sentence-transformers How to use silma-ai/silma-embedding-matryoshka-v0.1 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("silma-ai/silma-embedding-matryoshka-v0.1")
sentences = [
"هذا شخص سعيد",
"هذا كلب سعيد",
"هذا شخص سعيد جدا",
"اليوم هو يوم مشمس"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
