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AhmedZaky1
/
DIMI-embedding-v2

Sentence Similarity
sentence-transformers
Safetensors
new
feature-extraction
Generated from Trainer
dataset_size:498670
loss:MatryoshkaLoss
loss:MultipleNegativesRankingLoss
custom_code
Eval Results (legacy)
text-embeddings-inference
Model card Files Files and versions
xet
Community

Instructions to use AhmedZaky1/DIMI-embedding-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use AhmedZaky1/DIMI-embedding-v2 with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("AhmedZaky1/DIMI-embedding-v2", trust_remote_code=True)
    
    sentences = [
        "كم يبغ عدد السكان في المملكة المتحدة؟",
        "هناك العديد من الناس الحاضرين.",
        "كم عدد سكان أوكرانيا؟",
        "لماذا باراك أوباما غير مؤهل للترشح في انتخابات الرئاسة لعام 2016؟"
    ]
    embeddings = model.encode(sentences)
    
    similarities = model.similarity(embeddings, embeddings)
    print(similarities.shape)
    # [4, 4]
  • Notebooks
  • Google Colab
  • Kaggle
DIMI-embedding-v2
1.24 GB
Ctrl+K
Ctrl+K
  • 1 contributor
History: 2 commits
AhmedZaky1's picture
AhmedZaky1
Initial commit of fine-tuned GTE model on Arabic triplets
d4a6e4f verified 12 months ago
  • 1_Pooling
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago
  • .gitattributes
    1.57 kB
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago
  • README.md
    18.6 kB
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago
  • config.json
    1.52 kB
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago
  • config_sentence_transformers.json
    205 Bytes
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago
  • model.safetensors
    1.22 GB
    xet
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago
  • modules.json
    349 Bytes
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago
  • sentence_bert_config.json
    54 Bytes
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago
  • special_tokens_map.json
    964 Bytes
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago
  • tokenizer.json
    17.1 MB
    xet
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago
  • tokenizer_config.json
    1.18 kB
    Initial commit of fine-tuned GTE model on Arabic triplets 12 months ago