/* eslint-disable no-restricted-globals */ import { pipeline } from '@huggingface/transformers'; class PipelineFactory { static task = null; static model = null; static instance = null; static async getInstance(progress_callback = null) { if (this.instance === null) { this.instance = pipeline(this.task, this.model, { progress_callback }); } return this.instance; } } // Listen for messages from the main thread self.addEventListener('message', async (event) => { const { task, model, input } = event.data; PipelineFactory.task = task; PipelineFactory.model = model; // Retrieve the pipeline. When called for the first time, // this will load the pipeline and save it for future use. const pipe = await PipelineFactory.getInstance((x) => { // We also add a progress callback to the pipeline so that we can // track model loading. self.postMessage({ status: 'progress', data: x }); }); // Run the pipeline const output = await pipe(...input); // Send the output back to the main thread self.postMessage({ status: 'output', output }); // Send the output back to the main thread self.postMessage({ status: 'complete' }); });