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roberta-base-mrpc-int8-dynamic-inc
Intel/roberta-base-mrpc-int8-dynamic-inc
roberta-base-mrpc-int8-dynamic-inc is a text classification model from Intel. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
This is an INT8 ONNX model quantized with Intel® Neural Compressor.
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Repo size
127 MB
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.onnx127 MB · 98%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- roberta
- Access
- Public
- Created
- Dec 28, 2022
- Updated
- Dec 28, 2022
- SHA
- c95a1bb2
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Datasets
Model card
From the Hugging Face model README
INT8 roberta base finetuned MRPC
Post-training dynamic quantization
ONNX
This is an INT8 ONNX model quantized with Intel® Neural Compressor.
The original fp32 model comes from the fine-tuned model Intel/roberta-base-mrpc.
Test result
| INT8 | FP32 | |
|---|---|---|
| Accuracy (eval-f1) | 0.9085 | 0.9138 |
| Model size (MB) | 122 | 476 |
Load ONNX model:
from optimum.onnxruntime import ORTModelForSequenceClassification
model = ORTModelForSequenceClassification.from_pretrained('Intel/roberta-base-mrpc-int8-dynamic')
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Languages
- en
- Created
- Dec 28, 2022
- Updated
- Dec 28, 2022