forked from Archives/langchain
add the existing OpenWeatherMap tool to the public api (#4292)
[OpenWeatherMapAPIWrapper](f70e18a5b3/docs/modules/agents/tools/examples/openweathermap.ipynb
) works wonderfully, but the _tool_ itself can't be used in master branch. - added OpenWeatherMap **tool** to the public api, to be loadable with `load_tools` by using "openweathermap-api" tool name (that name is used in the existing [docs](aff33d52c5/docs/modules/agents/tools/getting_started.md
), at the bottom of the page) - updated OpenWeatherMap tool's **description** to make the input format match what the API expects (e.g. `London,GB` instead of `'London,GB'`) - added [ecosystem documentation page for OpenWeatherMap](f9c41594fe/docs/ecosystem/openweathermap.md
) - added tool usage example to [OpenWeatherMap's notebook](f9c41594fe/docs/modules/agents/tools/examples/openweathermap.ipynb
) Let me know if there's something I missed or something needs to be updated! Or feel free to make edits yourself if that makes it easier for you 🙂
This commit is contained in:
parent
6f47ab17a4
commit
66828ad231
34
docs/ecosystem/openweathermap.md
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34
docs/ecosystem/openweathermap.md
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@ -0,0 +1,34 @@
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# OpenWeatherMap API
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This page covers how to use the OpenWeatherMap API within LangChain.
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It is broken into two parts: installation and setup, and then references to specific OpenWeatherMap API wrappers.
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## Installation and Setup
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- Install requirements with `pip install pyowm`
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- Go to OpenWeatherMap and sign up for an account to get your API key [here](https://openweathermap.org/api/)
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- Set your API key as `OPENWEATHERMAP_API_KEY` environment variable
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## Wrappers
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### Utility
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There exists a OpenWeatherMapAPIWrapper utility which wraps this API. To import this utility:
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```python
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from langchain.utilities.openweathermap import OpenWeatherMapAPIWrapper
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```
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For a more detailed walkthrough of this wrapper, see [this notebook](../modules/agents/tools/examples/openweathermap.ipynb).
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### Tool
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You can also easily load this wrapper as a Tool (to use with an Agent).
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You can do this with:
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```python
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from langchain.agents import load_tools
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tools = load_tools(["openweathermap-api"])
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```
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For more information on this, see [this page](../modules/agents/tools/getting_started.md)
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@ -1,7 +1,6 @@
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{
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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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"id": "245a954a",
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"metadata": {},
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@ -16,68 +15,30 @@
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"2. pip install pyowm\n",
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"\n",
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"Then we will need to set some environment variables:\n",
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"1. Save your API KEY into OPENWEATHERMAP_API_KEY env variable"
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"1. Save your API KEY into OPENWEATHERMAP_API_KEY env variable\n",
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"\n",
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"## Use the wrapper"
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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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"id": "961b3689",
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"metadata": {
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"vscode": {
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"languageId": "shellscript"
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}
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},
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"outputs": [],
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"source": [
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"pip install pyowm"
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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": 35,
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"execution_count": 9,
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"id": "34bb5968",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.utilities import OpenWeatherMapAPIWrapper\n",
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"import os\n",
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"os.environ[\"OPENWEATHERMAP_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": 36,
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"id": "ac4910f8",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.utilities import OpenWeatherMapAPIWrapper"
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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": 37,
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"id": "84b8f773",
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"metadata": {},
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"outputs": [],
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"source": [
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"\n",
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"os.environ[\"OPENWEATHERMAP_API_KEY\"] = \"\"\n",
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"\n",
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"weather = OpenWeatherMapAPIWrapper()"
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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": 38,
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"id": "9651f324-e74a-4f08-a28a-89db029f66f8",
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"metadata": {},
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"outputs": [],
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"source": [
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"weather_data = weather.run(\"London,GB\")"
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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": 39,
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"id": "028f4cba",
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"execution_count": 10,
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"id": "ac4910f8",
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"metadata": {},
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"outputs": [
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{
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@ -85,28 +46,112 @@
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"output_type": "stream",
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"text": [
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"In London,GB, the current weather is as follows:\n",
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"Detailed status: overcast clouds\n",
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"Wind speed: 4.63 m/s, direction: 150°\n",
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"Humidity: 67%\n",
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"Detailed status: broken clouds\n",
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"Wind speed: 2.57 m/s, direction: 240°\n",
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"Humidity: 55%\n",
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"Temperature: \n",
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" - Current: 5.35°C\n",
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" - High: 6.26°C\n",
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" - Low: 3.49°C\n",
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" - Feels like: 1.95°C\n",
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" - Current: 20.12°C\n",
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" - High: 21.75°C\n",
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" - Low: 18.68°C\n",
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" - Feels like: 19.62°C\n",
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"Rain: {}\n",
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"Heat index: None\n",
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"Cloud cover: 100%\n"
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"Cloud cover: 75%\n"
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]
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}
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],
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"source": [
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"weather_data = weather.run(\"London,GB\")\n",
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"print(weather_data)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e73cfa56",
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"metadata": {},
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"source": [
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"## Use the tool"
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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": 11,
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"id": "b3367417",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.llms import OpenAI\n",
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"from langchain.agents import load_tools, initialize_agent, AgentType\n",
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"import os\n",
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"\n",
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"os.environ[\"OPENAI_API_KEY\"] = \"\"\n",
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"os.environ[\"OPENWEATHERMAP_API_KEY\"] = \"\"\n",
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"\n",
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"llm = OpenAI(temperature=0)\n",
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"\n",
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"tools = load_tools([\"openweathermap-api\"], llm)\n",
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"\n",
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"agent_chain = initialize_agent(\n",
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" tools=tools,\n",
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" llm=llm,\n",
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" agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION,\n",
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" verbose=True\n",
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")"
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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": 12,
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"id": "bf4f6854",
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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 the current weather in London.\n",
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"Action: OpenWeatherMap\n",
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"Action Input: London,GB\u001b[0m\n",
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"Observation: \u001b[36;1m\u001b[1;3mIn London,GB, the current weather is as follows:\n",
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"Detailed status: broken clouds\n",
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"Wind speed: 2.57 m/s, direction: 240°\n",
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"Humidity: 56%\n",
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"Temperature: \n",
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" - Current: 20.11°C\n",
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" - High: 21.75°C\n",
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" - Low: 18.68°C\n",
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" - Feels like: 19.64°C\n",
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"Rain: {}\n",
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"Heat index: None\n",
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"Cloud cover: 75%\u001b[0m\n",
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"Thought:\u001b[32;1m\u001b[1;3m I now know the current weather in London.\n",
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"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",
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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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"'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.'"
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]
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},
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"execution_count": 12,
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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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"agent_chain.run(\"What's the weather like in London?\")"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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@ -120,7 +165,7 @@
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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": "3.11.2"
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"version": "3.8.16"
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}
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},
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"nbformat": 4,
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@ -156,7 +156,7 @@ Below is a list of all supported tools and relevant information:
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**openweathermap-api**
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- Tool Name: OpenWeatherMap
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- Tool Description: A wrapper around OpenWeatherMap API. Useful for fetching current weather information for a specified location. Input should be a location string (e.g. 'London,GB').
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- Tool Description: A wrapper around OpenWeatherMap API. Useful for fetching current weather information for a specified location. Input should be a location string (e.g. London,GB).
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- Notes: A connection to the OpenWeatherMap API (https://api.openweathermap.org), specifically the `/data/2.5/weather` endpoint.
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- Requires LLM: No
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- Extra Parameters: `openweathermap_api_key` (your API key to access this endpoint)
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from langchain.tools.shell.tool import ShellTool
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from langchain.tools.wikipedia.tool import WikipediaQueryRun
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from langchain.tools.wolfram_alpha.tool import WolframAlphaQueryRun
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from langchain.tools.openweathermap.tool import OpenWeatherMapQueryRun
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from langchain.utilities import ArxivAPIWrapper
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from langchain.utilities.bing_search import BingSearchAPIWrapper
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from langchain.utilities.duckduckgo_search import DuckDuckGoSearchAPIWrapper
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@ -45,6 +46,7 @@ from langchain.utilities.searx_search import SearxSearchWrapper
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from langchain.utilities.serpapi import SerpAPIWrapper
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from langchain.utilities.wikipedia import WikipediaAPIWrapper
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from langchain.utilities.wolfram_alpha import WolframAlphaAPIWrapper
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from langchain.utilities.openweathermap import OpenWeatherMapAPIWrapper
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def _get_python_repl() -> BaseTool:
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@ -243,6 +245,10 @@ def _get_scenexplain(**kwargs: Any) -> BaseTool:
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return SceneXplainTool(**kwargs)
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def _get_openweathermap(**kwargs: Any) -> BaseTool:
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return OpenWeatherMapQueryRun(api_wrapper=OpenWeatherMapAPIWrapper(**kwargs))
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_EXTRA_LLM_TOOLS: Dict[
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str,
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Tuple[Callable[[Arg(BaseLanguageModel, "llm"), KwArg(Any)], BaseTool], List[str]],
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@ -284,6 +290,7 @@ _EXTRA_OPTIONAL_TOOLS: Dict[str, Tuple[Callable[[KwArg(Any)], BaseTool], List[st
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["awslambda_tool_name", "awslambda_tool_description", "function_name"],
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),
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"sceneXplain": (_get_scenexplain, []),
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"openweathermap-api": (_get_openweathermap, ["openweathermap_api_key"]),
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}
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from langchain.tools.metaphor_search import MetaphorSearchResults
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from langchain.tools.openapi.utils.api_models import APIOperation
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from langchain.tools.openapi.utils.openapi_utils import OpenAPISpec
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from langchain.tools.openweathermap.tool import OpenWeatherMapQueryRun
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from langchain.tools.playwright import (
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ClickTool,
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CurrentWebPageTool,
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@ -84,6 +85,7 @@ __all__ = [
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"NavigateBackTool",
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"NavigateTool",
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"OpenAPISpec",
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"OpenWeatherMapQueryRun",
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"ReadFileTool",
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"SceneXplainTool",
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"ShellTool",
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"""OpenWeatherMap API toolkit."""
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from langchain.tools.openweathermap.tool import OpenWeatherMapQueryRun
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__all__ = [
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"OpenWeatherMapQueryRun",
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]
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"""Tool for the OpenWeatherMap API."""
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from typing import Optional
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from pydantic import Field
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from langchain.callbacks.manager import (
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AsyncCallbackManagerForToolRun,
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CallbackManagerForToolRun,
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)
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from langchain.tools.base import BaseTool
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from langchain.utilities import OpenWeatherMapAPIWrapper
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@ -7,23 +15,27 @@ from langchain.utilities import OpenWeatherMapAPIWrapper
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class OpenWeatherMapQueryRun(BaseTool):
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"""Tool that adds the capability to query using the OpenWeatherMap API."""
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api_wrapper: OpenWeatherMapAPIWrapper
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api_wrapper: OpenWeatherMapAPIWrapper = Field(
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default_factory=OpenWeatherMapAPIWrapper
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)
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name = "OpenWeatherMap"
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description = (
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"A wrapper around OpenWeatherMap API. "
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"Useful for fetching current weather information for a specified location. "
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"Input should be a location string (e.g. 'London,GB')."
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"Input should be a location string (e.g. London,GB)."
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)
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def __init__(self) -> None:
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self.api_wrapper = OpenWeatherMapAPIWrapper()
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return
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def _run(self, location: str) -> str:
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def _run(
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self, location: str, run_manager: Optional[CallbackManagerForToolRun] = None
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) -> str:
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"""Use the OpenWeatherMap tool."""
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return self.api_wrapper.run(location)
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async def _arun(self, location: str) -> str:
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async def _arun(
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self,
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location: str,
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run_manager: Optional[AsyncCallbackManagerForToolRun] = None,
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) -> str:
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"""Use the OpenWeatherMap tool asynchronously."""
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raise NotImplementedError("OpenWeatherMapQueryRun does not support async")
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"NavigateBackTool",
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"NavigateTool",
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"OpenAPISpec",
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"OpenWeatherMapQueryRun",
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"ReadFileTool",
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"SceneXplainTool",
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"ShellTool",
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|
Loading…
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Block a user