sentence-transformers How to use Nerdward/minilm-irembo-ft with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Nerdward/minilm-irembo-ft")
sentences = [
"Need passport to book museum camping",
"How to schedule a museum Visit. This service allows a person or group of people to schedule a visit to any of the National Museums of Rwanda. The processing time is one day. The price of this service depends on the following reasons: Entrance, admission, and guiding fees for nationals, international non-residents, and EAC/CEPGL. Prerequisites: Applicants with or without an account can apply for this service Rwandan citizens should have a national ID number. Foreigners should have a passport number. Applicants should have a valid phone number and/or email address. Follow these simple steps to schedule a visit to a Rwandan museum Visit www.irembo.gov.rw, and under Rwanda Museum, click on Schedule Visit. Click Apply Choose the facility to visit and the visit date, and fill in the applicant details by clicking in the blank space to enter the required details; the details will be retrieved and displayed on the right side of the page. Click on Next to proceed. Verify that the information is accurate, enter your phone number and/or email address, check the verification box, and click on Submit. A billing number/ID (88...) will be generated for payment. Applicants choose the mode of payment. For more information about payment modes, click here. NOTE: After applying and successfully paying via IremboGov, the applicant will receive an SMS and/or email notification to confirm the payment and can go to their scheduled visit",
"How to Apply for a Criminal Record Certificate. This service allows Rwandans and foreigners living in or have lived in Rwanda to apply for a Criminal Record Certificate. The certificate has a validity of 6 months. The service is provided by the National Public Prosecution Authority (NPPA). The processing time is 21 days, and its price is Rwf 1,200. Prerequisites: Applicants should have an Irembo account or visit the nearest Irembo agent for assistance. Click here to find out how to create an account on IremboGov. Rwandan applicants should have a national ID number, or Citizen Application Number. Foreigners should have a foreigner’s ID. Refugee applicants should have a refugee national ID number. Minors with a Citizen Application Number should be 14 years of age or older. Conditional attachments include; Passport Photos for minors, Refugees, and foreigners Proof of registration for refugees Passport copy (when you were/are in Rwanda) Copy of Visa (when you were/are in Rwanda) Passport copy for Rwandans living abroad, foreigners, and refugees A copy of Visa for foreigners Applicants should have a valid phone number, email address, or both. NOTE: Rwandans and foreigners residing outside the country (Rwanda) without a Rwandan national ID or a valid foreigner's ID should contact/visit the Rwandan embassy in their country of residence for assistance. Follow these simple steps to apply for a criminal record certificate: Visit www.irembo.gov.rw and click on Log In to start applying for this service. Under Criminal Record, click on Criminal Record Certificate. Choose who you are applying for (self or child), and then click on Apply. After clicking on Apply; For a self-application, enter a national ID number, and the applicant’s personal details will be retrieved and displayed on the right side of the page. For a Child application, enter the child ID, and the child details will be displayed on the right side of the page. Enter all the applicant details. Enter processing details and click on Next. The certificate is processed and sent to the applicant in the language they have chosen while applying. NOTE: Rwandan applicants who choose a foreign country of residence are required to attach their passport copy and a copy of the visa received in that country. Refugee applicants are required to attach their proof of refugee registration. Foreigner applicants with Rwandan Resident IDs are required to to attach a copy of passport and Copy of Visa (when they were/are in Rwanda) Verify that the information is true, enter a phone number and/or email address, check the verification box, and click on Submit. A billing Number/ID (88…) will be generated for payment, Click Pay Applicants choose the mode of payment. For more information about payment modes, click here. NOTE: After applying and paying successfully via IremboGov, and after NPPA officers have approved the application, the applicant receives an SMS or email notifying them that the certificate is available and that they can download it from the IremboGov platform. Moreover, when the applicant has entered their email address while applying for the service, the certificate will be sent to that email address. There is no need to download it on the platform",
"How to apply for camping at the museum. This service is offered to individuals or groups of people who would like to camp in Museum gardens since museums have big spaces, and tourists can spend their nights in those gardens. The processing time is one day. The price for this service depends on the case. Note: Before proceeding, please ensure you have completed your booking with the museum. This service is only used for payments. Prerequisites: Applicants with or without an account can apply for this service. NOTE: It is more advisable to apply with an IreboGov account if you have a National ID. Click here to find out how to create an account on IremboGov. Rwandan citizens should have a national ID number. Foreigners should have a passport number. Applicants should have a valid phone number and/or email address. Follow these simple steps to apply for camping at the museum: Visit www.irembo.gov.rw, and under Rwanda Museum, click on museum activities. Click on the service you are applying to, \"camping at the museum\", and click Apply. Fill in all the necessary information as prompted, then click next. Note: If you are Rwandan, your details will automatically be fetched after inputting your National ID number Verify that the information is true, enter your Phone number and/or Email Address, check the verification box, and Click Submit. A billing number/ID (88…) will be generated for payment, and applicants can pay using any of the services provided. Applicants choose the mode of payment: offline or online. For more information about payment modes, click here . Once payment is completed, your application will be processed, and you will receive confirmation via the provided phone number and/or email address"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
