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:
# 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") - Inference
- Notebooks
- Google Colab
- Kaggle
Model download not working
#45
by Sara5022 - opened
When trying to load the model asmodel = SentenceTransformer('sentence-transformers/all-mpnet-base-v2')
it breaks with error
raise MissingSchema(error)
requests.exceptions.MissingSchema: Invalid URL '/api/resolve-cache/models/sentence-transformers/all-mpnet-base-v2/e8c3b32edf5434bc2275fc9bab85f82640a19130/.gitattributes?%2Fsentence-transformers%2Fall-mpnet-base-v2%2Fresolve%2Fe8c3b32edf5434bc2275fc9bab85f82640a19130%2F.gitattributes=&etag=%222bf99854609538f90af03c921c41a0cbde670b2f%22': No scheme supplied. Perhaps you meant http:///api/resolve-cache/models/sentence-transformers/all-mpnet-base-v2/e8c3b32edf5434bc2275fc9bab85f82640a19130/.gitattributes?%2Fsentence-transformers%2Fall-mpnet-base-v2%2Fresolve%2Fe8c3b32edf5434bc2275fc9bab85f82640a19130%2F.gitattributes=&etag=%222bf99854609538f90af03c921c41a0cbde670b2f%22?
and the overview on the number of downloads shows that the problem is global.