How to use dopaminemaximizer/rag_ubiza with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("dopaminemaximizer/rag_ubiza") sentences = [ "Instruct: Given a question about a video transcript, retrieve the most relevant transcript passage.\nQuery: How does the speaker visually demonstrate maintaining eye contact and confident posture when delivering advanced public speaking tips?", "Fourth, use hand gestures. I mentioned that you want to be firmly planted from the waist down most of the time. But from the waist up, you can be more animated. This is mainly about gesturing with your hands, your arms, your shoulders. Now speakers do all sorts of distracting behaviors with their hands that don't look confident. Don't wring your hands or keep them in your pockets. Don't put them on your hips or behind your back. Don't hold yourself or cross your arms. Don't hold objects like a pen. If there's an object in your hand that serves no purpose, you will start to fidget with it. And fidgeting does not create the impression of confidence. Instead of all this, find a comfortable home base for your hands. The best home base is to keep your hands loosely together, right about at waist level, as if you're holding a can of soda. Don't let them creep up. Keep them loose and then just make small gestures about once every sentence or so. That's all you need to do to get started. Just let your hands go to add emphasis to whatever you're saying. Easygoing gestures like this you can do with one hand or both hand. They look confident and composed. And don't swing your", "Sixth, you can take a photo of the Aloha boat harbor. Seventh, if you're hungry, you can buy food from food trucks. Eighth, you can watch fireworks at Hilton Hawaiian Village. Eighth, you can watch fireworks at Hilton Hawaiian Village. Ninth, you can buy a fish.", "You need to think up and forward. So don't go O Mio Papi. Don't cover with your upper lip. You want to make sure. O Mio Papi. Oh. Oh. Oh. Covered. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. And there's always a little bit of portamento. This is very much the bel canto area here. And this is a little later actually. But you want to include a very flowy flowy kind of phrasing here. And the way we do that is by doing a little bit of portamento. Now portamento again to remind you. It really moves at the speed of your vibrato. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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