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Intel/distilbert-base-uncased-MRPC-int8-static-inc

sourceHugging Facemitupdated 3y agoView on Hugging Face
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Model Card

Statically quantized DistilBERT base uncased finetuned MPRC

Table of Contents

Model Details

Model Description: This model is a DistilBERT fine-tuned on MPRC statically quantized with optimum-intel through the usage of huggingface/optimum-intel through the usage of Intel® Neural Compressor.

  • Model Type: Text Classification
  • Language(s): English
  • License: Apache-2.0
  • Parent Model: For more details on the original model, we encourage users to check out this model card.

How to Get Started With the Model

PyTorch

To load the quantized model, you can do as follows:

python
from optimum.intel import INCModelForSequenceClassification

model_id = "Intel/distilbert-base-uncased-MRPC-int8-static"
model = INCModelForSequenceClassification.from_pretrained(model_id)
Test result
INT8FP32
Accuracy (eval-f1)0.90070.9027
Model size (MB)242268