onnxruntime-web
Version:
A Javascript library for running ONNX models on browsers
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Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nexport const isNode = !!(typeof process !== 'undefined' && process.versions && process.versions.node);\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nimport type { OrtWasmModule } from './wasm-types';\nimport { isNode } from './wasm-utils-env';\n\n/**\n * The classic script source URL. This is not always available in non ESModule environments.\n *\n * In Node.js, this is undefined.\n */\nexport const scriptSrc =\n // if Nodejs, return undefined\n isNode\n ? undefined\n : // if It's ESM, use import.meta.url\n (BUILD_DEFS.ESM_IMPORT_META_URL ??\n // use `document.currentScript.src` if available\n (typeof document !== 'undefined'\n ? (document.currentScript as HTMLScriptElement)?.src\n : // use `self.location.href` if available\n typeof self !== 'undefined'\n ? self.location?.href\n : undefined));\n\n/**\n * The origin of the current location.\n *\n * In Node.js, this is undefined.\n */\nconst origin = isNode || typeof location === 'undefined' ? undefined : location.origin;\n\n/**\n * Check if the given filename with prefix is from the same origin.\n */\nconst isSameOrigin = (filename: string, prefixOverride?: string) => {\n try {\n const baseUrl = prefixOverride ?? scriptSrc;\n const url = baseUrl ? new URL(filename, baseUrl) : new URL(filename);\n return url.origin === origin;\n } catch {\n return false;\n }\n};\n\n/**\n * Normalize the inputs to an absolute URL with the given prefix override. If failed, return undefined.\n */\nconst normalizeUrl = (filename: string, prefixOverride?: string) => {\n const baseUrl = prefixOverride ?? scriptSrc;\n try {\n const url = baseUrl ? new URL(filename, baseUrl) : new URL(filename);\n return url.href;\n } catch {\n return undefined;\n }\n};\n\n/**\n * Create a fallback URL if an absolute URL cannot be created by the normalizeUrl function.\n */\nconst fallbackUrl = (filename: string, prefixOverride?: string) => `${prefixOverride ?? './'}${filename}`;\n\n/**\n * This helper function is used to preload a module from a URL.\n *\n * If the origin of the worker URL is different from the current origin, the worker cannot be loaded directly.\n * See discussions in https://github.com/webpack-contrib/worker-loader/issues/154\n *\n * In this case, we will fetch the worker URL and create a new Blob URL with the same origin as a workaround.\n *\n * @param absoluteUrl - The absolute URL to preload.\n *\n * @returns - A promise that resolves to a new Blob URL\n */\nconst preload = async (absoluteUrl: string): Promise<string> => {\n const response = await fetch(absoluteUrl, { credentials: 'same-origin' });\n const blob = await response.blob();\n return URL.createObjectURL(blob);\n};\n\n/**\n * This helper function is used to dynamically import a module from a URL.\n *\n * The build script has special handling for this function to ensure that the URL is not bundled into the final output.\n *\n * @param url - The URL to import.\n *\n * @returns - A promise that resolves to the default export of the module.\n */\nconst dynamicImportDefault = async <T>(url: string): Promise<T> =>\n (await import(/* webpackIgnore: true */ url)).default;\n\n/**\n * The proxy worker factory imported from the proxy worker module.\n *\n * This is only available when the WebAssembly proxy is not disabled.\n */\nconst createProxyWorker: ((urlOverride?: string) => Worker) | undefined =\n // eslint-disable-next-line @typescript-eslint/no-require-imports, @typescript-eslint/no-var-requires\n BUILD_DEFS.DISABLE_WASM_PROXY ? undefined : require('./proxy-worker/main').default;\n\n/**\n * Import the proxy worker.\n *\n * This function will perform the following steps:\n * 1. If a preload is needed, it will preload the module and return the object URL.\n * 2. Use the proxy worker factory to create the proxy worker.\n *\n * @returns - A promise that resolves to a tuple of 2 elements:\n * - The object URL of the preloaded module, or undefined if no preload is needed.\n * - The proxy worker.\n */\nexport const importProxyWorker = async (): Promise<[undefined | string, Worker]> => {\n if (!scriptSrc) {\n throw new Error('Failed to load proxy worker: cannot determine the script source URL.');\n }\n\n // If the script source is from the same origin, we can use the embedded proxy module directly.\n if (isSameOrigin(scriptSrc)) {\n return [undefined, createProxyWorker!()];\n }\n\n // Otherwise, need to preload\n const url = await preload(scriptSrc);\n return [url, createProxyWorker!(url)];\n};\n\n/**\n * The embedded WebAssembly module.\n *\n * This is only available in ESM and when embedding is not disabled.\n */\nconst embeddedWasmModule: EmscriptenModuleFactory<OrtWasmModule> | undefined =\n BUILD_DEFS.IS_ESM && BUILD_DEFS.DISABLE_DYNAMIC_IMPORT\n ? // eslint-disable-next-line @typescript-eslint/no-require-imports, @typescript-eslint/no-var-requires\n require(\n !BUILD_DEFS.DISABLE_JSEP\n ? '../../dist/ort-wasm-simd-threaded.jsep.mjs'\n : '../../dist/ort-wasm-simd-threaded.mjs',\n ).default\n : undefined;\n\n/**\n * Import the WebAssembly module.\n *\n * This function will perform the following steps:\n * 1. If BUILD_DEFS.DISABLE_DYNAMIC_IMPORT is true, use the embedded module.\n * 2. If a preload is needed, it will preload the module and return the object URL.\n * 3. Otherwise, it will perform a dynamic import of the module.\n *\n * @returns - A promise that resolves to a tuple of 2 elements:\n * - The object URL of the preloaded module, or undefined if no preload is needed.\n * - The default export of the module, which is a factory function to create the WebAssembly module.\n */\nexport const importWasmModule = async (\n urlOverride: string | undefined,\n prefixOverride: string | undefined,\n isMultiThreaded: boolean,\n): Promise<[undefined | string, EmscriptenModuleFactory<OrtWasmModule>]> => {\n if (BUILD_DEFS.DISABLE_DYNAMIC_IMPORT) {\n return [undefined, embeddedWasmModule!];\n } else {\n const wasmModuleFilename = !BUILD_DEFS.DISABLE_JSEP\n ? 'ort-wasm-simd-threaded.jsep.mjs'\n : 'ort-wasm-simd-threaded.mjs';\n const wasmModuleUrl = urlOverride ?? normalizeUrl(wasmModuleFilename, prefixOverride);\n // need to preload if all of the following conditions are met:\n // 1. not in Node.js.\n // - Node.js does not have the same origin policy for creating workers.\n // 2. multi-threaded is enabled.\n // - If multi-threaded is disabled, no worker will be created. So we don't need to preload the module.\n // 3. the absolute URL is available.\n // - If the absolute URL is failed to be created, the origin cannot be determined. In this case, we will not\n // preload the module.\n // 4. the worker URL is not from the same origin.\n // - If the worker URL is from the same origin, we can create the worker directly.\n const needPreload = !isNode && isMultiThreaded && wasmModuleUrl && !isSameOrigin(wasmModuleUrl, prefixOverride);\n const url = needPreload\n ? await preload(wasmModuleUrl)\n : (wasmModuleUrl ?? fallbackUrl(wasmModuleFilename, prefixOverride));\n return [needPreload ? url : undefined, await dynamicImportDefault<EmscriptenModuleFactory<OrtWasmModule>>(url)];\n }\n};\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nimport { Env } from 'onnxruntime-common';\n\nimport type { OrtWasmModule } from './wasm-types';\nimport { importWasmModule } from './wasm-utils-import';\n\nlet wasm: OrtWasmModule | undefined;\nlet initialized = false;\nlet initializing = false;\nlet aborted = false;\n\nconst isMultiThreadSupported = (): boolean => {\n // If 'SharedArrayBuffer' is not available, WebAssembly threads will not work.\n if (typeof SharedArrayBuffer === 'undefined') {\n return false;\n }\n\n try {\n // Test for transferability of SABs (for browsers. needed for Firefox)\n // https://groups.google.com/forum/#!msg/mozilla.dev.platform/IHkBZlHETpA/dwsMNchWEQAJ\n if (typeof MessageChannel !== 'undefined') {\n new MessageChannel().port1.postMessage(new SharedArrayBuffer(1));\n }\n\n // Test for WebAssembly threads capability (for both browsers and Node.js)\n // This typed array is a WebAssembly program containing threaded instructions.\n return WebAssembly.validate(\n new Uint8Array([\n 0, 97, 115, 109, 1, 0, 0, 0, 1, 4, 1, 96, 0, 0, 3, 2, 1, 0, 5, 4, 1, 3, 1, 1, 10, 11, 1, 9, 0, 65, 0, 254, 16,\n 2, 0, 26, 11,\n ]),\n );\n } catch (e) {\n return false;\n }\n};\n\nconst isSimdSupported = (): boolean => {\n try {\n // Test for WebAssembly SIMD capability (for both browsers and Node.js)\n // This typed array is a WebAssembly program containing SIMD instructions.\n\n // The binary data is generated from the following code by wat2wasm:\n //\n // (module\n // (type $t0 (func))\n // (func $f0 (type $t0)\n // (drop\n // (i32x4.dot_i16x8_s\n // (i8x16.splat\n // (i32.const 0))\n // (v128.const i32x4 0x00000000 0x00000000 0x00000000 0x00000000)))))\n\n return WebAssembly.validate(\n new Uint8Array([\n 0, 97, 115, 109, 1, 0, 0, 0, 1, 4, 1, 96, 0, 0, 3, 2, 1, 0, 10, 30, 1, 28, 0, 65, 0, 253, 15, 253, 12, 0, 0, 0,\n 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 253, 186, 1, 26, 11,\n ]),\n );\n } catch (e) {\n return false;\n }\n};\n\nexport const initializeWebAssembly = async (flags: Env.WebAssemblyFlags): Promise<void> => {\n if (initialized) {\n return Promise.resolve();\n }\n if (initializing) {\n throw new Error(\"multiple calls to 'initializeWebAssembly()' detected.\");\n }\n if (aborted) {\n throw new Error(\"previous call to 'initializeWebAssembly()' failed.\");\n }\n\n initializing = true;\n\n // wasm flags are already initialized\n const timeout = flags.initTimeout!;\n let numThreads = flags.numThreads!;\n\n // ensure SIMD is supported\n if (!isSimdSupported()) {\n throw new Error('WebAssembly SIMD is not supported in the current environment.');\n }\n\n // check if multi-threading is supported\n const multiThreadSupported = isMultiThreadSupported();\n if (numThreads > 1 && !multiThreadSupported) {\n if (typeof self !== 'undefined' && !self.crossOriginIsolated) {\n // eslint-disable-next-line no-console\n console.warn(\n 'env.wasm.numThreads is set to ' +\n numThreads +\n ', but this will not work unless you enable crossOriginIsolated mode. ' +\n 'See https://web.dev/cross-origin-isolation-guide/ for more info.',\n );\n }\n\n // eslint-disable-next-line no-console\n console.warn(\n 'WebAssembly multi-threading is not supported in the current environment. ' + 'Falling back to single-threading.',\n );\n\n // set flags.numThreads to 1 so that OrtInit() will not create a global thread pool.\n flags.numThreads = numThreads = 1;\n }\n\n const wasmPaths = flags.wasmPaths;\n const wasmPrefixOverride = typeof wasmPaths === 'string' ? wasmPaths : undefined;\n const mjsPathOverrideFlag = (wasmPaths as Env.WasmFilePaths)?.mjs;\n const mjsPathOverride = (mjsPathOverrideFlag as URL)?.href ?? mjsPathOverrideFlag;\n const wasmPathOverrideFlag = (wasmPaths as Env.WasmFilePaths)?.wasm;\n const wasmPathOverride = (wasmPathOverrideFlag as URL)?.href ?? wasmPathOverrideFlag;\n const wasmBinaryOverride = flags.wasmBinary;\n\n const [objectUrl, ortWasmFactory] = await importWasmModule(mjsPathOverride, wasmPrefixOverride, numThreads > 1);\n\n let isTimeout = false;\n\n const tasks: Array<Promise<void>> = [];\n\n // promise for timeout\n if (timeout > 0) {\n tasks.push(\n new Promise((resolve) => {\n setTimeout(() => {\n isTimeout = true;\n resolve();\n }, timeout);\n }),\n );\n }\n\n // promise for module initialization\n tasks.push(\n new Promise((resolve, reject) => {\n const config: Partial<OrtWasmModule> = {\n /**\n * The number of threads. WebAssembly will create (Module.numThreads - 1) workers. If it is 1, no worker will be\n * created.\n */\n numThreads,\n };\n\n if (wasmBinaryOverride) {\n /**\n * Set a custom buffer which contains the WebAssembly binary. This will skip the wasm file fetching.\n */\n config.wasmBinary = wasmBinaryOverride;\n } else if (wasmPathOverride || wasmPrefixOverride) {\n /**\n * A callback function to locate the WebAssembly file. The function should return the full path of the file.\n *\n * Since Emscripten 3.1.58, this function is only called for the .wasm file.\n */\n config.locateFile = (fileName, scriptDirectory) =>\n wasmPathOverride ?? (wasmPrefixOverride ?? scriptDirectory) + fileName;\n }\n\n ortWasmFactory(config).then(\n // wasm module initialized successfully\n (module) => {\n initializing = false;\n initialized = true;\n wasm = module;\n resolve();\n if (objectUrl) {\n URL.revokeObjectURL(objectUrl);\n }\n },\n // wasm module failed to initialize\n (what) => {\n initializing = false;\n aborted = true;\n reject(what);\n },\n );\n }),\n );\n\n await Promise.race(tasks);\n\n if (isTimeout) {\n throw new Error(`WebAssembly backend initializing failed due to timeout: ${timeout}ms`);\n }\n};\n\nexport const getInstance = (): OrtWasmModule => {\n if (initialized && wasm) {\n return wasm;\n }\n\n throw new Error('WebAssembly is not initialized yet.');\n};\n\nexport const dispose = (): void => {\n if (initialized && !initializing && !aborted) {\n // TODO: currently \"PThread.terminateAllThreads()\" is not exposed in the wasm module.\n // And this function is not yet called by any code.\n // If it is needed in the future, we should expose it in the wasm module and uncomment the following line.\n\n // wasm?.PThread?.terminateAllThreads();\n wasm = undefined;\n\n initializing = false;\n initialized = false;\n aborted = true;\n }\n};\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nimport { getInstance } from './wasm-factory';\n\nexport const allocWasmString = (data: string, allocs: number[]): number => {\n const wasm = getInstance();\n\n const dataLength = wasm.lengthBytesUTF8(data) + 1;\n const dataOffset = wasm._malloc(dataLength);\n wasm.stringToUTF8(data, dataOffset, dataLength);\n allocs.push(dataOffset);\n\n return dataOffset;\n};\n\ninterface ExtraOptionsHandler {\n (name: string, value: string): void;\n}\n\nexport const iterateExtraOptions = (\n options: Record<string, unknown>,\n prefix: string,\n seen: WeakSet<Record<string, unknown>>,\n handler: ExtraOptionsHandler,\n): void => {\n if (typeof options == 'object' && options !== null) {\n if (seen.has(options)) {\n throw new Error('Circular reference in options');\n } else {\n seen.add(options);\n }\n }\n\n Object.entries(options).forEach(([key, value]) => {\n const name = prefix ? prefix + key : key;\n if (typeof value === 'object') {\n iterateExtraOptions(value as Record<string, unknown>, name + '.', seen, handler);\n } else if (typeof value === 'string' || typeof value === 'number') {\n handler(name, value.toString());\n } else if (typeof value === 'boolean') {\n handler(name, value ? '1' : '0');\n } else {\n throw new Error(`Can't handle extra config type: ${typeof value}`);\n }\n });\n};\n\n/**\n * check web assembly API's last error and throw error if any error occurred.\n * @param message a message used when an error occurred.\n */\nexport const checkLastError = (message: string): void => {\n const wasm = getInstance();\n\n const stack = wasm.stackSave();\n try {\n const paramsOffset = wasm.stackAlloc(8);\n wasm._OrtGetLastError(paramsOffset, paramsOffset + 4);\n const errorCode = wasm.HEAP32[paramsOffset / 4];\n const errorMessagePointer = wasm.HEAPU32[paramsOffset / 4 + 1];\n const errorMessage = errorMessagePointer ? wasm.UTF8ToString(errorMessagePointer) : '';\n throw new Error(`${message} ERROR_CODE: ${errorCode}, ERROR_MESSAGE: ${errorMessage}`);\n } finally {\n wasm.stackRestore(stack);\n }\n};\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nimport { InferenceSession } from 'onnxruntime-common';\n\nimport { getInstance } from './wasm-factory';\nimport { allocWasmString, checkLastError, iterateExtraOptions } from './wasm-utils';\n\nexport const setRunOptions = (options: InferenceSession.RunOptions): [number, number[]] => {\n const wasm = getInstance();\n let runOptionsHandle = 0;\n const allocs: number[] = [];\n\n const runOptions: InferenceSession.RunOptions = options || {};\n\n try {\n if (options?.logSeverityLevel === undefined) {\n runOptions.logSeverityLevel = 2; // Default to warning\n } else if (\n typeof options.logSeverityLevel !== 'number' ||\n !Number.isInteger(options.logSeverityLevel) ||\n options.logSeverityLevel < 0 ||\n options.logSeverityLevel > 4\n ) {\n throw new Error(`log serverity level is not valid: ${options.logSeverityLevel}`);\n }\n\n if (options?.logVerbosityLevel === undefined) {\n runOptions.logVerbosityLevel = 0; // Default to 0\n } else if (typeof options.logVerbosityLevel !== 'number' || !Number.isInteger(options.logVerbosityLevel)) {\n throw new Error(`log verbosity level is not valid: ${options.logVerbosityLevel}`);\n }\n\n if (options?.terminate === undefined) {\n runOptions.terminate = false;\n }\n\n let tagDataOffset = 0;\n if (options?.tag !== undefined) {\n tagDataOffset = allocWasmString(options.tag, allocs);\n }\n\n runOptionsHandle = wasm._OrtCreateRunOptions(\n runOptions.logSeverityLevel!,\n runOptions.logVerbosityLevel!,\n !!runOptions.terminate!,\n tagDataOffset,\n );\n if (runOptionsHandle === 0) {\n checkLastError(\"Can't create run options.\");\n }\n\n if (options?.extra !== undefined) {\n iterateExtraOptions(options.extra, '', new WeakSet<Record<string, unknown>>(), (key, value) => {\n const keyDataOffset = allocWasmString(key, allocs);\n const valueDataOffset = allocWasmString(value, allocs);\n\n if (wasm._OrtAddRunConfigEntry(runOptionsHandle, keyDataOffset, valueDataOffset) !== 0) {\n checkLastError(`Can't set a run config entry: ${key} - ${value}.`);\n }\n });\n }\n\n return [runOptionsHandle, allocs];\n } catch (e) {\n if (runOptionsHandle !==