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127 lines
3.7 KiB
Plaintext
127 lines
3.7 KiB
Plaintext
{
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"cells": [
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## ReAct Prompting"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"%%capture\n",
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"# update or install the necessary libraries\n",
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"!pip install --upgrade openai\n",
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"!pip install --upgrade langchain\n",
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"!pip install --upgrade python-dotenv\n",
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"!pip install google-search-results\n",
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"\n",
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"# import libraries\n",
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"import openai\n",
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"import os\n",
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"from langchain.llms import OpenAI\n",
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"from langchain.agents import load_tools\n",
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"from langchain.agents import initialize_agent\n",
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"from dotenv import load_dotenv\n",
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"load_dotenv()\n",
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"\n",
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"# load API keys; you will need to obtain these if you haven't yet\n",
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"os.environ[\"OPENAI_API_KEY\"] = os.getenv(\"OPENAI_API_KEY\")\n",
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"os.environ[\"SERPER_API_KEY\"] = os.getenv(\"SERPER_API_KEY\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"llm = OpenAI(model_name=\"text-davinci-003\" ,temperature=0)\n",
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"tools = load_tools([\"google-serper\", \"llm-math\"], llm=llm)\n",
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"agent = initialize_agent(tools, llm, agent=\"zero-shot-react-description\", verbose=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"\n",
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"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
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"\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",
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"Action: Search\n",
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"Action Input: \"Olivia Wilde boyfriend\"\u001b[0m\n",
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"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",
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"Thought:\u001b[32;1m\u001b[1;3m I need to find out Harry Styles' age.\n",
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"Action: Search\n",
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"Action Input: \"Harry Styles age\"\u001b[0m\n",
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"Observation: \u001b[36;1m\u001b[1;3m29 years\u001b[0m\n",
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"Thought:\u001b[32;1m\u001b[1;3m I need to calculate 29 raised to the 0.23 power.\n",
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"Action: Calculator\n",
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"Action Input: 29^0.23\u001b[0m\n",
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"Observation: \u001b[33;1m\u001b[1;3mAnswer: 2.169459462491557\n",
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"\u001b[0m\n",
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"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer.\n",
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"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",
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"\n",
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"\u001b[1m> Finished chain.\u001b[0m\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"\"Harry Styles, Olivia Wilde's boyfriend, is 29 years old and his age raised to the 0.23 power is 2.169459462491557.\""
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# run the agent\n",
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"agent.run(\"Who is Olivia Wilde's boyfriend? What is his current age raised to the 0.23 power?\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "langchain",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.16"
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},
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"orig_nbformat": 4
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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