Access intermediate steps.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "82VHtL3eK3ZO"
   },
   "outputs": [],
   "source": [
    "from langchain.agents import load_tools\n",
    "from langchain.agents import initialize_agent\n",
    "from langchain.agents import AgentType\n",
    "from langchain.llms import OpenAI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "BfdEFyELK7yS"
   },
   "outputs": [],
   "source": [
    "llm = OpenAI(temperature=0, model_name=\"text-davinci-002\")\n",
    "tools = load_tools([\"serpapi\", \"llm-math\"], llm=llm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "yLODBrWKK-dr"
   },
   "outputs": [],
   "source": [
    "agent = initialize_agent(\n",
    "    tools,\n",
    "    llm,\n",
    "    agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION,\n",
    "    verbose=True,\n",
    "    return_intermediate_steps=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "3Jchq3PBK_2e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new  chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3m I should look up who Leo DiCaprio is dating\n",
      "Action: Search\n",
      "Action Input: \"Leo DiCaprio girlfriend\"\u001b[0m\n",
      "Observation: \u001b[36;1m\u001b[1;3mThe actor is believed to have recently split from his girlfriend of five years, actor Camila Morrone, but has previously been romantically ...\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3m I should look up Camila Morrone's age\n",
      "Action: Search\n",
      "Action Input: \"Camila Morrone age\"\u001b[0m\n",
      "Observation: \u001b[36;1m\u001b[1;3m26 years\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3m I should calculate 26 years to the 0.43 power\n",
      "Action: Calculator\n",
      "Action Input: 26^0.43\u001b[0m\n",
      "Observation: \u001b[33;1m\u001b[1;3mAnswer: 4.059182145592686\u001b[0m\n",
      "Thought:\u001b[32;1m\u001b[1;3m I now know the final answer\n",
      "Final Answer: Camila Morrone is Leo DiCaprio's girlfriend and her current age raised to the 0.43 power is 4.059182145592686\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "response = agent(\n",
    "    {\n",
    "        \"input\": \"Who is Leo DiCaprio's girlfriend? What is her current age raised to the 0.43 power?\"\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "TRDTh3beLCeG"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(AgentAction(tool='Search', tool_input='Leo DiCaprio girlfriend', log=' I should look up who Leo DiCaprio is dating\\nAction: Search\\nAction Input: \"Leo DiCaprio girlfriend\"'), 'The actor is believed to have recently split from his girlfriend of five years, actor Camila Morrone, but has previously been romantically ...'), (AgentAction(tool='Search', tool_input='Camila Morrone age', log=' I should look up Camila Morrone\\'s age\\nAction: Search\\nAction Input: \"Camila Morrone age\"'), '26 years'), (AgentAction(tool='Calculator', tool_input='26^0.43', log=' I should calculate 26 years to the 0.43 power\\nAction: Calculator\\nAction Input: 26^0.43'), 'Answer: 4.059182145592686')]\n"
     ]
    }
   ],
   "source": [
    "# The actual return type is a NamedTuple for the agent action, and then an observation\n",
    "print(response[\"intermediate_steps\"])"
   ]
  }
 ],
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