sentence-transformers How to use dnth/ssf-retriever-all-MiniLM-L6-v2 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("dnth/ssf-retriever-all-MiniLM-L6-v2")
sentences = [
"The Senior Technician (Permanent Way and Civil Structure) performs preventive and corrective maintenance of civil structures, train tracks and/or third rail. He/She operates various types of engineering work trains and train-mounted equipment to aid in the maintenance of train tracks, train tunnels and various rail structures. He conducts track-walk inspections and performs troubleshooting, fault analysis and repair of electrical and mechanical track equipment and systems He also conducts visual inspections and assists in the general maintenance of train stations and depot buildings. He is required to work on day and/or permanent night shifts and carries out his duties at various rail premises such as on train tracks, in train tunnels and at various train stations. He is technically inclined and guides his team to perform maintenance work assigned.",
"Search for roles involving maintenance of civil structures, train tracks, and rail systems, requiring skills in troubleshooting, fault analysis, and operation of engineering work trains.",
"The Junior Financial Analyst (Healthcare Sector) is responsible for conducting financial analysis and reporting within the healthcare industry. He/She prepares financial models and forecasts, analyzes budget variances, and assists in the preparation of financial statements. The role requires proficiency in Excel and financial software, as well as strong analytical skills. The Junior Financial Analyst collaborates with various departments to support financial planning and decision-making processes. This position may involve working on special projects and requires a bachelor's degree in finance or accounting.",
"Quality Assurance Specialist responsible for overseeing software development to maintain design integrity and compliance with industry standards. Engages in software architecture, code development, review processes, configuration management, and software integration. Participates in extensive quality testing and analysis to verify that products meet or surpass established quality benchmarks and user expectations prior to launch. Collaborates within a team environment and possesses expertise in relevant programming languages. Knowledgeable about global quality standards and methodologies, alongside proficiency in test automation tools. The Quality Assurance Specialist is dedicated to providing exceptional service to internal clients and is thorough in executing tests to meet product quality specifications. Capable of identifying potential issues in the development workflow and devising proactive, innovative solutions to mitigate them."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
