{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "82140df0",
   "metadata": {},
   "source": [
    "# ReAct\n",
    "\n",
    "This notebook showcases using an agent to implement the ReAct logic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4e272b47",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain import OpenAI, Wikipedia\n",
    "from langchain.agents import initialize_agent, Tool\n",
    "from langchain.agents.react.base import DocstoreExplorer\n",
    "docstore=DocstoreExplorer(Wikipedia())\n",
    "tools = [\n",
    "    Tool(\n",
    "        name=\"Search\",\n",
    "        func=docstore.search\n",
    "    ),\n",
    "    Tool(\n",
    "        name=\"Lookup\",\n",
    "        func=docstore.lookup\n",
    "    )\n",
    "]\n",
    "\n",
    "llm = OpenAI(temperature=0)\n",
    "react = initialize_agent(tools, llm, agent=\"react-docstore\", verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8078c8f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Author David Chanoff has collaborated with a U.S. Navy admiral who served as the ambassador to the United Kingdom under which President?\n",
      "Thought 1:"
     ]
    }
   ],
   "source": [
    "question = \"Author David Chanoff has collaborated with a U.S. Navy admiral who served as the ambassador to the United Kingdom under which President?\"\n",
    "react.run(question)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4ff64e81",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}