langgraph/examples/map-reduce.ipynb

{
 "cells": [
  {
   "attachments": {
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     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "95a87145-34d0-4f97-b45f-5c9fd8532c8a",
   "metadata": {},
   "source": [
    "# How to create map-reduce branches for parallel execution\n",
    "\n",
    "[Map-reduce](https://en.wikipedia.org/wiki/MapReduce) operations are essential for efficient task decomposition and parallel processing. This approach involves breaking a task into smaller sub-tasks, processing each sub-task in parallel, and aggregating the results across all of the completed sub-tasks. \n",
    "\n",
    "Consider this example: given a general topic from the user, generate a list of related subjects, generate a joke for each subject, and select the best joke from the resulting list. In this design pattern, a first node may generate a list of objects (e.g., related subjects) and we want to apply some other node (e.g., generate a joke) to all those objects (e.g., subjects). However, two main challenges arise.\n",
    " \n",
    "(1) the number of objects (e.g., subjects) may be unknown ahead of time (meaning the number of edges may not be known) when we lay out the graph and (2) the input State to the downstream Node should be different (one for each generated object).\n",
    "  \n",
    "LangGraph addresses these challenges [through its `Send` API](https://langchain-ai.github.io/langgraph/concepts/low_level/#send). By utilizing conditional edges, `Send` can distribute different states (e.g., subjects) to multiple instances of a node (e.g., joke generation). Importantly, the sent state can differ from the core graph's state, allowing for flexible and dynamic workflow management. \n",
    "\n",
    "![Screenshot 2024-07-11 at 12.03.30 PM.png](attachment:60c16e0d-231b-4692-a982-9cda9bc751dc.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3eb04cd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture --no-stderr\n",
    "%pip install -U langchain-anthropic langgraph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dc292321",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import getpass\n",
    "\n",
    "\n",
    "def _set_env(name: str):\n",
    "    if not os.getenv(name):\n",
    "        os.environ[name] = getpass.getpass(f\"{name}: \")\n",
    "\n",
    "\n",
    "_set_env(\"ANTHROPIC_API_KEY\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0f0f78e4-423d-4e2d-aa1a-01efaec4715f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import operator\n",
    "from typing import Annotated, TypedDict\n",
    "\n",
    "from langchain_core.pydantic_v1 import BaseModel\n",
    "from langchain_anthropic import ChatAnthropic\n",
    "\n",
    "from langgraph.constants import Send\n",
    "from langgraph.graph import END, StateGraph, START\n",
    "\n",
    "# Model and prompts\n",
    "# Define model and prompts we will use\n",
    "subjects_prompt = \"\"\"Generate a comma separated list of between 2 and 5 examples related to: {topic}.\"\"\"\n",
    "joke_prompt = \"\"\"Generate a joke about {subject}\"\"\"\n",
    "best_joke_prompt = \"\"\"Below are a bunch of jokes about {topic}. Select the best one! Return the ID of the best one.\n",
    "\n",
    "{jokes}\"\"\"\n",
    "\n",
    "\n",
    "class Subjects(BaseModel):\n",
    "    subjects: list[str]\n",
    "\n",
    "\n",
    "class Joke(BaseModel):\n",
    "    joke: str\n",
    "\n",
    "\n",
    "class BestJoke(BaseModel):\n",
    "    id: int\n",
    "\n",
    "\n",
    "model = ChatAnthropic(model=\"claude-3-5-sonnet-20240620\")\n",
    "\n",
    "# Graph components: define the components that will make up the graph\n",
    "\n",
    "\n",
    "# This will be the overall state of the main graph.\n",
    "# It will contain a topic (which we expect the user to provide)\n",
    "# and then will generate a list of subjects, and then a joke for\n",
    "# each subject\n",
    "class OverallState(TypedDict):\n",
    "    topic: str\n",
    "    subjects: list\n",
    "    # Notice here we use the operator.add\n",
    "    # This is because we want combine all the jokes we generate\n",
    "    # from individual nodes back into one list - this is essentially\n",
    "    # the \"reduce\" part\n",
    "    jokes: Annotated[list, operator.add]\n",
    "    best_selected_joke: str\n",
    "\n",
    "\n",
    "# This will be the state of the node that we will \"map\" all\n",
    "# subjects to in order to generate a joke\n",
    "class JokeState(TypedDict):\n",
    "    subject: str\n",
    "\n",
    "\n",
    "# This is the function we will use to generate the subjects of the jokes\n",
    "def generate_topics(state: OverallState):\n",
    "    prompt = subjects_prompt.format(topic=state[\"topic\"])\n",
    "    response = model.with_structured_output(Subjects).invoke(prompt)\n",
    "    return {\"subjects\": response.subjects}\n",
    "\n",
    "\n",
    "# Here we generate a joke, given a subject\n",
    "def generate_joke(state: JokeState):\n",
    "    prompt = joke_prompt.format(subject=state[\"subject\"])\n",
    "    response = model.with_structured_output(Joke).invoke(prompt)\n",
    "    return {\"jokes\": [response.joke]}\n",
    "\n",
    "\n",
    "# Here we define the logic to map out over the generated subjects\n",
    "# We will use this an edge in the graph\n",
    "def continue_to_jokes(state: OverallState):\n",
    "    # We will return a list of `Send` objects\n",
    "    # Each `Send` object consists of the name of a node in the graph\n",
    "    # as well as the state to send to that node\n",
    "    return [Send(\"generate_joke\", {\"subject\": s}) for s in state[\"subjects\"]]\n",
    "\n",
    "\n",
    "# Here we will judge the best joke\n",
    "def best_joke(state: OverallState):\n",
    "    jokes = \"\\n\\n\".format()\n",
    "    prompt = best_joke_prompt.format(topic=state[\"topic\"], jokes=jokes)\n",
    "    response = model.with_structured_output(BestJoke).invoke(prompt)\n",
    "    return {\"best_selected_joke\": state[\"jokes\"][response.id]}\n",
    "\n",
    "\n",
    "# Construct the graph: here we put everything together to construct our graph\n",
    "graph = StateGraph(OverallState)\n",
    "graph.add_node(\"generate_topics\", generate_topics)\n",
    "graph.add_node(\"generate_joke\", generate_joke)\n",
    "graph.add_node(\"best_joke\", best_joke)\n",
    "graph.add_edge(START, \"generate_topics\")\n",
    "graph.add_conditional_edges(\"generate_topics\", continue_to_jokes, [\"generate_joke\"])\n",
    "graph.add_edge(\"generate_joke\", \"best_joke\")\n",
    "graph.add_edge(\"best_joke\", END)\n",
    "app = graph.compile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "37ed1f71-63db-416f-b715-4617b33d4b7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "\n",
    "Image(app.get_graph().draw_mermaid_png())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd90cace",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'generate_topics': {'subjects': ['lion', 'elephant', 'penguin', 'giraffe']}}\n",
      "{'generate_joke': {'jokes': [\"Why don't you see penguins in Britain? Because they're afraid of Wales!\"]}}\n",
      "{'generate_joke': {'jokes': [\"Why don't elephants use computers? They're afraid of the mouse!\"]}}\n",
      "{'generate_joke': {'jokes': [\"Why don't lions like fast food? Because they can't catch it!\"]}}\n",
      "{'generate_joke': {'jokes': [\"Why don't giraffes ever get caught in traffic jams? Because they can always stick their necks out and see what's ahead!\"]}}\n",
      "{'best_joke': {'best_selected_joke': \"Why don't elephants use computers? They're afraid of the mouse!\"}}\n"
     ]
    }
   ],
   "source": [
    "# Call the graph: here we call it to generate a list of jokes\n",
    "for s in app.stream({\"topic\": \"animals\"}):\n",
    "    print(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f28eaf56",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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