langchain/docs/extras/integrations/tools/openweathermap.ipynb
2023-07-23 23:23:16 -07:00

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"# OpenWeatherMap API\n",
"\n",
"This notebook goes over how to use the OpenWeatherMap component to fetch weather information.\n",
"\n",
"First, you need to sign up for an OpenWeatherMap API key:\n",
"\n",
"1. Go to OpenWeatherMap and sign up for an API key [here](https://openweathermap.org/api/)\n",
"2. pip install pyowm\n",
"\n",
"Then we will need to set some environment variables:\n",
"1. Save your API KEY into OPENWEATHERMAP_API_KEY env variable\n",
"\n",
"## Use the wrapper"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "34bb5968",
"metadata": {},
"outputs": [],
"source": [
"from langchain.utilities import OpenWeatherMapAPIWrapper\n",
"import os\n",
"\n",
"os.environ[\"OPENWEATHERMAP_API_KEY\"] = \"\"\n",
"\n",
"weather = OpenWeatherMapAPIWrapper()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "ac4910f8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"In London,GB, the current weather is as follows:\n",
"Detailed status: broken clouds\n",
"Wind speed: 2.57 m/s, direction: 240°\n",
"Humidity: 55%\n",
"Temperature: \n",
" - Current: 20.12°C\n",
" - High: 21.75°C\n",
" - Low: 18.68°C\n",
" - Feels like: 19.62°C\n",
"Rain: {}\n",
"Heat index: None\n",
"Cloud cover: 75%\n"
]
}
],
"source": [
"weather_data = weather.run(\"London,GB\")\n",
"print(weather_data)"
]
},
{
"cell_type": "markdown",
"id": "e73cfa56",
"metadata": {},
"source": [
"## Use the tool"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "b3367417",
"metadata": {},
"outputs": [],
"source": [
"from langchain.llms import OpenAI\n",
"from langchain.agents import load_tools, initialize_agent, AgentType\n",
"import os\n",
"\n",
"os.environ[\"OPENAI_API_KEY\"] = \"\"\n",
"os.environ[\"OPENWEATHERMAP_API_KEY\"] = \"\"\n",
"\n",
"llm = OpenAI(temperature=0)\n",
"\n",
"tools = load_tools([\"openweathermap-api\"], llm)\n",
"\n",
"agent_chain = initialize_agent(\n",
" tools=tools, llm=llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "bf4f6854",
"metadata": {},
"outputs": [
{
"name": "stdout",
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"text": [
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3m I need to find out the current weather in London.\n",
"Action: OpenWeatherMap\n",
"Action Input: London,GB\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mIn London,GB, the current weather is as follows:\n",
"Detailed status: broken clouds\n",
"Wind speed: 2.57 m/s, direction: 240°\n",
"Humidity: 56%\n",
"Temperature: \n",
" - Current: 20.11°C\n",
" - High: 21.75°C\n",
" - Low: 18.68°C\n",
" - Feels like: 19.64°C\n",
"Rain: {}\n",
"Heat index: None\n",
"Cloud cover: 75%\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I now know the current weather in London.\n",
"Final Answer: The current weather in London is broken clouds, with a wind speed of 2.57 m/s, direction 240°, humidity of 56%, temperature of 20.11°C, high of 21.75°C, low of 18.68°C, and a heat index of None.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
},
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"'The current weather in London is broken clouds, with a wind speed of 2.57 m/s, direction 240°, humidity of 56%, temperature of 20.11°C, high of 21.75°C, low of 18.68°C, and a heat index of None.'"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"agent_chain.run(\"What's the weather like in London?\")"
]
}
],
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