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onnxruntime-web

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A Javascript library for running ONNX models on browsers

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// Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT License. import { isNode } from './wasm-utils-env'; /** * Load a file into a Uint8Array. * * @param file - the file to load. Can be a URL/path, a Blob, an ArrayBuffer, or a Uint8Array. * @returns a Uint8Array containing the file data. */ export const loadFile = async (file: string | Blob | ArrayBufferLike | Uint8Array): Promise<Uint8Array> => { if (typeof file === 'string') { if (isNode) { // load file into ArrayBuffer in Node.js try { const { readFile } = require('node:fs/promises'); return new Uint8Array(await readFile(file)); } catch (e) { if (e.code === 'ERR_FS_FILE_TOO_LARGE') { // file is too large, use fs.createReadStream instead const { createReadStream } = require('node:fs'); const stream = createReadStream(file); const chunks: Uint8Array[] = []; for await (const chunk of stream) { chunks.push(chunk); } return new Uint8Array(Buffer.concat(chunks)); } throw e; } } else { // load file into ArrayBuffer in browsers const response = await fetch(file); if (!response.ok) { throw new Error(`failed to load external data file: ${file}`); } const contentLengthHeader = response.headers.get('Content-Length'); const fileSize = contentLengthHeader ? parseInt(contentLengthHeader, 10) : 0; if (fileSize < 1073741824 /* 1GB */) { // when Content-Length header is not set, we cannot determine the file size. We assume it is small enough to // load into memory. return new Uint8Array(await response.arrayBuffer()); } else { // file is too large, use stream instead if (!response.body) { throw new Error(`failed to load external data file: ${file}, no response body.`); } const reader = response.body.getReader(); let buffer; try { // try to create ArrayBuffer directly buffer = new ArrayBuffer(fileSize); } catch (e) { if (e instanceof RangeError) { // use WebAssembly Memory to allocate larger ArrayBuffer const pages = Math.ceil(fileSize / 65536); buffer = new WebAssembly.Memory({ initial: pages, maximum: pages }).buffer; } else { throw e; } } let offset = 0; // eslint-disable-next-line no-constant-condition while (true) { const { done, value } = await reader.read(); if (done) { break; } const chunkSize = value.byteLength; const chunk = new Uint8Array(buffer, offset, chunkSize); chunk.set(value); offset += chunkSize; } return new Uint8Array(buffer, 0, fileSize); } } } else if (file instanceof Blob) { return new Uint8Array(await file.arrayBuffer()); } else if (file instanceof Uint8Array) { return file; } else { return new Uint8Array(file); } };