Harrison/postgres (#2691)

Co-authored-by: Ankit Jain <ankneo@users.noreply.github.com>
fix_agent_callbacks
Harrison Chase 1 year ago committed by GitHub
parent bb5118f4c9
commit e0a13e9355
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GPG Key ID: 4AEE18F83AFDEB23

@ -0,0 +1,62 @@
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "91c6a7ef",
"metadata": {},
"source": [
"# Postgres Chat Message History\n",
"\n",
"This notebook goes over how to use Postgres to store chat message history."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d15e3302",
"metadata": {},
"outputs": [],
"source": [
"from langchain.memory import PostgresChatMessageHistory\n",
"\n",
"history = PostgresChatMessageHistory(connection_string=\"postgresql://postgres:mypassword@localhost/chat_history\", session_id=\"foo\")\n",
"\n",
"history.add_user_message(\"hi!\")\n",
"\n",
"history.add_ai_message(\"whats up?\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "64fc465e",
"metadata": {},
"outputs": [],
"source": [
"history.messages"
]
}
],
"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": "3.11.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

@ -5,6 +5,7 @@ from langchain.memory.buffer import (
from langchain.memory.buffer_window import ConversationBufferWindowMemory
from langchain.memory.chat_message_histories.dynamodb import DynamoDBChatMessageHistory
from langchain.memory.chat_message_histories.in_memory import ChatMessageHistory
from langchain.memory.chat_message_histories.postgres import PostgresChatMessageHistory
from langchain.memory.chat_message_histories.redis import RedisChatMessageHistory
from langchain.memory.combined import CombinedMemory
from langchain.memory.entity import (
@ -36,4 +37,5 @@ __all__ = [
"ConversationTokenBufferMemory",
"RedisChatMessageHistory",
"DynamoDBChatMessageHistory",
"PostgresChatMessageHistory",
]

@ -1,7 +1,9 @@
from langchain.memory.chat_message_histories.dynamodb import DynamoDBChatMessageHistory
from langchain.memory.chat_message_histories.postgres import PostgresChatMessageHistory
from langchain.memory.chat_message_histories.redis import RedisChatMessageHistory
__all__ = [
"DynamoDBChatMessageHistory",
"RedisChatMessageHistory",
"PostgresChatMessageHistory",
]

@ -0,0 +1,86 @@
import json
import logging
from typing import List
from langchain.schema import (
AIMessage,
BaseChatMessageHistory,
BaseMessage,
HumanMessage,
_message_to_dict,
messages_from_dict,
)
logger = logging.getLogger(__name__)
DEFAULT_CONNECTION_STRING = "postgresql://postgres:mypassword@localhost/chat_history"
class PostgresChatMessageHistory(BaseChatMessageHistory):
def __init__(
self,
session_id: str,
connection_string: str = DEFAULT_CONNECTION_STRING,
table_name: str = "message_store",
):
import psycopg
from psycopg.rows import dict_row
try:
self.connection = psycopg.connect(connection_string)
self.cursor = self.connection.cursor(row_factory=dict_row)
except psycopg.OperationalError as error:
logger.error(error)
self.session_id = session_id
self.table_name = table_name
self._create_table_if_not_exists()
def _create_table_if_not_exists(self) -> None:
create_table_query = f"""CREATE TABLE IF NOT EXISTS {self.table_name} (
id SERIAL PRIMARY KEY,
session_id TEXT NOT NULL,
message JSONB NOT NULL
);"""
self.cursor.execute(create_table_query)
self.connection.commit()
@property
def messages(self) -> List[BaseMessage]: # type: ignore
"""Retrieve the messages from PostgreSQL"""
query = f"SELECT message FROM {self.table_name} WHERE session_id = %s;"
self.cursor.execute(query, (self.session_id,))
items = [record["message"] for record in self.cursor.fetchall()]
messages = messages_from_dict(items)
return messages
def add_user_message(self, message: str) -> None:
self.append(HumanMessage(content=message))
def add_ai_message(self, message: str) -> None:
self.append(AIMessage(content=message))
def append(self, message: BaseMessage) -> None:
"""Append the message to the record in PostgreSQL"""
from psycopg import sql
query = sql.SQL("INSERT INTO {} (session_id, message) VALUES (%s, %s);").format(
sql.Identifier(self.table_name)
)
self.cursor.execute(
query, (self.session_id, json.dumps(_message_to_dict(message)))
)
self.connection.commit()
def clear(self) -> None:
"""Clear session memory from PostgreSQL"""
query = f"DELETE FROM {self.table_name} WHERE session_id = %s;"
self.cursor.execute(query, (self.session_id,))
self.connection.commit()
def __del__(self) -> None:
if self.cursor:
self.cursor.close()
if self.connection:
self.connection.close()
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