sentence-transformers How to use cmgx/e5base-ATM-Orig-v1 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("cmgx/e5base-ATM-Orig-v1")
sentences = [
"Information regarding ATM filings, also known as at the market offerings, also known as equity distribution agreements, also known as (at-the-market) offerings, also known as continuous offerings, also known as equity distribution programs, also known as direct stock offerings. ",
"UNITED STATES SECURITIES AND EXCHANGE COMMISSION Washington, D.C. 20549 FORM\n8-K CURRENT REPORT Pursuant to Section 13 or 15(d) of the Securities Exchange\nAct of 1934 Date of Report (Date of earliest event reported): August 21, 2024\n( August 16, 2024 ) SinglePoint Inc.\n\n(Exact name of registrant as specified in\nits charter) Nevada 000-53425 26-1240905 (State or other jurisdiction of\nIncorporation) (Commission File Number) (IRS Employer Identification No.)\n\n3104\nE Camelback Rd #2137 Phoenix , AZ 85016 (Address of principal executive\noffices) (Zip Code) Registrant’s telephone number, including area code: ( 888\n) 682-7464 Not Applicable (Former name or former address, if changed since\nlast report.)Check the appropriate box below if the Form 8 K filing is\nintended to simultaneously satisfy the filing obligation of the registrant\nunder any of the following provisions ( see General Instruction A.2.\n\nbelow): ☐\nWritten communications pursuant to Rule 425 under the Securities Act (17 CFR\n230.425)☐ Soliciting material pursuant to Rule 14a-12 under the Exchange Act\n(17 CFR 240.14a-12)☐ Pre commencement communications pursuant to Rule\n14d-2(b) under the Exchange Act (17 CFR 240.14d-2(b))☐ Pre commencement\ncommunications pursuant to Rule 13e-4(c) under the Exchange Act (17 CFR\n240.13e-4(c))Securities registered pursuant to Section 12(b) of the Act:\nTitle of each class Trading Symbol(s) Name of each exchange on which\nregistered common stock, par value $0.0001 per share SING Cboe BZX Exchange,\nInc. Indicate by check mark whether the registrant is an emerging growth\ncompany as defined in Rule 405 of the Securities Act of 1933 (§230.405 of this\nchapter) or Rule 12b-2 of the Securities Exchange Act of 1934 (§240.12b-2 of\nthis chapter).Emerging growth company ☐ If an emerging growth company,\nindicate by check mark if the registrant has elected not to use the extended\ntransition period for complying with any new or revised financial accounting\nstandards provided pursuant to Section 13(a) of the Exchange Act.",
"Between April 1, 2024, and June 30, 2024, 39,167 restricted stock\nunits of the Company issued under the 2022 Plan were canceled by the Board of\nDirectors.On April 2, 2024, the Company issued 5,000 shares of restricted\ncommon stock to its officer under the 2022 Plan.On April 23, 2024, the\nCompany issued 159,167 shares of restricted common stock to its officers and\ndirectors under the 2022 Plan in exchange for cancellation of all stock\noptions and restricted stock units held by officers and directors of the\nCompany.On April 30, 2024, 3,750 restricted stock units held by consultant\nwere converted into 3,750 shares of common stock of the Company in connection\nwith the services provided by the consultant.On June 4, 2024, MGO issued a\ntotal of 182,868 shares of the Company’s restricted common stock to directors\nand officers of the Company pursuant to the 2022 Plan.The stock options,\nrestricted stock units, and the common stock issued or issuable upon the\nexercise of such options and restricted stock units as described in this\nsection were issued pursuant to written compensatory plans or arrangements\nwith our employees, consultants, officers and directors, in reliance on the\nexemption from the registration requirements of the Securities Act provided by\nRule 701 promulgated under the Securities Act or the exemption set forth in\nSection 4(a)(2) under the Securities Act and Regulation D promulgated\nthereunder relative to transactions by an issuer not involving any public\noffering.\n\nAll recipients either received adequate information about us or had\naccess, through employment or other relationships, to such information.ITEM\n3.",
"On August 17, 2022, a\nregistration statement (the “First Registration Statement”) was declared\neffective to cover the resale of up to 633,333 shares of the Company’s common\nstock comprised of (i) the 32,846 initial commitment shares, and (ii) up to\n600,486 that the Company has reserved for issuance and sale to Lincoln Park\nunder the 2022 Purchase Agreement from time to time from and after the date of\nthe prospectus.\n\nThe Company sold approximately 527,166 shares under the First\nRegistration Statement.On August 18, 2023, a second registration statement\n(the “Second Registration Statement”) was declared effective to cover the\nresale of up to an additional 1,500,000 shares of the Company’s common stock\nthat the Company reserved for issuance and sale to Lincoln Park under the 2022\nPurchase Agreement from time to time.\n\nThe Company sold 150,000 shares under\nthe Second Registration Statement.\n\nThe Company cannot sell more shares than\nregistered under the Second Registration Statement under the 2022 Purchase\nAgreement without registering additional shares."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
