onnxruntime/js/common/lib/backend-impl.ts
Yulong Wang 9a61388f0a
[js/web] revise backend registration (#18715)
### Description
This PR revises the backend registration.

The following describes the expected behavior after this change:
(**bolded are changed behavior**)

- (ort.min.js - built without webgpu support)
    - loading: do not register 'webgpu' backend
- creating session without EP list: use default EP list ['webnn', 'cpu',
'wasm']
- creating session with ['webgpu'] as EP list: should fail with backend
not available
- (ort.webgpu.min.js - built with webgpu support)
    - loading: **always register 'webgpu' backend**
( previous behavior: only register 'webgpu' backend when `navigator.gpu`
is available)
- creating session without EP list: use default EP list ['webgpu',
'webnn', 'cpu', 'wasm']
        - when WebGPU is available (win): use WebGPU backend
- when WebGPU is unavailable (android): **should fail backend init,**
and try to use next backend in the list, 'webnn'
(previous behavior: does not fail backend init, but fail in JSEP init,
which was too late to switch to next backend)
    - creating session with ['webgpu'] as EP list
        - when WebGPU is available (win): use WebGPU backend
- when WebGPU is unavailable (android): **should fail backend init, and
because no more EP listed, fail.


related PRs: #18190 #18144
2023-12-20 14:45:55 -08:00

102 lines
3.3 KiB
TypeScript

// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License.
import {Backend} from './backend.js';
interface BackendInfo {
backend: Backend;
priority: number;
initPromise?: Promise<void>;
initialized?: boolean;
aborted?: boolean;
}
const backends: Map<string, BackendInfo> = new Map();
const backendsSortedByPriority: string[] = [];
/**
* Register a backend.
*
* @param name - the name as a key to lookup as an execution provider.
* @param backend - the backend object.
* @param priority - an integer indicating the priority of the backend. Higher number means higher priority. if priority
* < 0, it will be considered as a 'beta' version and will not be used as a fallback backend by default.
*
* @ignore
*/
export const registerBackend = (name: string, backend: Backend, priority: number): void => {
if (backend && typeof backend.init === 'function' && typeof backend.createInferenceSessionHandler === 'function') {
const currentBackend = backends.get(name);
if (currentBackend === undefined) {
backends.set(name, {backend, priority});
} else if (currentBackend.priority > priority) {
// same name is already registered with a higher priority. skip registeration.
return;
} else if (currentBackend.priority === priority) {
if (currentBackend.backend !== backend) {
throw new Error(`cannot register backend "${name}" using priority ${priority}`);
}
}
if (priority >= 0) {
const i = backendsSortedByPriority.indexOf(name);
if (i !== -1) {
backendsSortedByPriority.splice(i, 1);
}
for (let i = 0; i < backendsSortedByPriority.length; i++) {
if (backends.get(backendsSortedByPriority[i])!.priority <= priority) {
backendsSortedByPriority.splice(i, 0, name);
return;
}
}
backendsSortedByPriority.push(name);
}
return;
}
throw new TypeError('not a valid backend');
};
/**
* Resolve backend by specified hints.
*
* @param backendHints - a list of execution provider names to lookup. If omitted use registered backends as list.
* @returns a promise that resolves to the backend.
*
* @ignore
*/
export const resolveBackend = async(backendHints: readonly string[]): Promise<Backend> => {
const backendNames = backendHints.length === 0 ? backendsSortedByPriority : backendHints;
const errors = [];
for (const backendName of backendNames) {
const backendInfo = backends.get(backendName);
if (backendInfo) {
if (backendInfo.initialized) {
return backendInfo.backend;
} else if (backendInfo.aborted) {
continue; // current backend is unavailable; try next
}
const isInitializing = !!backendInfo.initPromise;
try {
if (!isInitializing) {
backendInfo.initPromise = backendInfo.backend.init(backendName);
}
await backendInfo.initPromise;
backendInfo.initialized = true;
return backendInfo.backend;
} catch (e) {
if (!isInitializing) {
errors.push({name: backendName, err: e});
}
backendInfo.aborted = true;
} finally {
delete backendInfo.initPromise;
}
}
}
throw new Error(`no available backend found. ERR: ${errors.map(e => `[${e.name}] ${e.err}`).join(', ')}`);
};