From aac66af8c37a4836951a9740c19d159317a79471 Mon Sep 17 00:00:00 2001 From: Andrew Brookins Date: Fri, 28 Feb 2025 16:46:20 -0800 Subject: [PATCH 1/9] WIP on memory agent recipe --- python-recipes/agents/03_memory_agent.ipynb | 1019 +++++++++++++++++++ python-recipes/agents/util.py | 52 + 2 files changed, 1071 insertions(+) create mode 100644 python-recipes/agents/03_memory_agent.ipynb create mode 100644 python-recipes/agents/util.py diff --git a/python-recipes/agents/03_memory_agent.ipynb b/python-recipes/agents/03_memory_agent.ipynb new file mode 100644 index 00000000..0cbfd686 --- /dev/null +++ b/python-recipes/agents/03_memory_agent.ipynb @@ -0,0 +1,1019 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![Redis](https://redis.io/wp-content/uploads/2024/04/Logotype.svg?auto=webp&quality=85,75&width=120)\n", + "\n", + "# Memory Agent Example\n", + "The following example shows how to build an agent that uses multiple forms of memory:\n", + " 1. Short-term memory (messages in the current conversation)\n", + " 2. Long-term memory\n", + " 1. Semantic: General knowledge\n", + " 2. Episodic: User specific experiences\n", + " 3. Procedural: How to do things\n", + "\n", + "## Let's Begin!\n", + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Setup\n", + "\n", + "## Packages" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[31mERROR: Cannot install langgraph-checkpoint and langgraph-checkpoint-redis==0.0.1 because these package versions have conflicting dependencies.\u001b[0m\u001b[31m\n", + "\u001b[0m\u001b[31mERROR: ResolutionImpossible: for help visit https://pip.pypa.io/en/latest/topics/dependency-resolution/#dealing-with-dependency-conflicts\u001b[0m\u001b[31m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install -q langchain-openai langgraph-checkpoint langgraph-checkpoint-redis \"langchain-community>=0.2.11\" tavily-python langchain-redis\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### OPEN_AI_API key\n", + "\n", + "You must add an OpenAI API key with billing information enabled is required for this lesson." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# NBVAL_SKIP\n", + "import os\n", + "import getpass\n", + "\n", + "\n", + "\n", + "def _set_env(key: str):\n", + " if key not in os.environ:\n", + " os.environ[key] = getpass.getpass(f\"{key}:\")\n", + "\n", + "\n", + "_set_env(\"OPENAI_API_KEY\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run redis\n", + "TODO\n", + "\n", + "NOTE: The existing magic shell commands don't work when run locally for me." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### For Alternative Environments\n", + "There are many ways to get the necessary redis-stack instance running\n", + "1. On cloud, deploy a [FREE instance of Redis in the cloud](https://redis.com/try-free/). Or, if you have your\n", + "own version of Redis Enterprise running, that works too!\n", + "2. Per OS, [see the docs](https://redis.io/docs/latest/operate/oss_and_stack/install/install-stack/)\n", + "3. With docker: `docker run -d --name redis-stack-server -p 6379:6379 redis/redis-stack-server:latest`\n", + "\n", + "## Test connection" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import os\n", + "from redis import Redis\n", + "\n", + "# Use the environment variable if set, otherwise default to localhost\n", + "REDIS_URL = os.getenv(\"REDIS_URL\", \"redis://localhost:6379\")\n", + "\n", + "client = Redis.from_url(REDIS_URL)\n", + "client.ping()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'langchain_redis'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[8], line 19\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mlanggraph\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mprebuilt\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mchat_agent_executor\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m create_react_agent\n\u001b[1;32m 18\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mlanggraph\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcheckpoint\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mredis\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m RedisSaver\n\u001b[0;32m---> 19\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mlangchain_redis\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m RedisCache\n\u001b[1;32m 21\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mredis\u001b[39;00m\n\u001b[1;32m 22\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mredisvl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mindex\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m SearchIndex\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'langchain_redis'" + ] + } + ], + "source": [ + "import os\n", + "from typing import List, Optional\n", + "from datetime import datetime\n", + "from enum import Enum\n", + "from langgraph.graph.message import MessagesState, RemoveMessage\n", + "from pydantic import BaseModel, Field\n", + "from queue import Queue\n", + "\n", + "from langchain_core.messages import AIMessage, HumanMessage, SystemMessage\n", + "from langchain_core.runnables.config import RunnableConfig\n", + "from langchain_openai import ChatOpenAI, OpenAIEmbeddings\n", + "from langchain_community.tools.tavily_search import TavilySearchResults\n", + "from langchain.globals import set_llm_cache\n", + "\n", + "\n", + "from langgraph.graph import END, START, StateGraph\n", + "from langgraph.prebuilt.chat_agent_executor import create_react_agent\n", + "from langgraph.checkpoint.redis import RedisSaver\n", + "from langchain_redis import RedisCache\n", + "\n", + "import redis\n", + "from redisvl.index import SearchIndex\n", + "from redisvl.query import VectorRangeQuery\n", + "from redisvl.query.filter import Tag\n", + "from redisvl.schema.schema import IndexSchema\n", + "from redisvl.query import FilterQuery\n", + "\n", + "\n", + "from util import get_logger\n", + "from dotenv import load_dotenv\n", + "import threading\n", + "import json\n", + "import time\n", + "import ulid\n", + "\n", + "load_dotenv()\n", + "\n", + "logger = get_logger(__name__)\n", + "\n", + "\n", + "# Memory types\n", + "class MemoryType(str, Enum):\n", + " EPISODIC = \"episodic\" # User specific experiences\n", + " PROCEDURAL = \"procedural\" # How to do things\n", + " SEMANTIC = \"semantic\" # General knowledge\n", + "\n", + "\n", + "# Redis Configuration\n", + "REDIS_HOST = os.getenv(\"REDIS_HOST\", \"localhost\")\n", + "REDIS_PORT = int(os.getenv(\"REDIS_PORT\", 6379))\n", + "REDIS_PASSWORD = os.getenv(\"REDIS_PASSWORD\", \"\")\n", + "VECTOR_DIM = 1536 # ada-002 has 1536 dimensions\n", + "\n", + "MESSAGE_SUMMARIZATION_THRESHOLD = 12\n", + "\n", + "# Models and Tools\n", + "llm = ChatOpenAI(model=\"gpt-4o\", temperature=0.7)\n", + "summarizer = ChatOpenAI(model=\"gpt-4o\", temperature=0.3)\n", + "web_search_tool = TavilySearchResults(max_results=2)\n", + "openai_embed = OpenAIEmbeddings(model=\"text-embedding-ada-002\")\n", + "\n", + "\n", + "class RuntimeState(MessagesState):\n", + " \"\"\"Agent state (just messages for now)\"\"\"\n", + "\n", + " pass\n", + "\n", + "\n", + "class Memory(BaseModel):\n", + " content: str\n", + " type: MemoryType\n", + " metadata: str\n", + "\n", + "\n", + "class Memories(BaseModel):\n", + " memories: List[Memory]\n", + "\n", + "\n", + "class StoredMemory(Memory):\n", + " id: str # The redis key\n", + " memory_id: ulid.ULID = Field(default_factory=lambda: ulid.ULID())\n", + " created_at: datetime = Field(default_factory=datetime.now)\n", + " user_id: str\n", + "\n", + "\n", + "class StoredMemories(BaseModel):\n", + " memories: List[StoredMemory]\n", + "\n", + "\n", + "# Initialize Redis connection\n", + "redis_client = redis.Redis(\n", + " host=REDIS_HOST, port=REDIS_PORT, password=REDIS_PASSWORD, decode_responses=True\n", + ")\n", + "\n", + "# Define schema for memory index\n", + "memory_schema = IndexSchema(\n", + " **{\n", + " \"index\": {\n", + " \"name\": \"agent_memories\",\n", + " \"prefix\": \"memory:\",\n", + " \"key_separator\": \":\",\n", + " \"storage_type\": \"json\",\n", + " },\n", + " \"fields\": [\n", + " {\"name\": \"content\", \"type\": \"text\"},\n", + " {\"name\": \"memory_type\", \"type\": \"tag\"},\n", + " {\"name\": \"metadata\", \"type\": \"text\"},\n", + " {\"name\": \"created_at\", \"type\": \"text\"},\n", + " {\"name\": \"user_id\", \"type\": \"tag\"},\n", + " {\"name\": \"memory_id\", \"type\": \"tag\"},\n", + " {\n", + " \"name\": \"embedding\",\n", + " \"type\": \"vector\",\n", + " \"attrs\": {\n", + " \"algorithm\": \"flat\",\n", + " \"dims\": VECTOR_DIM,\n", + " \"distance_metric\": \"cosine\",\n", + " \"datatype\": \"float32\",\n", + " },\n", + " },\n", + " ],\n", + " }\n", + ")\n", + "\n", + "# Create search index\n", + "try:\n", + " memory_index = SearchIndex(\n", + " schema=memory_schema, redis_client=redis_client, overwrite=True\n", + " )\n", + " memory_index.create()\n", + " logger.info(\"Memory index ready\")\n", + "except Exception as e:\n", + " logger.error(f\"Error creating index: {e}\")\n", + " raise e\n", + "\n", + "\n", + "cache = RedisCache(\n", + " redis_client=redis_client,\n", + ")\n", + "set_llm_cache(cache)\n", + "\n", + "# Create a checkpoint saver for LangGraph short-term memory\n", + "redis_saver = RedisSaver(redis_client=redis_client)\n", + "redis_saver.setup()\n", + "\n", + "# Create agents with specific roles\n", + "travel_agent = create_react_agent(\n", + " model=llm,\n", + " tools=[web_search_tool],\n", + " checkpointer=redis_saver,\n", + " prompt=SystemMessage(\n", + " content=\"\"\"\n", + " You are a travel assistant helping users plan their trips. You remember user preferences\n", + " and provide personalized recommendations based on past interactions.\n", + " \n", + " You have access to the following types of memory:\n", + " 1. Short-term memory: The current conversation thread\n", + " 2. Long-term memory: \n", + " - Episodic: User preferences and past trip experiences\n", + " - Procedural: How to book flights, hotels, etc.\n", + " - Semantic: General knowledge about travel destinations\n", + " \n", + " Always be helpful, personal, and context-aware in your responses.\n", + " \"\"\"\n", + " ),\n", + ")\n", + "\n", + "# TODO: Could be a function instead\n", + "memory_manager = create_react_agent(\n", + " model=llm,\n", + " tools=[],\n", + " checkpointer=redis_saver,\n", + " response_format=Memories,\n", + " prompt=SystemMessage(\n", + " content=\"\"\"\n", + " You are a memory management assistant that helps extract important information from \n", + " conversations. Your job is to identify what information should be stored in long-term \n", + " memory from the conversation history.\n", + " \n", + " For each piece of information, determine:\n", + " 1. Whether it should be stored as episodic, procedural, or semantic memory\n", + " 2. What metadata should be attached to it\n", + " \n", + " Reply with a JSON-formatted list of memories to store. Example:\n", + " ```\n", + " [\n", + " {\n", + " \"content\": \"User prefers window seats on flights\",\n", + " \"type\": \"episodic\",\n", + " \"metadata\": {\"category\": \"flight_preference\", \"importance\": \"high\"}\n", + " },\n", + " {\n", + " \"content\": \"Steps to book a flight with layover preferences\",\n", + " \"type\": \"procedural\",\n", + " \"metadata\": {\"category\": \"booking_process\"}\n", + " }\n", + " ]\n", + " ```\n", + " \n", + " Only extract information that would be useful in future conversations.\n", + " \"\"\"\n", + " ),\n", + ")\n", + "\n", + "\n", + "def similar_memory_exists(\n", + " content: str,\n", + " memory_type: MemoryType,\n", + " user_id: str,\n", + " similarity_threshold: float = 0.2,\n", + ") -> bool:\n", + " \"\"\"Check if a similar memory already exists in the database\"\"\"\n", + " # Create embedding for the new content\n", + " query_embedding = openai_embed.embed_query(content)\n", + "\n", + " of_type_for_user = (Tag(\"user_id\") == user_id) & (Tag(\"memory_type\") == memory_type)\n", + "\n", + " # Search for similar memories\n", + " vector_query = VectorRangeQuery(\n", + " vector=query_embedding,\n", + " num_results=1,\n", + " vector_field_name=\"embedding\",\n", + " filter_expression=of_type_for_user,\n", + " distance_threshold=similarity_threshold,\n", + " return_fields=[\"content\"],\n", + " )\n", + " results = memory_index.query(vector_query)\n", + " logger.debug(f\"Similar memory search results: {results}\")\n", + "\n", + " if results:\n", + " logger.debug(f\"Similar memory found: {results[0]['id']}\")\n", + " logger.info(f\"Similar memory found, skipping storage: {content}\")\n", + " return True\n", + "\n", + " return False\n", + "\n", + "\n", + "def store_memory(\n", + " content: str,\n", + " memory_type: MemoryType,\n", + " user_id: str,\n", + " metadata: Optional[str] = None,\n", + "):\n", + " \"\"\"Store a memory in Redis, avoiding duplicates\"\"\"\n", + " if metadata is None:\n", + " metadata = \"{}\"\n", + "\n", + " logger.info(f\"Preparing to store memory: {content}\")\n", + "\n", + " if similar_memory_exists(content, memory_type, user_id):\n", + " logger.info(\"Similar memory found, skipping storage\")\n", + " return\n", + "\n", + " embedding = openai_embed.embed_query(content)\n", + "\n", + " memory_data = {\n", + " \"user_id\": user_id,\n", + " \"content\": content,\n", + " \"memory_type\": memory_type.value,\n", + " \"metadata\": metadata,\n", + " \"created_at\": datetime.now().isoformat(),\n", + " \"embedding\": embedding,\n", + " \"memory_id\": str(ulid.ULID()),\n", + " }\n", + "\n", + " # Store in Redis\n", + " try:\n", + " memory_index.load([memory_data])\n", + " except Exception as e:\n", + " logger.error(f\"Error storing memory: {e}\")\n", + " return\n", + "\n", + " logger.info(f\"Stored {memory_type} memory: {content}\")\n", + "\n", + "\n", + "def retrieve_memories(\n", + " query: str, memory_type: Optional[MemoryType] = None, limit: int = 5\n", + ") -> StoredMemories:\n", + " \"\"\"Retrieve relevant memories from Redis\"\"\"\n", + " # Create vector query\n", + " logger.debug(f\"Retrieving memories for query: {query}\")\n", + " vector_query = VectorRangeQuery(\n", + " vector=openai_embed.embed_query(query),\n", + " return_fields=[\"content\", \"memory_type\", \"metadata\", \"created_at\"],\n", + " num_results=limit,\n", + " vector_field_name=\"embedding\",\n", + " distance_threshold=0.2,\n", + " )\n", + "\n", + " # Add filter for memory type if specified\n", + " if memory_type:\n", + " vector_query.set_filter(f\"@memory_type:{{{memory_type}}}\")\n", + "\n", + " # Execute search\n", + " results = memory_index.query(vector_query)\n", + "\n", + " # Parse results\n", + " memories = []\n", + " for doc in results:\n", + " try:\n", + " memory = StoredMemory(\n", + " id=doc[\"id\"],\n", + " memory_id=doc[\"memory_id\"],\n", + " user_id=doc[\"user_id\"],\n", + " content=doc[\"content\"],\n", + " type=MemoryType(doc[\"memory_type\"]),\n", + " created_at=doc[\"created_at\"],\n", + " metadata=doc[\"metadata\"],\n", + " )\n", + " memories.append(memory)\n", + " except Exception as e:\n", + " logger.error(f\"Error parsing memory: {e}\")\n", + " continue\n", + " return StoredMemories(memories=memories)\n", + "\n", + "\n", + "def extract_memories(\n", + " last_processed_message_id: Optional[str],\n", + " state: RuntimeState,\n", + " config: RunnableConfig,\n", + ") -> Optional[str]:\n", + " \"\"\"Extract and store memories in long-term memory\"\"\"\n", + " if len(state[\"messages\"]) < 3: # Need at least a user message and agent response\n", + " return last_processed_message_id\n", + "\n", + " user_id = config.get(\"configurable\", {}).get(\"user_id\", None)\n", + " if not user_id:\n", + " logger.warning(\"No user ID found in config when extracting memories\")\n", + " return last_processed_message_id\n", + "\n", + " # Get the messages\n", + " messages = state[\"messages\"]\n", + "\n", + " # Find the newest message ID (or None if no IDs)\n", + " newest_message_id = None\n", + " for msg in reversed(messages):\n", + " if hasattr(msg, \"id\") and msg.id:\n", + " newest_message_id = msg.id\n", + " break\n", + "\n", + " # If we've already processed up to this message ID, skip\n", + " if (\n", + " last_processed_message_id\n", + " and newest_message_id\n", + " and last_processed_message_id == newest_message_id\n", + " ):\n", + " logger.debug(f\"Already processed messages up to ID {newest_message_id}\")\n", + " return last_processed_message_id\n", + "\n", + " # Get the last few messages for context\n", + " recent_messages = messages[-5:] if len(messages) > 5 else messages\n", + "\n", + " # Format messages for the memory agent\n", + " message_history = \"\\n\".join(\n", + " [\n", + " f\"{'User' if isinstance(msg, HumanMessage) else 'Assistant'}: {msg.content}\"\n", + " for msg in recent_messages\n", + " ]\n", + " )\n", + "\n", + " # Ask memory agent to extract memories\n", + " prompt = f\"\"\"\n", + " Please analyze this recent conversation and extract important information that \n", + " should be stored in long-term memory:\n", + " \n", + " {message_history}\n", + " \n", + " What information should be stored in long-term memory?\n", + " \"\"\"\n", + "\n", + " result = memory_manager.invoke(\n", + " {\"messages\": [HumanMessage(content=prompt)]}, config=config\n", + " )\n", + " memories_to_store: Memories = result[\"structured_response\"]\n", + "\n", + " # Store each extracted memory\n", + " for memory_data in memories_to_store.memories:\n", + " store_memory(\n", + " content=memory_data.content,\n", + " memory_type=memory_data.type,\n", + " user_id=user_id,\n", + " metadata=memory_data.metadata,\n", + " )\n", + "\n", + " # Return data with the newest processed message ID\n", + " return newest_message_id\n", + "\n", + "\n", + "def retrieve_relevant_memories(\n", + " state: RuntimeState, config: RunnableConfig\n", + ") -> RuntimeState:\n", + " \"\"\"Retrieve relevant memories based on the current conversation\"\"\"\n", + " if not state[\"messages\"]:\n", + " logger.debug(\"No messages in state\")\n", + " return state\n", + "\n", + " logger.debug(f\"inbound retrieve_relevant_memories: {len(state['messages'])}\")\n", + "\n", + " latest_message = state[\"messages\"][-1]\n", + " if not isinstance(latest_message, HumanMessage):\n", + " logger.debug(\"Latest message is not a HumanMessage: \", latest_message)\n", + " return state\n", + "\n", + " query = str(latest_message.content)\n", + " episodic = retrieve_memories(query=query, memory_type=MemoryType.EPISODIC, limit=3)\n", + " procedural = retrieve_memories(\n", + " query=query, memory_type=MemoryType.PROCEDURAL, limit=2\n", + " )\n", + " semantic = retrieve_memories(query=query, memory_type=MemoryType.SEMANTIC, limit=2)\n", + " relevant_memories = episodic.memories + procedural.memories + semantic.memories\n", + "\n", + " logger.debug(f\"All relevant memories: {relevant_memories}\")\n", + "\n", + " if relevant_memories:\n", + " memory_context = \"\\n\\n### Relevant memories from previous conversations:\\n\"\n", + "\n", + " # Group by memory type\n", + " memory_types = {\n", + " MemoryType.EPISODIC: \"User Preferences & History\",\n", + " MemoryType.PROCEDURAL: \"Booking Procedures\",\n", + " MemoryType.SEMANTIC: \"Destination Knowledge\",\n", + " }\n", + "\n", + " for mem_type, type_label in memory_types.items():\n", + " memories_of_type = [m for m in relevant_memories if m.type == mem_type]\n", + " if memories_of_type:\n", + " memory_context += f\"\\n**{type_label}**:\\n\"\n", + " for mem in memories_of_type:\n", + " memory_context += f\"- {mem.content}\\n\"\n", + "\n", + " augmented_message = HumanMessage(content=f\"{query}\\n{memory_context}\")\n", + " state[\"messages\"][-1] = augmented_message\n", + "\n", + " logger.debug(f\"Augmented message: {augmented_message.content}\")\n", + "\n", + " logger.debug(f\"outbound retrieve_relevant_memories: {len(state['messages'])}\")\n", + "\n", + " return state.copy()\n", + "\n", + "\n", + "def summarize_conversation(\n", + " state: RuntimeState, config: RunnableConfig\n", + ") -> Optional[RuntimeState]:\n", + " \"\"\"\n", + " Summarize a list of messages into a concise summary\n", + " to reduce context length while preserving important information.\n", + " \"\"\"\n", + " messages = state[\"messages\"]\n", + " current_message_count = len(messages)\n", + " if current_message_count <= MESSAGE_SUMMARIZATION_THRESHOLD:\n", + " logger.debug(f\"Not summarizing conversation: {current_message_count}\")\n", + " return None\n", + "\n", + " # Summarize all but the latest message\n", + " messages_to_summarize = state[\"messages\"][:-1]\n", + "\n", + " # Create a system prompt for the summarizer\n", + " system_prompt = \"\"\"\n", + " You are a conversation summarizer. Your task is to create a concise summary \n", + " of the previous conversation between a user and a travel assistant.\n", + " \n", + " The summary should:\n", + " 1. Highlight key topics, preferences, and decisions\n", + " 2. Include any specific trip details (destinations, dates, preferences)\n", + " 3. Note any outstanding questions or topics that need follow-up\n", + " 4. Be concise but informative\n", + " \n", + " Format your summary as a brief narrative paragraph.\n", + " \"\"\"\n", + "\n", + " # Invoke the summarizer\n", + " summary_messages = [\n", + " SystemMessage(content=system_prompt),\n", + " HumanMessage(\n", + " content=f\"Please summarize this conversation:\\n\\n{messages_to_summarize}\"\n", + " ),\n", + " ]\n", + "\n", + " summary_response = summarizer.invoke(summary_messages, config=config)\n", + "\n", + " logger.info(f\"Summarized {len(messages)} messages into a conversation summary\")\n", + "\n", + " summary_message = SystemMessage(\n", + " content=f\"\"\"\n", + " Summary of the conversation so far:\n", + " \n", + " {summary_response.content}\n", + " \n", + " Please continue the conversation based on this summary and the recent messages.\n", + " \"\"\"\n", + " )\n", + " remove_messages = [\n", + " RemoveMessage(id=msg.id) for msg in messages_to_summarize if msg.id is not None\n", + " ]\n", + "\n", + " state[\"messages\"] = [ # type: ignore\n", + " *remove_messages,\n", + " summary_message,\n", + " state[\"messages\"][-1],\n", + " ]\n", + "\n", + " return state.copy()\n", + "\n", + "\n", + "def respond_to_user(state: RuntimeState, config: RunnableConfig) -> RuntimeState:\n", + " \"\"\"Generate a response to the user based on the conversation and memories\"\"\"\n", + " if not state[\"messages\"]:\n", + " return state\n", + "\n", + " # Invoke the travel agent with the context messages\n", + " result = travel_agent.invoke({\"messages\": state[\"messages\"]}, config=config)\n", + " result_messages = result.get(\"messages\", [])\n", + "\n", + " if result_messages and any(isinstance(m, AIMessage) for m in result_messages):\n", + " # Find the last AI message in the result\n", + " ai_messages = [m for m in result_messages if isinstance(m, AIMessage)]\n", + " if ai_messages:\n", + " agent_response = ai_messages[-1] # Get the last AI message\n", + " state[\"messages\"].append(agent_response)\n", + " else:\n", + " logger.error(\"No AIMessage found in result messages\")\n", + " agent_response = AIMessage(\n", + " content=\"I'm sorry, I couldn't understand your request.\"\n", + " )\n", + " else:\n", + " logger.error(\"No valid assistant response found in result\")\n", + " agent_response = AIMessage(\n", + " content=\"I'm sorry, I couldn't process your request properly.\"\n", + " )\n", + "\n", + " state[\"messages\"].append(agent_response)\n", + "\n", + " logger.debug(f\"respond_to_user: Returning {len(state['messages'])} messages\")\n", + "\n", + " return state.copy()\n", + "\n", + "\n", + "def memory_worker(memory_queue: Queue, user_id: str):\n", + " \"\"\"Worker function that processes memory extraction requests from a queue\"\"\"\n", + " key = f\"memory_worker:{user_id}:last_processed_message_id\"\n", + "\n", + " last_processed_message_id = redis_client.get(key)\n", + " logger.debug(f\"Last processed message ID: {last_processed_message_id}\")\n", + " last_processed_message_id = (\n", + " str(last_processed_message_id) if last_processed_message_id else None\n", + " )\n", + "\n", + " while True:\n", + " try:\n", + " # Get the next state and config from the queue (blocks until an item is available)\n", + " state, config = memory_queue.get()\n", + "\n", + " # Process the memory extraction\n", + " last_processed_message_id = extract_memories(\n", + " last_processed_message_id, state, config\n", + " )\n", + " logger.debug(\n", + " f\"Memory worker extracted memories. Last processed message ID: {last_processed_message_id}\"\n", + " )\n", + "\n", + " if last_processed_message_id:\n", + " logger.debug(\n", + " f\"Setting last processed message ID: {last_processed_message_id}\"\n", + " )\n", + " redis_client.set(key, last_processed_message_id)\n", + "\n", + " # Mark the task as done\n", + " memory_queue.task_done()\n", + " logger.debug(\"Memory extraction completed for queue item\")\n", + " except Exception as e:\n", + " logger.exception(f\"Error in memory worker thread: {e}\")\n", + "\n", + "\n", + "def consolidate_memories(user_id: str):\n", + " \"\"\"\n", + " Periodically scan the memory database and merge similar memories.\n", + " This should be run as a scheduled task.\n", + " \"\"\"\n", + " logger.info(f\"Starting memory consolidation for user {user_id}\")\n", + "\n", + " # First, get all memories for the user\n", + " try:\n", + " # For each memory type, consolidate separately\n", + " for memory_type in MemoryType:\n", + " # Get all memories of this type for the user\n", + " of_type_for_user = (Tag(\"user_id\") == user_id) & (\n", + " Tag(\"memory_type\") == memory_type\n", + " )\n", + " filter_query = FilterQuery(filter_expression=of_type_for_user)\n", + " all_memories = memory_index.query(filter_query)\n", + " if not all_memories:\n", + " continue\n", + "\n", + " # Group similar memories\n", + " processed_ids = set()\n", + " for memory in all_memories:\n", + " if memory[\"id\"] in processed_ids:\n", + " continue\n", + "\n", + " memory_embedding = memory[\"embedding\"]\n", + " vector_query = VectorRangeQuery(\n", + " vector=memory_embedding,\n", + " num_results=10,\n", + " vector_field_name=\"embedding\",\n", + " filter_expression=of_type_for_user\n", + " & (Tag(\"memory_id\") != memory[\"memory_id\"]),\n", + " distance_threshold=0.2,\n", + " return_fields=[\n", + " \"content\",\n", + " \"memory_type\",\n", + " \"metadata\",\n", + " \"user_id\",\n", + " \"memory_id\",\n", + " ],\n", + " )\n", + " similar_memories = memory_index.query(vector_query)\n", + "\n", + " # If we found similar memories, consolidate them\n", + " if similar_memories:\n", + " combined_content = memory[\"content\"]\n", + " combined_metadata = memory[\"metadata\"]\n", + "\n", + " if combined_metadata:\n", + " try:\n", + " combined_metadata = json.loads(combined_metadata)\n", + " except Exception as e:\n", + " logger.error(f\"Error parsing metadata: {e}\")\n", + " combined_metadata = {}\n", + "\n", + " for similar in similar_memories:\n", + " # Merge the content of similar memories\n", + " combined_content += f\" {similar['content']}\"\n", + "\n", + " if similar[\"metadata\"]:\n", + " try:\n", + " similar_metadata = json.loads(similar[\"metadata\"])\n", + " except Exception as e:\n", + " logger.error(f\"Error parsing metadata: {e}\")\n", + " similar_metadata = {}\n", + "\n", + " combined_metadata = {**combined_metadata, **similar_metadata}\n", + "\n", + " # Create a consolidated memory\n", + " new_metadata = {\n", + " \"consolidated\": True,\n", + " \"source_count\": len(similar_memories) + 1,\n", + " **combined_metadata,\n", + " }\n", + " consolidated_memory = {\n", + " \"content\": summarize_memories(combined_content, memory_type),\n", + " \"memory_type\": memory_type.value,\n", + " \"metadata\": json.dumps(new_metadata),\n", + " \"user_id\": user_id,\n", + " }\n", + "\n", + " # Delete the old memories\n", + " delete_memory(memory[\"id\"])\n", + " for similar in similar_memories:\n", + " delete_memory(similar[\"id\"])\n", + "\n", + " # Store the new consolidated memory\n", + " store_memory(\n", + " content=consolidated_memory[\"content\"],\n", + " memory_type=memory_type,\n", + " user_id=user_id,\n", + " metadata=consolidated_memory[\"metadata\"],\n", + " )\n", + "\n", + " logger.info(\n", + " f\"Consolidated {len(similar_memories) + 1} memories into one\"\n", + " )\n", + "\n", + " except Exception as e:\n", + " raise e\n", + " # logger.error(f\"Error during memory consolidation: {e}\")\n", + "\n", + "\n", + "def delete_memory(memory_id: str):\n", + " \"\"\"Delete a memory from Redis\"\"\"\n", + " try:\n", + " result = memory_index.drop_keys([memory_id])\n", + " except Exception as e:\n", + " logger.error(f\"Deleting memory {memory_id} failed: {e}\")\n", + " if result == 0:\n", + " logger.debug(f\"Deleting memory {memory_id} failed: memory not found\")\n", + " else:\n", + " logger.info(f\"Deleted memory {memory_id}\")\n", + "\n", + "\n", + "def summarize_memories(combined_content: str, memory_type: MemoryType) -> str:\n", + " \"\"\"Use the LLM to create a concise summary of similar memories\"\"\"\n", + " try:\n", + " system_prompt = f\"\"\"\n", + " You are a memory consolidation assistant. Your task is to create a single, \n", + " concise memory from these similar memory fragments. This is a {memory_type.value} memory.\n", + " \n", + " Combine the information without repetition while preserving all important details.\n", + " \"\"\"\n", + "\n", + " messages = [\n", + " SystemMessage(content=system_prompt),\n", + " HumanMessage(\n", + " content=f\"Please consolidate these similar memories into one:\\n\\n{combined_content}\"\n", + " ),\n", + " ]\n", + "\n", + " response = summarizer.invoke(messages)\n", + " return str(response.content)\n", + " except Exception as e:\n", + " logger.error(f\"Error summarizing memories: {e}\")\n", + " # Fall back to just using the combined content\n", + " return combined_content\n", + "\n", + "\n", + "workflow = StateGraph(RuntimeState)\n", + "\n", + "workflow.add_node(\"retrieve_memories\", retrieve_relevant_memories)\n", + "workflow.add_node(\"respond\", respond_to_user)\n", + "\n", + "workflow.add_edge(START, \"retrieve_memories\")\n", + "workflow.add_edge(\"retrieve_memories\", \"respond\")\n", + "workflow.add_edge(\"respond\", END)\n", + "\n", + "# Compile the graph\n", + "graph = workflow.compile(checkpointer=redis_saver)\n", + "\n", + "\n", + "def memory_consolidation_worker(user_id: str):\n", + " \"\"\"Worker that periodically consolidates memories\"\"\"\n", + " while True:\n", + " try:\n", + " consolidate_memories(user_id)\n", + " # Run every 10 minutes\n", + " time.sleep(10 * 60)\n", + " except Exception as e:\n", + " logger.exception(f\"Error in memory consolidation worker: {e}\")\n", + " # If there's an error, wait an hour and try again\n", + " time.sleep(60 * 60)\n", + "\n", + "\n", + "def main():\n", + " \"\"\"Main interaction loop for the travel agent\"\"\"\n", + " print(\"Welcome to the Travel Assistant! (Type 'exit' to quit)\")\n", + " user_id = \"demo_user\"\n", + "\n", + " config = RunnableConfig(\n", + " configurable={\"thread_id\": \"book_flight\", \"user_id\": user_id}\n", + " )\n", + " state = RuntimeState(messages=[])\n", + "\n", + " # Create a queue for memory processing\n", + " memory_queue = Queue()\n", + "\n", + " # Start a worker thread that will process memory extraction tasks\n", + " memory_thread = threading.Thread(\n", + " target=memory_worker, args=(memory_queue, user_id), daemon=True\n", + " )\n", + " memory_thread.start()\n", + "\n", + " # Start the memory consolidation thread\n", + " consolidation_thread = threading.Thread(\n", + " target=memory_consolidation_worker, args=(user_id,), daemon=True\n", + " )\n", + " consolidation_thread.start()\n", + "\n", + " # Pre-seed some knowledge\n", + " store_memory(\n", + " content=\"\"\"\n", + " Popular tourist destinations include Paris, Tokyo, New York, and Rome\n", + " \"\"\",\n", + " memory_type=MemoryType.SEMANTIC,\n", + " user_id=user_id,\n", + " metadata='{\"category\": \"destinations\"}',\n", + " )\n", + "\n", + " store_memory(\n", + " content=\"\"\"\n", + " When booking flights, always check for layover duration - at least 1\n", + " hour for domestic and 2 hours for international flights is recommended\n", + " \"\"\",\n", + " memory_type=MemoryType.PROCEDURAL,\n", + " user_id=user_id,\n", + " metadata='{\"category\": \"booking_tips\"}',\n", + " )\n", + "\n", + " while True:\n", + " user_input = input(\"\\nYou: \")\n", + "\n", + " if not user_input:\n", + " continue\n", + "\n", + " if user_input.lower() in [\"exit\", \"quit\"]:\n", + " print(\"Thank you for using the Travel Assistant. Goodbye!\")\n", + " break\n", + "\n", + " state[\"messages\"].append(HumanMessage(content=user_input))\n", + "\n", + " try:\n", + " # Process the user input through the graph\n", + " final_state = None\n", + " print(f\"Incoming state: {len(state['messages'])}\")\n", + " for result in graph.stream(state, config=config, stream_mode=\"values\"):\n", + " final_state = RuntimeState(**result)\n", + "\n", + " # Use the final state to get and print the assistant's response once\n", + " if final_state and final_state[\"messages\"]:\n", + " logger.debug(f\"Len of messages: {len(final_state['messages'])}\")\n", + " logger.debug(f\"Final messages: {len(final_state['messages'])}\")\n", + "\n", + " assistant_message = final_state[\"messages\"][-1]\n", + " if isinstance(assistant_message, AIMessage):\n", + " print(f\"\\nA: {assistant_message.content}\")\n", + "\n", + " summarized_state = summarize_conversation(final_state, config)\n", + " if summarized_state:\n", + " logger.debug(\n", + " f\"Using new summarized state: {len(summarized_state['messages'])}\"\n", + " )\n", + " final_state = summarized_state\n", + " graph.update_state(\n", + " config, values=final_state, as_node=\"retrieve_memories\"\n", + " )\n", + "\n", + " state = final_state\n", + "\n", + " # Add the current state to the memory processing queue\n", + " memory_queue.put((state.copy(), config))\n", + "\n", + " except Exception as e:\n", + " logger.exception(f\"Error processing request: {e}\")\n", + " print(\n", + " \"\\nAssistant: I'm sorry, I encountered an error processing your request.\"\n", + " )\n", + "\n", + "\n", + "if __name__ == \"__main__\":\n", + " main()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "env", + "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": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/python-recipes/agents/util.py b/python-recipes/agents/util.py new file mode 100644 index 00000000..fe939752 --- /dev/null +++ b/python-recipes/agents/util.py @@ -0,0 +1,52 @@ +import logging +import logging.config +import os + +from dotenv import load_dotenv + +load_dotenv() + +LOG_LEVEL = os.getenv("DND_AGENT_LOG_LEVEL", logging.WARN) + +logging.config.dictConfig( + { + "version": 1, + "disable_existing_loggers": True, + "formatters": { + "standard": { + "format": "%(asctime)s - %(name)s - %(levelname)s - %(message)s" + } + }, + "handlers": { + "console": { + "level": LOG_LEVEL, + "class": "logging.StreamHandler", + "formatter": "standard", + } + }, + "root": {"handlers": ["console"], "level": LOG_LEVEL}, + "loggers": { + "langgraph": { + "handlers": ["console"], + "level": LOG_LEVEL, + "propagate": True, + }, + "langchain": { + "handlers": ["console"], + "level": LOG_LEVEL, + "propagate": True, + }, + "httpcore": { + "handlers": ["console"], + "level": "WARNING", + "propagate": False, + }, + }, + } +) + + +def get_logger(name): + logger = logging.getLogger(name) + logger.setLevel(LOG_LEVEL) + return logger From 49687c3d194781aa59fdeba0ee3a23cce4699e2f Mon Sep 17 00:00:00 2001 From: Andrew Brookins Date: Wed, 19 Mar 2025 17:12:06 -0700 Subject: [PATCH 2/9] Checkpoint on cleanup --- python-recipes/agents/03_memory_agent.ipynb | 1061 ++++++++----------- 1 file changed, 426 insertions(+), 635 deletions(-) diff --git a/python-recipes/agents/03_memory_agent.ipynb b/python-recipes/agents/03_memory_agent.ipynb index 0cbfd686..1e1149b9 100644 --- a/python-recipes/agents/03_memory_agent.ipynb +++ b/python-recipes/agents/03_memory_agent.ipynb @@ -1,25 +1,19 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Redis](https://redis.io/wp-content/uploads/2024/04/Logotype.svg?auto=webp&quality=85,75&width=120)\n", "\n", - "# Memory Agent Example\n", - "The following example shows how to build an agent that uses multiple forms of memory:\n", - " 1. Short-term memory (messages in the current conversation)\n", - " 2. Long-term memory\n", - " 1. Semantic: General knowledge\n", - " 2. Episodic: User specific experiences\n", - " 3. Procedural: How to do things\n", + "# Agent Memory Using Redis and LangGraph\n", + "This notebook demonstrates how to manage short-term and long-term agent memory using Redis and LangGraph. We'll explore:\n", + "\n", + "1. Short-term memory management using LangGraph's checkpointer\n", + "2. Long-term memory storage and retrieval using RedisVL\n", + "3. Manually storing and retrieving long-term memory vs. exposing tool access (AKA function-calling)\n", + "4. Managing conversation history size with summarization\n", + "5. Memory consolidation and decay\n", "\n", "## Let's Begin!\n", "\"Open" @@ -36,16 +30,21 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "5075.53s - pydevd: Sending message related to process being replaced timed-out after 5 seconds\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[31mERROR: Cannot install langgraph-checkpoint and langgraph-checkpoint-redis==0.0.1 because these package versions have conflicting dependencies.\u001b[0m\u001b[31m\n", - "\u001b[0m\u001b[31mERROR: ResolutionImpossible: for help visit https://pip.pypa.io/en/latest/topics/dependency-resolution/#dealing-with-dependency-conflicts\u001b[0m\u001b[31m\n", - "\u001b[0m\n", + "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", "Note: you may need to restart the kernel to use updated packages.\n" @@ -53,8 +52,7 @@ } ], "source": [ - "%pip install -q langchain-openai langgraph-checkpoint langgraph-checkpoint-redis \"langchain-community>=0.2.11\" tavily-python langchain-redis\n", - "\n" + "%pip install -q langchain-openai langgraph-checkpoint langgraph-checkpoint-redis \"langchain-community>=0.2.11\" tavily-python langchain-redis pydantic ulid" ] }, { @@ -68,14 +66,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# NBVAL_SKIP\n", - "import os\n", "import getpass\n", - "\n", + "import os\n", "\n", "\n", "def _set_env(key: str):\n", @@ -91,9 +88,23 @@ "metadata": {}, "source": [ "## Run redis\n", - "TODO\n", "\n", - "NOTE: The existing magic shell commands don't work when run locally for me." + "### For colab" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# NBVAL_SKIP\n", + "%%sh\n", + "curl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\n", + "echo \"deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb $(lsb_release -cs) main\" | sudo tee /etc/apt/sources.list.d/redis.list\n", + "sudo apt-get update > /dev/null 2>&1\n", + "sudo apt-get install redis-stack-server > /dev/null 2>&1\n", + "redis-stack-server --daemonize ye" ] }, { @@ -112,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -121,135 +132,167 @@ "True" ] }, - "execution_count": 7, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "import os\n", "from redis import Redis\n", "\n", "# Use the environment variable if set, otherwise default to localhost\n", "REDIS_URL = os.getenv(\"REDIS_URL\", \"redis://localhost:6379\")\n", "\n", - "client = Redis.from_url(REDIS_URL)\n", - "client.ping()" + "redis_client = Redis.from_url(REDIS_URL)\n", + "redis_client.ping()" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'langchain_redis'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[8], line 19\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mlanggraph\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mprebuilt\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mchat_agent_executor\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m create_react_agent\n\u001b[1;32m 18\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mlanggraph\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcheckpoint\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mredis\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m RedisSaver\n\u001b[0;32m---> 19\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mlangchain_redis\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m RedisCache\n\u001b[1;32m 21\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mredis\u001b[39;00m\n\u001b[1;32m 22\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mredisvl\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mindex\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m SearchIndex\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'langchain_redis'" - ] - } - ], "source": [ - "import os\n", - "from typing import List, Optional\n", - "from datetime import datetime\n", - "from enum import Enum\n", - "from langgraph.graph.message import MessagesState, RemoveMessage\n", - "from pydantic import BaseModel, Field\n", - "from queue import Queue\n", + "## Short-Term vs. Long-Term Memory\n", "\n", - "from langchain_core.messages import AIMessage, HumanMessage, SystemMessage\n", - "from langchain_core.runnables.config import RunnableConfig\n", - "from langchain_openai import ChatOpenAI, OpenAIEmbeddings\n", - "from langchain_community.tools.tavily_search import TavilySearchResults\n", - "from langchain.globals import set_llm_cache\n", + "The agent uses **short-term memory** and **long-term memory**. The implementations\n", + "of short-term and long-term memory differ, as does how agent uses them. Let's\n", + "dig into the details. We'll return to code soon!\n", "\n", + "### Short-Term Memory\n", "\n", - "from langgraph.graph import END, START, StateGraph\n", - "from langgraph.prebuilt.chat_agent_executor import create_react_agent\n", - "from langgraph.checkpoint.redis import RedisSaver\n", - "from langchain_redis import RedisCache\n", + "For short-term memory, the agent keeps track of conversation history with Redis.\n", + "Because this is a LangGraph agent, we use the `RedisSaver` class to achieve\n", + "this. `RedisSaver` is what LangGraph refers to as a _checkpointer_. You can read\n", + "more about checkpointers in the [LangGraph\n", + "documentation](https://langchain-ai.github.io/langgraph/concepts/persistence/).\n", "\n", - "import redis\n", - "from redisvl.index import SearchIndex\n", - "from redisvl.query import VectorRangeQuery\n", - "from redisvl.query.filter import Tag\n", - "from redisvl.schema.schema import IndexSchema\n", - "from redisvl.query import FilterQuery\n", + "If Redis persistence is on, then Redis will persist short-term memory to\n", + "disk. This means if you quit the agent and return with the same thread ID and\n", + "user ID, you'll resume the same conversation.\n", "\n", + "Conversation histories can grow long and pollute an LLM's context window. To manage\n", + "this, after every \"turn\" of a conversation, the agent summarizes messages when the\n", + "conversation grows past a configurable threshold. Checkpointers do not do this by\n", + "default, so we've created a node in the graph for summarization.\n", "\n", - "from util import get_logger\n", - "from dotenv import load_dotenv\n", - "import threading\n", - "import json\n", - "import time\n", - "import ulid\n", + "**NOTE**: We'll see example code for the summarization node later in this notebook.\n", "\n", - "load_dotenv()\n", + "### Long-Term Memory\n", "\n", - "logger = get_logger(__name__)\n", + "Aside from conversation history, the agent stores long-term memories in a search\n", + "index in Redis, using [RedisVL](https://docs.redisvl.com/en/latest/).\n", "\n", + "The agent tracks two types of long-term memories:\n", "\n", - "# Memory types\n", - "class MemoryType(str, Enum):\n", - " EPISODIC = \"episodic\" # User specific experiences\n", - " PROCEDURAL = \"procedural\" # How to do things\n", - " SEMANTIC = \"semantic\" # General knowledge\n", + "- **Episodic**: User-specific experiences and preferences\n", + "- **Semantic**: General knowledge about travel destinations and requirements\n", "\n", + "**NOTE** If you're familiar with the [CoALA\n", + "paper](https://arxiv.org/abs/2309.02427), the terms \"episodic\" and \"semantic\"\n", + "here map to the same concepts in the paper. CoALA discusses a third type of\n", + "memory, _procedural_. In our example, we consider logic encoded in Python in the\n", + "agent codebase to be its procedural memory.\n", "\n", - "# Redis Configuration\n", - "REDIS_HOST = os.getenv(\"REDIS_HOST\", \"localhost\")\n", - "REDIS_PORT = int(os.getenv(\"REDIS_PORT\", 6379))\n", - "REDIS_PASSWORD = os.getenv(\"REDIS_PASSWORD\", \"\")\n", - "VECTOR_DIM = 1536 # ada-002 has 1536 dimensions\n", + "### Representing Long-Term Memory in Python\n", + "We use a couple of Pydantic models to represent long-term memories, both before\n", + "and after they're stored in Redis:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "from enum import Enum\n", + "from typing import Dict, List, Optional\n", "\n", - "MESSAGE_SUMMARIZATION_THRESHOLD = 12\n", + "from pydantic import BaseModel, Field\n", + "import ulid\n", "\n", - "# Models and Tools\n", - "llm = ChatOpenAI(model=\"gpt-4o\", temperature=0.7)\n", - "summarizer = ChatOpenAI(model=\"gpt-4o\", temperature=0.3)\n", - "web_search_tool = TavilySearchResults(max_results=2)\n", - "openai_embed = OpenAIEmbeddings(model=\"text-embedding-ada-002\")\n", "\n", + "class MemoryType(str, Enum):\n", + " \"\"\"\n", + " The type of a long-term memory.\n", "\n", - "class RuntimeState(MessagesState):\n", - " \"\"\"Agent state (just messages for now)\"\"\"\n", + " EPISODIC: User specific experiences and preferences\n", "\n", - " pass\n", + " SEMANTIC: General knowledge on top of the user's preferences and LLM's\n", + " training data.\n", + " \"\"\"\n", + "\n", + " EPISODIC = \"episodic\"\n", + " SEMANTIC = \"semantic\"\n", "\n", "\n", "class Memory(BaseModel):\n", + " \"\"\"Represents a single long-term memory.\"\"\"\n", + "\n", " content: str\n", - " type: MemoryType\n", + " memory_type: MemoryType\n", " metadata: str\n", + " \n", + " \n", + "class Memories(BaseModel):\n", + " \"\"\"\n", + " A list of memories extracted from a conversation by an LLM.\n", "\n", + " NOTE: OpenAI's structured output requires us to wrap the list in an object.\n", + " \"\"\"\n", "\n", - "class Memories(BaseModel):\n", " memories: List[Memory]\n", "\n", "\n", "class StoredMemory(Memory):\n", + " \"\"\"A stored long-term memory\"\"\"\n", + "\n", " id: str # The redis key\n", " memory_id: ulid.ULID = Field(default_factory=lambda: ulid.ULID())\n", " created_at: datetime = Field(default_factory=datetime.now)\n", - " user_id: str\n", - "\n", + " user_id: Optional[str] = None\n", + " thread_id: Optional[str] = None\n", + " memory_type: Optional[MemoryType] = None" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll return to these models soon, to see them in action!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Short-Term Memory Storage and Retrieval\n", "\n", - "class StoredMemories(BaseModel):\n", - " memories: List[StoredMemory]\n", + "The `RedisSaver` class handles the basics of short-term memory storage for us,\n", + "so we don't need to do anything here." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Long-Term Memory Storage and Retrieval\n", "\n", + "We use RedisVL to store and retrieve long-term memories with vector embeddings.\n", + "This allows for semantic search of past experiences and knowledge.\n", "\n", - "# Initialize Redis connection\n", - "redis_client = redis.Redis(\n", - " host=REDIS_HOST, port=REDIS_PORT, password=REDIS_PASSWORD, decode_responses=True\n", - ")\n", + "Let's set up a new search index to store and query memories:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from redisvl.index import SearchIndex\n", + "from redisvl.schema.schema import IndexSchema\n", "\n", - "# Define schema for memory index\n", + "# Define schema for long-term memory index\n", "memory_schema = IndexSchema(\n", " **{\n", " \"index\": {\n", @@ -270,7 +313,7 @@ " \"type\": \"vector\",\n", " \"attrs\": {\n", " \"algorithm\": \"flat\",\n", - " \"dims\": VECTOR_DIM,\n", + " \"dims\": 1536, # OpenAI embedding dimension\n", " \"distance_metric\": \"cosine\",\n", " \"datatype\": \"float32\",\n", " },\n", @@ -281,175 +324,209 @@ "\n", "# Create search index\n", "try:\n", - " memory_index = SearchIndex(\n", + " long_term_memory_index = SearchIndex(\n", " schema=memory_schema, redis_client=redis_client, overwrite=True\n", " )\n", - " memory_index.create()\n", - " logger.info(\"Memory index ready\")\n", + " long_term_memory_index.create()\n", + " print(\"Long-term memory index ready\")\n", "except Exception as e:\n", - " logger.error(f\"Error creating index: {e}\")\n", - " raise e\n", + " print(f\"Error creating index: {e}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Storage and Retrieval Functions\n", "\n", + "Now that we have a search index in Redis, we can write functions to store and\n", + "retrieve memories. We can use RedisVL to write these.\n", "\n", - "cache = RedisCache(\n", - " redis_client=redis_client,\n", - ")\n", - "set_llm_cache(cache)\n", - "\n", - "# Create a checkpoint saver for LangGraph short-term memory\n", - "redis_saver = RedisSaver(redis_client=redis_client)\n", - "redis_saver.setup()\n", - "\n", - "# Create agents with specific roles\n", - "travel_agent = create_react_agent(\n", - " model=llm,\n", - " tools=[web_search_tool],\n", - " checkpointer=redis_saver,\n", - " prompt=SystemMessage(\n", - " content=\"\"\"\n", - " You are a travel assistant helping users plan their trips. You remember user preferences\n", - " and provide personalized recommendations based on past interactions.\n", - " \n", - " You have access to the following types of memory:\n", - " 1. Short-term memory: The current conversation thread\n", - " 2. Long-term memory: \n", - " - Episodic: User preferences and past trip experiences\n", - " - Procedural: How to book flights, hotels, etc.\n", - " - Semantic: General knowledge about travel destinations\n", - " \n", - " Always be helpful, personal, and context-aware in your responses.\n", - " \"\"\"\n", - " ),\n", - ")\n", + "First, we'll write a utility function to check if a memory similar to a given\n", + "memory already exists in the index. Later, we can use this to avoid storing\n", + "duplicate memories.\n", "\n", - "# TODO: Could be a function instead\n", - "memory_manager = create_react_agent(\n", - " model=llm,\n", - " tools=[],\n", - " checkpointer=redis_saver,\n", - " response_format=Memories,\n", - " prompt=SystemMessage(\n", - " content=\"\"\"\n", - " You are a memory management assistant that helps extract important information from \n", - " conversations. Your job is to identify what information should be stored in long-term \n", - " memory from the conversation history.\n", - " \n", - " For each piece of information, determine:\n", - " 1. Whether it should be stored as episodic, procedural, or semantic memory\n", - " 2. What metadata should be attached to it\n", - " \n", - " Reply with a JSON-formatted list of memories to store. Example:\n", - " ```\n", - " [\n", - " {\n", - " \"content\": \"User prefers window seats on flights\",\n", - " \"type\": \"episodic\",\n", - " \"metadata\": {\"category\": \"flight_preference\", \"importance\": \"high\"}\n", - " },\n", - " {\n", - " \"content\": \"Steps to book a flight with layover preferences\",\n", - " \"type\": \"procedural\",\n", - " \"metadata\": {\"category\": \"booking_process\"}\n", - " }\n", - " ]\n", - " ```\n", - " \n", - " Only extract information that would be useful in future conversations.\n", - " \"\"\"\n", - " ),\n", - ")\n", + "#### Checking for Similar Memories" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import logging\n", + "\n", + "from langchain_openai import OpenAIEmbeddings\n", + "from redisvl.query import VectorRangeQuery\n", + "from redisvl.query.filter import Tag\n", + "\n", + "logger = logging.getLogger(__name__)\n", + "\n", + "# If we have any memories that aren't associated with a user, we'll use this ID.\n", + "SYSTEM_USER_ID = \"system\"\n", + "\n", + "openai_embed = OpenAIEmbeddings(model=\"text-embedding-ada-002\")\n", "\n", "\n", "def similar_memory_exists(\n", " content: str,\n", " memory_type: MemoryType,\n", - " user_id: str,\n", - " similarity_threshold: float = 0.2,\n", + " user_id: str = SYSTEM_USER_ID,\n", + " thread_id: Optional[str] = None,\n", + " distance_threshold: float = 0.1,\n", ") -> bool:\n", - " \"\"\"Check if a similar memory already exists in the database\"\"\"\n", - " # Create embedding for the new content\n", + " \"\"\"Check if a similar long-term memory already exists in Redis.\"\"\"\n", " query_embedding = openai_embed.embed_query(content)\n", - "\n", - " of_type_for_user = (Tag(\"user_id\") == user_id) & (Tag(\"memory_type\") == memory_type)\n", + " filters = (Tag(\"user_id\") == user_id) & (Tag(\"memory_type\") == memory_type)\n", + " if thread_id:\n", + " filters = filters & (Tag(\"thread_id\") == thread_id)\n", "\n", " # Search for similar memories\n", " vector_query = VectorRangeQuery(\n", " vector=query_embedding,\n", " num_results=1,\n", " vector_field_name=\"embedding\",\n", - " filter_expression=of_type_for_user,\n", - " distance_threshold=similarity_threshold,\n", - " return_fields=[\"content\"],\n", + " filter_expression=filters,\n", + " distance_threshold=distance_threshold,\n", + " return_fields=[\"id\"],\n", " )\n", - " results = memory_index.query(vector_query)\n", + " results = long_term_memory_index.query(vector_query)\n", " logger.debug(f\"Similar memory search results: {results}\")\n", "\n", " if results:\n", - " logger.debug(f\"Similar memory found: {results[0]['id']}\")\n", - " logger.info(f\"Similar memory found, skipping storage: {content}\")\n", + " logger.debug(\n", + " f\"{len(results)} similar {'memory' if results.count == 1 else 'memories'} found. First: \"\n", + " f\"{results[0]['id']}. Skipping storage.\"\n", + " )\n", " return True\n", "\n", - " return False\n", + " return False\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Storing and Retrieving Long-Term Memories" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll use the `similar_memory_exists()` function when we store memories:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "from datetime import datetime\n", + "from typing import List, Optional, Union\n", + "\n", + "import ulid\n", "\n", "\n", "def store_memory(\n", " content: str,\n", " memory_type: MemoryType,\n", - " user_id: str,\n", + " user_id: str = SYSTEM_USER_ID,\n", + " thread_id: Optional[str] = None,\n", " metadata: Optional[str] = None,\n", "):\n", - " \"\"\"Store a memory in Redis, avoiding duplicates\"\"\"\n", + " \"\"\"Store a long-term memory in Redis, avoiding duplicates.\"\"\"\n", " if metadata is None:\n", " metadata = \"{}\"\n", "\n", " logger.info(f\"Preparing to store memory: {content}\")\n", "\n", - " if similar_memory_exists(content, memory_type, user_id):\n", + " if similar_memory_exists(content, memory_type, user_id, thread_id):\n", " logger.info(\"Similar memory found, skipping storage\")\n", " return\n", "\n", " embedding = openai_embed.embed_query(content)\n", "\n", " memory_data = {\n", - " \"user_id\": user_id,\n", + " \"user_id\": user_id or SYSTEM_USER_ID,\n", " \"content\": content,\n", " \"memory_type\": memory_type.value,\n", " \"metadata\": metadata,\n", " \"created_at\": datetime.now().isoformat(),\n", " \"embedding\": embedding,\n", " \"memory_id\": str(ulid.ULID()),\n", + " \"thread_id\": thread_id,\n", " }\n", "\n", - " # Store in Redis\n", " try:\n", - " memory_index.load([memory_data])\n", + " long_term_memory_index.load([memory_data])\n", " except Exception as e:\n", " logger.error(f\"Error storing memory: {e}\")\n", " return\n", "\n", " logger.info(f\"Stored {memory_type} memory: {content}\")\n", - "\n", - "\n", + " \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And now that we're storing memories, we can retrieve them:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "def retrieve_memories(\n", - " query: str, memory_type: Optional[MemoryType] = None, limit: int = 5\n", - ") -> StoredMemories:\n", + " query: str,\n", + " memory_type: Union[Optional[MemoryType], List[MemoryType]] = None,\n", + " user_id: str = SYSTEM_USER_ID,\n", + " thread_id: Optional[str] = None,\n", + " distance_threshold: float = 0.1,\n", + " limit: int = 5,\n", + ") -> List[StoredMemory]:\n", " \"\"\"Retrieve relevant memories from Redis\"\"\"\n", " # Create vector query\n", " logger.debug(f\"Retrieving memories for query: {query}\")\n", " vector_query = VectorRangeQuery(\n", " vector=openai_embed.embed_query(query),\n", - " return_fields=[\"content\", \"memory_type\", \"metadata\", \"created_at\"],\n", + " return_fields=[\n", + " \"content\",\n", + " \"memory_type\",\n", + " \"metadata\",\n", + " \"created_at\",\n", + " \"memory_id\",\n", + " \"thread_id\",\n", + " \"user_id\",\n", + " ],\n", " num_results=limit,\n", " vector_field_name=\"embedding\",\n", - " distance_threshold=0.2,\n", + " dialect=2,\n", + " distance_threshold=distance_threshold,\n", " )\n", "\n", - " # Add filter for memory type if specified\n", + " base_filters = [f\"@user_id:{{{user_id or SYSTEM_USER_ID}}}\"]\n", + "\n", " if memory_type:\n", - " vector_query.set_filter(f\"@memory_type:{{{memory_type}}}\")\n", + " if isinstance(memory_type, list):\n", + " base_filters.append(f\"@memory_type:{{{'|'.join(memory_type)}}}\")\n", + " else:\n", + " base_filters.append(f\"@memory_type:{{{memory_type.value}}}\")\n", + "\n", + " if thread_id:\n", + " base_filters.append(f\"@thread_id:{{{thread_id}}}\")\n", + "\n", + " vector_query.set_filter(\" \".join(base_filters))\n", "\n", " # Execute search\n", - " results = memory_index.query(vector_query)\n", + " results = long_term_memory_index.query(vector_query)\n", "\n", " # Parse results\n", " memories = []\n", @@ -459,8 +536,9 @@ " id=doc[\"id\"],\n", " memory_id=doc[\"memory_id\"],\n", " user_id=doc[\"user_id\"],\n", + " thread_id=doc.get(\"thread_id\", None),\n", + " memory_type=MemoryType(doc[\"memory_type\"]),\n", " content=doc[\"content\"],\n", - " type=MemoryType(doc[\"memory_type\"]),\n", " created_at=doc[\"created_at\"],\n", " metadata=doc[\"metadata\"],\n", " )\n", @@ -468,7 +546,67 @@ " except Exception as e:\n", " logger.error(f\"Error parsing memory: {e}\")\n", " continue\n", - " return StoredMemories(memories=memories)\n", + " return memories" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Managing Long-Term Memory Manually vs. Calling Tools\n", + "\n", + "While making LLM queries, agents can store and retrieve relevant long-term\n", + "memories in one of two ways (and more, but these are the two we'll discuss):\n", + "\n", + "1. Expose memory retrieval and storage as \"tools\" that the LLM can decide to call contextually.\n", + "2. Manually augment prompts with relevant memories, and manually extract and store relevant memories.\n", + "\n", + "These approaches both have tradeoffs.\n", + "\n", + "**Tool-calling** leaves the decision to store a memory or find relevant memories\n", + "up to the LLM. This can add latency to requests. It will generally result in\n", + "fewer calls to Redis but will also sometimes miss out on retrieving potentially\n", + "relevant context and/or extracting relevant memories from a conversation.\n", + "\n", + "**Manual memory management** will result in more calls to Redis but will produce\n", + "fewer round-trip LLM requests, reducing latency. Manually extracting memories\n", + "will generally extract more memories than tool calls, which will store more data\n", + "in Redis and should result in more context added to LLM requests. More context\n", + "means more contextual awareness but also higher token spend.\n", + "\n", + "You can test both approaches with this agent by changing the `memory_strategy`\n", + "variable.\n", + "\n", + "## Managing Memory Manually\n", + "With the manual memory management strategy, we're going to extract memories after\n", + "every interaction between the user and the agent. We're then going to retrieve\n", + "those memories during future interactions before we send the query.\n", + "\n", + "### Extracting Memories\n", + "We'll call this `extract_memories` function manually after each interaction:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_core.messages import HumanMessage\n", + "from langchain_core.runnables.config import RunnableConfig\n", + "from langchain_openai import ChatOpenAI\n", + "from langgraph.graph.message import MessagesState\n", + "\n", + "\n", + "class RuntimeState(MessagesState):\n", + " \"\"\"Agent state (just messages for now)\"\"\"\n", + "\n", + " pass\n", + "\n", + "\n", + "memory_llm = ChatOpenAI(model=\"gpt-4o\", temperature=0.3).with_structured_output(\n", + " Memories\n", + ")\n", "\n", "\n", "def extract_memories(\n", @@ -477,7 +615,10 @@ " config: RunnableConfig,\n", ") -> Optional[str]:\n", " \"\"\"Extract and store memories in long-term memory\"\"\"\n", + " logger.debug(f\"Last message ID is: {last_processed_message_id}\")\n", + "\n", " if len(state[\"messages\"]) < 3: # Need at least a user message and agent response\n", + " logger.debug(\"Not enough messages to extract memories\")\n", " return last_processed_message_id\n", "\n", " user_id = config.get(\"configurable\", {}).get(\"user_id\", None)\n", @@ -495,6 +636,8 @@ " newest_message_id = msg.id\n", " break\n", "\n", + " logger.debug(f\"Newest message ID is: {newest_message_id}\")\n", + "\n", " # If we've already processed up to this message ID, skip\n", " if (\n", " last_processed_message_id\n", @@ -504,67 +647,115 @@ " logger.debug(f\"Already processed messages up to ID {newest_message_id}\")\n", " return last_processed_message_id\n", "\n", - " # Get the last few messages for context\n", - " recent_messages = messages[-5:] if len(messages) > 5 else messages\n", + " # Find the index of the message with last_processed_message_id\n", + " start_index = 0\n", + " if last_processed_message_id:\n", + " for i, msg in enumerate(messages):\n", + " if hasattr(msg, \"id\") and msg.id == last_processed_message_id:\n", + " start_index = i + 1 # Start processing from the next message\n", + " break\n", + "\n", + " # Check if there are messages to process\n", + " if start_index >= len(messages):\n", + " logger.debug(\"No new messages to process since last processed message\")\n", + " return newest_message_id\n", + "\n", + " # Get only the messages after the last processed message\n", + " messages_to_process = messages[start_index:]\n", + "\n", + " # If there are not enough messages to process, include some context\n", + " if len(messages_to_process) < 3 and start_index > 0:\n", + " # Include up to 3 messages before the start_index for context\n", + " context_start = max(0, start_index - 3)\n", + " messages_to_process = messages[context_start:]\n", "\n", " # Format messages for the memory agent\n", " message_history = \"\\n\".join(\n", " [\n", " f\"{'User' if isinstance(msg, HumanMessage) else 'Assistant'}: {msg.content}\"\n", - " for msg in recent_messages\n", + " for msg in messages_to_process\n", " ]\n", " )\n", "\n", - " # Ask memory agent to extract memories\n", " prompt = f\"\"\"\n", - " Please analyze this recent conversation and extract important information that \n", - " should be stored in long-term memory:\n", + " You are a long-memory manager. Your job is to analyze this message history\n", + " and extract information that might be useful in future conversations.\n", " \n", + " Extract two types of memories:\n", + " 1. EPISODIC: Personal experiences and preferences specific to this user\n", + " Example: \"User prefers window seats\" or \"User had a bad experience in Paris\"\n", + " \n", + " 2. SEMANTIC: General facts and knowledge about travel that could be useful\n", + " Example: \"The best time to visit Japan is during cherry blossom season in April\"\n", + " \n", + " For each memory, provide:\n", + " - Type: The memory type (EPISODIC/SEMANTIC)\n", + " - Content: The actual information to store\n", + " - Metadata: Relevant tags and context (as JSON)\n", + " \n", + " IMPORTANT RULES:\n", + " 1. Only extract information that would be genuinely useful for future interactions.\n", + " 2. Do not extract procedural knowledge - that is handled by the system's built-in tools and prompts.\n", + " 3. You are a large language model, not a human - do not extract facts that you already know.\n", + " \n", + " Message history:\n", " {message_history}\n", " \n", - " What information should be stored in long-term memory?\n", + " Extracted memories:\n", " \"\"\"\n", "\n", - " result = memory_manager.invoke(\n", - " {\"messages\": [HumanMessage(content=prompt)]}, config=config\n", - " )\n", - " memories_to_store: Memories = result[\"structured_response\"]\n", + " memories_to_store: Memories = memory_llm.invoke([HumanMessage(content=prompt)]) # type: ignore\n", "\n", " # Store each extracted memory\n", " for memory_data in memories_to_store.memories:\n", " store_memory(\n", " content=memory_data.content,\n", - " memory_type=memory_data.type,\n", + " memory_type=memory_data.memory_type,\n", " user_id=user_id,\n", " metadata=memory_data.metadata,\n", " )\n", "\n", " # Return data with the newest processed message ID\n", - " return newest_message_id\n", - "\n", - "\n", + " return newest_message_id\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On future interactions, we'll query for relevant memories and add them to\n", + "the prompt:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "def retrieve_relevant_memories(\n", " state: RuntimeState, config: RunnableConfig\n", ") -> RuntimeState:\n", - " \"\"\"Retrieve relevant memories based on the current conversation\"\"\"\n", + " \"\"\"Retrieve relevant memories based on the current conversation.\"\"\"\n", " if not state[\"messages\"]:\n", " logger.debug(\"No messages in state\")\n", " return state\n", "\n", - " logger.debug(f\"inbound retrieve_relevant_memories: {len(state['messages'])}\")\n", - "\n", " latest_message = state[\"messages\"][-1]\n", " if not isinstance(latest_message, HumanMessage):\n", " logger.debug(\"Latest message is not a HumanMessage: \", latest_message)\n", " return state\n", "\n", + " user_id = config.get(\"configurable\", {}).get(\"user_id\", SYSTEM_USER_ID)\n", + "\n", " query = str(latest_message.content)\n", - " episodic = retrieve_memories(query=query, memory_type=MemoryType.EPISODIC, limit=3)\n", - " procedural = retrieve_memories(\n", - " query=query, memory_type=MemoryType.PROCEDURAL, limit=2\n", + " relevant_memories = retrieve_memories(\n", + " query=query,\n", + " memory_type=[MemoryType.EPISODIC, MemoryType.SEMANTIC],\n", + " limit=5,\n", + " user_id=user_id,\n", + " distance_threshold=0.3,\n", " )\n", - " semantic = retrieve_memories(query=query, memory_type=MemoryType.SEMANTIC, limit=2)\n", - " relevant_memories = episodic.memories + procedural.memories + semantic.memories\n", "\n", " logger.debug(f\"All relevant memories: {relevant_memories}\")\n", "\n", @@ -574,12 +765,13 @@ " # Group by memory type\n", " memory_types = {\n", " MemoryType.EPISODIC: \"User Preferences & History\",\n", - " MemoryType.PROCEDURAL: \"Booking Procedures\",\n", - " MemoryType.SEMANTIC: \"Destination Knowledge\",\n", + " MemoryType.SEMANTIC: \"Travel Knowledge\",\n", " }\n", "\n", " for mem_type, type_label in memory_types.items():\n", - " memories_of_type = [m for m in relevant_memories if m.type == mem_type]\n", + " memories_of_type = [\n", + " m for m in relevant_memories if m.memory_type == mem_type\n", + " ]\n", " if memories_of_type:\n", " memory_context += f\"\\n**{type_label}**:\\n\"\n", " for mem in memories_of_type:\n", @@ -590,408 +782,7 @@ "\n", " logger.debug(f\"Augmented message: {augmented_message.content}\")\n", "\n", - " logger.debug(f\"outbound retrieve_relevant_memories: {len(state['messages'])}\")\n", - "\n", - " return state.copy()\n", - "\n", - "\n", - "def summarize_conversation(\n", - " state: RuntimeState, config: RunnableConfig\n", - ") -> Optional[RuntimeState]:\n", - " \"\"\"\n", - " Summarize a list of messages into a concise summary\n", - " to reduce context length while preserving important information.\n", - " \"\"\"\n", - " messages = state[\"messages\"]\n", - " current_message_count = len(messages)\n", - " if current_message_count <= MESSAGE_SUMMARIZATION_THRESHOLD:\n", - " logger.debug(f\"Not summarizing conversation: {current_message_count}\")\n", - " return None\n", - "\n", - " # Summarize all but the latest message\n", - " messages_to_summarize = state[\"messages\"][:-1]\n", - "\n", - " # Create a system prompt for the summarizer\n", - " system_prompt = \"\"\"\n", - " You are a conversation summarizer. Your task is to create a concise summary \n", - " of the previous conversation between a user and a travel assistant.\n", - " \n", - " The summary should:\n", - " 1. Highlight key topics, preferences, and decisions\n", - " 2. Include any specific trip details (destinations, dates, preferences)\n", - " 3. Note any outstanding questions or topics that need follow-up\n", - " 4. Be concise but informative\n", - " \n", - " Format your summary as a brief narrative paragraph.\n", - " \"\"\"\n", - "\n", - " # Invoke the summarizer\n", - " summary_messages = [\n", - " SystemMessage(content=system_prompt),\n", - " HumanMessage(\n", - " content=f\"Please summarize this conversation:\\n\\n{messages_to_summarize}\"\n", - " ),\n", - " ]\n", - "\n", - " summary_response = summarizer.invoke(summary_messages, config=config)\n", - "\n", - " logger.info(f\"Summarized {len(messages)} messages into a conversation summary\")\n", - "\n", - " summary_message = SystemMessage(\n", - " content=f\"\"\"\n", - " Summary of the conversation so far:\n", - " \n", - " {summary_response.content}\n", - " \n", - " Please continue the conversation based on this summary and the recent messages.\n", - " \"\"\"\n", - " )\n", - " remove_messages = [\n", - " RemoveMessage(id=msg.id) for msg in messages_to_summarize if msg.id is not None\n", - " ]\n", - "\n", - " state[\"messages\"] = [ # type: ignore\n", - " *remove_messages,\n", - " summary_message,\n", - " state[\"messages\"][-1],\n", - " ]\n", - "\n", - " return state.copy()\n", - "\n", - "\n", - "def respond_to_user(state: RuntimeState, config: RunnableConfig) -> RuntimeState:\n", - " \"\"\"Generate a response to the user based on the conversation and memories\"\"\"\n", - " if not state[\"messages\"]:\n", - " return state\n", - "\n", - " # Invoke the travel agent with the context messages\n", - " result = travel_agent.invoke({\"messages\": state[\"messages\"]}, config=config)\n", - " result_messages = result.get(\"messages\", [])\n", - "\n", - " if result_messages and any(isinstance(m, AIMessage) for m in result_messages):\n", - " # Find the last AI message in the result\n", - " ai_messages = [m for m in result_messages if isinstance(m, AIMessage)]\n", - " if ai_messages:\n", - " agent_response = ai_messages[-1] # Get the last AI message\n", - " state[\"messages\"].append(agent_response)\n", - " else:\n", - " logger.error(\"No AIMessage found in result messages\")\n", - " agent_response = AIMessage(\n", - " content=\"I'm sorry, I couldn't understand your request.\"\n", - " )\n", - " else:\n", - " logger.error(\"No valid assistant response found in result\")\n", - " agent_response = AIMessage(\n", - " content=\"I'm sorry, I couldn't process your request properly.\"\n", - " )\n", - "\n", - " state[\"messages\"].append(agent_response)\n", - "\n", - " logger.debug(f\"respond_to_user: Returning {len(state['messages'])} messages\")\n", - "\n", - " return state.copy()\n", - "\n", - "\n", - "def memory_worker(memory_queue: Queue, user_id: str):\n", - " \"\"\"Worker function that processes memory extraction requests from a queue\"\"\"\n", - " key = f\"memory_worker:{user_id}:last_processed_message_id\"\n", - "\n", - " last_processed_message_id = redis_client.get(key)\n", - " logger.debug(f\"Last processed message ID: {last_processed_message_id}\")\n", - " last_processed_message_id = (\n", - " str(last_processed_message_id) if last_processed_message_id else None\n", - " )\n", - "\n", - " while True:\n", - " try:\n", - " # Get the next state and config from the queue (blocks until an item is available)\n", - " state, config = memory_queue.get()\n", - "\n", - " # Process the memory extraction\n", - " last_processed_message_id = extract_memories(\n", - " last_processed_message_id, state, config\n", - " )\n", - " logger.debug(\n", - " f\"Memory worker extracted memories. Last processed message ID: {last_processed_message_id}\"\n", - " )\n", - "\n", - " if last_processed_message_id:\n", - " logger.debug(\n", - " f\"Setting last processed message ID: {last_processed_message_id}\"\n", - " )\n", - " redis_client.set(key, last_processed_message_id)\n", - "\n", - " # Mark the task as done\n", - " memory_queue.task_done()\n", - " logger.debug(\"Memory extraction completed for queue item\")\n", - " except Exception as e:\n", - " logger.exception(f\"Error in memory worker thread: {e}\")\n", - "\n", - "\n", - "def consolidate_memories(user_id: str):\n", - " \"\"\"\n", - " Periodically scan the memory database and merge similar memories.\n", - " This should be run as a scheduled task.\n", - " \"\"\"\n", - " logger.info(f\"Starting memory consolidation for user {user_id}\")\n", - "\n", - " # First, get all memories for the user\n", - " try:\n", - " # For each memory type, consolidate separately\n", - " for memory_type in MemoryType:\n", - " # Get all memories of this type for the user\n", - " of_type_for_user = (Tag(\"user_id\") == user_id) & (\n", - " Tag(\"memory_type\") == memory_type\n", - " )\n", - " filter_query = FilterQuery(filter_expression=of_type_for_user)\n", - " all_memories = memory_index.query(filter_query)\n", - " if not all_memories:\n", - " continue\n", - "\n", - " # Group similar memories\n", - " processed_ids = set()\n", - " for memory in all_memories:\n", - " if memory[\"id\"] in processed_ids:\n", - " continue\n", - "\n", - " memory_embedding = memory[\"embedding\"]\n", - " vector_query = VectorRangeQuery(\n", - " vector=memory_embedding,\n", - " num_results=10,\n", - " vector_field_name=\"embedding\",\n", - " filter_expression=of_type_for_user\n", - " & (Tag(\"memory_id\") != memory[\"memory_id\"]),\n", - " distance_threshold=0.2,\n", - " return_fields=[\n", - " \"content\",\n", - " \"memory_type\",\n", - " \"metadata\",\n", - " \"user_id\",\n", - " \"memory_id\",\n", - " ],\n", - " )\n", - " similar_memories = memory_index.query(vector_query)\n", - "\n", - " # If we found similar memories, consolidate them\n", - " if similar_memories:\n", - " combined_content = memory[\"content\"]\n", - " combined_metadata = memory[\"metadata\"]\n", - "\n", - " if combined_metadata:\n", - " try:\n", - " combined_metadata = json.loads(combined_metadata)\n", - " except Exception as e:\n", - " logger.error(f\"Error parsing metadata: {e}\")\n", - " combined_metadata = {}\n", - "\n", - " for similar in similar_memories:\n", - " # Merge the content of similar memories\n", - " combined_content += f\" {similar['content']}\"\n", - "\n", - " if similar[\"metadata\"]:\n", - " try:\n", - " similar_metadata = json.loads(similar[\"metadata\"])\n", - " except Exception as e:\n", - " logger.error(f\"Error parsing metadata: {e}\")\n", - " similar_metadata = {}\n", - "\n", - " combined_metadata = {**combined_metadata, **similar_metadata}\n", - "\n", - " # Create a consolidated memory\n", - " new_metadata = {\n", - " \"consolidated\": True,\n", - " \"source_count\": len(similar_memories) + 1,\n", - " **combined_metadata,\n", - " }\n", - " consolidated_memory = {\n", - " \"content\": summarize_memories(combined_content, memory_type),\n", - " \"memory_type\": memory_type.value,\n", - " \"metadata\": json.dumps(new_metadata),\n", - " \"user_id\": user_id,\n", - " }\n", - "\n", - " # Delete the old memories\n", - " delete_memory(memory[\"id\"])\n", - " for similar in similar_memories:\n", - " delete_memory(similar[\"id\"])\n", - "\n", - " # Store the new consolidated memory\n", - " store_memory(\n", - " content=consolidated_memory[\"content\"],\n", - " memory_type=memory_type,\n", - " user_id=user_id,\n", - " metadata=consolidated_memory[\"metadata\"],\n", - " )\n", - "\n", - " logger.info(\n", - " f\"Consolidated {len(similar_memories) + 1} memories into one\"\n", - " )\n", - "\n", - " except Exception as e:\n", - " raise e\n", - " # logger.error(f\"Error during memory consolidation: {e}\")\n", - "\n", - "\n", - "def delete_memory(memory_id: str):\n", - " \"\"\"Delete a memory from Redis\"\"\"\n", - " try:\n", - " result = memory_index.drop_keys([memory_id])\n", - " except Exception as e:\n", - " logger.error(f\"Deleting memory {memory_id} failed: {e}\")\n", - " if result == 0:\n", - " logger.debug(f\"Deleting memory {memory_id} failed: memory not found\")\n", - " else:\n", - " logger.info(f\"Deleted memory {memory_id}\")\n", - "\n", - "\n", - "def summarize_memories(combined_content: str, memory_type: MemoryType) -> str:\n", - " \"\"\"Use the LLM to create a concise summary of similar memories\"\"\"\n", - " try:\n", - " system_prompt = f\"\"\"\n", - " You are a memory consolidation assistant. Your task is to create a single, \n", - " concise memory from these similar memory fragments. This is a {memory_type.value} memory.\n", - " \n", - " Combine the information without repetition while preserving all important details.\n", - " \"\"\"\n", - "\n", - " messages = [\n", - " SystemMessage(content=system_prompt),\n", - " HumanMessage(\n", - " content=f\"Please consolidate these similar memories into one:\\n\\n{combined_content}\"\n", - " ),\n", - " ]\n", - "\n", - " response = summarizer.invoke(messages)\n", - " return str(response.content)\n", - " except Exception as e:\n", - " logger.error(f\"Error summarizing memories: {e}\")\n", - " # Fall back to just using the combined content\n", - " return combined_content\n", - "\n", - "\n", - "workflow = StateGraph(RuntimeState)\n", - "\n", - "workflow.add_node(\"retrieve_memories\", retrieve_relevant_memories)\n", - "workflow.add_node(\"respond\", respond_to_user)\n", - "\n", - "workflow.add_edge(START, \"retrieve_memories\")\n", - "workflow.add_edge(\"retrieve_memories\", \"respond\")\n", - "workflow.add_edge(\"respond\", END)\n", - "\n", - "# Compile the graph\n", - "graph = workflow.compile(checkpointer=redis_saver)\n", - "\n", - "\n", - "def memory_consolidation_worker(user_id: str):\n", - " \"\"\"Worker that periodically consolidates memories\"\"\"\n", - " while True:\n", - " try:\n", - " consolidate_memories(user_id)\n", - " # Run every 10 minutes\n", - " time.sleep(10 * 60)\n", - " except Exception as e:\n", - " logger.exception(f\"Error in memory consolidation worker: {e}\")\n", - " # If there's an error, wait an hour and try again\n", - " time.sleep(60 * 60)\n", - "\n", - "\n", - "def main():\n", - " \"\"\"Main interaction loop for the travel agent\"\"\"\n", - " print(\"Welcome to the Travel Assistant! (Type 'exit' to quit)\")\n", - " user_id = \"demo_user\"\n", - "\n", - " config = RunnableConfig(\n", - " configurable={\"thread_id\": \"book_flight\", \"user_id\": user_id}\n", - " )\n", - " state = RuntimeState(messages=[])\n", - "\n", - " # Create a queue for memory processing\n", - " memory_queue = Queue()\n", - "\n", - " # Start a worker thread that will process memory extraction tasks\n", - " memory_thread = threading.Thread(\n", - " target=memory_worker, args=(memory_queue, user_id), daemon=True\n", - " )\n", - " memory_thread.start()\n", - "\n", - " # Start the memory consolidation thread\n", - " consolidation_thread = threading.Thread(\n", - " target=memory_consolidation_worker, args=(user_id,), daemon=True\n", - " )\n", - " consolidation_thread.start()\n", - "\n", - " # Pre-seed some knowledge\n", - " store_memory(\n", - " content=\"\"\"\n", - " Popular tourist destinations include Paris, Tokyo, New York, and Rome\n", - " \"\"\",\n", - " memory_type=MemoryType.SEMANTIC,\n", - " user_id=user_id,\n", - " metadata='{\"category\": \"destinations\"}',\n", - " )\n", - "\n", - " store_memory(\n", - " content=\"\"\"\n", - " When booking flights, always check for layover duration - at least 1\n", - " hour for domestic and 2 hours for international flights is recommended\n", - " \"\"\",\n", - " memory_type=MemoryType.PROCEDURAL,\n", - " user_id=user_id,\n", - " metadata='{\"category\": \"booking_tips\"}',\n", - " )\n", - "\n", - " while True:\n", - " user_input = input(\"\\nYou: \")\n", - "\n", - " if not user_input:\n", - " continue\n", - "\n", - " if user_input.lower() in [\"exit\", \"quit\"]:\n", - " print(\"Thank you for using the Travel Assistant. Goodbye!\")\n", - " break\n", - "\n", - " state[\"messages\"].append(HumanMessage(content=user_input))\n", - "\n", - " try:\n", - " # Process the user input through the graph\n", - " final_state = None\n", - " print(f\"Incoming state: {len(state['messages'])}\")\n", - " for result in graph.stream(state, config=config, stream_mode=\"values\"):\n", - " final_state = RuntimeState(**result)\n", - "\n", - " # Use the final state to get and print the assistant's response once\n", - " if final_state and final_state[\"messages\"]:\n", - " logger.debug(f\"Len of messages: {len(final_state['messages'])}\")\n", - " logger.debug(f\"Final messages: {len(final_state['messages'])}\")\n", - "\n", - " assistant_message = final_state[\"messages\"][-1]\n", - " if isinstance(assistant_message, AIMessage):\n", - " print(f\"\\nA: {assistant_message.content}\")\n", - "\n", - " summarized_state = summarize_conversation(final_state, config)\n", - " if summarized_state:\n", - " logger.debug(\n", - " f\"Using new summarized state: {len(summarized_state['messages'])}\"\n", - " )\n", - " final_state = summarized_state\n", - " graph.update_state(\n", - " config, values=final_state, as_node=\"retrieve_memories\"\n", - " )\n", - "\n", - " state = final_state\n", - "\n", - " # Add the current state to the memory processing queue\n", - " memory_queue.put((state.copy(), config))\n", - "\n", - " except Exception as e:\n", - " logger.exception(f\"Error processing request: {e}\")\n", - " print(\n", - " \"\\nAssistant: I'm sorry, I encountered an error processing your request.\"\n", - " )\n", - "\n", - "\n", - "if __name__ == \"__main__\":\n", - " main()\n" + " return state.copy()\n" ] } ], From 8a91c60c516dafdf8c59425d59dd8b7c096111ac Mon Sep 17 00:00:00 2001 From: Andrew Brookins Date: Wed, 19 Mar 2025 22:28:28 -0700 Subject: [PATCH 3/9] Cleanup, latest version --- python-recipes/agents/03_memory_agent.ipynb | 926 +++++++++++++++++++- 1 file changed, 893 insertions(+), 33 deletions(-) diff --git a/python-recipes/agents/03_memory_agent.ipynb b/python-recipes/agents/03_memory_agent.ipynb index 1e1149b9..9f3f8721 100644 --- a/python-recipes/agents/03_memory_agent.ipynb +++ b/python-recipes/agents/03_memory_agent.ipynb @@ -23,23 +23,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Setup\n", + "## Setup\n", "\n", - "## Packages" + "### Packages" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "5075.53s - pydevd: Sending message related to process being replaced timed-out after 5 seconds\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -59,14 +52,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### OPEN_AI_API key\n", + "### Required API Keys\n", "\n", - "You must add an OpenAI API key with billing information enabled is required for this lesson." + "You must add an OpenAI API key with billing information for this lesson. You will also need\n", + "a Tavily API key. Tavily API keys come with free credits at the time of this writing." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -80,7 +74,8 @@ " os.environ[key] = getpass.getpass(f\"{key}:\")\n", "\n", "\n", - "_set_env(\"OPENAI_API_KEY\")" + "_set_env(\"OPENAI_API_KEY\")\n", + "_set_env(\"TAVILY_API_KEY\")" ] }, { @@ -89,22 +84,28 @@ "source": [ "## Run redis\n", "\n", - "### For colab" + "### For colab\n", + "\n", + "Convert the following cell to Python to run it in Colab." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "# NBVAL_SKIP\n", "%%sh\n", + "# Exit if this is not running in Colab\n", + "if [ -z \"$COLAB_RELEASE_TAG\" ]; then\n", + " exit 0\n", + "fi\n", + "\n", "curl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\n", "echo \"deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb $(lsb_release -cs) main\" | sudo tee /etc/apt/sources.list.d/redis.list\n", "sudo apt-get update > /dev/null 2>&1\n", "sudo apt-get install redis-stack-server > /dev/null 2>&1\n", - "redis-stack-server --daemonize ye" + "redis-stack-server --daemonize yes" ] }, { @@ -123,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -132,7 +133,7 @@ "True" ] }, - "execution_count": 3, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -199,13 +200,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from datetime import datetime\n", "from enum import Enum\n", - "from typing import Dict, List, Optional\n", + "from typing import List, Optional\n", "\n", "from pydantic import BaseModel, Field\n", "import ulid\n", @@ -251,7 +252,33 @@ " created_at: datetime = Field(default_factory=datetime.now)\n", " user_id: Optional[str] = None\n", " thread_id: Optional[str] = None\n", - " memory_type: Optional[MemoryType] = None" + " memory_type: Optional[MemoryType] = None\n", + " \n", + " \n", + "class MemoryStrategy(str, Enum):\n", + " \"\"\"\n", + " Supported strategies for managing long-term memory.\n", + " \n", + " This notebook supports two strategies for working with long-term memory:\n", + "\n", + " TOOLS: The LLM decides when to store and retrieve long-term memories, using\n", + " tools (AKA, function-calling) to do so.\n", + "\n", + " MANUAL: The agent manually retrieves long-term memories relevant to the\n", + " current conversation before sending every message and analyzes every\n", + " response to extract memories to store.\n", + "\n", + " NOTE: In both cases, the agent runs a background thread to consolidate\n", + " memories, and a workflow step to summarize conversations after the history\n", + " grows past a threshold.\n", + " \"\"\"\n", + "\n", + " TOOLS = \"tools\"\n", + " MANUAL = \"manual\"\n", + " \n", + " \n", + "# By default, we'll use the manual strategy\n", + "memory_strategy = MemoryStrategy.MANUAL" ] }, { @@ -285,9 +312,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "22:23:13 redisvl.index.index INFO Index already exists, not overwriting.\n", + "Long-term memory index ready\n" + ] + } + ], "source": [ "from redisvl.index import SearchIndex\n", "from redisvl.schema.schema import IndexSchema\n", @@ -351,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -368,6 +404,9 @@ "\n", "openai_embed = OpenAIEmbeddings(model=\"text-embedding-ada-002\")\n", "\n", + "# Change this to TOOLS to use function-calling to store and retrieve memories.\n", + "memory_strategy = MemoryStrategy.MANUAL\n", + "\n", "\n", "def similar_memory_exists(\n", " content: str,\n", @@ -420,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -480,7 +519,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -588,7 +627,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -716,20 +755,87 @@ " )\n", "\n", " # Return data with the newest processed message ID\n", - " return newest_message_id\n" + " return newest_message_id" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll use this function in a background thread. We'll start the thread in manual\n", + "memory mode but not in tool mode, and we'll run it as a worker that pulls\n", + "message histories from a `Queue` to process:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "from queue import Queue\n", + "\n", + "\n", + "def memory_worker(memory_queue: Queue, user_id: str):\n", + " \"\"\"Worker function that processes long-term memory extraction requests\"\"\"\n", + " key = f\"memory_worker:{user_id}:last_processed_message_id\"\n", + "\n", + " last_processed_message_id = redis_client.get(key)\n", + " logger.debug(f\"Last processed message ID: {last_processed_message_id}\")\n", + " last_processed_message_id = (\n", + " str(last_processed_message_id) if last_processed_message_id else None\n", + " )\n", + "\n", + " while True:\n", + " try:\n", + " # Get the next state and config from the queue (blocks until an item is available)\n", + " state, config = memory_queue.get()\n", + "\n", + " # Extract long-term memories from the conversation history\n", + " last_processed_message_id = extract_memories(\n", + " last_processed_message_id, state, config\n", + " )\n", + " logger.debug(\n", + " f\"Memory worker extracted memories. Last processed message ID: {last_processed_message_id}\"\n", + " )\n", + "\n", + " if last_processed_message_id:\n", + " logger.debug(\n", + " f\"Setting last processed message ID: {last_processed_message_id}\"\n", + " )\n", + " redis_client.set(key, last_processed_message_id)\n", + "\n", + " # Mark the task as done\n", + " memory_queue.task_done()\n", + " logger.debug(\"Memory extraction completed for queue item\")\n", + " # Wait 5 minutes before processing next item\n", + " time.sleep(5 * 60)\n", + " except Exception as e:\n", + " logger.exception(f\"Error in memory worker thread: {e}\")\n", + " # Wait 10 minutes before processing next item after an error\n", + " time.sleep(10 * 60)\n", + "\n", + "\n", + "# NOTE: We'll actually start the worker thread later, in the main loop." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "On future interactions, we'll query for relevant memories and add them to\n", - "the prompt:" + "## Augmenting Queries with Relevant Memories\n", + "\n", + "For every user interaction with the agent, we'll query for relevant memories and\n", + "add them to the LLM prompt with `retrieve_relevant_memories()`.\n", + "\n", + "**NOTE:** We only run this node in the \"manual\" memory management strategy. If\n", + "using \"tools,\" the LLM will decide when to retrieve memories." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -759,6 +865,7 @@ "\n", " logger.debug(f\"All relevant memories: {relevant_memories}\")\n", "\n", + " # We'll augment the latest human message with the relevant memories.\n", " if relevant_memories:\n", " memory_context = \"\\n\\n### Relevant memories from previous conversations:\\n\"\n", "\n", @@ -784,6 +891,759 @@ "\n", " return state.copy()\n" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is the first function we've seen that represents a **node** in the LangGraph\n", + "graph we'll build. As a node representation, this function receives a `state`\n", + "object containing the runtime state of the graph, which is where conversation\n", + "history resides. Its `config` parameter contains data like the user and thread\n", + "IDs.\n", + "\n", + "This will be the starting node in the graph we'll assemble later. When a user\n", + "invokes the graph with a message, the first thing we'll do (when using the\n", + "\"manual\" memory strategy) is augment that message with potentially related\n", + "memories." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Defining Tools\n", + "\n", + "Now that we have our storage functions defined, we can create **tools**. We'll\n", + "need these to set up our agent in a moment. These tools will only be used when\n", + "the agent is operating in \"tools\" memory management mode." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_core.tools import tool\n", + "from typing import Dict, Optional\n", + "\n", + "\n", + "@tool\n", + "def store_memory_tool(\n", + " content: str,\n", + " memory_type: MemoryType,\n", + " metadata: Optional[Dict[str, str]] = None,\n", + " config: Optional[RunnableConfig] = None,\n", + ") -> str:\n", + " \"\"\"\n", + " Store a long-term memory in the system.\n", + "\n", + " Use this tool to save important information about user preferences,\n", + " experiences, or general knowledge that might be useful in future\n", + " interactions.\n", + " \"\"\"\n", + " config = config or RunnableConfig()\n", + " user_id = config.get(\"user_id\", SYSTEM_USER_ID)\n", + " thread_id = config.get(\"thread_id\")\n", + "\n", + " try:\n", + " # Store in long-term memory\n", + " store_memory(\n", + " content=content,\n", + " memory_type=memory_type,\n", + " user_id=user_id,\n", + " thread_id=thread_id,\n", + " metadata=str(metadata) if metadata else None,\n", + " )\n", + "\n", + " return f\"Successfully stored {memory_type} memory: {content}\"\n", + " except Exception as e:\n", + " return f\"Error storing memory: {str(e)}\"\n", + "\n", + "\n", + "@tool\n", + "def retrieve_memories_tool(\n", + " query: str,\n", + " memory_type: List[MemoryType],\n", + " limit: int = 5,\n", + " config: Optional[RunnableConfig] = None,\n", + ") -> str:\n", + " \"\"\"\n", + " Retrieve long-term memories relevant to the query.\n", + "\n", + " Use this tool to access previously stored information about user\n", + " preferences, experiences, or general knowledge.\n", + " \"\"\"\n", + " config = config or RunnableConfig()\n", + " user_id = config.get(\"user_id\", SYSTEM_USER_ID)\n", + "\n", + " try:\n", + " # Get long-term memories\n", + " stored_memories = retrieve_memories(\n", + " query=query,\n", + " memory_type=memory_type,\n", + " user_id=user_id,\n", + " limit=limit,\n", + " distance_threshold=0.3,\n", + " )\n", + "\n", + " # Format the response\n", + " response = []\n", + "\n", + " if stored_memories:\n", + " response.append(\"Long-term memories:\")\n", + " for memory in stored_memories:\n", + " response.append(f\"- [{memory.memory_type}] {memory.content}\")\n", + "\n", + " return \"\\n\".join(response) if response else \"No relevant memories found.\"\n", + "\n", + " except Exception as e:\n", + " return f\"Error retrieving memories: {str(e)}\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating the Agent\n", + "\n", + "Because we're using different LLM objects configured for different purposes and\n", + "a prebuilt ReAct agent, we need a node that invokes the agent and returns the\n", + "response. But before we can invoke the agent, we need to set it up. This will\n", + "involve defining the tools the agent will need." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "22:23:14 redisvl.index.index INFO Index already exists, not overwriting.\n", + "22:23:14 redisvl.index.index INFO Index already exists, not overwriting.\n", + "22:23:14 redisvl.index.index INFO Index already exists, not overwriting.\n" + ] + } + ], + "source": [ + "import json\n", + "from typing import Dict, List, Optional, Tuple, Union\n", + "\n", + "from langchain_community.tools.tavily_search import TavilySearchResults\n", + "from langchain_core.callbacks.manager import CallbackManagerForToolRun\n", + "from langchain_core.messages import AIMessage, AIMessageChunk, SystemMessage\n", + "from langgraph.prebuilt.chat_agent_executor import create_react_agent\n", + "from langgraph.checkpoint.redis import RedisSaver\n", + "\n", + "\n", + "class CachingTavilySearchResults(TavilySearchResults):\n", + " \"\"\"\n", + " An interface to Tavily search that caches results in Redis.\n", + " \n", + " Caching the results of the web search allows us to avoid rate limiting,\n", + " improve latency, and reduce costs.\n", + " \"\"\"\n", + "\n", + " def _run(\n", + " self,\n", + " query: str,\n", + " run_manager: Optional[CallbackManagerForToolRun] = None,\n", + " ) -> Tuple[Union[List[Dict[str, str]], str], Dict]:\n", + " \"\"\"Use the tool.\"\"\"\n", + " cache_key = f\"tavily_search:{query}\"\n", + " cached_result: Optional[str] = redis_client.get(cache_key) # type: ignore\n", + " if cached_result:\n", + " return json.loads(cached_result), {}\n", + " else:\n", + " result, raw_results = super()._run(query, run_manager)\n", + " redis_client.set(cache_key, json.dumps(result), ex=60 * 60)\n", + " return result, raw_results\n", + "\n", + "\n", + "# Create a checkpoint saver for short-term memory. This keeps track of the\n", + "# conversation history for each thread. Later, we'll continually summarize the\n", + "# conversation history to keep the context window manageable, while we also\n", + "# extract long-term memories from the conversation history to store in the\n", + "# long-term memory index.\n", + "redis_saver = RedisSaver(redis_client=redis_client)\n", + "redis_saver.setup()\n", + "\n", + "# Configure an LLM for the agent with a more creative temperature.\n", + "llm = ChatOpenAI(model=\"gpt-4o\", temperature=0.7)\n", + "\n", + "\n", + "web_search_tool = CachingTavilySearchResults(max_results=2)\n", + "base_tools = [web_search_tool]\n", + "if memory_strategy == MemoryStrategy.TOOLS:\n", + " tools = base_tools + [store_memory_tool, retrieve_memories_tool]\n", + "elif memory_strategy == MemoryStrategy.MANUAL:\n", + " tools = base_tools\n", + "\n", + "\n", + "travel_agent = create_react_agent(\n", + " model=llm,\n", + " tools=tools,\n", + " checkpointer=redis_saver, # Short-term memory: the conversation history\n", + " prompt=SystemMessage(\n", + " content=\"\"\"\n", + " You are a travel assistant helping users plan their trips. You remember user preferences\n", + " and provide personalized recommendations based on past interactions.\n", + " \n", + " You have access to the following types of memory:\n", + " 1. Short-term memory: The current conversation thread\n", + " 2. Long-term memory: \n", + " - Episodic: User preferences and past trip experiences (e.g., \"User prefers window seats\")\n", + " - Semantic: General knowledge about travel destinations and requirements\n", + " \n", + " Your procedural knowledge (how to search, book flights, etc.) is built into your tools and prompts.\n", + " \n", + " Always be helpful, personal, and context-aware in your responses.\n", + " \"\"\"\n", + " ),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Responding to the User\n", + "\n", + "Now we can write our node that invokes the agent and responds to the user:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "def respond_to_user(state: RuntimeState, config: RunnableConfig) -> RuntimeState:\n", + " \"\"\"Invoke the travel agent to generate a response.\"\"\"\n", + " human_messages = [m for m in state[\"messages\"] if isinstance(m, HumanMessage)]\n", + " if not human_messages:\n", + " logger.warning(\"No HumanMessage found in state\")\n", + " return state\n", + "\n", + " try:\n", + " for result in travel_agent.stream(\n", + " {\"messages\": state[\"messages\"]}, config=config, stream_mode=\"messages\"\n", + " ):\n", + " result_messages = result.get(\"messages\", [])\n", + "\n", + " ai_messages = [\n", + " m\n", + " for m in result_messages\n", + " if isinstance(m, AIMessage) or isinstance(m, AIMessageChunk)\n", + " ]\n", + " if ai_messages:\n", + " agent_response = ai_messages[-1]\n", + " # Append only the agent's response to the original state\n", + " state[\"messages\"].append(agent_response)\n", + "\n", + " except Exception as e:\n", + " logger.error(f\"Error invoking travel agent: {e}\")\n", + " agent_response = AIMessage(\n", + " content=\"I'm sorry, I encountered an error processing your request.\"\n", + " )\n", + " return state" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summarizing Conversation History\n", + "\n", + "We've been focusing on long-term memory, but let's bounce back to short-term\n", + "memory for a moment. With `RedisSaver`, LangGraph will manage our message\n", + "history automatically. Still, the message history will continue to grow\n", + "indefinitely, until it overwhelms the LLM's token context window.\n", + "\n", + "To solve this problem, we'll add a node to the graph that summarizes the\n", + "conversation if it's grown past a threshold." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_core.messages import RemoveMessage\n", + "\n", + "# An LLM configured for summarization.\n", + "summarizer = ChatOpenAI(model=\"gpt-4o\", temperature=0.3)\n", + "\n", + "# The number of messages after which we'll summarize the conversation.\n", + "MESSAGE_SUMMARIZATION_THRESHOLD = 10\n", + "\n", + "\n", + "def summarize_conversation(\n", + " state: RuntimeState, config: RunnableConfig\n", + ") -> Optional[RuntimeState]:\n", + " \"\"\"\n", + " Summarize a list of messages into a concise summary to reduce context length\n", + " while preserving important information.\n", + " \"\"\"\n", + " messages = state[\"messages\"]\n", + " current_message_count = len(messages)\n", + " if current_message_count < MESSAGE_SUMMARIZATION_THRESHOLD:\n", + " logger.debug(f\"Not summarizing conversation: {current_message_count}\")\n", + " return state\n", + "\n", + " system_prompt = \"\"\"\n", + " You are a conversation summarizer. Create a concise summary of the previous\n", + " conversation between a user and a travel assistant.\n", + " \n", + " The summary should:\n", + " 1. Highlight key topics, preferences, and decisions\n", + " 2. Include any specific trip details (destinations, dates, preferences)\n", + " 3. Note any outstanding questions or topics that need follow-up\n", + " 4. Be concise but informative\n", + " \n", + " Format your summary as a brief narrative paragraph.\n", + " \"\"\"\n", + "\n", + " message_content = \"\\n\".join(\n", + " [\n", + " f\"{'User' if isinstance(msg, HumanMessage) else 'Assistant'}: {msg.content}\"\n", + " for msg in messages\n", + " ]\n", + " )\n", + "\n", + " # Invoke the summarizer\n", + " summary_messages = [\n", + " SystemMessage(content=system_prompt),\n", + " HumanMessage(\n", + " content=f\"Please summarize this conversation:\\n\\n{message_content}\"\n", + " ),\n", + " ]\n", + "\n", + " summary_response = summarizer.invoke(summary_messages)\n", + "\n", + " logger.info(f\"Summarized {len(messages)} messages into a conversation summary\")\n", + "\n", + " summary_message = SystemMessage(\n", + " content=f\"\"\"\n", + " Summary of the conversation so far:\n", + " \n", + " {summary_response.content}\n", + " \n", + " Please continue the conversation based on this summary and the recent messages.\n", + " \"\"\"\n", + " )\n", + " remove_messages = [\n", + " RemoveMessage(id=msg.id) for msg in messages if msg.id is not None\n", + " ]\n", + "\n", + " state[\"messages\"] = [ # type: ignore\n", + " *remove_messages,\n", + " summary_message,\n", + " state[\"messages\"][-1],\n", + " ]\n", + "\n", + " return state.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Assembling the Graph\n", + "\n", + "It's time to assemble our graph!" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from langgraph.graph import StateGraph, END, START\n", + "\n", + "\n", + "workflow = StateGraph(RuntimeState)\n", + "\n", + "workflow.add_node(\"respond\", respond_to_user)\n", + "workflow.add_node(\"summarize_conversation\", summarize_conversation)\n", + "\n", + "if memory_strategy == MemoryStrategy.MANUAL:\n", + " # In manual memory mode, we'll retrieve relevant memories before\n", + " # responding to the user, and then augment the user's message with the\n", + " # relevant memories.\n", + " workflow.add_node(\"retrieve_memories\", retrieve_relevant_memories)\n", + " workflow.add_edge(START, \"retrieve_memories\")\n", + " workflow.add_edge(\"retrieve_memories\", \"respond\")\n", + "else:\n", + " # In tool-calling mode, we'll respond to the user and let the LLM\n", + " # decide when to retrieve and store memories, using tool calls.\n", + " workflow.add_edge(START, \"respond\")\n", + "\n", + "# Regardless of memory strategy, we'll summarize the conversation after\n", + "# responding to the user, to keep the context window manageable.\n", + "workflow.add_edge(\"respond\", \"summarize_conversation\")\n", + "workflow.add_edge(\"summarize_conversation\", END)\n", + "\n", + "# Finally, compile the graph.\n", + "graph = workflow.compile(checkpointer=redis_saver)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Consolidating Memories in a Background Thread\n", + "\n", + "We're almost ready to create the main loop that runs our graph. First, though,\n", + "let's create a worker that consolidates similar memories on a regular schedule,\n", + "using semantic search. We'll run the worker in a background thread later, in the\n", + "main loop." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "from redisvl.query import FilterQuery\n", + "\n", + "\n", + "def consolidate_memories(user_id: str):\n", + " \"\"\"\n", + " Periodically merge similar long-term memories for a user.\n", + " \"\"\"\n", + " logger.info(f\"Starting memory consolidation for user {user_id}\")\n", + "\n", + " # For each memory type, consolidate separately\n", + " for memory_type in MemoryType:\n", + " # Get all memories of this type for the user\n", + " of_type_for_user = (Tag(\"user_id\") == user_id) & (\n", + " Tag(\"memory_type\") == memory_type\n", + " )\n", + " filter_query = FilterQuery(filter_expression=of_type_for_user)\n", + " all_memories = long_term_memory_index.query(filter_query)\n", + " if not all_memories:\n", + " continue\n", + "\n", + " # Group similar memories\n", + " processed_ids = set()\n", + " for memory in all_memories:\n", + " if memory[\"id\"] in processed_ids:\n", + " continue\n", + "\n", + " memory_embedding = memory[\"embedding\"]\n", + " vector_query = VectorRangeQuery(\n", + " vector=memory_embedding,\n", + " num_results=10,\n", + " vector_field_name=\"embedding\",\n", + " filter_expression=of_type_for_user\n", + " & (Tag(\"memory_id\") != memory[\"memory_id\"]),\n", + " distance_threshold=0.1,\n", + " return_fields=[\n", + " \"content\",\n", + " \"metadata\",\n", + " ],\n", + " )\n", + " similar_memories = long_term_memory_index.query(vector_query)\n", + "\n", + " # If we found similar memories, consolidate them\n", + " if similar_memories:\n", + " combined_content = memory[\"content\"]\n", + " combined_metadata = memory[\"metadata\"]\n", + "\n", + " if combined_metadata:\n", + " try:\n", + " combined_metadata = json.loads(combined_metadata)\n", + " except Exception as e:\n", + " logger.error(f\"Error parsing metadata: {e}\")\n", + " combined_metadata = {}\n", + "\n", + " for similar in similar_memories:\n", + " # Merge the content of similar memories\n", + " combined_content += f\" {similar['content']}\"\n", + "\n", + " if similar[\"metadata\"]:\n", + " try:\n", + " similar_metadata = json.loads(similar[\"metadata\"])\n", + " except Exception as e:\n", + " logger.error(f\"Error parsing metadata: {e}\")\n", + " similar_metadata = {}\n", + "\n", + " combined_metadata = {**combined_metadata, **similar_metadata}\n", + "\n", + " # Create a consolidated memory\n", + " new_metadata = {\n", + " \"consolidated\": True,\n", + " \"source_count\": len(similar_memories) + 1,\n", + " **combined_metadata,\n", + " }\n", + " consolidated_memory = {\n", + " \"content\": summarize_memories(combined_content, memory_type),\n", + " \"memory_type\": memory_type.value,\n", + " \"metadata\": json.dumps(new_metadata),\n", + " \"user_id\": user_id,\n", + " }\n", + "\n", + " # Delete the old memories\n", + " delete_memory(memory[\"id\"])\n", + " for similar in similar_memories:\n", + " delete_memory(similar[\"id\"])\n", + "\n", + " # Store the new consolidated memory\n", + " store_memory(\n", + " content=consolidated_memory[\"content\"],\n", + " memory_type=memory_type,\n", + " user_id=user_id,\n", + " metadata=consolidated_memory[\"metadata\"],\n", + " )\n", + "\n", + " logger.info(\n", + " f\"Consolidated {len(similar_memories) + 1} memories into one\"\n", + " )\n", + "\n", + "\n", + "def delete_memory(memory_id: str):\n", + " \"\"\"Delete a memory from Redis\"\"\"\n", + " try:\n", + " result = long_term_memory_index.drop_keys([memory_id])\n", + " except Exception as e:\n", + " logger.error(f\"Deleting memory {memory_id} failed: {e}\")\n", + " if result == 0:\n", + " logger.debug(f\"Deleting memory {memory_id} failed: memory not found\")\n", + " else:\n", + " logger.info(f\"Deleted memory {memory_id}\")\n", + "\n", + "\n", + "def summarize_memories(combined_content: str, memory_type: MemoryType) -> str:\n", + " \"\"\"Use the LLM to create a concise summary of similar memories\"\"\"\n", + " try:\n", + " system_prompt = f\"\"\"\n", + " You are a memory consolidation assistant. Your task is to create a single, \n", + " concise memory from these similar memory fragments. The new memory should\n", + " be a {memory_type.value} memory.\n", + " \n", + " Combine the information without repetition while preserving all important details.\n", + " \"\"\"\n", + "\n", + " messages = [\n", + " SystemMessage(content=system_prompt),\n", + " HumanMessage(\n", + " content=f\"Consolidate these similar memories into one:\\n\\n{combined_content}\"\n", + " ),\n", + " ]\n", + "\n", + " response = summarizer.invoke(messages)\n", + " return str(response.content)\n", + " except Exception as e:\n", + " logger.error(f\"Error summarizing memories: {e}\")\n", + " # Fall back to just using the combined content\n", + " return combined_content\n", + "\n", + "\n", + "def memory_consolidation_worker(user_id: str):\n", + " \"\"\"\n", + " Worker that periodically consolidates memories for the active user.\n", + "\n", + " NOTE: In production, this would probably use a background task framework, such\n", + " as rq or Celery, and run on a schedule.\n", + " \"\"\"\n", + " while True:\n", + " try:\n", + " consolidate_memories(user_id)\n", + " # Run every 10 minutes\n", + " time.sleep(10 * 60)\n", + " except Exception as e:\n", + " logger.exception(f\"Error in memory consolidation worker: {e}\")\n", + " # If there's an error, wait an hour and try again\n", + " time.sleep(60 * 60)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Main Loop\n", + "\n", + "Now we can put everything together and run the main loop." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: ipywidgets in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (8.1.5)\n", + "Requirement already satisfied: comm>=0.1.3 in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (from ipywidgets) (0.2.2)\n", + "Requirement already satisfied: ipython>=6.1.0 in 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/Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (from stack_data->ipython>=6.1.0->ipywidgets) (3.0.0)\n", + "Requirement already satisfied: pure-eval in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (from stack_data->ipython>=6.1.0->ipywidgets) (0.2.3)\n", + "\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + }, + { + "data": { + "application/javascript": "\n require(['base/js/dialog'], function(dialog) {\n dialog.modal({\n title: 'Message',\n body: 'This is a modal message!',\n buttons: {'OK': {'class': 'btn-primary'}}\n });\n });\n ", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": "\n require(['base/js/dialog'], function(dialog) {\n dialog.modal({\n title: 'Message',\n body: 'Another message!',\n buttons: {'OK': {'class': 'btn-primary'}}\n });\n });\n ", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Welcome to the Travel Assistant! (Type 'exit' to quit)\n", + "Thank you for using the Travel Assistant. Goodbye!\n" + ] + } + ], + "source": [ + "%pip install ipywidgets\n", + "\n", + "import threading\n", + "\n", + "\n", + "import ipywidgets as widgets\n", + "from IPython.display import display, Javascript\n", + "\n", + "\n", + "def popup(text):\n", + " display(\n", + " Javascript(f\"\"\"\n", + " require(['base/js/dialog'], function(dialog) {{\n", + " dialog.modal({{\n", + " title: 'Message',\n", + " body: '{text}',\n", + " buttons: {{'OK': {{'class': 'btn-primary'}}}}\n", + " }});\n", + " }});\n", + " \"\"\")\n", + " )\n", + "\n", + "\n", + "# Example usage:\n", + "popup(\"This is a modal message!\")\n", + "\n", + "# To show the modal again with different content, call popup() again\n", + "popup(\"Another message!\")\n", + "\n", + "\n", + "def main(thread_id: str = \"book_flight\", user_id: str = \"demo_user\"):\n", + " \"\"\"Main interaction loop for the travel agent\"\"\"\n", + " print(\"Welcome to the Travel Assistant! (Type 'exit' to quit)\")\n", + "\n", + " config = RunnableConfig(configurable={\"thread_id\": thread_id, \"user_id\": user_id})\n", + " state = RuntimeState(messages=[])\n", + "\n", + " # If we're using the manual memory strategy, we need to create a queue for\n", + " # memory processing and start a worker thread. After every 'round' of a\n", + " # conversation, the main loop will add the current state and config to the\n", + " # queue for memory processing.\n", + " if memory_strategy == MemoryStrategy.MANUAL:\n", + " # Create a queue for memory processing\n", + " memory_queue = Queue()\n", + "\n", + " # Start a worker thread that will process memory extraction tasks\n", + " memory_thread = threading.Thread(\n", + " target=memory_worker, args=(memory_queue, user_id), daemon=True\n", + " )\n", + " memory_thread.start()\n", + "\n", + " # We always run consolidation in the background, regardless of memory strategy.\n", + " consolidation_thread = threading.Thread(\n", + " target=memory_consolidation_worker, args=(user_id,), daemon=True\n", + " )\n", + " consolidation_thread.start()\n", + "\n", + " while True:\n", + " user_input = input(\"\\nYou (type 'quit' to quit): \")\n", + "\n", + " if not user_input:\n", + " continue\n", + "\n", + " if user_input.lower() in [\"exit\", \"quit\"]:\n", + " print(\"Thank you for using the Travel Assistant. Goodbye!\")\n", + " break\n", + "\n", + " state[\"messages\"].append(HumanMessage(content=user_input))\n", + "\n", + " try:\n", + " # Process user input through the graph\n", + " for result in graph.stream(state, config=config, stream_mode=\"values\"):\n", + " state = RuntimeState(**result)\n", + "\n", + " logger.debug(f\"# of messages after run: {len(state['messages'])}\")\n", + "\n", + " # Find the most recent AI message, so we can print the response\n", + " ai_messages = [m for m in state[\"messages\"] if isinstance(m, AIMessage)]\n", + " if ai_messages:\n", + " message = ai_messages[-1].content\n", + " else:\n", + " logger.error(\"No AI messages after run\")\n", + " message = \"I'm sorry, I couldn't process your request properly.\"\n", + " # Add the error message to the state\n", + " state[\"messages\"].append(AIMessage(content=message))\n", + "\n", + " print(f\"\\nAssistant: {message}\")\n", + "\n", + " # Add the current state to the memory processing queue\n", + " if memory_strategy == MemoryStrategy.MANUAL:\n", + " memory_queue.put((state.copy(), config))\n", + "\n", + " except Exception as e:\n", + " logger.exception(f\"Error processing request: {e}\")\n", + " error_message = \"I'm sorry, I encountered an error processing your request.\"\n", + " print(f\"\\nAssistant: {error_message}\")\n", + " # Add the error message to the state\n", + " state[\"messages\"].append(AIMessage(content=error_message))\n", + "\n", + "\n", + "user_id = input(\"Enter a user ID: \") or \"demo_user\"\n", + "thread_id = input(\"Enter a thread ID: \") or \"demo_thread\"\n", + "\n", + "main(thread_id, user_id)" + ] } ], "metadata": { From 4d34561af926541a096cab1443ae675d766dde58 Mon Sep 17 00:00:00 2001 From: Andrew Brookins Date: Wed, 19 Mar 2025 22:34:42 -0700 Subject: [PATCH 4/9] Try to exit cleanly in CI --- python-recipes/agents/03_memory_agent.ipynb | 37 ++++----------------- 1 file changed, 7 insertions(+), 30 deletions(-) diff --git a/python-recipes/agents/03_memory_agent.ipynb b/python-recipes/agents/03_memory_agent.ipynb index 9f3f8721..45f93ecb 100644 --- a/python-recipes/agents/03_memory_agent.ipynb +++ b/python-recipes/agents/03_memory_agent.ipynb @@ -13,7 +13,7 @@ "2. Long-term memory storage and retrieval using RedisVL\n", "3. Manually storing and retrieving long-term memory vs. exposing tool access (AKA function-calling)\n", "4. Managing conversation history size with summarization\n", - "5. Memory consolidation and decay\n", + "5. Memory consolidation\n", "\n", "## Let's Begin!\n", "\"Open" @@ -1539,36 +1539,9 @@ } ], "source": [ - "%pip install ipywidgets\n", - "\n", "import threading\n", "\n", "\n", - "import ipywidgets as widgets\n", - "from IPython.display import display, Javascript\n", - "\n", - "\n", - "def popup(text):\n", - " display(\n", - " Javascript(f\"\"\"\n", - " require(['base/js/dialog'], function(dialog) {{\n", - " dialog.modal({{\n", - " title: 'Message',\n", - " body: '{text}',\n", - " buttons: {{'OK': {{'class': 'btn-primary'}}}}\n", - " }});\n", - " }});\n", - " \"\"\")\n", - " )\n", - "\n", - "\n", - "# Example usage:\n", - "popup(\"This is a modal message!\")\n", - "\n", - "# To show the modal again with different content, call popup() again\n", - "popup(\"Another message!\")\n", - "\n", - "\n", "def main(thread_id: str = \"book_flight\", user_id: str = \"demo_user\"):\n", " \"\"\"Main interaction loop for the travel agent\"\"\"\n", " print(\"Welcome to the Travel Assistant! (Type 'exit' to quit)\")\n", @@ -1639,8 +1612,12 @@ " state[\"messages\"].append(AIMessage(content=error_message))\n", "\n", "\n", - "user_id = input(\"Enter a user ID: \") or \"demo_user\"\n", - "thread_id = input(\"Enter a thread ID: \") or \"demo_thread\"\n", + "try:\n", + " user_id = input(\"Enter a user ID: \") or \"demo_user\"\n", + " thread_id = input(\"Enter a thread ID: \") or \"demo_thread\"\n", + "except Exception:\n", + " # If we're running in CI, we don't have a terminal to input from, so just exit\n", + " exit()\n", "\n", "main(thread_id, user_id)" ] From a2ca8f5875d4ab71914d3f330c0df345ff468f2c Mon Sep 17 00:00:00 2001 From: Andrew Brookins Date: Wed, 19 Mar 2025 22:36:00 -0700 Subject: [PATCH 5/9] Remove unused util.py file --- python-recipes/agents/util.py | 52 ----------------------------------- 1 file changed, 52 deletions(-) delete mode 100644 python-recipes/agents/util.py diff --git a/python-recipes/agents/util.py b/python-recipes/agents/util.py deleted file mode 100644 index fe939752..00000000 --- a/python-recipes/agents/util.py +++ /dev/null @@ -1,52 +0,0 @@ -import logging -import logging.config -import os - -from dotenv import load_dotenv - -load_dotenv() - -LOG_LEVEL = os.getenv("DND_AGENT_LOG_LEVEL", logging.WARN) - -logging.config.dictConfig( - { - "version": 1, - "disable_existing_loggers": True, - "formatters": { - "standard": { - "format": "%(asctime)s - %(name)s - %(levelname)s - %(message)s" - } - }, - "handlers": { - "console": { - "level": LOG_LEVEL, - "class": "logging.StreamHandler", - "formatter": "standard", - } - }, - "root": {"handlers": ["console"], "level": LOG_LEVEL}, - "loggers": { - "langgraph": { - "handlers": ["console"], - "level": LOG_LEVEL, - "propagate": True, - }, - "langchain": { - "handlers": ["console"], - "level": LOG_LEVEL, - "propagate": True, - }, - "httpcore": { - "handlers": ["console"], - "level": "WARNING", - "propagate": False, - }, - }, - } -) - - -def get_logger(name): - logger = logging.getLogger(name) - logger.setLevel(LOG_LEVEL) - return logger From ba3fcd45f013f4420b73df04a49b3233057b82fb Mon Sep 17 00:00:00 2001 From: Andrew Brookins Date: Wed, 19 Mar 2025 22:37:22 -0700 Subject: [PATCH 6/9] Try again to exit cleanly in CI --- python-recipes/agents/03_memory_agent.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/python-recipes/agents/03_memory_agent.ipynb b/python-recipes/agents/03_memory_agent.ipynb index 45f93ecb..40da1f06 100644 --- a/python-recipes/agents/03_memory_agent.ipynb +++ b/python-recipes/agents/03_memory_agent.ipynb @@ -1618,8 +1618,8 @@ "except Exception:\n", " # If we're running in CI, we don't have a terminal to input from, so just exit\n", " exit()\n", - "\n", - "main(thread_id, user_id)" + "else:\n", + " main(thread_id, user_id)\n" ] } ], From 6f7ca655b212156253c21bd479b2e4acc3bda807 Mon Sep 17 00:00:00 2001 From: Andrew Brookins Date: Fri, 21 Mar 2025 16:36:09 -0700 Subject: [PATCH 7/9] Changes based on review 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YHtxsBzm3+@k$`{F;tFELB5yzcAL)nG3IG5A literal 0 HcmV?d00001 diff --git a/python-recipes/agents/03_memory_agent.ipynb b/python-recipes/agents/03_memory_agent.ipynb index 40da1f06..4a996c03 100644 --- a/python-recipes/agents/03_memory_agent.ipynb +++ b/python-recipes/agents/03_memory_agent.ipynb @@ -11,10 +11,20 @@ "\n", "1. Short-term memory management using LangGraph's checkpointer\n", "2. Long-term memory storage and retrieval using RedisVL\n", - "3. Manually storing and retrieving long-term memory vs. exposing tool access (AKA function-calling)\n", + "3. Managing long-term memory manually vs. exposing tool access (AKA function-calling)\n", "4. Managing conversation history size with summarization\n", "5. Memory consolidation\n", "\n", + "\n", + "## What We'll Build\n", + "\n", + "We're going to build two versions of a travel agent, one that manages long-term\n", + "memory manually and one that does so using tools the LLM calls.\n", + "\n", + "Here are two diagrams showing the components used in both agents:\n", + "\n", + "![diagram](../../assets/memory-agents.png)\n", + "\n", "## Let's Begin!\n", "\"Open" ] @@ -30,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 82, "metadata": {}, "outputs": [ { @@ -60,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -91,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -124,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 85, "metadata": {}, "outputs": [ { @@ -133,7 +143,7 @@ "True" ] }, - "execution_count": 7, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" } @@ -155,7 +165,7 @@ "## Short-Term vs. Long-Term Memory\n", "\n", "The agent uses **short-term memory** and **long-term memory**. The implementations\n", - "of short-term and long-term memory differ, as does how agent uses them. Let's\n", + "of short-term and long-term memory differ, as does how the agent uses them. Let's\n", "dig into the details. We'll return to code soon!\n", "\n", "### Short-Term Memory\n", @@ -165,6 +175,15 @@ "this. `RedisSaver` is what LangGraph refers to as a _checkpointer_. You can read\n", "more about checkpointers in the [LangGraph\n", "documentation](https://langchain-ai.github.io/langgraph/concepts/persistence/).\n", + "In short, they store state for each node in the graph, which for this agent\n", + "includes conversation history.\n", + "\n", + "Here's a diagram showing how the agent uses Redis for short-term memory. Each node\n", + "in the graph (Retrieve Users, Respond, Summarize Conversation) persists its \"state\"\n", + "to Redis. The state object contains the agent's message conversation history for\n", + "the current thread.\n", + "\n", + "\n", "\n", "If Redis persistence is on, then Redis will persist short-term memory to\n", "disk. This means if you quit the agent and return with the same thread ID and\n", @@ -180,7 +199,10 @@ "### Long-Term Memory\n", "\n", "Aside from conversation history, the agent stores long-term memories in a search\n", - "index in Redis, using [RedisVL](https://docs.redisvl.com/en/latest/).\n", + "index in Redis, using [RedisVL](https://docs.redisvl.com/en/latest/). Here's a\n", + "diagram showing the components involved:\n", + "\n", + "\n", "\n", "The agent tracks two types of long-term memories:\n", "\n", @@ -200,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ @@ -285,7 +307,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We'll return to these models soon, to see them in action!" + "We'll return to these models soon to see them in action!" ] }, { @@ -312,14 +334,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 87, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "22:23:13 redisvl.index.index INFO Index already exists, not overwriting.\n", + "16:25:36 redisvl.index.index INFO Index already exists, not overwriting.\n", "Long-term memory index ready\n" ] } @@ -329,8 +351,7 @@ "from redisvl.schema.schema import IndexSchema\n", "\n", "# Define schema for long-term memory index\n", - "memory_schema = IndexSchema(\n", - " **{\n", + "memory_schema = IndexSchema.from_dict({\n", " \"index\": {\n", " \"name\": \"agent_memories\",\n", " \"prefix\": \"memory:\",\n", @@ -387,24 +408,26 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "import logging\n", "\n", - "from langchain_openai import OpenAIEmbeddings\n", "from redisvl.query import VectorRangeQuery\n", "from redisvl.query.filter import Tag\n", + "from redisvl.utils.vectorize.text.openai import OpenAITextVectorizer\n", + "\n", "\n", "logger = logging.getLogger(__name__)\n", "\n", "# If we have any memories that aren't associated with a user, we'll use this ID.\n", "SYSTEM_USER_ID = \"system\"\n", "\n", - "openai_embed = OpenAIEmbeddings(model=\"text-embedding-ada-002\")\n", + "openai_embed = OpenAITextVectorizer(model=\"text-embedding-ada-002\")\n", "\n", - "# Change this to TOOLS to use function-calling to store and retrieve memories.\n", + "# Change this to MemoryStrategy.TOOLS to use function-calling to store and\n", + "# retrieve memories.\n", "memory_strategy = MemoryStrategy.MANUAL\n", "\n", "\n", @@ -416,7 +439,7 @@ " distance_threshold: float = 0.1,\n", ") -> bool:\n", " \"\"\"Check if a similar long-term memory already exists in Redis.\"\"\"\n", - " query_embedding = openai_embed.embed_query(content)\n", + " query_embedding = openai_embed.embed(content)\n", " filters = (Tag(\"user_id\") == user_id) & (Tag(\"memory_type\") == memory_type)\n", " if thread_id:\n", " filters = filters & (Tag(\"thread_id\") == thread_id)\n", @@ -459,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -487,7 +510,7 @@ " logger.info(\"Similar memory found, skipping storage\")\n", " return\n", "\n", - " embedding = openai_embed.embed_query(content)\n", + " embedding = openai_embed.embed(content)\n", "\n", " memory_data = {\n", " \"user_id\": user_id or SYSTEM_USER_ID,\n", @@ -519,7 +542,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -535,7 +558,7 @@ " # Create vector query\n", " logger.debug(f\"Retrieving memories for query: {query}\")\n", " vector_query = VectorRangeQuery(\n", - " vector=openai_embed.embed_query(query),\n", + " vector=openai_embed.embed(query),\n", " return_fields=[\n", " \"content\",\n", " \"memory_type\",\n", @@ -627,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -769,7 +792,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -777,7 +800,16 @@ "from queue import Queue\n", "\n", "\n", - "def memory_worker(memory_queue: Queue, user_id: str):\n", + "DEFAULT_MEMORY_WORKER_INTERVAL = 5 * 60 # 5 minutes\n", + "DEFAULT_MEMORY_WORKER_BACKOFF_INTERVAL = 10 * 60 # 10 minutes\n", + "\n", + "\n", + "def memory_worker(\n", + " memory_queue: Queue,\n", + " user_id: str,\n", + " interval: int = DEFAULT_MEMORY_WORKER_INTERVAL,\n", + " backoff_interval: int = DEFAULT_MEMORY_WORKER_BACKOFF_INTERVAL,\n", + "):\n", " \"\"\"Worker function that processes long-term memory extraction requests\"\"\"\n", " key = f\"memory_worker:{user_id}:last_processed_message_id\"\n", "\n", @@ -809,12 +841,12 @@ " # Mark the task as done\n", " memory_queue.task_done()\n", " logger.debug(\"Memory extraction completed for queue item\")\n", - " # Wait 5 minutes before processing next item\n", - " time.sleep(5 * 60)\n", + " # Wait before processing next item\n", + " time.sleep(interval)\n", " except Exception as e:\n", + " # Wait before processing next item after an error\n", " logger.exception(f\"Error in memory worker thread: {e}\")\n", - " # Wait 10 minutes before processing next item after an error\n", - " time.sleep(10 * 60)\n", + " time.sleep(backoff_interval)\n", "\n", "\n", "# NOTE: We'll actually start the worker thread later, in the main loop." @@ -835,7 +867,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -921,7 +953,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -1016,16 +1048,16 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "22:23:14 redisvl.index.index INFO Index already exists, not overwriting.\n", - "22:23:14 redisvl.index.index INFO Index already exists, not overwriting.\n", - "22:23:14 redisvl.index.index INFO Index already exists, not overwriting.\n" + "16:25:36 redisvl.index.index INFO Index already exists, not overwriting.\n", + "16:25:36 redisvl.index.index INFO Index already exists, not overwriting.\n", + "16:25:36 redisvl.index.index INFO Index already exists, not overwriting.\n" ] } ], @@ -1118,7 +1150,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -1170,7 +1202,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -1261,7 +1293,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -1291,7 +1323,7 @@ "workflow.add_edge(\"summarize_conversation\", END)\n", "\n", "# Finally, compile the graph.\n", - "graph = workflow.compile(checkpointer=redis_saver)\n" + "graph = workflow.compile(checkpointer=redis_saver)" ] }, { @@ -1308,26 +1340,33 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "from redisvl.query import FilterQuery\n", "\n", "\n", - "def consolidate_memories(user_id: str):\n", + "def consolidate_memories(user_id: str, batch_size: int = 10):\n", " \"\"\"\n", " Periodically merge similar long-term memories for a user.\n", " \"\"\"\n", " logger.info(f\"Starting memory consolidation for user {user_id}\")\n", - "\n", + " \n", " # For each memory type, consolidate separately\n", + "\n", " for memory_type in MemoryType:\n", + " all_memories = []\n", + "\n", " # Get all memories of this type for the user\n", " of_type_for_user = (Tag(\"user_id\") == user_id) & (\n", " Tag(\"memory_type\") == memory_type\n", " )\n", " filter_query = FilterQuery(filter_expression=of_type_for_user)\n", + " \n", + " for batch in long_term_memory_index.paginate(filter_query, page_size=batch_size):\n", + " all_memories.extend(batch)\n", + " \n", " all_memories = long_term_memory_index.query(filter_query)\n", " if not all_memories:\n", " continue\n", @@ -1471,69 +1510,82 @@ "source": [ "## The Main Loop\n", "\n", - "Now we can put everything together and run the main loop." + "Now we can put everything together and run the main loop.\n", + "\n", + "Running this cell should ask for your OpenAI and Tavily keys, then a username\n", + "and thread ID. You'll enter a loop in which you can enter queries and see\n", + "responses from the agent printed below the following cell." ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 101, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: ipywidgets in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (8.1.5)\n", - "Requirement already satisfied: comm>=0.1.3 in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (from ipywidgets) (0.2.2)\n", - "Requirement already satisfied: ipython>=6.1.0 in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (from ipywidgets) (8.32.0)\n", - "Requirement already satisfied: traitlets>=4.3.1 in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (from ipywidgets) (5.14.3)\n", - "Requirement already satisfied: widgetsnbextension~=4.0.12 in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (from ipywidgets) (4.0.13)\n", - 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"Requirement already satisfied: executing>=1.2.0 in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (from stack_data->ipython>=6.1.0->ipywidgets) (2.2.0)\n", - "Requirement already satisfied: asttokens>=2.1.0 in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (from stack_data->ipython>=6.1.0->ipywidgets) (3.0.0)\n", - "Requirement already satisfied: pure-eval in /Users/andrew.brookins/src/redis-ai-resources/env/lib/python3.11/site-packages (from stack_data->ipython>=6.1.0->ipywidgets) (0.2.3)\n", - "\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - }, - { - "data": { - "application/javascript": "\n require(['base/js/dialog'], function(dialog) {\n dialog.modal({\n title: 'Message',\n body: 'This is a modal message!',\n buttons: {'OK': {'class': 'btn-primary'}}\n });\n });\n ", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/javascript": "\n require(['base/js/dialog'], function(dialog) {\n dialog.modal({\n title: 'Message',\n body: 'Another message!',\n buttons: {'OK': {'class': 'btn-primary'}}\n });\n });\n ", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", "text": [ "Welcome to the Travel Assistant! (Type 'exit' to quit)\n", + "\n", + "Assistant: In April, there are some fantastic destinations around the world, especially for enjoying springtime beauty and unique events. Here are my top 5 recommendations for travel in April:\n", + "\n", + "1. **Japan**: \n", + " - **Kyoto**: Experience the cherry blossoms at iconic sites such as the Philosopher's Path and Maruyama Park. Kyoto's blend of traditional culture and stunning natural beauty makes it a must-visit.\n", + "\n", + "2. **Amsterdam, Netherlands**: \n", + " - **Tulip Festival**: April is the perfect time to visit the Keukenhof Gardens and see the world-famous tulip fields in full bloom. The city also boasts beautiful canals and rich historical sites.\n", + "\n", + "3. **Washington, D.C., USA**: \n", + " - **National Cherry Blossom Festival**: This festival celebrates the blooming of cherry trees gifted from Japan, creating a picturesque scene around the National Mall and Tidal Basin.\n", + "\n", + "4. **Paris, France**: \n", + " - **Springtime in Paris**: The city blooms with flowers and is less crowded than in summer. Enjoy the beautiful parks like Jardin des Tuileries and cultural sites such as the Louvre and Eiffel Tower.\n", + "\n", + "5. **Morocco**: \n", + " - **Fez and Marrakech**: April offers pleasant weather to explore the vibrant markets, historic medinas, and stunning deserts. The cultural richness and architecture are highlights.\n", + "\n", + "These destinations offer a mix of natural beauty, cultural experiences, and unique seasonal events, making them perfect for a memorable April getaway. If you have specific preferences or interests, let me know, and I can refine these suggestions further!\n", + "\n", + "Assistant: No problem! Here are the top 5 places to visit in Japan during April, especially to enjoy the cherry blossom season and other unique experiences:\n", + "\n", + "1. **Kyoto**:\n", + " - **Philosopher's Path**: This picturesque canal-side walkway is lined with cherry trees, offering a serene setting for a spring stroll.\n", + " - **Kiyomizu-dera**: A historic temple with panoramic views over the city, surrounded by beautiful cherry blossoms.\n", + "\n", + "2. **Tokyo**:\n", + " - **Ueno Park**: One of the most popular spots in Tokyo for hanami (cherry blossom viewing), with numerous trees and a festive atmosphere.\n", + " - **Shinjuku Gyoen**: A large park offering a tranquil escape with a variety of blooming cherry trees.\n", + "\n", + "3. **Osaka**:\n", + " - **Osaka Castle**: The castle grounds are stunning during cherry blossom season, perfect for both day and night-time viewing with illuminated trees.\n", + "\n", + "4. **Hiroshima**:\n", + " - **Peace Memorial Park**: While visiting for its historical significance, enjoy the cherry blossoms along the Motoyasu River.\n", + "\n", + "5. **Nara**:\n", + " - **Nara Park**: Famous for its free-roaming deer and blooming cherry trees, creating a magical environment.\n", + "\n", + "These locations not only offer breathtaking cherry blossom displays but also provide rich cultural and historical experiences. If you have any specific activities or interests, such as arcade visits, feel free to share, and I can provide more tailored recommendations!\n", + "\n", + "Assistant: Kyoto is a treasure trove of cultural and historical sites, making it a must-visit during your trip to Japan. Here are the top 5 places to explore in Kyoto:\n", + "\n", + "1. **Fushimi Inari Taisha**:\n", + " - Famous for its thousands of vibrant red torii gates that create a stunning pathway up the sacred Mount Inari. It's an iconic sight that offers both spiritual and photographic opportunities.\n", + "\n", + "2. **Kinkaku-ji (Golden Pavilion)**:\n", + " - A Zen Buddhist temple covered in gold leaf, surrounded by beautiful gardens and a reflective pond. It's a breathtaking example of Japanese architecture and design.\n", + "\n", + "3. **Arashiyama Bamboo Grove**:\n", + " - Walk through the towering bamboo stalks in this serene and otherworldly grove. Nearby, you can also visit the Iwatayama Monkey Park for a fun interaction with wild monkeys.\n", + "\n", + "4. **Nijo Castle**:\n", + " - A UNESCO World Heritage Site, this historic castle is known for its beautiful gardens and ornate interiors. It's a great place to learn about Kyoto's history.\n", + "\n", + "5. **Gion District**:\n", + " - Explore the traditional geisha district with its charming wooden machiya houses. Visit during the evening for a chance to spot geisha or enjoy a traditional tea house experience.\n", + "\n", + "These sites offer a mix of cultural, historical, and natural beauty, providing a well-rounded Kyoto experience. If you're interested in specific activities like visiting arcades or bookstores, let me know, and I can provide additional recommendations!\n", "Thank you for using the Travel Assistant. Goodbye!\n" ] } @@ -1621,6 +1673,15 @@ "else:\n", " main(thread_id, user_id)\n" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## That's a Wrap!\n", + "\n", + "Want to make your own agent? Try the [LangGraph Quickstart](https://langchain-ai.github.io/langgraph/tutorials/introduction/). Then add our [Redis checkpointer](https://github.com/redis-developer/langgraph-redis) to make give your agent fast, persistent memory!" + ] } ], "metadata": { From ce6002ef7385a6d5f2ec4232e98ddcd97f5c131f Mon Sep 17 00:00:00 2001 From: Andrew Brookins Date: Fri, 21 Mar 2025 16:51:08 -0700 Subject: [PATCH 8/9] Fix typo --- python-recipes/agents/03_memory_agent.ipynb | 121 +++++--------------- 1 file changed, 29 insertions(+), 92 deletions(-) diff --git a/python-recipes/agents/03_memory_agent.ipynb b/python-recipes/agents/03_memory_agent.ipynb index 4a996c03..6901a2f2 100644 --- a/python-recipes/agents/03_memory_agent.ipynb +++ b/python-recipes/agents/03_memory_agent.ipynb @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -101,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -143,12 +143,13 @@ "True" ] }, - "execution_count": 85, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "import os\n", "from redis import Redis\n", "\n", "# Use the environment variable if set, otherwise default to localhost\n", @@ -222,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -334,14 +335,14 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "16:25:36 redisvl.index.index INFO Index already exists, not overwriting.\n", + "16:49:44 redisvl.index.index INFO Index already exists, not overwriting.\n", "Long-term memory index ready\n" ] } @@ -408,9 +409,23 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ValueError", + "evalue": "OpenAI API key is required. Provide it in api_config or set the OPENAI_API_KEY environment variable.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[14], line 13\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;66;03m# If we have any memories that aren't associated with a user, we'll use this ID.\u001b[39;00m\n\u001b[1;32m 11\u001b[0m SYSTEM_USER_ID \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msystem\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m---> 13\u001b[0m openai_embed \u001b[38;5;241m=\u001b[39m \u001b[43mOpenAITextVectorizer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtext-embedding-ada-002\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 15\u001b[0m \u001b[38;5;66;03m# Change this to MemoryStrategy.TOOLS to use function-calling to store and\u001b[39;00m\n\u001b[1;32m 16\u001b[0m \u001b[38;5;66;03m# retrieve memories.\u001b[39;00m\n\u001b[1;32m 17\u001b[0m memory_strategy \u001b[38;5;241m=\u001b[39m MemoryStrategy\u001b[38;5;241m.\u001b[39mMANUAL\n", + "File \u001b[0;32m~/src/redis-ai-resources/env/lib/python3.11/site-packages/redisvl/utils/vectorize/text/openai.py:75\u001b[0m, in \u001b[0;36mOpenAITextVectorizer.__init__\u001b[0;34m(self, model, api_config, dtype, **kwargs)\u001b[0m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__init__\u001b[39m(model\u001b[38;5;241m=\u001b[39mmodel, dtype\u001b[38;5;241m=\u001b[39mdtype)\n\u001b[1;32m 74\u001b[0m \u001b[38;5;66;03m# Init clients\u001b[39;00m\n\u001b[0;32m---> 75\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_initialize_clients\u001b[49m\u001b[43m(\u001b[49m\u001b[43mapi_config\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;66;03m# Set model dimensions after init\u001b[39;00m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdims \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_set_model_dims()\n", + "File \u001b[0;32m~/src/redis-ai-resources/env/lib/python3.11/site-packages/redisvl/utils/vectorize/text/openai.py:100\u001b[0m, in \u001b[0;36mOpenAITextVectorizer._initialize_clients\u001b[0;34m(self, api_config, **kwargs)\u001b[0m\n\u001b[1;32m 96\u001b[0m api_key \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 97\u001b[0m api_config\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mapi_key\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mif\u001b[39;00m api_config \u001b[38;5;28;01melse\u001b[39;00m os\u001b[38;5;241m.\u001b[39mgetenv(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOPENAI_API_KEY\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 98\u001b[0m )\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m api_key:\n\u001b[0;32m--> 100\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 101\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOpenAI API key is required. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 102\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mProvide it in api_config or set the OPENAI_API_KEY\u001b[39m\u001b[38;5;130;01m\\\u001b[39;00m\n\u001b[1;32m 103\u001b[0m \u001b[38;5;124m environment variable.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 104\u001b[0m )\n\u001b[1;32m 106\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_client \u001b[38;5;241m=\u001b[39m OpenAI(api_key\u001b[38;5;241m=\u001b[39mapi_key, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mapi_config, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 107\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_aclient \u001b[38;5;241m=\u001b[39m AsyncOpenAI(api_key\u001b[38;5;241m=\u001b[39mapi_key, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mapi_config, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "\u001b[0;31mValueError\u001b[0m: OpenAI API key is required. Provide it in api_config or set the OPENAI_API_KEY environment variable." + ] + } + ], "source": [ "import logging\n", "\n", @@ -1048,19 +1063,9 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "16:25:36 redisvl.index.index INFO Index already exists, not overwriting.\n", - "16:25:36 redisvl.index.index INFO Index already exists, not overwriting.\n", - "16:25:36 redisvl.index.index INFO Index already exists, not overwriting.\n" - ] - } - ], + "outputs": [], "source": [ "import json\n", "from typing import Dict, List, Optional, Tuple, Union\n", @@ -1519,77 +1524,9 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Welcome to the Travel Assistant! (Type 'exit' to quit)\n", - "\n", - "Assistant: In April, there are some fantastic destinations around the world, especially for enjoying springtime beauty and unique events. Here are my top 5 recommendations for travel in April:\n", - "\n", - "1. **Japan**: \n", - " - **Kyoto**: Experience the cherry blossoms at iconic sites such as the Philosopher's Path and Maruyama Park. Kyoto's blend of traditional culture and stunning natural beauty makes it a must-visit.\n", - "\n", - "2. **Amsterdam, Netherlands**: \n", - " - **Tulip Festival**: April is the perfect time to visit the Keukenhof Gardens and see the world-famous tulip fields in full bloom. The city also boasts beautiful canals and rich historical sites.\n", - "\n", - "3. **Washington, D.C., USA**: \n", - " - **National Cherry Blossom Festival**: This festival celebrates the blooming of cherry trees gifted from Japan, creating a picturesque scene around the National Mall and Tidal Basin.\n", - "\n", - "4. **Paris, France**: \n", - " - **Springtime in Paris**: The city blooms with flowers and is less crowded than in summer. Enjoy the beautiful parks like Jardin des Tuileries and cultural sites such as the Louvre and Eiffel Tower.\n", - "\n", - "5. **Morocco**: \n", - " - **Fez and Marrakech**: April offers pleasant weather to explore the vibrant markets, historic medinas, and stunning deserts. The cultural richness and architecture are highlights.\n", - "\n", - "These destinations offer a mix of natural beauty, cultural experiences, and unique seasonal events, making them perfect for a memorable April getaway. If you have specific preferences or interests, let me know, and I can refine these suggestions further!\n", - "\n", - "Assistant: No problem! Here are the top 5 places to visit in Japan during April, especially to enjoy the cherry blossom season and other unique experiences:\n", - "\n", - "1. **Kyoto**:\n", - " - **Philosopher's Path**: This picturesque canal-side walkway is lined with cherry trees, offering a serene setting for a spring stroll.\n", - " - **Kiyomizu-dera**: A historic temple with panoramic views over the city, surrounded by beautiful cherry blossoms.\n", - "\n", - "2. **Tokyo**:\n", - " - **Ueno Park**: One of the most popular spots in Tokyo for hanami (cherry blossom viewing), with numerous trees and a festive atmosphere.\n", - " - **Shinjuku Gyoen**: A large park offering a tranquil escape with a variety of blooming cherry trees.\n", - "\n", - "3. **Osaka**:\n", - " - **Osaka Castle**: The castle grounds are stunning during cherry blossom season, perfect for both day and night-time viewing with illuminated trees.\n", - "\n", - "4. **Hiroshima**:\n", - " - **Peace Memorial Park**: While visiting for its historical significance, enjoy the cherry blossoms along the Motoyasu River.\n", - "\n", - "5. **Nara**:\n", - " - **Nara Park**: Famous for its free-roaming deer and blooming cherry trees, creating a magical environment.\n", - "\n", - "These locations not only offer breathtaking cherry blossom displays but also provide rich cultural and historical experiences. If you have any specific activities or interests, such as arcade visits, feel free to share, and I can provide more tailored recommendations!\n", - "\n", - "Assistant: Kyoto is a treasure trove of cultural and historical sites, making it a must-visit during your trip to Japan. Here are the top 5 places to explore in Kyoto:\n", - "\n", - "1. **Fushimi Inari Taisha**:\n", - " - Famous for its thousands of vibrant red torii gates that create a stunning pathway up the sacred Mount Inari. It's an iconic sight that offers both spiritual and photographic opportunities.\n", - "\n", - "2. **Kinkaku-ji (Golden Pavilion)**:\n", - " - A Zen Buddhist temple covered in gold leaf, surrounded by beautiful gardens and a reflective pond. It's a breathtaking example of Japanese architecture and design.\n", - "\n", - "3. **Arashiyama Bamboo Grove**:\n", - " - Walk through the towering bamboo stalks in this serene and otherworldly grove. Nearby, you can also visit the Iwatayama Monkey Park for a fun interaction with wild monkeys.\n", - "\n", - "4. **Nijo Castle**:\n", - " - A UNESCO World Heritage Site, this historic castle is known for its beautiful gardens and ornate interiors. It's a great place to learn about Kyoto's history.\n", - "\n", - "5. **Gion District**:\n", - " - Explore the traditional geisha district with its charming wooden machiya houses. Visit during the evening for a chance to spot geisha or enjoy a traditional tea house experience.\n", - "\n", - "These sites offer a mix of cultural, historical, and natural beauty, providing a well-rounded Kyoto experience. If you're interested in specific activities like visiting arcades or bookstores, let me know, and I can provide additional recommendations!\n", - "Thank you for using the Travel Assistant. Goodbye!\n" - ] - } - ], + "outputs": [], "source": [ "import threading\n", "\n", From f82e4422d42611a51d4118cba653caf98a7d6745 Mon Sep 17 00:00:00 2001 From: Andrew Brookins Date: Fri, 21 Mar 2025 17:06:17 -0700 Subject: [PATCH 9/9] Comment out Tavily tool for now due to CI --- python-recipes/agents/03_memory_agent.ipynb | 74 +++++---------------- 1 file changed, 18 insertions(+), 56 deletions(-) diff --git a/python-recipes/agents/03_memory_agent.ipynb b/python-recipes/agents/03_memory_agent.ipynb index 6901a2f2..c701e6c8 100644 --- a/python-recipes/agents/03_memory_agent.ipynb +++ b/python-recipes/agents/03_memory_agent.ipynb @@ -40,20 +40,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n", - "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", - "Note: you may need to restart the kernel to use updated packages.\n" - ] - } - ], + "outputs": [], "source": [ "%pip install -q langchain-openai langgraph-checkpoint langgraph-checkpoint-redis \"langchain-community>=0.2.11\" tavily-python langchain-redis pydantic ulid" ] @@ -85,7 +74,10 @@ "\n", "\n", "_set_env(\"OPENAI_API_KEY\")\n", - "_set_env(\"TAVILY_API_KEY\")" + "\n", + "# Uncomment this if you have a Tavily API key and want to\n", + "# use the web search tool.\n", + "# _set_env(\"TAVILY_API_KEY\")" ] }, { @@ -134,20 +126,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import os\n", "from redis import Redis\n", @@ -335,18 +316,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "16:49:44 redisvl.index.index INFO Index already exists, not overwriting.\n", - "Long-term memory index ready\n" - ] - } - ], + "outputs": [], "source": [ "from redisvl.index import SearchIndex\n", "from redisvl.schema.schema import IndexSchema\n", @@ -409,23 +381,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "OpenAI API key is required. Provide it in api_config or set the OPENAI_API_KEY environment variable.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[14], line 13\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;66;03m# If we have any memories that aren't associated with a user, we'll use this ID.\u001b[39;00m\n\u001b[1;32m 11\u001b[0m SYSTEM_USER_ID \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msystem\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m---> 13\u001b[0m openai_embed \u001b[38;5;241m=\u001b[39m \u001b[43mOpenAITextVectorizer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtext-embedding-ada-002\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 15\u001b[0m \u001b[38;5;66;03m# Change this to MemoryStrategy.TOOLS to use function-calling to store and\u001b[39;00m\n\u001b[1;32m 16\u001b[0m \u001b[38;5;66;03m# retrieve memories.\u001b[39;00m\n\u001b[1;32m 17\u001b[0m memory_strategy \u001b[38;5;241m=\u001b[39m MemoryStrategy\u001b[38;5;241m.\u001b[39mMANUAL\n", - "File \u001b[0;32m~/src/redis-ai-resources/env/lib/python3.11/site-packages/redisvl/utils/vectorize/text/openai.py:75\u001b[0m, in \u001b[0;36mOpenAITextVectorizer.__init__\u001b[0;34m(self, model, api_config, dtype, **kwargs)\u001b[0m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__init__\u001b[39m(model\u001b[38;5;241m=\u001b[39mmodel, dtype\u001b[38;5;241m=\u001b[39mdtype)\n\u001b[1;32m 74\u001b[0m \u001b[38;5;66;03m# Init clients\u001b[39;00m\n\u001b[0;32m---> 75\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_initialize_clients\u001b[49m\u001b[43m(\u001b[49m\u001b[43mapi_config\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;66;03m# Set model dimensions after init\u001b[39;00m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdims \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_set_model_dims()\n", - "File \u001b[0;32m~/src/redis-ai-resources/env/lib/python3.11/site-packages/redisvl/utils/vectorize/text/openai.py:100\u001b[0m, in \u001b[0;36mOpenAITextVectorizer._initialize_clients\u001b[0;34m(self, api_config, **kwargs)\u001b[0m\n\u001b[1;32m 96\u001b[0m api_key \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 97\u001b[0m api_config\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mapi_key\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mif\u001b[39;00m api_config \u001b[38;5;28;01melse\u001b[39;00m os\u001b[38;5;241m.\u001b[39mgetenv(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOPENAI_API_KEY\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 98\u001b[0m )\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m api_key:\n\u001b[0;32m--> 100\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 101\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOpenAI API key is required. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 102\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mProvide it in api_config or set the OPENAI_API_KEY\u001b[39m\u001b[38;5;130;01m\\\u001b[39;00m\n\u001b[1;32m 103\u001b[0m \u001b[38;5;124m environment variable.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 104\u001b[0m )\n\u001b[1;32m 106\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_client \u001b[38;5;241m=\u001b[39m OpenAI(api_key\u001b[38;5;241m=\u001b[39mapi_key, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mapi_config, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 107\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_aclient \u001b[38;5;241m=\u001b[39m AsyncOpenAI(api_key\u001b[38;5;241m=\u001b[39mapi_key, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mapi_config, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "\u001b[0;31mValueError\u001b[0m: OpenAI API key is required. Provide it in api_config or set the OPENAI_API_KEY environment variable." - ] - } - ], + "outputs": [], "source": [ "import logging\n", "\n", @@ -1113,8 +1071,12 @@ "llm = ChatOpenAI(model=\"gpt-4o\", temperature=0.7)\n", "\n", "\n", - "web_search_tool = CachingTavilySearchResults(max_results=2)\n", - "base_tools = [web_search_tool]\n", + "# Uncomment these lines if you have a Tavily API key and want to use the web\n", + "# search tool. The agent is much more useful with this tool.\n", + "# web_search_tool = CachingTavilySearchResults(max_results=2)\n", + "# base_tools = [web_search_tool]\n", + "base_tools = []\n", + "\n", "if memory_strategy == MemoryStrategy.TOOLS:\n", " tools = base_tools + [store_memory_tool, retrieve_memories_tool]\n", "elif memory_strategy == MemoryStrategy.MANUAL:\n",

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