sentence-transformers How to use SamagraDataGov/embedding_finetuned_test with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("SamagraDataGov/embedding_finetuned_test")
sentences = [
"How does the Equity Grant contribute to the creditworthiness of FPOs?",
"' Date……………………………… ……………………………… Signature of Branch Manager with branch seal Name…………………………………… … Designation …………………………………… ……………………………… ……………………………… Signature of Authorized Person in zonal office Name………………………………… Designation …………………………………… 5. Promoter's request letter List of Enclosures 1. Recommendation 9. List of shareholders addressed to the Bank Manager on original letter head of FPO confirmed by promoter and bank with amount of CGC sought on Bank's Original letterhead with date and dispatch number duly signed by the Branch Manager on each page. 2. Sanction letter of 6. Implementation Schedule 10. Affidavit of promoters that confirmed by the bank. they have not availed CGC from any other institution for sanctioned Credit Facility. sanctioning authority addressed to recommending branch. 3. Bank's approved 7. Up-to-date statement of account of 11. Field inspection report of Term loan and Cash Credit (if Sanctioned). Bank official as on recent date. Appraisal/Process note bearing signature of sanctioning authority. 4. Potential Impact on 8. a).Equity Certificate, C.A/CS * Pin Code at Column No. 1. a), certificate/RCS certificate 2. b), 2. c), 4. a) and 9. a) is Mandatory b). FORM-2, FORM-5 and FORM-23 filed with ROC for Company/RCS. small farmer producers 1. Social Impact, 2. Environmental Impact 3.'",
"'i. Shareholder List and Share Capital contribution by each Member verified and certified by a Chartered Accountant (CA) prior to submission (Format attached, Annexure I- Enclosure-I). ii. Resolution of FPO Board/Governing Council to seek Equity Grant for Members (Format attached, Annexure I- Enclosure-II). iii. Consent of Shareholders, stating name of shareholder, gender, number of shares held, face value of shares, land holding, and signature, signifying consent for Implementing Agency to directly transfer the Equity Grant sanctioned to the FPC on their behalf, to FPC Bank account, against the consideration of additional shares of equivalent value to be issued to them by FPC and on exit- transfer of the shares as per rules (Format attached, Annexure I-Enclosure-III). iv. Audited Financials of FPO for a minimum 1 year/for all years of existence of the FPO if formed less than three years prior to application/ for the last 3 years for FPO in existence for 3 years or more, verified and certified by a Chartered Accountant (CA) prior to submission. v. Photocopy of FPO Bank Account Statement for last six months authenticated by Branch Manager. vi. Business plan and budget for next 18 months. vii. Names, photographs, and identity proof (one from among ration card, Aadhaar card, election identification card, and passport of Representatives/ Directors authorized by the Board for executing and signing all documents under the Scheme. viii. Each page of Application Form and accompanying documents should be signed by a minimum of two Board Member Authorised Representatives of FPO;'",
"'11.1 Producer members' own equity supplemented by a matching Equity Grant from Government, which is required to strengthen financial base of FPOs and help them to get credit from financial institutions for their projects and working capital requirements for business development. Equity Grant shall be in the form of matching grant upto Rs. 2,000 per farmer member of FPO subject to maximum limit of Rs. 15.00 lakh fixed per FPO. This Equity Grant is not in the form of government participation in equity, but only as a matching grant to the FPOs as farmer members' equity. Therefore, Rs.1,500 crore with DAC&FW is proposed in the scheme to cover all the 10,000 FPOs, if maximum permissible equity is contributed to all 10,000 FPOs. 11.2 **Objectives of Equity Grant:** The objectives of Equity Grant are to (i) enhance viability and sustainability of FPOs; (ii) increase credit worthiness of FPOs; and (iii) enhance shareholding of members to increase their ownership and participation in their FPO. 11.3 **Eligibility Criteria for FPOs:** An FPO fulfilling following criteria shall be eligible to apply for Equity Grant under the Scheme- (i) It shall be a legal entity as per para 2 of this guidelines. (ii) It has raised equity from its Members as laid down in its Articles of Association/ Bye laws, as the case may be. (iii) The number of its Individual Shareholders is in accordance with the terms hereto read together with the Scheme. (iv) Minimum 50% of its shareholders are small, marginal and landless tenant farmers as defined by the Agriculture Census carried out periodically by the Ministry of Agriculture, GoI. Women farmers' participation as its shareholders is to be preferred. (v) Maximum shareholding by any one member shall not be more than 10% of total equity of the FPO.'"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
