sentence-transformers How to use infiny/finetune_Qwen_3_.8B_Embedding with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("infiny/finetune_Qwen_3_.8B_Embedding")
sentences = [
"Given the claimant's allegations of delays to track linking, and the respondent's counter-arguments in RW-3, what specific documentation or data would be most probative in a preliminary assessment of the actual impact of incomplete blanketing work on the track installation timeline for CTP-1 and CTP-2?",
"27.4 Waiver27.4.1 Waiver, including partial or conditional waiver, by either Party of any default by the other Party in the observance and performance of any provision of or obligations under this Agreement:-(a) shall not operate or be construed as a waiver of any other or subsequent default hereof or of other provisions of or obligations under this Agreement;(b) shall not be effective unless it is in writing and executed by a duly authorised representative of the Party; and(c) shall not affect the validity or enforceability of this Agreement in any manner.27.4.2 Neither the failure by either Party to insist on any occasion upon the performance of the terms, conditions and provisions of this Agreement or any obligation thereunder nor time or other indulgence granted by a Party to the other Party shall be treated or deemed as waiver of such breach or acceptance of any variation or the relinquishment of any such right hereunder.",
"APPLICABLE PERMITS1 Applicable Permits1.1 The Contractor shall obtain, as required under the Applicable Laws, the following Applicable Permits:(a) Permission of the State Government for extraction of boulders from quarry;(b) Permission of Village Panchayats and Pollution Control Board for installation of crushers;Licence for use of explosives;(d) Permission of the State Government for drawing water from river/reservoir;(e) Licence from inspector of factories or other competent Authority for setting up batching plant;Clearance of Pollution Control Board for setting up batching plant;(g) Clearance of Village Panchayats and Pollution Control Board for setting up asphalt plant;(h) Permission of Village Panchayats and State Government for borrow earth; and(i) Any other permits or clearances required under Applicable Laws.Applicable Permits, as required, relating to environmental protection and conservation shall have been procured by the Authority in accordance with the provisions of this Agreement.1.2morth/epc/nh/37010/4/2010180SCHEDULE - G (See Clauses 7.1.1, 7.5.3 and 19.2)",
"29. In paragraphs 104 to 111 of Mr. Kumar’s statement, Mr. Kumar reiterates various delays25 alleged by the Claimant with respect to track linking works. The Respondent has set out all the relevant facts26, correspondences, and analysis details concerning the track linking works. The issues related to track works are already explained in my Witness Statement RW-327. I submit my further observations below.30. In order to achieve Milestone 3, which encompasses the completion of track skeleton works for the entire Package, a series of activities must be executed for both CTP-1 and20 Appendix 10 Para No. 2.3 of ER21 Exhibit R-1 of the SOD (Part-2)22 Para No. 211 of the SOD23 Exhibit R-250 of the SOD24 Exhibit R-160 of the SOD25 Para Nos. 123 to 129 of the SOC26 Para Nos. 127 to 171 of the SOD27 Para 52 to 95 of Witness Statement of RW-3CTP-2. Among these activities, track linking/ installation stands out as a critical task in the Project. Specifically, it involves linking a total of 660 kilometres in CTP-1. The successful installation and linking of tracks depend on the completion of several crucial activities, as well as the availability of sufficient materials and equipment.Formation works in each section entail completing the earthwork up to the blanket layer. However, it is noteworthy that while sufficient embankment quantity has been completed in numerous sections, the blanketing work remains either uninitiated or has made minimal28 progress. The primary reasons for this are the inadequacy of resources, such as blanket material29 and the limited manpower mobilized at the Site. As a result, the completion of the blanket layer has been hindered, leading to delays in the overall Project progress.31.The track installation commenced on 24 September 2015 against the planned dates of 02 January 2015 but progressed over only two sections i.e., Bhagega to Shrimadhopur & Bhagega to Dabla until 31 August 2016. The reasons for the same were:32."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
