sentence-transformers How to use suhwan3/mpnet-step2 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("suhwan3/mpnet-step2")
sentences = [
"The Global X S&P 500 Risk Managed Income ETF seeks to track the Cboe S&P 500 Risk Managed Income Index by investing at least 80% of its assets in index securities. The index's strategy involves holding the underlying stocks of the S&P 500 Index while applying an options collar, specifically selling at-the-money covered call options and buying monthly 5% out-of-the-money put options corresponding to the portfolio's value. This approach aims to generate income, ideally resulting in a net credit from the options premiums, and provide risk management, though selling at-the-money calls inherently caps the fund's potential for upside participation.",
"Nasdaq, Inc. operates as a technology company that serves capital markets and other industries worldwide. The Market Technology segment includes anti financial crime technology business, which offers Nasdaq Trade Surveillance, a SaaS solution for brokers and other market participants to assist them in complying with market rules, regulations, and internal market surveillance policies; Nasdaq Automated Investigator, a cloud-deployed anti-money laundering tool; and Verafin, a SaaS technology provider of anti-financial crime management solutions. This segment also handles assets, such as cash equities, equity derivatives, currencies, interest-bearing securities, commodities, energy products, and digital currencies. The Investment Intelligence segment sells and distributes historical and real-time market data; develops and licenses Nasdaq-branded indexes and financial products; and provides investment insights and workflow solutions. The Corporate Platforms segment operates listing platforms; and offers investor relations intelligence and governance solutions. As of December 31, 2021, it had 4,178 companies listed securities on The Nasdaq Stock Market, including 1,632 listings on The Nasdaq Global Select Market; 1,169 on The Nasdaq Global Market; and 1,377 on The Nasdaq Capital Market. The Market Services segment includes equity derivative trading and clearing, cash equity trading, fixed income and commodities trading and clearing, and trade management service businesses. This segment operates various exchanges and other marketplace facilities across various asset classes, which include derivatives, commodities, cash equity, debt, structured products, and exchange traded products; and provides broker, clearing, settlement, and central depository services. The company was formerly known as The NASDAQ OMX Group, Inc. and changed its name to Nasdaq, Inc. in September 2015. Nasdaq, Inc. was founded in 1971 and is headquartered in New York, New York.",
"Jabil Inc. provides manufacturing services and solutions worldwide. The company operates in two segments, Electronics Manufacturing Services and Diversified Manufacturing Services. It offers electronics design, production, and product management services. The company provides electronic design services, such as application-specific integrated circuit design, firmware development, and rapid prototyping services; and designs plastic and metal enclosures that include the electro-mechanics, such as the printed circuit board assemblies (PCBA). It also specializes in the three-dimensional mechanical design comprising the analysis of electronic, electro-mechanical, and optical assemblies, as well as offers various industrial design, mechanism development, and tooling management services. In addition, the company provides computer-assisted design services consisting of PCBA design, as well as PCBA design validation and verification services; and other consulting services, such as the generation of a bill of materials, approved vendor list, and assembly equipment configuration for various PCBA designs. Further, it offers product and process validation services, such as product system, product safety, regulatory compliance, and reliability tests, as well as manufacturing test solution development services. Additionally, the company provides systems assembly, test, direct-order fulfillment, and configure-to-order services. It serves 5G, wireless and cloud, digital print and retail, industrial and semi-cap, networking and storage, automotive and transportation, connected devices, healthcare and packaging, and mobility industries. The company was formerly known as Jabil Circuit, Inc. and changed its name to Jabil Inc. in June 2017. Jabil Inc. was founded in 1966 and is headquartered in Saint Petersburg, Florida.",
"Realty Income, The Monthly Dividend Company, is an S&P 500 company dedicated to providing stockholders with dependable monthly income. The company is structured as a REIT, and its monthly dividends are supported by the cash flow from over 6,500 real estate properties owned under long-term lease agreements with our commercial clients. To date, the company has declared 608 consecutive common stock monthly dividends throughout its 52-year operating history and increased the dividend 109 times since Realty Income's public listing in 1994 (NYSE: O). The company is a member of the S&P 500 Dividend Aristocrats index. Additional information about the company can be obtained from the corporate website at www.realtyincome.com."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
