sentence-transformers How to use amentaphd/new-snowflake-arctic-embed-m-v2.0 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("amentaphd/new-snowflake-arctic-embed-m-v2.0", trust_remote_code=True)
sentences = [
"What role does ESMA play in the development of guidelines and regulatory technical standards related to cooperation arrangements with third countries as mentioned in the text?",
"If a planned change is implemented notwithstanding the first and second subparagraphs, or if an unplanned change has taken place pursuant to which the AIFM’s management of the AIF would no longer comply with this Directive or the AIFM otherwise would no longer comply with this Directive, the competent authorities of the home Member State of the AIFM shall take all due measures in accordance with Article 46, including, if necessary, the express prohibition of marketing of the AIF.\n\nIf the changes are acceptable because they do not affect the compliance of the AIFM’s management of the AIF with this Directive, or the compliance by the AIFM with this Directive otherwise, the competent authorities of the home Member State of the AIFM shall, without delay, inform ESMA in so far as the changes concern the termination of the marketing of certain AIFs or additional AIFs marketed and, if applicable, the competent authorities of the host Member States of the AIFM of those changes.\n\n11.\n\nThe Commission shall adopt, by means of delegated acts in accordance with Article 56 and subject to the conditions of Articles 57 and 58, measures regarding the cooperation arrangements referred to in point (a) of paragraph 2 in order to design a common framework to facilitate the establishment of those cooperation arrangements with third countries.\n\n12.\n\nIn order to ensure uniform application of this Article, ESMA may develop guidelines to determine the conditions of application of the measures adopted by the Commission regarding the cooperation arrangements referred to in point (a) of paragraph 2.\n\n13.\n\nESMA shall develop draft regulatory technical standards to determine the minimum content of the cooperation arrangements referred to in point (a) of paragraph 2 so as to ensure that both the competent authorities of the home and the host Member States receive sufficient information in order to be able to exercise their supervisory and investigatory powers under this Directive.\n\nPower is delegated to the Commission to adopt the regulatory technical standards referred to in the first subparagraph in accordance with Article 10 to 14 of Regulation (EU) No 1095/2010.\n\n14.",
"(23) This Regulation should also apply to Union institutions, bodies, offices and agencies when acting as a provider or deployer of an AI system.",
"An operator that is a natural person or a microenterprise may mandate the next operator or trader further down the supply chain that is not a natural person or a microenterprise to act as an authorised representative. Such next operator or trader further down the supply chain shall not place or make available relevant products on the market or export them without submitting the due diligence statement pursuant to Article 4(2) on behalf of that operator. In such cases, the operator that is a natural person or a microenterprise shall retain responsibility for compliance of the relevant product with Article 3, and shall communicate to that next operator or trader further down the supply chain all information necessary to confirm that due"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
