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Salesforce
/
SFR-Embedding-2_R

Feature Extraction
sentence-transformers
Safetensors
Transformers
English
mistral
mteb
Eval Results (legacy)
text-embeddings-inference
Model card Files Files and versions
xet
Community
8

Instructions to use Salesforce/SFR-Embedding-2_R with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use Salesforce/SFR-Embedding-2_R with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("Salesforce/SFR-Embedding-2_R")
    
    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 Salesforce/SFR-Embedding-2_R with Transformers:

    # Use a pipeline as a high-level helper
    from transformers import pipeline
    
    pipe = pipeline("feature-extraction", model="Salesforce/SFR-Embedding-2_R")
    # Load model directly
    from transformers import AutoTokenizer, AutoModel
    
    tokenizer = AutoTokenizer.from_pretrained("Salesforce/SFR-Embedding-2_R")
    model = AutoModel.from_pretrained("Salesforce/SFR-Embedding-2_R")
  • Notebooks
  • Google Colab
  • Kaggle
SFR-Embedding-2_R
14.2 GB
Ctrl+K
Ctrl+K
  • 2 contributors
History: 13 commits
yliu279's picture
yliu279
Update README.md
f62d15f verified over 1 year ago
  • 1_Pooling
    Add proper Sentence Transformers integration (#1) almost 2 years ago
  • .gitattributes
    1.52 kB
    initial commit almost 2 years ago
  • README.md
    55.4 kB
    Update README.md over 1 year ago
  • config.json
    663 Bytes
    sfr-embedding-v2 almost 2 years ago
  • config_sentence_transformers.json
    205 Bytes
    Add proper Sentence Transformers integration (#1) almost 2 years ago
  • model-00001-of-00003.safetensors
    4.94 GB
    xet
    sfr-embedding-v2 almost 2 years ago
  • model-00002-of-00003.safetensors
    5 GB
    xet
    sfr-embedding-v2 almost 2 years ago
  • model-00003-of-00003.safetensors
    4.28 GB
    xet
    sfr-embedding-v2 almost 2 years ago
  • model.safetensors.index.json
    22.2 kB
    sfr-embedding-v2 almost 2 years ago
  • modules.json
    229 Bytes
    Add proper Sentence Transformers integration (#1) almost 2 years ago
  • sentence_bert_config.json
    54 Bytes
    Add proper Sentence Transformers integration (#1) almost 2 years ago
  • special_tokens_map.json
    624 Bytes
    sfr-embedding-v2 almost 2 years ago
  • tokenizer.json
    1.8 MB
    sfr-embedding-v2 almost 2 years ago
  • tokenizer.model
    493 kB
    xet
    sfr-embedding-v2 almost 2 years ago
  • tokenizer_config.json
    981 Bytes
    Update tokenizer_config.json almost 2 years ago