How to Get Started With the Model

This requires to install Optimum : pip install optimum[neural-compressor]

To load the quantized model and run inference using the Transformers pipelines, you can do as follows:

python

from transformers import AutoTokenizer, pipeline
from optimum.intel import INCModelForSequenceClassification

model_id = "echarlaix/distilbert-base-uncased-finetuned-sst-2-english-int8-dynamic"
model = INCModelForSequenceClassification.from_pretrained(model_id)
tokenizer = AutoTokenizer.from_pretrained(model_id)
cls_pipe = pipeline("text-classification", model=model, tokenizer=tokenizer)
text = "He's a dreadful magician."
outputs = cls_pipe(text)

echarlaix/distilbert-base-uncased-finetuned-sst-2-english-int8-dynamic

Dynamically quantized DistilBERT base uncased finetuned SST-2

Table of Contents

Model Details

How to Get Started With the Model

echarlaix/
distilbert-base-uncased-finetuned-sst-2-english-int8-dynamic