Bing Search 是一项 Azure 服务，可提供安全、无广告、基于位置感知的搜索结果，从数十亿网络文档中呈现相关信息。通过利用 Bing 通过单次 API 调用搜索数十亿网页、图片、视频和新闻的能力，帮助您的用户在全球网络上找到他们正在寻找的内容。
设置
按照 instruction 创建 Azure Bing Search v7 服务，并获取订阅密钥 该集成位于langchain-community 包中。
pip install -U langchain-community
import getpass
import os
os.environ["BING_SUBSCRIPTION_KEY"] = getpass.getpass()
os.environ["BING_SEARCH_URL"] = "https://api.bing.microsoft.com/v7.0/search"
from langchain_community.utilities import BingSearchAPIWrapper
search = BingSearchAPIWrapper(k=4)
search.run("python")
'<b>Python is a</b> versatile and powerful language that lets you work quickly and integrate systems more effectively. Learn how to get started, download the latest version, access documentation, find jobs, and join the Python community. <b>Python is a</b> popular programming language for various purposes. Find the latest version of Python for different operating systems, download release notes, and learn about the development process. Learn <b>Python,</b> a popular programming language for web applications, with examples, exercises, and references. Get certified by completing the PYTHON <b>course</b> at W3Schools. Learn the basic concepts and features of <b>Python,</b> a powerful and easy to learn programming language. The tutorial covers topics such as data structures, modules, classes, exceptions, input and output, and more. Learn why and how to use <b>Python,</b> a popular and easy-to-learn programming language. Find installation guides, tutorials, documentation, resources and FAQs for beginners and experienced programmers. Learn about <b>Python,</b> a high-level, general-purpose programming language with a focus on code readability and multiple paradigms. Find out its history, design, features, libraries, implementations, popularity, uses, and influences. Real <b>Python</b> offers tutorials, books, courses, and news for <b>Python</b> developers of all skill levels. Whether you want to learn <b>Python</b> basics, web development, data science, or machine learning, you can find useful articles and code examples here. Learn how to install, use, and extend <b>Python</b> 3.12.3, a popular programming language. Find tutorials, library references, API guides, FAQs, and more. <b>Python</b> is a powerful, fast, friendly and open-source language that runs everywhere. Learn how to get started, explore applications, join the community and access the latest news and events. Learn the basics of <b>Python</b> programming language with examples of numbers, text, variables, and operators. This tutorial covers the syntax, types, and features of <b>Python</b> for beginners.'
结果数量
您可以使用k 参数来设置结果的数量
search = BingSearchAPIWrapper(k=1)
search.run("python")
'<b>Python</b> is a versatile and powerful language that lets you work quickly and integrate systems more effectively. Learn how to get started, download the latest version, access documentation, find jobs, and join the Python community.'
元数据结果
通过 BingSearch 运行查询并返回片段、标题和链接元数据。- 片段：结果的描述。
- 标题：结果的标题。
- 链接：结果的链接。
search = BingSearchAPIWrapper()
search.results("apples", 5)
[{'snippet': 'Learn about the nutrients, antioxidants, and potential health effects of<b> apples.</b> Find out how<b> apples</b> may help with weight loss, diabetes, heart disease, and cancer.',
'title': 'Apples 101: Nutrition Facts and Health Benefits',
'link': 'https://www.healthline.com/nutrition/foods/apples'},
{'snippet': 'Learn how<b> apples</b> can improve your health with their fiber, antioxidants, and phytochemicals. Find out the best types of<b> apples</b> for different purposes, how to buy and store them, and what side effects to watch out for.',
'title': 'Apples: Nutrition and Health Benefits - WebMD',
'link': 'https://www.webmd.com/food-recipes/benefits-apples'},
{'snippet': '<b>Apples</b> are nutritious, filling, and versatile fruits that may lower your risk of various diseases. Learn how<b> apples</b> can support your weight loss, heart health, gut health, and brain health with scientific evidence.',
'title': '10 Impressive Health Benefits of Apples',
'link': 'https://www.healthline.com/nutrition/10-health-benefits-of-apples'},
{'snippet': 'An apple is a round, edible fruit produced by an apple tree (Malus spp., among them the domestic or orchard apple; Malus domestica).Apple trees are cultivated worldwide and are the most widely grown species in the genus Malus.The tree originated in Central Asia, where its wild ancestor, Malus sieversii, is still found.<b>Apples</b> have been grown for thousands of years in Eurasia and were introduced ...',
'title': 'Apple - Wikipedia',
'link': 'https://en.wikipedia.org/wiki/Apple'},
{'snippet': 'Learn about the most popular and diverse<b> apples</b> in the world, from ambrosia to winesap, with photos and descriptions. Find out their origins, flavors, uses, and nutritional benefits in this comprehensive guide to<b> apples.</b>',
'title': '29 Types Of Apples From A to Z (With Photos!) - Live Eat Learn',
'link': 'https://www.liveeatlearn.com/types-of-apples/'}]
工具用法
import os
from langchain_community.tools.bing_search import BingSearchResults
from langchain_community.utilities import BingSearchAPIWrapper
api_wrapper = BingSearchAPIWrapper()
tool = BingSearchResults(api_wrapper=api_wrapper)
tool
BingSearchResults(api_wrapper=BingSearchAPIWrapper(bing_subscription_key='<your subscription key>', bing_search_url='https://api.bing.microsoft.com/v7.0/search', k=10, search_kwargs={}))
import json
# .invoke wraps utility.results
response = tool.invoke("What is the weather in Shanghai?")
response = json.loads(response.replace("'", '"'))
for item in response:
print(item)
{'snippet': '<b>Shanghai</b>, <b>Shanghai</b>, China <b>Weather</b> Forecast, with current conditions, wind, air quality, and what to expect for the next 3 days.', 'title': 'Shanghai, Shanghai, China Weather Forecast | AccuWeather', 'link': 'https://www.accuweather.com/en/cn/shanghai/106577/weather-forecast/106577'}
{'snippet': 'Current <b>weather</b> <b>in Shanghai</b> and forecast for today, tomorrow, and next 14 days', 'title': 'Weather for Shanghai, Shanghai Municipality, China - timeanddate.com', 'link': 'https://www.timeanddate.com/weather/china/shanghai'}
{'snippet': '<b>Shanghai</b> 14 Day Extended Forecast. <b>Weather</b> Today <b>Weather</b> Hourly 14 Day Forecast Yesterday/Past <b>Weather</b> Climate (Averages) Currently: 73 °F. Rain showers. Partly sunny. (<b>Weather</b> station: <b>Shanghai</b> Hongqiao Airport, China). See more current <b>weather</b>.', 'title': 'Shanghai, Shanghai Municipality, China 14 day weather forecast', 'link': 'https://www.timeanddate.com/weather/china/shanghai/ext'}
{'snippet': '<b>Shanghai</b> - <b>Weather</b> warnings issued 14-day forecast. <b>Weather</b> warnings issued. Forecast - <b>Shanghai</b>. Day by day forecast. Last updated today at 18:00. Tonight, A clear sky and a gentle breeze. Clear Sky.', 'title': 'Shanghai - BBC Weather', 'link': 'https://www.bbc.com/weather/1796236'}
链式调用
我们在此展示如何将其作为 agent 的一部分使用。我们使用 OpenAI Functions Agent，因此我们需要为此设置并安装所需的依赖项。我们还将使用 LangSmith Hub 来获取提示词，因此我们需要安装它。# you need a model to use in the chain
pip install -qU langchain langchain-openai langchainhub langchain-community
import getpass
import os
from langchain_classic import hub
from langchain.agents import AgentExecutor, create_tool_calling_agent
from langchain_openai import AzureChatOpenAI
os.environ["AZURE_OPENAI_API_KEY"] = getpass.getpass()
os.environ["AZURE_OPENAI_ENDPOINT"] = "https://<your-endpoint>.openai.azure.com/"
os.environ["AZURE_OPENAI_API_VERSION"] = "2023-06-01-preview"
os.environ["AZURE_OPENAI_DEPLOYMENT_NAME"] = "<your-deployment-name>"
instructions = """You are an assistant."""
base_prompt = hub.pull("langchain-ai/openai-functions-template")
prompt = base_prompt.partial(instructions=instructions)
llm = AzureChatOpenAI(
openai_api_key=os.environ["AZURE_OPENAI_API_KEY"],
azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"],
azure_deployment=os.environ["AZURE_OPENAI_DEPLOYMENT_NAME"],
openai_api_version=os.environ["AZURE_OPENAI_API_VERSION"],
)
tool = BingSearchResults(api_wrapper=api_wrapper)
tools = [tool]
agent = create_tool_calling_agent(llm, tools, prompt)
agent_executor = AgentExecutor(
agent=agent,
tools=tools,
verbose=True,
)
agent_executor.invoke({"input": "What happened in the latest burning man floods?"})
> Entering new AgentExecutor chain...
Invoking: `bing_search_results_json` with `{'query': 'latest burning man floods'}`
[{'snippet': 'Live Updates. Thousands stranded at <b>Burning</b> <b>Man</b> festival after heavy rains. By Maureen Chowdhury, Steve Almasyand Matt Meyer, CNN. Updated 9:00 PM EDT, Sun September 3, 2023. Link Copied!', 'title': 'Thousands stranded at Burning Man festival after heavy rains', 'link': 'https://www.cnn.com/us/live-news/nevada-desert-burning-man-weather-rain-09-03-23/index.html'}, {'snippet': 'Black Rock Forest, where around 70,000 <b>Burning</b> <b>Man</b> attendees are gathered for the festival, is in the northwest. "Flash <b>flooding</b> caused by excessive rainfall" is possible in parts of eastern ...', 'title': 'Burning Man flooding keeps thousands stranded at Nevada site as ...', 'link': 'https://www.nbcnews.com/news/us-news/live-blog/live-updates-burning-man-flooding-keeps-thousands-stranded-nevada-site-rcna103193'}, {'snippet': 'Thousands of <b>Burning</b> <b>Man</b> attendees finally made their mass exodus after intense rain over the weekend flooded camp sites and filled them with thick, ankle-deep mud – stranding more than 70,000 ...', 'title': 'Burning Man attendees make a mass exodus after a dramatic weekend ... - CNN', 'link': 'https://www.cnn.com/2023/09/05/us/burning-man-storms-shelter-exodus-tuesday/index.html'}, {'snippet': 'FILE - In this satellite photo provided by Maxar Technologies, an overview of <b>Burning</b> <b>Man</b> festival in Black Rock, Nev on Monday, Aug. 28, 2023. Authorities in Nevada were investigating a death at the site of the <b>Burning</b> <b>Man</b> festival where thousands of attendees remained stranded as <b>flooding</b> from storms swept through the Nevada desert.', 'title': 'Wait times to exit Burning Man drop after flooding left tens of ...', 'link': 'https://apnews.com/article/burning-man-flooding-nevada-stranded-0726190c9f8378935e2a3cce7f154785'}]In the latest Burning Man festival, heavy rains caused flooding and resulted in thousands of attendees being stranded. The festival took place in Black Rock Forest, Nevada, and around 70,000 people were gathered for the event. The excessive rainfall led to flash flooding in some parts of the area. As a result, camp sites were filled with ankle-deep mud, making it difficult for people to leave. Authorities were investigating a death at the festival site, which was affected by the flooding. However, in the following days, thousands of Burning Man attendees were able to make a mass exodus after the rain subsided.
> Finished chain.
{'input': 'What happened in the latest burning man floods?',
'output': 'In the latest Burning Man festival, heavy rains caused flooding and resulted in thousands of attendees being stranded. The festival took place in Black Rock Forest, Nevada, and around 70,000 people were gathered for the event. The excessive rainfall led to flash flooding in some parts of the area. As a result, camp sites were filled with ankle-deep mud, making it difficult for people to leave. Authorities were investigating a death at the festival site, which was affected by the flooding. However, in the following days, thousands of Burning Man attendees were able to make a mass exodus after the rain subsided.'}
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