Zero-Shot Classification
sentence-transformers
PyTorch
ONNX
Safetensors
Transformers
English
deberta-v2
text-classification
Instructions to use cross-encoder/nli-deberta-v3-small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use cross-encoder/nli-deberta-v3-small with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("cross-encoder/nli-deberta-v3-small") 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-v3-small with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="cross-encoder/nli-deberta-v3-small")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("cross-encoder/nli-deberta-v3-small") model = AutoModelForSequenceClassification.from_pretrained("cross-encoder/nli-deberta-v3-small", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
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Revert inadvertent config, tokenizer updates
Tom AarsenThis reverts commit 53a77a784c8d217aab7ac980647a6186a83c51a0.fa28048
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Add exported onnx model 'model_qint8_avx512_vnni.onnx'
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Add exported onnx model 'model_qint8_avx512.onnx'
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Add new CrossEncoder model
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Push tokenizer again (#3)
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Adding `safetensors` variant of this model (#1)
Verified signature- Adding `safetensors` variant of this model (77f687ae9aa6e9c5b721b71cacd4038ffd6a9aa7) Co-authored-by: Safetensors convertbot <SFconvertbot@users.noreply.huggingface.co>cba1e0c
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