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152 lines
3.6 KiB
Plaintext
152 lines
3.6 KiB
Plaintext
{
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"cells": [
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{
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"attachments": {},
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"cell_type": "markdown",
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"id": "a1be3085",
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"metadata": {},
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"source": [
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"<a href=\"https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/examples/data_connectors/MongoDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"id": "effeb5a7-8544-4ee4-8c11-bad0d8165394",
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"metadata": {},
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"source": [
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"# MongoDB Reader\n",
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"Demonstrates our MongoDB data connector"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "9df1ec0c",
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"metadata": {},
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"outputs": [],
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"source": [
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"%pip install llama-index-readers-mongodb"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "60355655",
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"metadata": {},
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"outputs": [],
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"source": [
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"import logging\n",
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"import sys\n",
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"\n",
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"logging.basicConfig(stream=sys.stdout, level=logging.INFO)\n",
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"logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout))"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"id": "c1f8b93d",
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"metadata": {},
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"source": [
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"If you're opening this Notebook on colab, you will probably need to install LlamaIndex 🦙 and pymongo."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "d7e889da",
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"metadata": {},
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"outputs": [],
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"source": [
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"!pip install llama-index pymongo"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "6ea1f66d-10ed-4417-bdcb-f8a894836ea5",
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"metadata": {},
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"outputs": [],
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"source": [
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"from llama_index.core import SummaryIndex\n",
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"from llama_index.readers.mongodb import SimpleMongoReader\n",
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"from IPython.display import Markdown, display\n",
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"import os"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "da90589a-fb44-4ec6-9706-753dba4fa968",
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"metadata": {},
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"outputs": [],
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"source": [
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"host = \"<host>\"\n",
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"port = \"<port>\"\n",
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"db_name = \"<db_name>\"\n",
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"collection_name = \"<collection_name>\"\n",
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"# query_dict is passed into db.collection.find()\n",
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"query_dict = {}\n",
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"field_names = [\"text\"]\n",
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"reader = SimpleMongoReader(host, port)\n",
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"documents = reader.load_data(\n",
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" db_name, collection_name, field_names, query_dict=query_dict\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "341295df-2029-4728-ab3d-2ee178a7e6f1",
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"metadata": {},
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"outputs": [],
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"source": [
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"index = SummaryIndex.from_documents(documents)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "01c26b9d-49ec-4a6e-9c61-5c06bb86bbb2",
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"metadata": {},
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"outputs": [],
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"source": [
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"# set Logging to DEBUG for more detailed outputs\n",
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"query_engine = index.as_query_engine()\n",
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"response = query_engine.query(\"<query_text>\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "f160c678-2fb5-4d6d-b2bc-87abb61cfdec",
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"metadata": {},
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"outputs": [],
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"source": [
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"display(Markdown(f\"<b>{response}</b>\"))"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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