diff --git a/docs/docs/integrations/memory/falkordb_chat_message_history.ipynb b/docs/docs/integrations/memory/falkordb_chat_message_history.ipynb new file mode 100644 index 0000000000000..b0883184c06e2 --- /dev/null +++ b/docs/docs/integrations/memory/falkordb_chat_message_history.ipynb @@ -0,0 +1,67 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# FalkorDB\n", + "\n", + "FalkorDB is an open-source graph database management system, renowned for its efficient management of highly connected data. Unlike traditional databases that store data in tables, FalkorDB uses a graph structure with nodes, edges, and properties to represent and store data. This design allows for high-performance queries on complex data relationships.\n", + "\n", + "This notebook goes over how to use `FalkorDB` to store chat message history\n", + "\n", + "**NOTE**: You can use FalkorDB locally or use FalkorDB Cloud. See installation instructions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# For this example notebook we will be using FalkorDB locally\n", + "host = \"localhost\"\n", + "port = 6379" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_community.chat_message_histories.falkordb import (\n", + " FalkorDBChatMessageHistory,\n", + ")\n", + "\n", + "history = FalkorDBChatMessageHistory(host=host, port=port, session_id=\"session_id_1\")\n", + "\n", + "history.add_user_message(\"hi!\")\n", + "\n", + "history.add_ai_message(\"whats up?\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "history.messages" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "name": "python", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/libs/community/langchain_community/chat_message_histories/__init__.py b/libs/community/langchain_community/chat_message_histories/__init__.py index fc20cacacceab..914cf289c4647 100644 --- a/libs/community/langchain_community/chat_message_histories/__init__.py +++ b/libs/community/langchain_community/chat_message_histories/__init__.py @@ -1,6 +1,5 @@ """**Chat message history** stores a history of the message interactions in a chat. - **Class hierarchy:** .. code-block:: @@ -34,6 +33,9 @@ from langchain_community.chat_message_histories.elasticsearch import ( ElasticsearchChatMessageHistory, ) + from langchain_community.chat_message_histories.falkordb import ( + FalkorDBChatMessageHistory, + ) from langchain_community.chat_message_histories.file import ( FileChatMessageHistory, ) @@ -98,6 +100,7 @@ "ElasticsearchChatMessageHistory", "FileChatMessageHistory", "FirestoreChatMessageHistory", + "FalkorDBChatMessageHistory", "MomentoChatMessageHistory", "MongoDBChatMessageHistory", "Neo4jChatMessageHistory", @@ -124,6 +127,7 @@ "ElasticsearchChatMessageHistory": "langchain_community.chat_message_histories.elasticsearch", # noqa: E501 "FileChatMessageHistory": "langchain_community.chat_message_histories.file", "FirestoreChatMessageHistory": "langchain_community.chat_message_histories.firestore", # noqa: E501 + "FalkorDBChatMessageHistory": "langchain_community.chat_message_histories.falkordb", "MomentoChatMessageHistory": "langchain_community.chat_message_histories.momento", "MongoDBChatMessageHistory": "langchain_community.chat_message_histories.mongodb", "Neo4jChatMessageHistory": "langchain_community.chat_message_histories.neo4j", diff --git a/libs/community/langchain_community/chat_message_histories/falkordb.py b/libs/community/langchain_community/chat_message_histories/falkordb.py new file mode 100644 index 0000000000000..f2ebd04acc033 --- /dev/null +++ b/libs/community/langchain_community/chat_message_histories/falkordb.py @@ -0,0 +1,225 @@ +import os +from typing import List, Optional, Union + +import redis.exceptions +from langchain_core.chat_history import BaseChatMessageHistory +from langchain_core.messages import ( + AIMessage, + BaseMessage, + HumanMessage, +) + +from langchain_community.graphs import FalkorDBGraph + + +class FalkorDBChatMessageHistory(BaseChatMessageHistory): + """Chat message history stored in a Falkor database. + + This class handles storing and retrieving chat messages in a FalkorDB database. + It creates a session and stores messages in a message chain, maintaining a link + between subsequent messages. + + Args: + session_id (Union[str, int]): The session ID for storing and retrieving messages + also the name of the database. + username (Optional[str]): Username for authenticating with FalkorDB. + password (Optional[str]): Password for authenticating with FalkorDB. + host (str): Host where the FalkorDB is running. Defaults to 'localhost'. + port (int): Port number where the FalkorDB is running. Defaults to 6379. + node_label (str): Label for the session node + in the graph. Defaults to "Session". + window (int): The number of messages to retrieve when querying + the history. Defaults to 3. + ssl (bool): Whether to use SSL for connecting + to the database. Defaults to False. + graph (Optional[FalkorDBGraph]): Optionally provide an existing + FalkorDBGraph object for connecting. + + Example: + .. code-block:: python + from langchain_community.chat_message_histories import ( + FalkorDBChatMessageHistory + ) + + history = FalkorDBChatMessageHistory( + session_id="1234", + host="localhost", + port=6379, + ) + history.add_message(HumanMessage(content="Hello!")) + """ + + def __init__( + self, + session_id: Union[str, int], + username: Optional[str] = None, + password: Optional[str] = None, + host: str = "localhost", + port: int = 6379, + node_label: str = "Session", + window: int = 3, + ssl: bool = False, + *, + graph: Optional[FalkorDBGraph] = None, + ) -> None: + """ + Initialize the FalkorDBChatMessageHistory + class with the session and connection details. + """ + try: + import falkordb + except ImportError: + raise ImportError( + "Could not import falkordb python package." + "Please install it with `pip install falkordb`." + ) + + if not session_id: + raise ValueError("Please ensure that the session_id parameter is provided.") + + if graph: + self._database = graph._graph + self._driver = graph._driver + else: + self._host = host + self._port = port + self._username = username or os.environ.get("FALKORDB_USERNAME") + self._password = password or os.environ.get("FALKORDB_PASSWORD") + self._ssl = ssl + + try: + self._driver = falkordb.FalkorDB( + host=self._host, + port=self._port, + username=self._username, + password=self._password, + ssl=self._ssl, + ) + except redis.exceptions.ConnectionError: + raise ValueError( + "Could not connect to FalkorDB database. " + "Please ensure that the host and port are correct." + ) + except redis.exceptions.AuthenticationError: + raise ValueError( + "Could not connect to FalkorDB database. " + "Please ensure that the username and password are correct." + ) + + self._database = self._driver.select_graph(session_id) + self._session_id = session_id + self._node_label = node_label + self._window = window + + self._database.query( + f"MERGE (s:{self._node_label} {{id:$session_id}})", + {"session_id": self._session_id}, + ) + + try: + self._database.create_node_vector_index( + f"{self._node_label}", "id", dim=5, similarity_function="cosine" + ) + except Exception as e: + if "already indexed" in str(e): + raise ValueError(f"{self._node_label} has already been indexed") + + def _process_records(self, records: list) -> List[BaseMessage]: + """Process the records from FalkorDB and convert them into BaseMessage objects. + + Args: + records (list): The raw records fetched from the FalkorDB query. + + Returns: + List[BaseMessage]: A list of `BaseMessage` objects. + """ + # Explicitly set messages as a list of BaseMessage + messages: List[BaseMessage] = [] + + for record in records: + content = record[0].get("data", {}).get("content", "") + message_type = record[0].get("type", "").lower() + + # Append the correct message type to the list + if message_type == "human": + messages.append( + HumanMessage( + content=content, additional_kwargs={}, response_metadata={} + ) + ) + elif message_type == "ai": + messages.append( + AIMessage( + content=content, additional_kwargs={}, response_metadata={} + ) + ) + else: + raise ValueError(f"Unknown message type: {message_type}") + + return messages + + @property + def messages(self) -> List[BaseMessage]: + """Retrieve the messages from FalkorDB for the session. + + Returns: + List[BaseMessage]: A list of messages in the current session. + """ + query = ( + f"MATCH (s:{self._node_label})-[:LAST_MESSAGE]->(last_message) " + "MATCH p=(last_message)<-[:NEXT*0.." + f"{self._window*2}]-() WITH p, length(p) AS length " + "ORDER BY length DESC LIMIT 1 UNWIND reverse(nodes(p)) AS node " + "RETURN {data:{content: node.content}, type:node.type} AS result" + ) + + records = self._database.query(query).result_set + + messages = self._process_records(records) + return messages + + @messages.setter + def messages(self, messages: List[BaseMessage]) -> None: + """Block direct assignment to 'messages' to prevent misuse.""" + raise NotImplementedError( + "Direct assignment to 'messages' is not allowed." + " Use the 'add_message' method instead." + ) + + def add_message(self, message: BaseMessage) -> None: + """Append a message to the session in FalkorDB. + + Args: + message (BaseMessage): The message object to add to the session. + """ + create_query = ( + f"MATCH (s:{self._node_label}) " + "CREATE (new:Message {type: $type, content: $content}) " + "WITH s, new " + "OPTIONAL MATCH (s)-[lm:LAST_MESSAGE]->(last_message:Message) " + "FOREACH (_ IN CASE WHEN last_message IS NULL THEN [] ELSE [1] END | " + " MERGE (last_message)-[:NEXT]->(new)) " + "MERGE (s)-[:LAST_MESSAGE]->(new) " + ) + + self._database.query( + create_query, + { + "type": message.type, + "content": message.content, + }, + ) + + def clear(self) -> None: + """Clear all messages from the session in FalkorDB. + + Deletes all messages linked to the session and resets the message history. + + Raises: + ValueError: If there is an issue with the query or the session. + """ + query = ( + f"MATCH (s:{self._node_label})-[:LAST_MESSAGE|NEXT*0..]->(m:Message) " + "WITH m DELETE m" + ) + self._database.query(query) diff --git a/libs/community/poetry.lock b/libs/community/poetry.lock index 21b8dc4e1e690..ebf71eede3ca1 100644 --- a/libs/community/poetry.lock +++ b/libs/community/poetry.lock @@ -2599,30 +2599,41 @@ files = [ {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"}, {file = "pandas-2.2.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d9c45366def9a3dd85a6454c0e7908f2b3b8e9c138f5dc38fed7ce720d8453ed"}, {file = 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= {version = "*", markers = "implementation_name == \"pypy\""} +[[package]] +name = "redis" +version = "5.2.0" +description = "Python client for Redis database and key-value store" +optional = false +python-versions = ">=3.8" +files = [ + {file = "redis-5.2.0-py3-none-any.whl", hash = "sha256:ae174f2bb3b1bf2b09d54bf3e51fbc1469cf6c10aa03e21141f51969801a7897"}, + {file = "redis-5.2.0.tar.gz", hash = "sha256:0b1087665a771b1ff2e003aa5bdd354f15a70c9e25d5a7dbf9c722c16528a7b0"}, +] + +[package.dependencies] +async-timeout = {version = ">=4.0.3", markers = "python_full_version < \"3.11.3\""} + +[package.extras] +hiredis = ["hiredis (>=3.0.0)"] +ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==23.2.1)", "requests (>=2.31.0)"] + [[package]] name = "referencing" version = "0.35.1" @@ -4632,4 +4661,4 @@ type = ["pytest-mypy"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<4.0" -content-hash = "0244ee785378f72a3826faa0b3b25f95fc06abb01f7c7f40f0c5b15db9cafff5" +content-hash = "9f158538f72b5eb90ef2ff09684c83621c08464c7ceab6e929111e216392506d" diff --git a/libs/community/pyproject.toml b/libs/community/pyproject.toml index f19f23b62de25..ecdbcf6405b2e 100644 --- a/libs/community/pyproject.toml +++ b/libs/community/pyproject.toml @@ -41,6 +41,7 @@ dataclasses-json = ">= 0.5.7, < 0.7" pydantic-settings = "^2.4.0" langsmith = "^0.1.125" httpx-sse = "^0.4.0" +redis = "^5.2.0" [[tool.poetry.dependencies.numpy]] version = ">=1.22.4,<2" python = "<3.12" diff --git a/libs/community/tests/integration_tests/chat_message_histories/test_falkordb_chat_message_history.py b/libs/community/tests/integration_tests/chat_message_histories/test_falkordb_chat_message_history.py new file mode 100644 index 0000000000000..5482b527c5fee --- /dev/null +++ b/libs/community/tests/integration_tests/chat_message_histories/test_falkordb_chat_message_history.py @@ -0,0 +1,77 @@ +""" +Integration tests for FalkorDB Chat History/Memory functionality. + +Note: +These tests are conducted using a local FalkorDB instance but can also +be run against a Cloud FalkorDB instance. Ensure that appropriate host,port +cusername, and password configurations are set up +before running the tests. + +Test Cases: +1. test_add_messages: Test basic functionality of adding and retrieving + chat messages from FalkorDB. +2. test_add_messages_graph_object: Test chat message functionality + when passing the FalkorDB driver through a graph object. + +""" + +from langchain_core.messages import AIMessage, HumanMessage + +from langchain_community.chat_message_histories.falkordb import ( + FalkorDBChatMessageHistory, +) +from langchain_community.graphs import FalkorDBGraph + + +def test_add_messages() -> None: + """Basic testing: add messages to the FalkorDBChatMessageHistory.""" + message_store = FalkorDBChatMessageHistory("500daysofSadiya") + message_store.clear() + assert len(message_store.messages) == 0 + message_store.add_user_message("Hello! Language Chain!") + message_store.add_ai_message("Hi Guys!") + + # create another message store to check if the messages are stored correctly + message_store_another = FalkorDBChatMessageHistory("Shebrokemyheart") + message_store_another.clear() + assert len(message_store_another.messages) == 0 + message_store_another.add_user_message("Hello! Bot!") + message_store_another.add_ai_message("Hi there!") + message_store_another.add_user_message("How's this pr going?") + + # Now check if the messages are stored in the database correctly + assert len(message_store.messages) == 2 + assert isinstance(message_store.messages[0], HumanMessage) + assert isinstance(message_store.messages[1], AIMessage) + assert message_store.messages[0].content == "Hello! Language Chain!" + assert message_store.messages[1].content == "Hi Guys!" + + assert len(message_store_another.messages) == 3 + assert isinstance(message_store_another.messages[0], HumanMessage) + assert isinstance(message_store_another.messages[1], AIMessage) + assert isinstance(message_store_another.messages[2], HumanMessage) + assert message_store_another.messages[0].content == "Hello! Bot!" + assert message_store_another.messages[1].content == "Hi there!" + assert message_store_another.messages[2].content == "How's this pr going?" + + # Now clear the first history + message_store.clear() + assert len(message_store.messages) == 0 + assert len(message_store_another.messages) == 3 + message_store_another.clear() + assert len(message_store.messages) == 0 + assert len(message_store_another.messages) == 0 + + +def test_add_messages_graph_object() -> None: + """Basic testing: Passing driver through graph object.""" + graph = FalkorDBGraph("NeverGonnaLetYouDownNevergonnagiveyouup") + message_store = FalkorDBChatMessageHistory( + "Gonnahavetoteachmehowtoloveyouagain", graph=graph + ) + message_store.clear() + assert len(message_store.messages) == 0 + message_store.add_user_message("Hello! Language Chain!") + message_store.add_ai_message("Hi Guys!") + # Now check if the messages are stored in the database correctly + assert len(message_store.messages) == 2 diff --git a/libs/community/tests/integration_tests/storage/test_redis.py b/libs/community/tests/integration_tests/storage/test_redis.py index a9aba1b50d6ff..9e15fc3976ef4 100644 --- a/libs/community/tests/integration_tests/storage/test_redis.py +++ b/libs/community/tests/integration_tests/storage/test_redis.py @@ -5,6 +5,7 @@ import uuid import pytest +from redis import Redis from langchain_community.storage.redis import RedisStore diff --git a/libs/community/tests/unit_tests/chat_message_histories/test_imports.py b/libs/community/tests/unit_tests/chat_message_histories/test_imports.py index 4c14a0efd9a56..641f66f1561bf 100644 --- a/libs/community/tests/unit_tests/chat_message_histories/test_imports.py +++ b/libs/community/tests/unit_tests/chat_message_histories/test_imports.py @@ -9,6 +9,7 @@ "ElasticsearchChatMessageHistory", "FileChatMessageHistory", "FirestoreChatMessageHistory", + "FalkorDBChatMessageHistory", "MomentoChatMessageHistory", "MongoDBChatMessageHistory", "Neo4jChatMessageHistory", diff --git a/libs/community/tests/unit_tests/test_dependencies.py b/libs/community/tests/unit_tests/test_dependencies.py index a5c8c7c12c100..5a4174037ee05 100644 --- a/libs/community/tests/unit_tests/test_dependencies.py +++ b/libs/community/tests/unit_tests/test_dependencies.py @@ -48,6 +48,7 @@ def test_required_dependencies(poetry_conf: Mapping[str, Any]) -> None: "langsmith", "numpy", "python", + "redis", "requests", "pydantic-settings", "tenacity", diff --git a/poetry.lock b/poetry.lock index a651014235914..7bcfa8f581e16 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,16 +1,23 @@ # This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. [[package]] -name = "aiofiles" -version = "24.1.0" -description = "File support for asyncio." +name = "accessible-pygments" +version = "0.0.5" +description = "A collection of accessible pygments styles" optional = false -python-versions = ">=3.8" +python-versions = ">=3.9" files = [ - {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"}, - {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"}, + {file = "accessible_pygments-0.0.5-py3-none-any.whl", hash = "sha256:88ae3211e68a1d0b011504b2ffc1691feafce124b845bd072ab6f9f66f34d4b7"}, + {file = "accessible_pygments-0.0.5.tar.gz", hash = "sha256:40918d3e6a2b619ad424cb91e556bd3bd8865443d9f22f1dcdf79e33c8046872"}, ] +[package.dependencies] +pygments = ">=1.5" + +[package.extras] +dev = ["pillow", "pkginfo (>=1.10)", "playwright", "pre-commit", "setuptools", "twine (>=5.0)"] +tests = ["hypothesis", "pytest"] + 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