Sentence Similarity
sentence-transformers
PyTorch
TensorFlow
ONNX
Safetensors
OpenVINO
Transformers
roberta
feature-extraction
text-embeddings-inference
Instructions to use sentence-transformers/msmarco-roberta-base-v3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use sentence-transformers/msmarco-roberta-base-v3 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("sentence-transformers/msmarco-roberta-base-v3") 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/msmarco-roberta-base-v3 with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("sentence-transformers/msmarco-roberta-base-v3") model = AutoModel.from_pretrained("sentence-transformers/msmarco-roberta-base-v3", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
Add exported openvino model 'openvino_model_qint8_quantized.xml' 428e41c verified
Add new SentenceTransformer model with an openvino backend d7d8cd6 verified
Add new SentenceTransformer model with an openvino backend 8be6aa5 verified
Add exported ONNX model 'model_qint8_avx512_vnni.onnx' e3c31bd verified
Add exported ONNX model 'model_qint8_avx512.onnx' b277746 verified
Add exported ONNX model 'model_quint8_avx2.onnx' 46252a2 verified
Add exported ONNX model 'model_qint8_arm64.onnx' 6888b6b verified
Add exported ONNX model 'model_O4.onnx' fdf59f4 verified
Add exported ONNX model 'model_O3.onnx' 63114cc verified
Add exported ONNX model 'model_O2.onnx' 2a89067 verified
Add exported ONNX model 'model_O1.onnx' d9a4d7b verified
Add new SentenceTransformer model with an onnx backend d43c7dc verified
Add TF weights 80e7e11
Joao Gante commited on
Update README.md dd53b61
Add new SentenceTransformer model. ac4f901
nreimers commited on