sentence-transformers How to use thomaskim1130/stella_en_1.5B_v5-FinanceRAG with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("thomaskim1130/stella_en_1.5B_v5-FinanceRAG", trust_remote_code=True)
sentences = [
"Instruct: Given a web search query, retrieve relevant passages that answer the query.\nQuery: Title: \nText: | _id | q1a724386 |\n| title | |\n| text | What does the table show?\n\nWhat table show?\n\n\n",
"Title: \nText: | _id | dd2abe7ca |\n| title | |\n| text | Table of Contents\n61\nADOBE SYSTEMS INCORPORATED\n CONSOLIDATED STATEMENTS OF CASH FLOWS\n(In thousands)\n \nYears Ended\n \nDecember 1,\n2017\nDecember 2,\n2016\nNovember 27,\n2015\nCash flows from operating activities:\n \n \nNet income\n$\n1,693,954\n$\n1,168,782\n$\n629,551\nAdjustments to reconcile net income to net cash provided by operating activities:\nDepreciation, amortization and accretion\n325,997\n331,535\n339,473\nStock-based compensation\n451,451\n349,912\n335,859\nDeferred income taxes\n51,605\n24,222\n(69,657)\n\nDeferred income taxes\n51,605\n24,222\n(69,657)\nGain on the sale of property\n\n(21,415)\nUnrealized (gains) losses on investments\n(5,494)\n3,145\n(9,210)\nExcess tax benefits from stock-based compensation\n\n(75,105)\n(68,153)\nOther non-cash items\n4,625\n2,022\n1,216\nChanges in operating assets and liabilities, net of acquired assets and\n assumed liabilities:\nTrade receivables, net\n(187,173)\n(160,416)\n(79,502)\nPrepaid expenses and other current assets\n28,040\n(71,021)\n(7,701)\nTrade payables\n(45,186)\n(6,281)\n22,870\nAccrued expenses\n154,125\n64,978\n(22,564)\nIncome taxes payable\n(34,493)\n43,115\n97,934\nDeferred revenue\n475,402\n524,840\n320,801\nNet cash provided by operating activities\n2,912,853\n2,199,728\n1,469,502\n\n2,912,853\n2,199,728\n1,469,502\nCash flows from investing activities:\n \n \nPurchases of short-term investments\n(1,931,011)\n(2,285,222)\n(2,064,833)\nMaturities of short-term investments\n759,737\n769,228\n371,790\nProceeds from sales of short-term investments\n1,393,929\n860,849\n1,176,476\nAcquisitions, net of cash acquired\n(459,626)\n(48,427)\n(826,004)\nPurchases of property and equipment\n(178,122)\n(203,805)\n(184,936)\nProceeds from sale of property\n\n57,779\nPurchases of long-term investments, intangibles and other assets\n(29,918)\n(58,433)\n(22,779)\nProceeds from sale of long-term investments\n2,134\n5,777\n4,149\nNet cash used for investing activities\n(442,877)\n(960,033)\n(1,488,358)\nCash flows from financing activities:\n \n \nPurchases of treasury stock\n(1,100,000)\n(1,075,000)\n(625,000)\nProceeds from issuance of treasury stock\n158,351\n145,697\n164,270\nTaxes paid related to net share settlement of equity awards\n(240,126)\n(236,400)\n(186,373)\n\n(240,126)\n(236,400)\n(186,373)\nExcess tax benefits from stock-based compensation\n\n75,105\n68,153\nProceeds from debt issuance\n\n\n989,280\nRepayment of debt and capital lease obligations\n(1,960)\n(108)\n(602,189)\nDebt issuance costs\n\n(8,828)\nNet cash used for financing activities\n(1,183,735)\n(1,090,706)\n(200,687)\nEffect of foreign currency exchange rates on cash and cash equivalents\n8,516\n(14,234)\n(21,297)\nNet increase (decrease) in cash and cash equivalents\n1,294,757\n134,755\n(240,840)\nCash and cash equivalents at beginning of year\n1,011,315\n876,560\n1,117,400\nCash and cash equivalents at end of year\n$\n2,306,072\n$\n1,011,315\n$\n876,560\nSupplemental disclosures:\n \nCash paid for income taxes, net of refunds\n$\n396,668\n$\n249,884\n$\n203,010\n\n$\n396,668\n$\n249,884\n$\n203,010\nCash paid for interest\n$\n69,430\n$\n66,193\n$\n56,014\nNon-cash investing activities:\nInvestment in lease receivable applied to building purchase\n$\n80,439\n$\n\n$\n\nIssuance of common stock and stock awards assumed in business acquisitions\n$\n10,348\n$\n\n$\n677\nSee accompanying Notes to Consolidated Financial Statements.\n\nTable Contents\n SYSTEMS\n STATEMENTS CASH FLOWS\n Years Ended\n December 1,\n 2017\n December 2,\n 2016\n November 27,\n 2015\n Cash flows operating activities\n Net income\n 1,693,954\n 1,168,782\n 629,551\n Adjustments reconcile net income cash activities\n Depreciation amortization accretion\n 325,997\n 331,535\n,473\n Stock-based compensation\n 451,451\n 349,912\n 335,859\n Deferred income taxes\n 51,605\n 24,222\n (69,657)\n Gain sale property\n (21,415)\n Unrealized losses investments\n (5,494)\n 3,145\n (9,210)\n\n(5,494)\n 3,145\n (9,210)\n Excess tax benefits stock-based compensation\n (75,105)\n (68,153)\n non-cash items\n 2,022\n 1,216\n Changes operating assets liabilities acquired\n Trade receivables\n (187,173)\n (160,416)\n (79,502)\n Prepaid expenses current assets\n 28,040\n (71,021)\n (7,701)\n Trade payables\n (45,186)\n (6,281)\n 22,870\n Accrued expenses\n 154,125\n 64,978\n (22,564\n Income taxes payable\n (34,493)\n 43,115\n 97,934\n Deferred revenue\n 475,402\n 524,840\n 320,801\n Net cash operating activities\n 2,912,853\n 2,199,728\n\n2,912,853\n 2,199,728\n 1,469,502\n Cash flows investing activities\n Purchases short-term investments\n (1,931,011)\n (2,285,222)\n (2,064,833)\n Maturities short-term investments\n 759,737\n 769,228\n 371,790\n Proceeds sales short-term investments\n 1,393,929\n 860,849\n1,176,476\n Acquisitions cash\n (459,626)\n (48,427)\n (826,004)\n Purchases property equipment\n (178,122)\n (203,805)\n (184,936)\n Proceeds sale property\n 57,779\n Purchases long-term investments intangibles\n (29,918)\n (58,433)\n (22,779)\n\n(29,918)\n (58,433)\n (22,779)\n Proceeds sale long-term investments\n 2,134\n 5,777\n 4,149\n Net cash investing activities\n (442,877)\n (960,033)\n (1,488,358)\n Cash flows financing\n Purchases treasury stock\n (1,100,000)\n (1,075,000)\n (625,000)\n Proceeds issuance treasury stock\n 158,351\n 145,697\n 164,270\n Taxes share settlement equity awards\n (240,126)\n (236,400)\n (186,373)\n Excess tax benefits stock-based compensation\n 75,105\n 68,153\n Proceeds debt issuance\n,280\n Repayment debt capital lease obligations\n\n,280\n Repayment debt capital lease obligations\n (1,960)\n (108)\n (602,189)\n Debt issuance costs\n (8,828)\n Net cash financing activities\n (1,183,735)\n (1,090,706)\n (200,687)\n Effect foreign currency exchange rates cash equivalents\n 8,516\n (14,234)\n (21,297)\n Net increase (decrease cash equivalents\n 1,294,757\n 134,755\n (240,840)\n Cash equivalents beginning year\n 1,011,315\n 876,560\n 1,117,400\n end year\n $\n 2,306,072\n $\n 1,011,315\n $\n 876,560\n Supplemental Cash paid income taxes refunds\n $\n 396,668\n $\n 249,884\n\n$\n 396,668\n $\n 249,884\n $ 203,010\n Cash paid interest\n $\n 69,430\n\n66,193\n $\n 56,014\n Non-cash investing activities:\n Investment lease receivable applied building purchase\n $\n 80,439\n $ $\n Issuance common stock stock awards assumed business acquisitions\n $ 10,348\n $ $\n 677\n Notes Consolidated Financial Statements.\n\n\n",
"Title: \nText: | _id | d1a7244a8 |\n| title | |\n| text | Expenditure on R&D\nTCS Innovation Labs are located in India and other parts of the world. These R&D centers, as certified by Department of Scientific & Industrial Research (DSIR) function from Pune, Chennai, Bengaluru, Delhi- NCR, Hyderabad, Kolkata and Mumbai.\nExpenditure incurred in the R&D centers and innovation centers during FY 2019 and FY 2018 are given below:\n\nExpenditure on R&D and innovation | Unconsolidated | | Consolidated | \n------------------------------------------------------------------- | -------------- | ------- | ------------ | -------\n | FY 2019 | FY 2018 | FY 2019 | FY 2018\na. Capital | 2 | - | 2 | -\n\nb. Recurring | 303 | 295 | 306 | 298 \nc. Total R&D expenditure (a+b) | 305 | 295 | 308 | 298 \nd. Innovation center expenditure | 1,285 | 1,079 | 1,352 | 1,202 \ne. Total R&D and innovation expenditure (c+d) | 1,590 | 1,374 | 1,660 | 1,500\n\nf. R&D and innovation expenditure as a percentage of total turnover | 1.3% | 1.4% | 1.1% | 1.2%\n\nExpenditure on R&D\n TCS Innovation Labs located in India other parts world. R&D centers certified by Department of Scientific & Industrial Research (DSIR) function from Pune Chennai Bengaluru Delhi- NCR Hyderabad Kolkata Mumbai.\n Expenditure in R&D centers innovation centers during FY 2019 FY 2018 given below:\n\nExpenditure on R&D and innovation | Unconsolidated | | Consolidated | \n------------------------------------------------------------------- | -------------- | ------- | ------------ | -------\n | FY 2019 | FY 2018 | FY 2019 | FY 2018\na. Capital | 2 | - | 2 | -\n\nb. Recurring | 303 | 295 | 306 | 298 \nc. Total R&D expenditure (a+b) | 305 | 295 | 308 | 298 \nd. Innovation center expenditure | 1,285 | 1,079 | 1,352 | 1,202 \ne. Total R&D and innovation expenditure (c+d) | 1,590 | 1,374 | 1,660 | 1,500\n\nf. R&D and innovation expenditure as a percentage of total turnover | 1.3% | 1.4% | 1.1% | 1.2%\n\n\n",
"Title: \nText: | _id | JPM20235630 |\n| title | |\n| text | Principal transactions revenue is driven by many factors, including: •the bid-offer spread, which is the difference between the price at which a market participant is willing and able to sell an instrument to the Firm and the price at which another market participant is willing and able to buy it from the Firm, and vice versa; and •realized and unrealized gains and losses on financial instruments and commodities transactions, including those accounted for under the fair value option, primarily used in\n\nunder the fair value option, primarily used in client-driven market-making activities.\n\nPrincipal transactions revenue driven by many factors, including: •the bid-offer spread, difference between price a market participant willing to sell an instrument to Firm and price another market participant willing to buy it from Firm, and vice versa; and •realized and unrealized gains and losses on financial instruments and commodities transactions, including those accounted for under fair value option, primarily used in client-driven market-making activities.\n\n\n"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
