Hugging Face's logo Hugging Face
  • Models
  • Datasets
  • Spaces
  • Buckets new
  • Docs
  • Enterprise
  • Pricing

  • Log In
  • Sign Up

ibm-granite
/
granite-embedding-311m-multilingual-r2

Feature Extraction
sentence-transformers
ONNX
Safetensors
OpenVINO
Transformers
modernbert
granite
embeddings
multilingual
mteb
sentence-similarity
matryoshka
text-embeddings-inference
Model card Files Files and versions
xet
Community
2

Instructions to use ibm-granite/granite-embedding-311m-multilingual-r2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use ibm-granite/granite-embedding-311m-multilingual-r2 with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("ibm-granite/granite-embedding-311m-multilingual-r2")
    
    sentences = [
        "The weather is lovely today.",
        "It's so sunny outside!",
        "He drove to the stadium."
    ]
    embeddings = model.encode(sentences)
    
    similarities = model.similarity(embeddings, embeddings)
    print(similarities.shape)
    # [3, 3]
  • Transformers

    How to use ibm-granite/granite-embedding-311m-multilingual-r2 with Transformers:

    # Use a pipeline as a high-level helper
    from transformers import pipeline
    
    pipe = pipeline("feature-extraction", model="ibm-granite/granite-embedding-311m-multilingual-r2")
    # Load model directly
    from transformers import AutoTokenizer, AutoModel
    
    tokenizer = AutoTokenizer.from_pretrained("ibm-granite/granite-embedding-311m-multilingual-r2")
    model = AutoModel.from_pretrained("ibm-granite/granite-embedding-311m-multilingual-r2")
  • Inference
  • Notebooks
  • Google Colab
  • Kaggle
granite-embedding-311m-multilingual-r2 / 1_Pooling
313 Bytes
Ctrl+K
Ctrl+K
  • 2 contributors
History: 1 commit
pawasthy's picture
pawasthy
Upload 19 files
dba7b0e verified 13 days ago
  • config.json
    313 Bytes
    Upload 19 files 13 days ago