Sentence Similarity
sentence-transformers
PyTorch
ONNX
Safetensors
OpenVINO
Transformers
English
mpnet
fill-mask
feature-extraction
text-embeddings-inference
Instructions to use sentence-transformers/multi-qa-mpnet-base-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-mpnet-base-dot-v1 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("sentence-transformers/multi-qa-mpnet-base-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-mpnet-base-dot-v1 with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForMaskedLM tokenizer = AutoTokenizer.from_pretrained("sentence-transformers/multi-qa-mpnet-base-dot-v1") model = AutoModelForMaskedLM.from_pretrained("sentence-transformers/multi-qa-mpnet-base-dot-v1", device_map="auto") - Inference
- Notebooks
- Google Colab
- Kaggle
Commit History
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Add `text-embeddings-inference` tag & snippet (#8)
Verified signature- Add `text-embeddings-inference` tag & snippet (1c1d7732b58325679aa7d743235e3801e60ca546) - Update README.md (a62d6ceef2964ecf56a990910f9717d4ee0799d0) - embeddings models -> embedding models (a9de66ef66cb0ff43bc95c02530b8de3098acfe5) Co-authored-by: Alvaro Bartolome <alvarobartt@users.noreply.huggingface.co>17997f2
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Add "dot" similarity function
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Adding `safetensors` variant of this model (#5)
Verified signature- Adding `safetensors` variant of this model (ad0f5e2898bc4c36f4c194c53f07d93ba4b02706) Co-authored-by: Safetensors convertbot <SFconvertbot@users.noreply.huggingface.co>39c51f7
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Update Sentence Transformers metadata (#6)
Verified signature- Update Sentence Transformers metadata (5c6daafbe4a28b77ecd0fb4ad8b30434c01930f8)c6c6914
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Update README.md (#4)
- Update README.md (1c61e050e52354e19d61aab788641cb5cdfd2ab5) Co-authored-by: Loïck BOURDOIS <lbourdois@users.noreply.huggingface.co>334a5b7
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