sentence-transformers How to use Yash911/e5-finetuned with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Yash911/e5-finetuned")
sentences = [
"AVS Video Editor AVS Video Editor is a video editing software published by Online Media Technologies Ltd. It is a part of AVS4YOU software suite which includes video, audio, image editing and conversion, disc editing and burning, document conversion and registry cleaner programs. It offers the opportunity to create and edit videos with a vast variety of video and audio effects, text and transitions; capture video from screen, web or DV cameras and VHS tape; record voice; create menus for discs, as well as to save them to plenty of video file formats, burn to discs or publish on Facebook, YouTube, Flickr, etc. 0",
"Adobe Premiere Rush is a video editing software that allows users to create and edit videos for social media platforms such as YouTube, Instagram, and Facebook. It is designed for quick and easy editing and can be accessed across multiple devices. The software provides basic editing tools like trimming, cutting, transitions, animations, and sound optimization. Its user-friendly interface makes it suitable for beginners and requires minimal experience with video editing.",
"H.245 is a protocol used for control signaling in videoconferencing systems. It is responsible for negotiating the capabilities and settings of the system during a call, such as video quality, audio codecs, and call setup. Understanding H.245 requires specialized knowledge of videoconferencing technologies and protocols.",
"Coeliac disease is a long-term autoimmune disorder, primarily affecting the small intestine, where individuals develop intolerance to gluten, present in foods such as wheat, rye and barley. Classic symptoms include gastrointestinal problems such as chronic diarrhoea, abdominal distention, malabsorption, loss of appetite, and among children failure to grow normally. This often begins between six months and two years of age. Non-classic symptoms are more common, especially in people older than two years. There may be mild or absent gastrointestinal symptoms, a wide number of symptoms involving any part of the body, or no obvious symptoms. Coeliac disease was first described in childhood; however, it may develop at any age. It is associated with other autoimmune diseases, such as Type 1 diabetes mellitus and Hashimoto's thyroiditis, among others."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
