
"id": "984c8429",
"metadata": {},
"outputs": [],
"source": []

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@ -1,19 +1,42 @@
"""Loading logic for loading documents from a directory."""
import logging
from pathlib import Path
from typing import List
from typing import List, Type, Union
from langchain.docstore.document import Document
from langchain.document_loaders.base import BaseLoader
from langchain.document_loaders.text import TextLoader
from langchain.document_loaders.unstructured import UnstructuredFileLoader
FILE_LOADER_TYPE = Union[Type[UnstructuredFileLoader], Type[TextLoader]]
logger = logging.getLogger(__file__)
def _is_visible(p: Path) -> bool:
parts = p.parts
for _p in parts:
if _p.startswith("."):
return False
return True
class DirectoryLoader(BaseLoader):
"""Loading logic for loading documents from a directory."""
def __init__(self, path: str, glob: str = "**/*"):
def __init__(
self,
path: str,
glob: str = "**/[!.]*",
silent_errors: bool = False,
load_hidden: bool = False,
loader_cls: FILE_LOADER_TYPE = UnstructuredFileLoader,
):
"""Initialize with path to directory and how to glob over it."""
self.path = path
self.glob = glob
self.load_hidden = load_hidden
self.loader_cls = loader_cls
self.silent_errors = silent_errors
def load(self) -> List[Document]:
"""Load documents."""
@ -21,6 +44,13 @@ class DirectoryLoader(BaseLoader):
docs = []
for i in p.glob(self.glob):
if i.is_file():
sub_docs = UnstructuredFileLoader(str(i)).load()
docs.extend(sub_docs)
if _is_visible(i.relative_to(p)) or self.load_hidden:
try:
sub_docs = self.loader_cls(str(i)).load()
docs.extend(sub_docs)
except Exception as e:
if self.silent_errors:
logger.warning(e)
else:
raise e
return docs