Zero-Shot Classification
sentence-transformers
PyTorch
ONNX
Safetensors
Transformers
English
deberta
text-classification
Instructions to use cross-encoder/nli-deberta-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use cross-encoder/nli-deberta-base with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("cross-encoder/nli-deberta-base") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Transformers
How to use cross-encoder/nli-deberta-base with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="cross-encoder/nli-deberta-base")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("cross-encoder/nli-deberta-base") model = AutoModelForSequenceClassification.from_pretrained("cross-encoder/nli-deberta-base", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
-
Revert inadvertent config, tokenizer updates
Tom AarsenThis reverts commit 8e88d7c5a3474d084c9dd8cdb6b711e199d742b4.f375a3f
-
Add exported onnx model 'model_qint8_avx512_vnni.onnx'
Verified signaturef4f417e -
Add exported onnx model 'model_qint8_avx512.onnx'
Verified signature094ba40 -
Add exported onnx model 'model_quint8_avx2.onnx'
Verified signature0d5f5d4 -
Add exported onnx model 'model_qint8_arm64.onnx'
Verified signaturef3c8141 -
Add exported onnx model 'model_O4.onnx'
Verified signature612eb9f -
Add exported onnx model 'model_O3.onnx'
Verified signature502070d -
Add exported onnx model 'model_O2.onnx'
Verified signaturea9e1374 -
Add exported onnx model 'model_O1.onnx'
Verified signature4befc21 -
Add new CrossEncoder model
Verified signature8e88d7c
-
Update model metadata
Verified signature0cfec96
-
Adding `safetensors` variant of this model (#1)
Verified signature- Adding `safetensors` variant of this model (bdba1eb829c3fd91402b15bb62091dd56146dd00) Co-authored-by: Safetensors convertbot <SFconvertbot@users.noreply.huggingface.co>c962d60
-
Update README.md
c4dd278
-
add tokenizer info
nreimersef7264e -
up
nreimers113e20c -
up
nreimers28c07ab -
up
nreimersec15d0c -
up
nreimers0d3f20e
-
up
nreimers45a65f3 -
initial commit
48a8a8b