Sentence Similarity
sentence-transformers
PyTorch
TensorFlow
ONNX
Safetensors
OpenVINO
Transformers
English
bert
feature-extraction
text-embeddings-inference
Instructions to use sentence-transformers/multi-qa-MiniLM-L6-dot-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use sentence-transformers/multi-qa-MiniLM-L6-dot-v1 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("sentence-transformers/multi-qa-MiniLM-L6-dot-v1") 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/multi-qa-MiniLM-L6-dot-v1 with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("sentence-transformers/multi-qa-MiniLM-L6-dot-v1") model = AutoModel.from_pretrained("sentence-transformers/multi-qa-MiniLM-L6-dot-v1", device_map="auto") - Inference
- Notebooks
- Google Colab
- Kaggle
Commit History
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Add exported openvino model 'openvino_model_qint8_quantized.xml'
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Add "dot" similarity function
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Adding `safetensors` variant of this model (#4)
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- Update README.md (b36a09e615931adc0521ded5fae8c86d1187aab6) Co-authored-by: Loïck BOURDOIS <lbourdois@users.noreply.huggingface.co>acd8ae3
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