Sentence Similarity
sentence-transformers
PyTorch
ONNX
Safetensors
OpenVINO
Transformers
English
mpnet
fill-mask
feature-extraction
text-embeddings-inference
Eval Results
Instructions to use sentence-transformers/all-mpnet-base-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use sentence-transformers/all-mpnet-base-v2 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("sentence-transformers/all-mpnet-base-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-mpnet-base-v2 with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForMaskedLM tokenizer = AutoTokenizer.from_pretrained("sentence-transformers/all-mpnet-base-v2") model = AutoModelForMaskedLM.from_pretrained("sentence-transformers/all-mpnet-base-v2", device_map="auto") - Inference
- Notebooks
- Google Colab
- Kaggle
Commit History
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Add `text-embeddings-inference` tag & snippet (#40)
Verified signature- Add `text-embeddings-inference` tag & snippet (a96370dbfcd3f5d1bd2019a619869da998bc0cd9) - Fix typos in `README.md` (1becb5be0162de5536342bdd63ca3da088e5a928) - embeddings models -> embedding models (efb1033715c788d7c26c7597eecd94a1af868ca8) Co-authored-by: Alvaro Bartolome <alvarobartt@users.noreply.huggingface.co>e8c3b32
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Adding `safetensors` variant of this model (#19)
Verified signature- Adding `safetensors` variant of this model (9ae5db60492ae56d2265bd76c95eaba56b6bc0db) Co-authored-by: Safetensors convertbot <SFconvertbot@users.noreply.huggingface.co>84f2bcc
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