You cannot select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
langchain/docs/docs/integrations/document_loaders/mongodb.ipynb

166 lines
3.9 KiB
Plaintext

{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "vm8vn9t8DvC_"
},
"source": [
"# MongoDB"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[MongoDB](https://www.mongodb.com/) is a NoSQL , document-oriented database that supports JSON-like documents with a dynamic schema."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "5WjXERXzFEhg"
},
"source": [
"## Overview"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "juAmbgoWD17u"
},
"source": [
"The MongoDB Document Loader returns a list of Langchain Documents from a MongoDB database.\n",
"\n",
"The Loader requires the following parameters:\n",
"\n",
"* MongoDB connection string\n",
"* MongoDB database name\n",
"* MongoDB collection name\n",
"* (Optional) Content Filter dictionary\n",
"\n",
"The output takes the following format:\n",
"\n",
"- pageContent= Mongo Document\n",
"- metadata={'database': '[database_name]', 'collection': '[collection_name]'}"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load the Document Loader"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# add this import for running in jupyter notebook\n",
"import nest_asyncio\n",
"\n",
"nest_asyncio.apply()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from langchain_community.document_loaders.mongodb import MongodbLoader"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"loader = MongodbLoader(\n",
" connection_string=\"mongodb://localhost:27017/\",\n",
" db_name=\"sample_restaurants\",\n",
" collection_name=\"restaurants\",\n",
" filter_criteria={\"borough\": \"Bronx\", \"cuisine\": \"Bakery\"},\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"25359"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"docs = loader.load()\n",
"\n",
"len(docs)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Document(page_content=\"{'_id': ObjectId('5eb3d668b31de5d588f4292a'), 'address': {'building': '2780', 'coord': [-73.98241999999999, 40.579505], 'street': 'Stillwell Avenue', 'zipcode': '11224'}, 'borough': 'Brooklyn', 'cuisine': 'American', 'grades': [{'date': datetime.datetime(2014, 6, 10, 0, 0), 'grade': 'A', 'score': 5}, {'date': datetime.datetime(2013, 6, 5, 0, 0), 'grade': 'A', 'score': 7}, {'date': datetime.datetime(2012, 4, 13, 0, 0), 'grade': 'A', 'score': 12}, {'date': datetime.datetime(2011, 10, 12, 0, 0), 'grade': 'A', 'score': 12}], 'name': 'Riviera Caterer', 'restaurant_id': '40356018'}\", metadata={'database': 'sample_restaurants', 'collection': 'restaurants'})"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"docs[0]"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [
"5WjXERXzFEhg"
],
"provenance": []
},
"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": "3.9.18"
}
},
"nbformat": 4,
"nbformat_minor": 4
}