- Libraries
- sentence-transformers
How to use LLMXperts/Arabic-Triplet-Matryoshka-V2 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("LLMXperts/Arabic-Triplet-Matryoshka-V2")
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] - Transformers.js
How to use LLMXperts/Arabic-Triplet-Matryoshka-V2 with Transformers.js:
// npm i @huggingface/transformers
import { pipeline } from '@huggingface/transformers';
// Allocate pipeline
const pipe = await pipeline('sentence-similarity', 'LLMXperts/Arabic-Triplet-Matryoshka-V2'); - Transformers
How to use LLMXperts/Arabic-Triplet-Matryoshka-V2 with Transformers:
# Load model directly
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("LLMXperts/Arabic-Triplet-Matryoshka-V2")
model = AutoModel.from_pretrained("LLMXperts/Arabic-Triplet-Matryoshka-V2") - Notebooks
- Google Colab
- Kaggle
