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Salesforce
/
SFR-Embedding-Mistral

Feature Extraction
sentence-transformers
Safetensors
Transformers
English
mistral
mteb
Eval Results (legacy)
text-embeddings-inference
Model card Files Files and versions
xet
Community
20

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

  • Libraries
  • sentence-transformers

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

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

    # Use a pipeline as a high-level helper
    from transformers import pipeline
    
    pipe = pipeline("feature-extraction", model="Salesforce/SFR-Embedding-Mistral")
    # Load model directly
    from transformers import AutoTokenizer, AutoModel
    
    tokenizer = AutoTokenizer.from_pretrained("Salesforce/SFR-Embedding-Mistral")
    model = AutoModel.from_pretrained("Salesforce/SFR-Embedding-Mistral")
  • Notebooks
  • Google Colab
  • Kaggle
SFR-Embedding-Mistral
14.3 GB
Ctrl+K
Ctrl+K
  • 4 contributors
History: 28 commits
yliu279's picture
yliu279
Update README.md
33a60fe verified over 1 year ago
  • 1_Pooling
    Add first-party Sentence Transformers support + README snippet (#1) about 2 years ago
  • lora
    add model v1.0 over 2 years ago
  • .DS_Store
    6.15 kB
    add model v1.0 over 2 years ago
  • .gitattributes
    1.52 kB
    initial commit over 2 years ago
  • README.md
    86.2 kB
    Update README.md over 1 year ago
  • config.json
    663 Bytes
    model v1.0 over 2 years ago
  • config_sentence_transformers.json
    123 Bytes
    Add first-party Sentence Transformers support + README snippet (#1) about 2 years ago
  • model-00001-of-00003.safetensors
    4.94 GB
    xet
    model v1.0 over 2 years ago
  • model-00002-of-00003.safetensors
    5 GB
    xet
    model v1.0 over 2 years ago
  • model-00003-of-00003.safetensors
    4.28 GB
    xet
    model v1.0 over 2 years ago
  • model.safetensors.index.json
    22.2 kB
    model v1.0 over 2 years ago
  • modules.json
    229 Bytes
    Add first-party Sentence Transformers support + README snippet (#1) about 2 years ago
  • sentence_bert_config.json
    54 Bytes
    Add first-party Sentence Transformers support + README snippet (#1) about 2 years ago
  • special_tokens_map.json
    624 Bytes
    add model v1.0 over 2 years ago
  • tokenizer.json
    1.8 MB
    add model v1.0 over 2 years ago
  • tokenizer.model
    493 kB
    xet
    add model v1.0 over 2 years ago
  • tokenizer_config.json
    981 Bytes
    Add first-party Sentence Transformers support + README snippet (#1) about 2 years ago