Sentence Similarity
sentence-transformers
PyTorch
TensorFlow
Rust
ONNX
Safetensors
OpenVINO
Transformers
English
bert
feature-extraction
Eval Results
text-embeddings-inference
Instructions to use sentence-transformers/all-MiniLM-L6-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-L6-v2 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("sentence-transformers/all-MiniLM-L6-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-L6-v2 with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("sentence-transformers/all-MiniLM-L6-v2") model = AutoModel.from_pretrained("sentence-transformers/all-MiniLM-L6-v2", device_map="auto") - Inference
- Notebooks
- Google Colab
- Kaggle
Commit History
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Add base_model metadata (nreimers/MiniLM-L6-H384-uncased) (#159)
- Add base_model metadata (nreimers/MiniLM-L6-H384-uncased) (680353e66602ffe5bfc6cea86f57a6458ad7e6dd) Co-authored-by: Victor Mustar <victor@users.noreply.huggingface.co>1110a24
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Upload ONNX weights exported via optimum with `library='sentence-transformers'` (#64)
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spelling corrections (#13)
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Adding `safetensors` variant of this model (#53)
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Several small spelling errors in README (#48)
Verified signature- Several small spelling errors in README (2f3b461246cd6b756de7c85150aabebbb2c36905) Co-authored-by: Joel Wigton <joelwigton@users.noreply.huggingface.co>44eb404
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Rust weights addition (#5)
- Addition of Rust weights (8924c147a1cc9314e06ac316e36eb4512a367d17) Co-authored-by: Guillaume Becquin <guillaume-be@users.noreply.huggingface.co>c21050a
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