{ "cells": [ { "cell_type": "markdown", "id": "increased-pantyhose", "metadata": {}, "source": [ "# Quantization" ] }, { "cell_type": "markdown", "id": "magnetic-porter", "metadata": {}, "source": [ "
\n", " | Size (MB) | \n", "Quantized Size (MB) | \n", "macro precision | \n", "macro recall | \n", "macro f1-score | \n", "
---|---|---|---|---|---|
bert | \n", "425.6 | \n", "111.00 | \n", "0.99330 | \n", "0.99330 | \n", "0.99329 | \n", "
tiny-bert | \n", "57.4 | \n", "15.40 | \n", "0.98774 | \n", "0.98774 | \n", "0.98774 | \n", "
albert | \n", "48.6 | \n", "12.80 | \n", "0.99227 | \n", "0.99226 | \n", "0.99226 | \n", "
tiny-albert | \n", "22.4 | \n", "5.98 | \n", "0.98554 | \n", "0.98550 | \n", "0.98551 | \n", "
xlnet | \n", "446.6 | \n", "118.00 | \n", "0.99353 | \n", "0.99353 | \n", "0.99353 | \n", "
alxlnet | \n", "46.8 | \n", "13.30 | \n", "0.99188 | \n", "0.99188 | \n", "0.99188 | \n", "