mirror of
https://github.com/dair-ai/Prompt-Engineering-Guide
synced 2024-11-08 07:10:41 +00:00
127 lines
3.7 KiB
Plaintext
127 lines
3.7 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## ReAct Prompting"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"%%capture\n",
|
|
"# update or install the necessary libraries\n",
|
|
"!pip install --upgrade openai\n",
|
|
"!pip install --upgrade langchain\n",
|
|
"!pip install --upgrade python-dotenv\n",
|
|
"!pip install google-search-results\n",
|
|
"\n",
|
|
"# import libraries\n",
|
|
"import openai\n",
|
|
"import os\n",
|
|
"from langchain.llms import OpenAI\n",
|
|
"from langchain.agents import load_tools\n",
|
|
"from langchain.agents import initialize_agent\n",
|
|
"from dotenv import load_dotenv\n",
|
|
"load_dotenv()\n",
|
|
"\n",
|
|
"# load API keys; you will need to obtain these if you haven't yet\n",
|
|
"os.environ[\"OPENAI_API_KEY\"] = os.getenv(\"OPENAI_API_KEY\")\n",
|
|
"os.environ[\"SERPER_API_KEY\"] = os.getenv(\"SERPER_API_KEY\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"llm = OpenAI(model_name=\"text-davinci-003\" ,temperature=0)\n",
|
|
"tools = load_tools([\"google-serper\", \"llm-math\"], llm=llm)\n",
|
|
"agent = initialize_agent(tools, llm, agent=\"zero-shot-react-description\", verbose=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"\n",
|
|
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
|
|
"\u001b[32;1m\u001b[1;3m I need to find out who Olivia Wilde's boyfriend is and then calculate his age raised to the 0.23 power.\n",
|
|
"Action: Search\n",
|
|
"Action Input: \"Olivia Wilde boyfriend\"\u001b[0m\n",
|
|
"Observation: \u001b[36;1m\u001b[1;3mOlivia Wilde started dating Harry Styles after ending her years-long engagement to Jason Sudeikis — see their relationship timeline.\u001b[0m\n",
|
|
"Thought:\u001b[32;1m\u001b[1;3m I need to find out Harry Styles' age.\n",
|
|
"Action: Search\n",
|
|
"Action Input: \"Harry Styles age\"\u001b[0m\n",
|
|
"Observation: \u001b[36;1m\u001b[1;3m29 years\u001b[0m\n",
|
|
"Thought:\u001b[32;1m\u001b[1;3m I need to calculate 29 raised to the 0.23 power.\n",
|
|
"Action: Calculator\n",
|
|
"Action Input: 29^0.23\u001b[0m\n",
|
|
"Observation: \u001b[33;1m\u001b[1;3mAnswer: 2.169459462491557\n",
|
|
"\u001b[0m\n",
|
|
"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer.\n",
|
|
"Final Answer: Harry Styles, Olivia Wilde's boyfriend, is 29 years old and his age raised to the 0.23 power is 2.169459462491557.\u001b[0m\n",
|
|
"\n",
|
|
"\u001b[1m> Finished chain.\u001b[0m\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"\"Harry Styles, Olivia Wilde's boyfriend, is 29 years old and his age raised to the 0.23 power is 2.169459462491557.\""
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# run the agent\n",
|
|
"agent.run(\"Who is Olivia Wilde's boyfriend? What is his current age raised to the 0.23 power?\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "langchain",
|
|
"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": "3.9.16"
|
|
},
|
|
"orig_nbformat": 4
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|