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Merged
merged 1 commit into from
Feb 16, 2024
Merged

feat: add notebooks for integrations #27

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257 changes: 181 additions & 76 deletions docs/chat_message_history.ipynb
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Original file line number Diff line number Diff line change
@@ -1,79 +1,184 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Google DATABASE\n",
"\n",
"[Google DATABASE](https://cloud.google.com/DATABASE).\n",
"\n",
"Save chat messages into `DATABASE`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pre-reqs"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"%pip install PACKAGE_NAME"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from PACKAGE import LOADER"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basic Usage"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.10.6"
}
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "6-0_o3DxsFGi"
},
"source": [
"Google Database\n",
"\n",
"Use [Google Memorystore for Redis](https://cloud.google.com/memorystore/docs/redis/memorystore-for-redis-overview) to store chat message history for LangChain."
]
},
"nbformat": 4,
"nbformat_minor": 4
{
"cell_type": "markdown",
"metadata": {
"id": "dWakBoPnsFGj"
},
"source": [
"## Pre-reqs"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EudfLv_UsFGk"
},
"source": [
"### Setting Up a Memorystore for Redis Instance\n",
"\n",
"Before proceeding, an active Memorystore for Redis instance is needed to store chat message history:\n",
"\n",
"* Create a Memorystore for Redis Instance (>= 5.0): If an instance doesn't exist, follow the instructions at https://cloud.google.com/memorystore/docs/redis/create-instance-console to create a new one. Ensure the version is greater than or equal to 5.0.\n",
"* Obtain Endpoint: Note the endpoint associated with the instance."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "J5nxjYxHsFGk"
},
"source": [
"### Installing the LangChain Memorystore for Redis Module\n",
"\n",
"Interaction with the Memorystore for Redis instance from LangChain requires installing the necessary module:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"tags": [],
"id": "iLwVMVkYsFGk"
},
"outputs": [],
"source": [
"# Install Memorystore for Redis for LangChain module\n",
"%pip install langchain_google_memorystore_redis"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2L7kMu__sFGl"
},
"source": [
"## Basic Usage"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "A2fT1iEhsFGl"
},
"source": [
"### Initialize a MemorystoreChatMessageHistory\n",
"\n",
"Each chat message history object must have a unique session ID. If the session ID already has messages stored in Redis, they will can be retrieved."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "YEDKWR6asFGl"
},
"outputs": [],
"source": [
"import redis\n",
"from langchain_google_memorystore_redis import MemorystoreChatMessageHistory\n",
"\n",
"# Connect to a Memorystore for Redis instance\n",
"redis_client = redis.from_url(\"redis://127.0.0.1:6379\")\n",
"\n",
"message_history = MemorystoreChatMessageHistory(redis_client, session_id='session1')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EmoJcTgosFGl"
},
"source": [
"### Add Messages"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "gB1PGe6wsFGm"
},
"outputs": [],
"source": [
"message_history.add_ai_message('Hey! I am AI!')\n",
"message_history.add_user_message('Hey! I am human!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "02xxvmzTsFGm"
},
"source": [
"### Retrieve All Messages Stored in the Session"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "BvS3UFsysFGm"
},
"outputs": [],
"source": [
"message_history.messages"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sFJdt3ubsFGo"
},
"source": [
"### Clear Messages"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "H5I7K3MTsFGo"
},
"outputs": [],
"source": [
"message_history.clear()"
]
}
],
"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": "3.11.6"
},
"colab": {
"provenance": []
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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