Sentence Similarity
sentence-transformers
PyTorch
TensorFlow
ONNX
Safetensors
OpenVINO
Transformers
English
bert
feature-extraction
text-embeddings-inference
Instructions to use sentence-transformers/msmarco-bert-base-dot-v5 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use sentence-transformers/msmarco-bert-base-dot-v5 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("sentence-transformers/msmarco-bert-base-dot-v5") 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-bert-base-dot-v5 with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("sentence-transformers/msmarco-bert-base-dot-v5") model = AutoModel.from_pretrained("sentence-transformers/msmarco-bert-base-dot-v5", device_map="auto") - Inference
- Notebooks
- Google Colab
- Kaggle
Commit History
Add exported openvino model 'openvino_model_qint8_quantized.xml' c45bf94 verified
Add new SentenceTransformer model with an openvino backend e1fdd86 verified
Add new SentenceTransformer model with an openvino backend c5971c2 verified
Add exported ONNX model 'model_qint8_avx512_vnni.onnx' a5bbce1 verified
Add exported ONNX model 'model_qint8_avx512.onnx' 72536e4 verified
Add exported ONNX model 'model_quint8_avx2.onnx' 439cd15 verified
Add exported ONNX model 'model_qint8_arm64.onnx' a8a9e9c verified
Add exported ONNX model 'model_O4.onnx' 0c0adf3 verified
Add exported ONNX model 'model_O3.onnx' ab2f038 verified
Add exported ONNX model 'model_O2.onnx' 5590281 verified
Add exported ONNX model 'model_O1.onnx' f188536 verified
Add new SentenceTransformer model with an onnx backend ccbede2 verified
Add "dot" similarity function 5044484 verified
Add TF weights 668e63a
Joao Gante commited on