Create merge loader that combines documents from a set of loaders (#6659)

Simple utility loader that combines documents from a set of specified
loaders.
pull/6665/head
Lance Martin 1 year ago committed by GitHub
parent 6988039975
commit 393f469eb3
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@ -0,0 +1,99 @@
{
"cells": [
{
"cell_type": "markdown",
"id": "dd7c3503",
"metadata": {},
"source": [
"# MergeDocLoader\n",
"\n",
"Merge the documents returned from a set of specified data loaders."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e08dfff1",
"metadata": {},
"outputs": [],
"source": [
"from langchain.document_loaders import WebBaseLoader\n",
"loader_web = WebBaseLoader(\"https://github.com/basecamp/handbook/blob/master/37signals-is-you.md\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "07b42b2e",
"metadata": {},
"outputs": [],
"source": [
"from langchain.document_loaders import PyPDFLoader\n",
"loader_pdf = PyPDFLoader(\"../MachineLearning-Lecture01.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "912ede96",
"metadata": {},
"outputs": [],
"source": [
"from langchain.document_loaders.merge import MergedDataLoader\n",
"loader_all=MergedDataLoader(loaders=[loader_web,loader_pdf])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "9d001311",
"metadata": {},
"outputs": [],
"source": [
"docs_all=loader_all.load()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b9097486",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"23"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(docs_all)"
]
}
],
"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": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

@ -67,6 +67,7 @@ from langchain.document_loaders.markdown import UnstructuredMarkdownLoader
from langchain.document_loaders.mastodon import MastodonTootsLoader
from langchain.document_loaders.max_compute import MaxComputeLoader
from langchain.document_loaders.mediawikidump import MWDumpLoader
from langchain.document_loaders.merge import MergedDataLoader
from langchain.document_loaders.modern_treasury import ModernTreasuryLoader
from langchain.document_loaders.notebook import NotebookLoader
from langchain.document_loaders.notion import NotionDirectoryLoader
@ -201,6 +202,7 @@ __all__ = [
"MastodonTootsLoader",
"MathpixPDFLoader",
"MaxComputeLoader",
"MergedDataLoader",
"ModernTreasuryLoader",
"NotebookLoader",
"NotionDBLoader",

@ -0,0 +1,27 @@
from typing import Iterator, List
from langchain.docstore.document import Document
from langchain.document_loaders.base import BaseLoader
class MergedDataLoader(BaseLoader):
"""Merge documents from a list of loaders"""
def __init__(self, loaders: List):
"""Initialize with a list of loaders"""
self.loaders = loaders
def lazy_load(self) -> Iterator[Document]:
"""Lazy load docs from each individual loader."""
for loader in self.loaders:
# Check if lazy_load is implemented
try:
data = loader.lazy_load()
except NotImplementedError:
data = loader.load()
for document in data:
yield document
def load(self) -> List[Document]:
"""Load docs."""
return list(self.lazy_load())
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