sentence-transformers How to use IoannisKat1/bert-base-uncased-ft-new with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("IoannisKat1/bert-base-uncased-ft-new")
sentences = [
"On which specific context should the controller verify the identity of a data subject?",
"Where personal data are processed for the purposes of direct marketing, the data subject should have the right to object to such processing, including profiling to the extent that it is related to such direct marketing, whether with regard to initial or further processing, at any time and free of charge. That right should be explicitly brought to the attention of the data subject and presented clearly and separately from any other information. 4.5.2016 L 119/13 Official Journal of the European Union EN",
"The controller should use all reasonable measures to verify the identity of a data subject who requests access, in particular in the context of online services and online identifiers. A controller should not retain personal data for the sole purpose of being able to react to potential requests.",
"Any person who, in contravention of the provisions of this law or of the provisions of lawfully ratified multilateral international conventions on the protection of copyright, unlawfully makes a fixation of a work or of copies, reproduces them directly or indirectly, temporarily or permanently in any form, in whole or in part, translates, adapts, alters or transforms them, or distributes them to the public by sale or other means, or possesses with the intent of distributing them, rents, performs in public, broadcasts by radio or television or any other means, communicates to the public works or copies by any means, imports copies of a work illegally produced abroad without the consent of the author and, in general, exploits works, reproductions or copies being the object of copyright or acts against the moral right of the author to decide freely on the publication and the presentation of his work to the public without additions or deletions, shall be liable to imprisonment of no less than a year and to a fine from 2.900-15.000 Euro.\nWithout the permission of the performers: fixes their performance; directly or indirectly, temporarily or permanently reproduces by any means and form, in whole or in part, the fixation of their performance; distributes to the public the fixation of their performance or possesses them with the purpose of distribution; rents the fixation of their performance; broadcasts by radio and television by any means, the live performance, unless such broadcasting is rebroadcasting of a legitimate broadcasting; communicates to the public the live performance made by any means, except radio and television broadcasting; makes available to the public, by wire or wireless means, in such a way that members of the public may access them from a place and at a time individually chosen by them, the fixation of their performance.\nWithout the permission of phonogram producers (producers of sound recordings): directly or indirectly, temporarily or permanently reproduces by any means and form, in whole or in part, their phonograms; distributes to the public the above recordings, or possesses them with the purpose of distribution; rents the said recordings; makes available to the public, by wire or wireless means, in such a way that members of the public may access them from a place and at a time individually chosen by them, their phonograms; imports the said recordings produced abroad without their consent.\nWithout the permission of producers of audiovisual works (producers of visual or sound and visual recordings): directly or indirectly, temporarily or permanently reproduces by any means and form, in whole or in part, the original and the copies of their films; distributes to the public the above recordings, including the copies thereof, or possesses them with the purpose of distribution; rents the said recordings; makes available to the public, by wire or wireless means, in such a way that members of the public may access them from a place and at a time individually chosen by them, the original and the copies of their films; imports the said recordings produced abroad without their consent; broadcasts by radio or television by any means including satellite transmission and cable retransmission, as well as the communication to the public.\nWithout the permission of radio and television organizations: rebroadcasts their broadcasts by any means; presents their broadcasts to the public in places accessible to the public against payment of an entrance fee; fixes their broadcasts on sound or sound and visual recordings, regardless of whether the broadcasts are transmitted by wire or by the air, including by cable or satellite; directly or indirectly, temporarily or permanently reproduces by any means and form, in whole or in part, the fixation of their broadcasts; distributes to the public the recordings containing the fixation or their broadcasts; rents the recordings containing the fixation of their broadcasts; makes available to the public, by wire or wireless means, in such a way that members of the public may access them from a place and at a time individually chosen by them, the fixation of their broadcasts.\nIf the financial gain sought or the damage caused by the perpetration of an act listed in paragraphs (1) and (2), above, is particularly great, the sanction shall be not less than two years imprisonment and a fine of from 2 to 10 million drachmas. If the guilty party has perpetrated any of the aforementioned acts by profession or at a commercial scale or if the circumstances in connection with the perpetration of the act indicate that the guilty party poses a serious threat to the protection of copyright or related rights, the sanction shall be imprisonment of up to ten (10) years and a fine of from 5 to 10 million drachmas, together with the withdrawal of the trading license of the undertaking which has served as the vehicle for the act. The act shall be likewise deemed to have been perpetrated by way of standard practice if the guilty party has on a previous occasion been convicted of a contravention pursuant to the provisions of the Article or for a violation of the preceding copyright legislation and sentenced to a non-redeemable period of imprisonment. Any infringement of copyright and related rights in the form of felony is tried by the competent Three-member Court of Appeal for Felonies.\nAny person who did not pay the remuneration provided for by Article 18, paragraph (3) hereof to a collecting society is punished with the sanction of paragraph (1), (2) and (3). The same sentence is imposed on the debtor who, after the issuance of the decision of the one-member first instance court, does not submit the declaration under the provisions of article 18, par. 6, of this law.\nThe sanctions specified in paragraph (1), above, shall be applicable likewise to any person who: uses or distributes, or possesses with the intent to distribute, any system or means whose sole purpose is to facilitate the unpermitted removal or neutralization of a technical system used to protect a computer program; manufactures or imports or distributes, or possesses with intent to distribute, equipment and other materials utilizable for the reproduction of a work which do not conform to the specifications determined pursuant to Article 59 of this Law; manufactures or imports or distributes, or possesses with intent to distribute, objects which can thwart the efficacy of the above-mentioned specifications, or engages in an act which can have that result; reproduces or uses a work without utilizing the equipment or without applying the systems specified pursuant to Article 60 of this Law; distributes, or possesses with intent to distribute, a phonogram or film without the special mark or control label specified pursuant to Article 61 of this Law.\nWhere a sentence of imprisonment is imposed with the option of redeemability, the sum payable for the redemption shall be 10 times the sum specified as per the case in the Penal Code.\nWhere mitigating circumstances exist, the fine imposed shall not be less than half of the minimum fine imposable as per the case under this Law.\nAny person who proceeds to authorized temporary or permanent reproduction of the database, translation, adaptation, arrangement and any other alteration of the database, distribution to the public of the database or of copies thereof, communication, display or performance of the database to the public, is punished by imprisonment of at least one (1) year and a fine of one (1) to five (5) million drachmas.\nAny person who proceeds to extraction and/or re-utilization of the whole or of a substantial part of the contents of the database without the authorization of the author thereof, is punished by imprisonment of at least one (1) year and a fine of one (1) to five (5) million drachmas (article 12 of Directive 96/9).\nWhen the object of the infringement refers to computer software, the culpable character of the action, as described in paragraph 1 of article 65A and under the prerequisites provided there, is raised under the condition that the infringer proceeds in the unreserved payment of the administrative fee and the infringement concerns a quantity of up to 50 programs.\nWhen the object of infringement concerns recordings of sound in which a work protected by copyright law has been recorded, the unreserved payment of an administrative fee according to the stipulation of par.2 of article 65A and under the prerequisites provided there, the culpable character of the action is raised under the condition that the infringement concerns a quantity of up to five hundred (500) illegal sound recording carriers.\nThe payment of the administrative fee and the raising of the culpable character of the action, do not relieve the infringers from the duty of buying off the copyright and related rights or from the duty of compensating and paying the rest expenses to the holders of these rights, according to the provisions of the relevant laws.\nIn case of recidivism during the same financial year the administrative fee provided for by article 65A doubles.\n"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
