- [x] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/
">[Microsoft Bing](https://www.bing.com/), commonly referred to as `Bing` or `Bing Search`, is a web search engine owned and operated by `Microsoft`."
"[Microsoft Bing](https://www.bing.com/), commonly referred to as `Bing` or `Bing Search`, is a web search engine owned and operated by `Microsoft`."
]
]
},
},
{
{
"cell_type": "markdown",
"cell_type": "markdown",
"metadata": {},
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"source": [
"This notebook goes over how to use the bing search component.\n",
"## Setup\n",
"Following the [instruction](https://learn.microsoft.com/en-us/bing/search-apis/bing-web-search/create-bing-search-service-resource) to create Azure Bing Search v7 service, and get the subscription key\n",
"\n",
"\n",
"Then we will need to set some environment variables."
"The integration lives in the `langchain-community` package."
"'Thanks to the flexibility of <b>Python</b> and the powerful ecosystem of packages, the Azure CLI supports features such as autocompletion (in shells that support it), persistent credentials, JMESPath result parsing, lazy initialization, network-less unit tests, and more. Building an open-source and cross-platform Azure CLI with <b>Python</b> by Dan Taylor. <b>Python</b> releases by version number: Release version Release date Click for more. <b>Python</b> 3.11.1 Dec. 6, 2022 Download Release Notes. <b>Python</b> 3.10.9 Dec. 6, 2022 Download Release Notes. <b>Python</b> 3.9.16 Dec. 6, 2022 Download Release Notes. <b>Python</b> 3.8.16 Dec. 6, 2022 Download Release Notes. <b>Python</b> 3.7.16 Dec. 6, 2022 Download Release Notes. In this lesson, we will look at the += operator in <b>Python</b> and see how it works with several simple examples.. The operator ‘+=’ is a shorthand for the addition assignment operator.It adds two values and assigns the sum to a variable (left operand). W3Schools offers free online tutorials, references and exercises in all the major languages of the web. Covering popular subjects like HTML, CSS, JavaScript, <b>Python</b>, SQL, Java, and many, many more. This tutorial introduces the reader informally to the basic concepts and features of the <b>Python</b> language and system. It helps to have a <b>Python</b> interpreter handy for hands-on experience, but all examples are self-contained, so the tutorial can be read off-line as well. For a description of standard objects and modules, see The <b>Python</b> Standard ... <b>Python</b> is a general-purpose, versatile, and powerful programming language. It's a great first language because <b>Python</b> code is concise and easy to read. Whatever you want to do, <b>python</b> can do it. From web development to machine learning to data science, <b>Python</b> is the language for you. To install <b>Python</b> using the Microsoft Store: Go to your Start menu (lower left Windows icon), type "Microsoft Store", select the link to open the store. Once the store is open, select Search from the upper-right menu and enter "<b>Python</b>". Select which version of <b>Python</b> you would like to use from the results under Apps. Under the “<b>Python</b> Releases for Mac OS X” heading, click the link for the Latest <b>Python</b> 3 Release - <b>Python</b> 3.x.x. As of this writing, the latest version was <b>Python</b> 3.8.4. Scroll to the bottom and click macOS 64-bit installer to start the download. When the installer is finished downloading, move on to the next step. Step 2: Run the Installer'"
"'<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.'"
]
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"execution_count": 23,
"execution_count": 18,
"metadata": {},
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"output_type": "execute_result"
"output_type": "execute_result"
}
}
@ -87,7 +89,7 @@
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"cell_type": "code",
"execution_count": 24,
"execution_count": 6,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
@ -96,16 +98,16 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 25,
"execution_count": 7,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
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"data": {
"data": {
"text/plain": [
"text/plain": [
"'Thanks to the flexibility of <b>Python</b> and the powerful ecosystem of packages, the Azure CLI supports features such as autocompletion (in shells that support it), persistent credentials, JMESPath result parsing, lazy initialization, network-less unit tests, and more. Building an open-source and cross-platform Azure CLI with <b>Python</b> by Dan Taylor.'"
"'<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.'"
]
]
},
},
"execution_count": 25,
"execution_count": 7,
"metadata": {},
"metadata": {},
"output_type": "execute_result"
"output_type": "execute_result"
}
}
@ -134,7 +136,7 @@
},
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{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 26,
"execution_count": 8,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
@ -143,27 +145,30 @@
},
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{
{
"cell_type": "code",
"cell_type": "code",
"execution_count": 27,
"execution_count": 9,
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"text/plain": [
"[{'snippet': 'Lady Alice. Pink Lady <b>apples</b> aren’t the only lady in the apple family. Lady Alice <b>apples</b> were discovered growing, thanks to bees pollinating, in Washington. They are smaller and slightly more stout in appearance than other varieties. Their skin color appears to have red and yellow stripes running from stem to butt.',\n",
"[{'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.',\n",
" 'title': '25 Types of Apples - Jessica Gavin',\n",
" {'snippet': '<b>Apples</b> can do a lot for you, thanks to plant chemicals called flavonoids. And they have pectin, a fiber that breaks down in your gut. If you take off the apple’s skin before eating it, you won ...',\n",
" 'title': 'Apples: Nutrition & Health Benefits - WebMD',\n",
" {'snippet': '<b>Apples</b> boast many vitamins and minerals, though not in high amounts. However, <b>apples</b> are usually a good source of vitamin C. Vitamin C. Also called ascorbic acid, this vitamin is a common ...',\n",
" 'title': 'Apples 101: Nutrition Facts and Health Benefits',\n",
" 'title': 'Apples 101: Nutrition Facts and Health Benefits',\n",
" {'snippet': 'Weight management. The fibers in <b>apples</b> can slow digestion, helping one to feel greater satisfaction after eating. After following three large prospective cohorts of 133,468 men and women for 24 years, researchers found that higher intakes of fiber-rich fruits with a low glycemic load, particularly <b>apples</b> and pears, were associated with the least amount of weight gain over time.',\n",
" {'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.',\n",
" 'title': 'Apples | The Nutrition Source | Harvard T.H. Chan School of Public Health',\n",
" 'title': 'Apples: Nutrition and Health Benefits - WebMD',\n",
" {'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.',\n",
" 'title': '10 Impressive Health Benefits of Apples',\n",
" {'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 ...',\n",
" {'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>',\n",
" 'title': '29 Types Of Apples From A to Z (With Photos!) - Live Eat Learn',\n",
"{'snippet': 'This chart shows the 14 day <b>weather</b> trend for 33.74°N 89.59°E with daily <b>weather</b> symbols, minimum and maximum temperatures, precipitation amount and probability.. The deviance is coloured within the temperature graph. The stronger the ups and downs, the more uncertain the forecast will be.', 'title': '14 Day Weather 33.74°N 89.59°E - meteoblue', 'link': 'https://www.meteoblue.com/en/weather/14-days/33.739N89.594E6216_Asia%2FShanghai'}\n",
"{'snippet': 'Get the monthly <b>weather</b> forecast for Huangpu District, <b>Shanghai</b>, China, including daily high/low, historical averages, to help you plan ahead.', 'title': 'Huangpu District, Shanghai, China Monthly Weather | AccuWeather', 'link': 'https://www.accuweather.com/en/cn/huangpu-district/60782/june-weather/60782'}\n",
"{'snippet': '<b>Shanghai</b> Hongqiao Airport is 60 miles from 31°31'42.7"N, 120°24'12.7"E, so the actual climate in 31°31'42.7"N, 120°24'12.7"E can vary a bit. Based on <b>weather</b> reports collected during 1992–2021. Showing: All Year January February March April May June July August September October November December', 'title': 'Climate & Weather Averages in 31°31'42.7"N, 120°24'12.7"E, China', 'link': 'https://www.timeanddate.com/weather/@31.52853,120.40355/climate'}\n",
"{'snippet': 'Air Quality gives information using <b>weather</b> conditions, pollutants, and research from The <b>Weather</b> Channel and <b>weather</b>.com ... Today's Air Quality-<b>Shanghai</b>, People's Republic of China. 76.', 'title': 'Shanghai, People's Republic of China Weather', 'link': 'https://weather.com/forecast/air-quality/l/80415bb74d7ded500f89b569c51da53325719ddea6e1394485ad846e812e61d2'}\n"
]
}
],
"source": [
"# .invoke wraps utility.results\n",
"response = tool.invoke(\"What is the weather in Shanghai\")\n",
"for item in list(response):\n",
" print(item)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chaining\n",
"\n",
"We show here how to use it as part of an [agent](/docs/tutorials/agents). We use the OpenAI Functions Agent, so we will need to setup and install the required dependencies for that. We will also use [LangSmith Hub](https://smith.langchain.com/hub) to pull the prompt from, so we will need to install that."
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3m\n",
"Invoking: `bing_search_results_json` with `{'query': 'latest burning man floods'}`\n",
"\n",
"\n",
"\u001b[0m\u001b[36;1m\u001b[1;3m[{'snippet': 'Some festivalgoers have shared stories of their successful 6-mile hikes away from <b>Burning</b> <b>Man</b>. The worst of the rain Sunday is expected between 12 p.m. and 4 p.m. local time (3 p.m. to 7 p.m. ET ...', 'title': 'Live updates: Burning Man festival rain strands thousands in ... - CNN', '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': 'You’re going to get stuck,” hosts on <b>Burning</b> <b>Man</b> Information Radio, broadcasting from within the event, told festivalgoers early on Sept. 4. According to NBC News, the Pershing County Sheriff ...', 'title': 'Burning Man attendees make mass exodus after being stranded in ... - TODAY', 'link': 'https://www.today.com/news/what-is-burning-man-flood-death-rcna103231'}]\u001b[0m\u001b[32;1m\u001b[1;3mThe latest Burning Man festival experienced heavy rain and flooding, which resulted in thousands of festivalgoers being stranded. Some attendees had to hike for miles to safety. The rain caused flash flooding in parts of the festival site, including the Black Rock Forest where the event takes place. Campsites were flooded, and thick mud made movement difficult. Eventually, after the intense rain over the weekend, attendees were able to make a mass exodus from the festival. The Pershing County Sheriff's Office warned festivalgoers about the flooding and encouraged them to leave for safety.\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
},
{
"data": {
"text/plain": [
"{'input': 'What happened in the latest burning man floods?',\n",
" 'output': \"The latest Burning Man festival experienced heavy rain and flooding, which resulted in thousands of festivalgoers being stranded. Some attendees had to hike for miles to safety. The rain caused flash flooding in parts of the festival site, including the Black Rock Forest where the event takes place. Campsites were flooded, and thick mud made movement difficult. Eventually, after the intense rain over the weekend, attendees were able to make a mass exodus from the festival. The Pershing County Sheriff's Office warned festivalgoers about the flooding and encouraged them to leave for safety.\"}"
Qingchuan Hao
4 months ago
committed by
GitHub