How to use Bo8dady/finetuned3-College-embeddings with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Bo8dady/finetuned3-College-embeddings") sentences = [ "What is the contact email for Dr. Amr Ashraf Mohamed Amin?", "Topic: Second Level Courses (Mainstream)\nSummary: Outlines the course list for the third and fourth semesters, including course codes, titles, credit hours, and prerequisites.\nChunk: \"Second Level Courses (Mainstream) \nThird Semester\n • HUM113: Report Writing (2 Credit Hours) \n• CIS250: Object-Oriented Programming (3 Credit Hours) – Prerequisite: CIS150 \n(Structured Programming) \n• BSC221: Discrete Mathematics (3 Credit Hours) \n• CIS260: Logic Design (3 Credit Hours) – Prerequisite: BSC121 (Physics I) \n• CIS280: Database Management Systems (3 Credit Hours) – Prerequisite: CIS150 \n(Structured Programming) \n• CIS240: Statistical Analysis (3 Credit Hours) – Prerequisite: BSC123 (Probability & \nStatistics) \n• Total Credit Hours: 17 \nFourth Semester \n• CIS220: Computer Organization & Architecture (3 Credit Hours) – Prerequisite: CIS260 \n(Logic Design) \n• CIS270: Data Structure (3 Credit Hours) – Prerequisite: CIS250 (Object-Oriented \nProgramming) \n• BSC225: Linear Algebra (3 Credit Hours) \n• CIS230: Operations Research (3 Credit Hours) \n• CIS243: Artificial Intelligence (3 Credit Hours) – Prerequisite: CIS150 (Structured \nProgramming) \n• Total Credit Hours: 15\"", "The final exam for the Structured programming course, offered by the general department, from 2022, is available at the following link: [https://drive.google.com/file/d/1Bpqoa78DcFNC8335i7vucV0nBN-J01v9/view?usp=sharing", "Dr. Amr Ashraf Mohamed Amin is part of the Unknown department and can be reached at amr.amin.stdsw@cis.asu.edu.eg." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
