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sentence-transformers
/
all-MiniLM-L12-v2

Sentence Similarity
sentence-transformers
PyTorch
Rust
ONNX
Safetensors
OpenVINO
Transformers
English
bert
feature-extraction
Eval Results
text-embeddings-inference
Model card Files Files and versions
xet
Community
23

Instructions to use sentence-transformers/all-MiniLM-L12-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use sentence-transformers/all-MiniLM-L12-v2 with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("sentence-transformers/all-MiniLM-L12-v2")
    
    sentences = [
        "That is a happy person",
        "That is a happy dog",
        "That is a very happy person",
        "Today is a sunny day"
    ]
    embeddings = model.encode(sentences)
    
    similarities = model.similarity(embeddings, embeddings)
    print(similarities.shape)
    # [4, 4]
  • Transformers

    How to use sentence-transformers/all-MiniLM-L12-v2 with Transformers:

    # Load model directly
    from transformers import AutoTokenizer, AutoModel
    
    tokenizer = AutoTokenizer.from_pretrained("sentence-transformers/all-MiniLM-L12-v2")
    model = AutoModel.from_pretrained("sentence-transformers/all-MiniLM-L12-v2")
  • Inference
  • Notebooks
  • Google Colab
  • Kaggle
New discussion
Resources
  • PR & discussions documentation
  • Code of Conduct
  • Hub documentation

Add evaluation results for model sentence-transformers/all-MiniLM-L12-v2 revision 364dd28d28dcd3359b537f3cf1f5348ba679da62

#21 opened 2 months ago by
Samoed

Adding ONNX file of this model

#19 opened 6 months ago by
Nishzkr

speed all-MiniLM-L12-v2

1
#18 opened 7 months ago by
kalle07

Local_embedding

#17 opened about 1 year ago by
Gogo579

Adding ONNX file of this model

#16 opened over 1 year ago by
TaeYeon39

[AUTOMATED] Model Memory Requirements

πŸš€πŸ‘ 2
#15 opened almost 2 years ago by
model-sizer-bot

Created Apache license based on tag

#14 opened about 2 years ago by
iamankit

Request: DOI

πŸ‘€ 1
#13 opened about 2 years ago by
adflkajf

Different Input Lengths

1
#9 opened over 2 years ago by
ShivanshMathur007

Fine-tuning the model

πŸ‘ 2
1
#6 opened over 2 years ago by
amordad

Can your model be fine-tuned again?

πŸ‘ 1
#5 opened over 2 years ago by
Magic0324

max token length question

#3 opened almost 3 years ago by
ColinKhan

Add MTEB metadata

#2 opened over 3 years ago by
Muennighoff
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