sentence-transformers How to use borntobeignored/embeddinggemma_lora with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("borntobeignored/embeddinggemma_lora")
sentences = [
"What was Aon's total operating income for the year 2013, as reflected in the company's 2014 report?",
"consolidated other income ( expense ) items , net ._| | year ended december 31 ( in millions ) | 2015 | 2014 | 2013 |\n|---:|:-------------------------------------------------|:-----------------|:-----------------|:-----------------|\n| 0 | interest expense | $ -2702 ( 2702 ) | $ -2617 ( 2617 ) | $ -2574 ( 2574 ) |\n| 1 | investment income ( loss ) net | 81 | 296 | 576 |\n| 2 | equity in net income ( losses ) of investees net | -325 ( 325 ) | 97 | -86 ( 86 ) |\n| 3 | other income ( expense ) net | 320 | -215 ( 215 ) | -364 ( 364 ) |\n| 4 | total | $ -2626 ( 2626 ) | $ -2439 ( 2439 ) | $ -2448 ( 2448 ) |_interest expense interest expense increased in 2015 primarily due to an increase in our debt outstanding and $ 47 million of additional interest expense associated with the early redemption in june 2015 of our $ 750 million aggregate principal amount of 5.85% ( 5.85 % ) senior notes due november 2015 and our $ 1.0 billion aggregate principal amount of 5.90% ( 5.90 % ) senior notes due march 2016 .\ninterest expense increased in 2014 primarily due to the effect of our interest rate derivative financial instruments .\ninvestment income ( loss ) , net the change in investment income ( loss ) , net in 2015 was primarily due to a $ 154 million gain related to the sale of our shares of arris group common stock in 2014 .\nthe change in investment income ( loss ) , net in 2014 was primarily due to a $ 443 million gain related to the sale of our investment in clearwire corporation in 2013 .\nthe components of investment income ( loss ) , net are presented in a table in note 7 to comcast 2019s consolidated financial statements .\nequity in net income ( losses ) of investees , net the change in equity in net income ( losses ) of investees , net in 2015 was primarily due to twcc holding corp .\n( 201cthe weather channel 201d ) recording impairment charges related to goodwill .\nwe recorded expenses of $ 333 million in 2015 that represent nbcuniversal 2019s proportionate share of these impairment charges .\nthe change in 2015 was also due to an increase in our proportionate share of losses in hulu , llc ( 201chulu 201d ) , which were driven by hulu 2019s higher programming and marketing costs .\nin 2015 and 2014 , we recognized our pro- portionate share of losses of $ 106 million and $ 20 million , respectively , related to our investment in hulu .\nthe change in equity in net income ( losses ) of investees , net in 2014 was primarily due to $ 142 million of total equity losses recorded in 2013 attributable to our investment in hulu .\nin july 2013 , we entered into an agreement to provide capital contributions totaling $ 247 million to hulu , which we had previously accounted for as a cost method investment .\nthis represented an agreement to provide our first capital contribution to hulu since we acquired our interest in it as part of our acquisition of a controlling interest in nbcuniversal in 2011 ( the 201cnbcuniversal transaction 201d ) ; therefore , we began to apply the equity method of accounting for this investment .\nthe change in the method of accounting for this investment required us to recognize our propor- tionate share of hulu 2019s accumulated losses from the date of the nbcuniversal transaction through july 2013 .\nother income ( expense ) , net other income ( expense ) , net for 2015 included gains of $ 335 million on the sales of a business and an invest- ment , $ 240 million recorded on the settlement of a contingent consideration liability with general electric company ( 201cge 201d ) related to the acquisition of nbcuniversal , and $ 43 million related to an equity method investment .\nthese gains were partially offset by $ 236 million of expenses related to fair value adjustments to a contractual obligation .\nsee note 11 to comcast 2019s consolidated financial statements for additional information on this contractual obligation .\nother income ( expense ) , net for 2014 included a $ 27 million favorable settlement of a contingency related to the at&t broadband transaction in 2002 , which was more than offset by $ 208 million of expenses related to 61 comcast 2015 annual report on form 10-k .",
"page 15 of 100 shareholder return performance the line graph below compares the annual percentage change in ball corporation 2019s cumulative total shareholder return on its common stock with the cumulative total return of the dow jones containers & packaging index and the s&p composite 500 stock index for the five-year period ended december 31 , 2010 .\nit assumes $ 100 was invested on december 31 , 2005 , and that all dividends were reinvested .\nthe dow jones containers & packaging index total return has been weighted by market capitalization .\ntotal return analysis ._| | | 12/31/05 | 12/31/06 | 12/31/07 | 12/31/08 | 12/31/09 | 12/31/10 |\n|---:|:--------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------|\n| 0 | ball corporation | $ 100.00 | $ 110.86 | $ 115.36 | $ 107.58 | $ 134.96 | $ 178.93 |\n| 1 | dj containers & packaging index | $ 100.00 | $ 112.09 | $ 119.63 | $ 75.00 | $ 105.34 | $ 123.56 |\n| 2 | s&p 500 index | $ 100.00 | $ 115.80 | $ 122.16 | $ 76.96 | $ 97.33 | $ 111.99 |\n| 3 | copyright a9 2011 standard & poor 2019s a division of the mcgraw-hill companies inc . all rights reserved . ( www.researchdatagroup.com/s&p.htm ) | copyright a9 2011 standard & poor 2019s a division of the mcgraw-hill companies inc . all rights reserved . ( www.researchdatagroup.com/s&p.htm ) | copyright a9 2011 standard & poor 2019s a division of the mcgraw-hill companies inc . all rights reserved . ( www.researchdatagroup.com/s&p.htm ) | copyright a9 2011 standard & poor 2019s a division of the mcgraw-hill companies inc . all rights reserved . ( www.researchdatagroup.com/s&p.htm ) | copyright a9 2011 standard & poor 2019s a division of the mcgraw-hill companies inc . all rights reserved . ( www.researchdatagroup.com/s&p.htm ) | copyright a9 2011 standard & poor 2019s a division of the mcgraw-hill companies inc . all rights reserved . ( www.researchdatagroup.com/s&p.htm ) | copyright a9 2011 standard & poor 2019s a division of the mcgraw-hill companies inc . all rights reserved . ( www.researchdatagroup.com/s&p.htm ) |\n| 4 | copyright a9 2011 dow jones & company . all rights reserved . | copyright a9 2011 dow jones & company . all rights reserved . | copyright a9 2011 dow jones & company . all rights reserved . | copyright a9 2011 dow jones & company . all rights reserved . | copyright a9 2011 dow jones & company . all rights reserved . | copyright a9 2011 dow jones & company . all rights reserved . | copyright a9 2011 dow jones & company . all rights reserved . |_.",
"reinsurance commissions , fees and other revenue decreased 2% ( 2 % ) in 2014 reflecting a 1% ( 1 % ) unfavorable impact from foreign currency exchange rates and 1% ( 1 % ) decline in organic revenue growth due primarily to a significant unfavorable market impact in treaty , partially offset by net new business growth in treaty placements globally and growth in capital markets transactions and advisory business , as well as facultative placements .\noperating income operating income increased $ 108 million , or 7% ( 7 % ) , from 2013 to $ 1.6 billion in 2014 .\nin 2014 , operating income margins in this segment were 21.0% ( 21.0 % ) , an increase of 120 basis points from 19.8% ( 19.8 % ) in 2013 .\noperating margin improvement was driven by solid organic revenue growth , return on investments , expense discipline and savings related to the restructuring programs , partially offset by a $ 61 million unfavorable impact from foreign currency exchange rates .\nhr solutions ._| | years ended december 31 | 2014 | 2013 | 2012 |\n|---:|:--------------------------|:-----------------|:---------------|:---------------|\n| 0 | revenue | $ 4264 | $ 4057 | $ 3925 |\n| 1 | operating income | 485 | 318 | 289 |\n| 2 | operating margin | 11.4% ( 11.4 % ) | 7.8% ( 7.8 % ) | 7.4% ( 7.4 % ) |_our hr solutions segment generated approximately 35% ( 35 % ) of our consolidated total revenues in 2014 and provides a broad range of human capital services , as follows : 2022 retirement specializes in global actuarial services , defined contribution consulting , tax and erisa consulting , and pension administration .\n2022 compensation focuses on compensatory advisory/counsel including : compensation planning design , executive reward strategies , salary survey and benchmarking , market share studies and sales force effectiveness , with special expertise in the financial services and technology industries .\n2022 strategic human capital delivers advice to complex global organizations on talent , change and organizational effectiveness issues , including talent strategy and acquisition , executive on-boarding , performance management , leadership assessment and development , communication strategy , workforce training and change management .\n2022 investment consulting advises public and private companies , other institutions and trustees on developing and maintaining investment programs across a broad range of plan types , including defined benefit plans , defined contribution plans , endowments and foundations .\n2022 benefits administration applies our human resource expertise primarily through defined benefit ( pension ) , defined contribution ( 401 ( k ) ) , and health and welfare administrative services .\nour model replaces the resource-intensive processes once required to administer benefit plans with more efficient , effective , and less costly solutions .\n2022 exchanges is building and operating healthcare exchanges that provide employers with a cost effective alternative to traditional employee and retiree healthcare , while helping individuals select the insurance that best meets their needs .\n2022 human resource business processing outsourcing provides market-leading solutions to manage employee data ; administer benefits , payroll and other human resources processes ; and record and manage talent , workforce and other core human resource process transactions as well as other complementary services such as flexible spending , dependent audit and participant advocacy .\ndisruption in the global credit markets and the deterioration of the financial markets created significant uncertainty in the marketplace .\nweak economic conditions in many markets around the globe continued throughout 2014 and have adversely impacted our clients' financial condition and therefore the levels of business activities in the industries and geographies where we operate .\nwhile we believe that the majority of our practices are well positioned to manage through this time , these challenges are reducing demand for some of our services and putting continued pressure on the pricing of those services , which is having an adverse effect on our new business and results of operations. ."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
