mirror of
https://github.com/saymrwulf/onnxruntime.git
synced 2026-05-16 21:00:14 +00:00
### Description
enable external data loading for ort-web.
### Why
The ORT external data design is highly depending on the file system,
especially synchronous file I/O APIs. Those are not available in web
platforms. We need to have extra code to make external data working on
web.
### How
Considering there is no file system in web, an implementation for web to
support external data is to use pre-loaded data. Assume model file
a.onnx includes initializers that linked to ./b.bin, we require users to
pass a full data file list when creating the session. The user code will
be look like:
```js
const mySess = await ort.InferenceSession.create('./path/model/a.onnx', {
// session options
externalData: [
{
// relative or absolute path/URL of the file,
// or a pre-loaded Uint8Array containing the data of the external data file
data: './path/data/b.bin',
// the relative path of the external data. Should match initializers' "location" value defined in the model file
path: './b.bin'
},
// { } if multiple external data file
]
});
```
Currently, this feature only works with JSEP build enabled.
158 lines
6.7 KiB
JavaScript
158 lines
6.7 KiB
JavaScript
// Copyright (c) Microsoft Corporation. All rights reserved.
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// Licensed under the MIT License.
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'use strict';
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const path = require('path');
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const fs = require('fs-extra');
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const {spawn} = require('child_process');
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const startServer = require('./simple-http-server');
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const minimist = require('minimist');
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// copy whole folder to out-side of <ORT_ROOT>/js/ because we need to test in a folder that no `package.json` file
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// exists in its parent folder.
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// here we use <ORT_ROOT>/build/js/e2e/ for the test
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const TEST_E2E_SRC_FOLDER = __dirname;
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const JS_ROOT_FOLDER = path.resolve(__dirname, '../../..');
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const TEST_E2E_RUN_FOLDER = path.resolve(JS_ROOT_FOLDER, '../build/js/e2e');
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const NPM_CACHE_FOLDER = path.resolve(TEST_E2E_RUN_FOLDER, '../npm_cache');
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const CHROME_USER_DATA_FOLDER = path.resolve(TEST_E2E_RUN_FOLDER, '../user_data');
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fs.emptyDirSync(TEST_E2E_RUN_FOLDER);
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fs.emptyDirSync(NPM_CACHE_FOLDER);
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fs.emptyDirSync(CHROME_USER_DATA_FOLDER);
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fs.copySync(TEST_E2E_SRC_FOLDER, TEST_E2E_RUN_FOLDER);
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// always use a new folder as user-data-dir
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let nextUserDataDirId = 0;
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function getNextUserDataDir() {
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const dir = path.resolve(CHROME_USER_DATA_FOLDER, nextUserDataDirId.toString())
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nextUserDataDirId++;
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fs.emptyDirSync(dir);
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return dir;
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}
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// commandline arguments
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const BROWSER = minimist(process.argv.slice(2)).browser || 'Chrome_default';
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async function main() {
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// find packed package
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const {globbySync} = await import('globby');
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const ORT_COMMON_FOLDER = path.resolve(JS_ROOT_FOLDER, 'common');
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const ORT_COMMON_PACKED_FILEPATH_CANDIDATES = globbySync('onnxruntime-common-*.tgz', {cwd: ORT_COMMON_FOLDER});
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const PACKAGES_TO_INSTALL = [];
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if (ORT_COMMON_PACKED_FILEPATH_CANDIDATES.length === 1) {
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PACKAGES_TO_INSTALL.push(path.resolve(ORT_COMMON_FOLDER, ORT_COMMON_PACKED_FILEPATH_CANDIDATES[0]));
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} else if (ORT_COMMON_PACKED_FILEPATH_CANDIDATES.length > 1) {
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throw new Error('multiple packages found for onnxruntime-common.');
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}
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const ORT_WEB_FOLDER = path.resolve(JS_ROOT_FOLDER, 'web');
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const ORT_WEB_PACKED_FILEPATH_CANDIDATES = globbySync('onnxruntime-web-*.tgz', {cwd: ORT_WEB_FOLDER});
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if (ORT_WEB_PACKED_FILEPATH_CANDIDATES.length !== 1) {
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throw new Error('cannot find exactly single package for onnxruntime-web.');
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}
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PACKAGES_TO_INSTALL.push(path.resolve(ORT_WEB_FOLDER, ORT_WEB_PACKED_FILEPATH_CANDIDATES[0]));
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// we start here:
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// install dev dependencies
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await runInShell(`npm install`);
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// npm install with "--cache" to install packed packages with an empty cache folder
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await runInShell(`npm install --cache "${NPM_CACHE_FOLDER}" ${PACKAGES_TO_INSTALL.map(i => `"${i}"`).join(' ')}`);
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// prepare .wasm files for path override testing
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prepareWasmPathOverrideFiles();
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// test case run in Node.js
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await testAllNodejsCases();
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// test cases with self-host (ort hosted in same origin)
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await testAllBrowserCases({hostInKarma: true});
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// test cases without self-host (ort hosted in same origin)
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startServer(path.resolve(TEST_E2E_RUN_FOLDER, 'node_modules', 'onnxruntime-web'));
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await testAllBrowserCases({hostInKarma: false});
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// no error occurs, exit with code 0
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process.exit(0);
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}
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function prepareWasmPathOverrideFiles() {
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const folder = path.join(TEST_E2E_RUN_FOLDER, 'test-wasm-path-override');
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const sourceFile = path.join(TEST_E2E_RUN_FOLDER, 'node_modules', 'onnxruntime-web', 'dist', 'ort-wasm.wasm');
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fs.emptyDirSync(folder);
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fs.copyFileSync(sourceFile, path.join(folder, 'ort-wasm.wasm'));
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fs.copyFileSync(sourceFile, path.join(folder, 'renamed.wasm'));
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}
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async function testAllNodejsCases() {
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await runInShell('node ./node_modules/mocha/bin/mocha ./node-test-main-no-threads.js');
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await runInShell('node --experimental-wasm-threads ./node_modules/mocha/bin/mocha ./node-test-main-no-threads.js');
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// The multi-threaded export on Node.js is not working. Need a fix. Currently disable these 2 cases temporarily.
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// TODO: re-enable the following commented tests once it's fixed
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//
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// await runInShell('node ./node_modules/mocha/bin/mocha ./node-test-main.js');
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// await runInShell('node --experimental-wasm-threads ./node_modules/mocha/bin/mocha ./node-test-main.js');
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await runInShell('node ./node_modules/mocha/bin/mocha ./node-test-wasm-path-override-filename.js');
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await runInShell('node ./node_modules/mocha/bin/mocha ./node-test-wasm-path-override-prefix.js');
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}
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async function testAllBrowserCases({hostInKarma}) {
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await runKarma({hostInKarma, main: './browser-test-webgl.js'});
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await runKarma({hostInKarma, main: './browser-test-webgl.js', ortMain: 'ort.webgl.min.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm.js', ortMain: 'ort.wasm.min.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm-multi-session-create.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm-no-threads.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm-no-threads.js', ortMain: 'ort.wasm-core.min.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm-proxy.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm-proxy-no-threads.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm-path-override-filename.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm-path-override-filename.js', ortMain: 'ort.wasm.min.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm-path-override-prefix.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm-path-override-prefix.js', ortMain: 'ort.wasm.min.js'});
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await runKarma({hostInKarma, main: './browser-test-wasm-image-tensor-image.js'});
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await runKarma({hostInKarma, main: './browser-test-webgpu-external-data.js', ortMain: 'ort.webgpu.min.js'});
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}
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async function runKarma({hostInKarma, main, browser = BROWSER, ortMain = 'ort.min.js'}) {
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const selfHostFlag = hostInKarma ? '--self-host' : '';
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await runInShell(`npx karma start --single-run --browsers ${browser} ${selfHostFlag} --ort-main=${
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ortMain} --test-main=${main} --user-data=${getNextUserDataDir()}`);
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}
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async function runInShell(cmd) {
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console.log('===============================================================');
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console.log(' Running command in shell:');
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console.log(' > ' + cmd);
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console.log('===============================================================');
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let complete = false;
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const childProcess = spawn(cmd, {shell: true, stdio: 'inherit', cwd: TEST_E2E_RUN_FOLDER});
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childProcess.on('close', function(code) {
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if (code !== 0) {
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process.exit(code);
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} else {
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complete = true;
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}
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});
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while (!complete) {
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await delay(100);
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}
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}
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async function delay(ms) {
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return new Promise(function(resolve) {
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setTimeout(function() {
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resolve();
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}, ms);
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});
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}
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main();
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