Intel/bert-base-uncased-CoLA-int8-inc

INT8 BERT base uncased finetuned CoLA

Post-training static quantization

PyTorch

This is an INT8 PyTorch model quantized with huggingface/optimum-intel through the usage of Intel® Neural Compressor.

The original fp32 model comes from the fine-tuned model textattack/bert-base-uncased-CoLA.

Test result

	INT8	FP32
Accuracy (eval-f1)	0.5451	0.5339
Model size (MB)	112	438

Load with optimum:

from optimum.intel import INCModelForSequenceClassification

model_id = "Intel/bert-base-uncased-CoLA-int8"
int8_model = INCModelForSequenceClassification.from_pretrained(model_id)