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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 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 * Some bundlers (eg. Webpack) will rewrite `import.meta.url` to a file URL at compile time.\n *\n * This function checks if `import.meta.url` starts with `file:`, but using the `>` and `<` operators instead of\n * `startsWith` function so that code minimizers can remove the dead code correctly.\n *\n * For example, if we use terser to minify the following code:\n * ```js\n * if (\"file://hard-coded-filename\".startsWith(\"file:\")) {\n * console.log(1)\n * } else {\n * console.log(2)\n * }\n *\n * if (\"file://hard-coded-filename\" > \"file:\" && \"file://hard-coded-filename\" < \"file;\") {\n * console.log(3)\n * } else {\n * console.log(4)\n * }\n * ```\n *\n * The minified code will be:\n * ```js\n * \"file://hard-coded-filename\".startsWith(\"file:\")?console.log(1):console.log(2),console.log(3);\n * ```\n *\n * (use Terser 5.39.0 with default options, https://try.terser.org/)\n *\n * @returns true if the import.meta.url is hardcoded as a file URI.\n */\nexport const isEsmImportMetaUrlHardcodedAsFileUri =\n BUILD_DEFS.IS_ESM && BUILD_DEFS.ESM_IMPORT_META_URL! > 'file:' && BUILD_DEFS.ESM_IMPORT_META_URL! < 'file;';\n\nconst getScriptSrc = (): string | undefined => {\n // if Nodejs, return undefined\n if (isNode) {\n return undefined;\n }\n // if It's ESM, use import.meta.url\n if (BUILD_DEFS.IS_ESM) {\n // For ESM, if the import.meta.url is a file URL, this usually means the bundler rewrites `import.meta.url` to\n // the file path at compile time. 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This is not always available in non ESModule environments.\n *\n * In Node.js, this is undefined.\n */\nexport const scriptSrc = getScriptSrc();\n\n/**\n * Infer the wasm path prefix from the script source URL.\n *\n * @returns The inferred wasm path prefix, or undefined if the script source URL is not available or is a blob URL.\n */\nexport const inferWasmPathPrefixFromScriptSrc = (): string | undefined => {\n if (scriptSrc && !scriptSrc.startsWith('blob:')) {\n return scriptSrc.substring(0, scriptSrc.lastIndexOf('/') + 1);\n }\n return undefined;\n};\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 => {\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 (url: string): Promise =>\n (await import(/* webpackIgnore: true */ /* @vite-ignore */ 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 | undefined =\n BUILD_DEFS.IS_ESM && BUILD_DEFS.ENABLE_BUNDLE_WASM_JS\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 : BUILD_DEFS.ENABLE_JSPI\n ? '../../dist/ort-wasm-simd-threaded.jspi.mjs'\n : !BUILD_DEFS.DISABLE_WEBGPU\n ? '../../dist/ort-wasm-simd-threaded.asyncify.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 the embedded module exists and no custom URL is specified, 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 isWasmOverridden: boolean,\n): Promise<[undefined | string, EmscriptenModuleFactory]> => {\n //\n // Check if we should use the embedded module.\n //\n\n // To use the embedded module, it should be available, and no URL override or prefix override should be specified.\n let useEmbeddedModule = embeddedWasmModule && !(urlOverride || prefixOverride);\n if (useEmbeddedModule) {\n if (!scriptSrc) {\n // no URL info available.\n //\n // Note: when the embedded module is available, it means the current script is ESM. Usually, in ESM, the\n // `import.meta.url` is available. But in some cases (eg. Cloudflare Workers), the value of `import.meta.url`\n // can be `null` or `undefined`. In this case, we can only load the embedded module when:\n //\n // 1. The WebAssembly module binary is overridden:\n // ```js\n // env.wasm.wasmPaths = undefined; // or not specified\n // env.wasm.wasmBinary = /* a Uint8Array containing the WebAssembly binary */;\n // ```\n //\n // 2. The \".wasm\" only is overridden.\n // ```js\n // env.wasm.wasmPaths = { wasm: /* URL of the .wasm file */ };\n // ```\n //\n if (isWasmOverridden && !isMultiThreaded) {\n useEmbeddedModule = true;\n } else {\n throw new Error('cannot determine the script source URL.');\n }\n } else {\n // if the script source is available, we can check if it is from the same origin.\n // Also use the embedded module when wasmBinary is provided and single-threaded (eg. Blob URL workers\n // where isSameOrigin fails but no file resolution or worker spawning is needed).\n useEmbeddedModule = isSameOrigin(scriptSrc) || (isWasmOverridden && !isMultiThreaded);\n }\n }\n if (useEmbeddedModule) {\n return [undefined, embeddedWasmModule!];\n } else {\n const wasmModuleFilename = !BUILD_DEFS.DISABLE_JSEP\n ? 'ort-wasm-simd-threaded.jsep.mjs'\n : BUILD_DEFS.ENABLE_JSPI\n ? 'ort-wasm-simd-threaded.jspi.mjs'\n : !BUILD_DEFS.DISABLE_WEBGPU\n ? 'ort-wasm-simd-threaded.asyncify.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>(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, inferWasmPathPrefixFromScriptSrc } 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 {\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 {\n return false;\n }\n};\n\nconst isRelaxedSimdSupported = (): boolean => {\n try {\n // Test for WebAssembly Relaxed SIMD capability (for both browsers and Node.js)\n // This typed array is a WebAssembly program containing Relaxed SIMD instructions.\n\n // The binary data is generated from the following code by wat2wasm:\n // (module\n // (func (result v128)\n // i32.const 1\n // i8x16.splat\n // i32.const 2\n // i8x16.splat\n // i32.const 3\n // i8x16.splat\n // i32x4.relaxed_dot_i8x16_i7x16_add_s\n // )\n // )\n return WebAssembly.validate(\n new Uint8Array([\n 0, 97, 115, 109, 1, 0, 0, 0, 1, 5, 1, 96, 0, 1, 123, 3, 2, 1, 0, 10, 19, 1, 17, 0, 65, 1, 253, 15, 65, 2, 253,\n 15, 65, 3, 253, 15, 253, 147, 2, 11,\n ]),\n );\n } catch {\n return false;\n }\n};\n\nexport const initializeWebAssembly = async (flags: Env.WebAssemblyFlags): Promise => {\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 (flags.simd === false) {\n // skip SIMD feature checking as it is disabled explicitly by user\n } else if (flags.simd === 'relaxed') {\n // check if relaxed SIMD is supported\n if (!isRelaxedSimdSupported()) {\n throw new Error('Relaxed WebAssembly SIMD is not supported in the current environment.');\n }\n } else if (!isSimdSupported()) {\n throw new Error('WebAssembly SIMD is not supported in the current environment.');\n }\n\n if (BUILD_DEFS.ENABLE_JSPI) {\n if (!('Suspending' in WebAssembly)) {\n throw new Error('WebAssembly JSPI is not supported in the current environment.');\n }\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(\n mjsPathOverride,\n wasmPrefixOverride,\n numThreads > 1,\n !!wasmBinaryOverride || !!wasmPathOverride,\n );\n\n let isTimeout = false;\n\n const tasks: Array> = [];\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 = {\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 // Set a custom buffer which contains the WebAssembly binary. This will skip the wasm file fetching.\n config.wasmBinary = wasmBinaryOverride;\n\n // Offer an implementation of locateFile() that returns the file name directly. This helps to avoid an error\n // thrown later from the following code when `import.meta.url` is a blob URL:\n // ```\n // return new URL(\"ort-wasm-simd-threaded.jsep.wasm\", import.meta.url).href;\n // ```\n config.locateFile = (fileName) => fileName;\n } else if (wasmPathOverride || wasmPrefixOverride) {\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 config.locateFile = (fileName) => wasmPathOverride ?? wasmPrefixOverride + fileName;\n } else if (mjsPathOverride && mjsPathOverride.indexOf('blob:') !== 0) {\n // if mjs path is specified, use it as the base path for the .wasm file.\n config.locateFile = (fileName) => new URL(fileName, mjsPathOverride).href;\n } else if (objectUrl) {\n const inferredWasmPathPrefix = inferWasmPathPrefixFromScriptSrc();\n if (inferredWasmPathPrefix) {\n // if the wasm module is preloaded, use the inferred wasm path as the base path for the .wasm file.\n config.locateFile = (fileName) => inferredWasmPathPrefix + fileName;\n }\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,\n prefix: string,\n seen: WeakSet>,\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, 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: ${typeof value}`);\n }\n });\n};\n\n/**\n * check web assembly API's last error and throw error if any error occurred.\n * @param message a message used when an error occurred.\n */\nexport const checkLastError = (message: string): void => {\n const wasm = getInstance();\n\n const stack = wasm.stackSave();\n try {\n const ptrSize = wasm.PTR_SIZE;\n const paramsOffset = wasm.stackAlloc(2 * ptrSize);\n wasm._OrtGetLastError(paramsOffset, paramsOffset + ptrSize);\n const errorCode = Number(wasm.getValue(paramsOffset, ptrSize === 4 ? 'i32' : 'i64'));\n const errorMessagePointer = wasm.getValue(paramsOffset + ptrSize, '*');\n const errorMessage = errorMessagePointer ? wasm.UTF8ToString(errorMessagePointer) : '';\n throw new Error(`${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 severity 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>(), (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 !== 0) {\n wasm._OrtReleaseRunOptions(runOptionsHandle);\n }\n allocs.forEach((alloc) => wasm._free(alloc));\n throw e;\n }\n};\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nimport type { InferenceSession } from 'onnxruntime-common';\n\nimport { getInstance } from './wasm-factory';\nimport { allocWasmString, checkLastError, iterateExtraOptions } from './wasm-utils';\n\nconst getGraphOptimzationLevel = (graphOptimizationLevel: string | unknown): number => {\n switch (graphOptimizationLevel) {\n case 'disabled':\n return 0;\n case 'basic':\n return 1;\n case 'extended':\n return 2;\n case 'layout':\n return 3;\n case 'all':\n return 99;\n default:\n throw new Error(`unsupported graph optimization level: ${graphOptimizationLevel}`);\n }\n};\n\nconst getExecutionMode = (executionMode: 'sequential' | 'parallel'): number => {\n switch (executionMode) {\n case 'sequential':\n return 0;\n case 'parallel':\n return 1;\n default:\n throw new Error(`unsupported execution mode: ${executionMode}`);\n }\n};\n\nconst appendDefaultOptions = (options: InferenceSession.SessionOptions): void => {\n if (!options.extra) {\n options.extra = {};\n }\n if (!options.extra.session) {\n options.extra.session = {};\n }\n const session = options.extra.session as Record;\n if (!session.use_ort_model_bytes_directly) {\n // eslint-disable-next-line camelcase\n session.use_ort_model_bytes_directly = '1';\n }\n\n // if using JSEP with WebGPU, always disable memory pattern\n if (\n options.executionProviders &&\n options.executionProviders.some((ep) => (typeof ep === 'string' ? ep : ep.name) === 'webgpu')\n ) {\n options.enableMemPattern = false;\n }\n};\n\nconst appendSessionConfig = (sessionOptionsHandle: number, key: string, value: string, allocs: number[]): void => {\n const keyDataOffset = allocWasmString(key, allocs);\n const valueDataOffset = allocWasmString(value, allocs);\n if (getInstance()._OrtAddSessionConfigEntry(sessionOptionsHandle, keyDataOffset, valueDataOffset) !== 0) {\n checkLastError(`Can't set a session config entry: ${key} - ${value}.`);\n }\n};\n\nconst appendEpOption = (epOptions: Array<[number, number]>, key: string, value: string, allocs: number[]): void => {\n const keyDataOffset = allocWasmString(key, allocs);\n const valueDataOffset = allocWasmString(value, allocs);\n epOptions.push([keyDataOffset, valueDataOffset]);\n};\n\nconst setExecutionProviders = async (\n sessionOptionsHandle: number,\n sessionOptions: InferenceSession.SessionOptions,\n allocs: number[],\n): Promise => {\n const executionProviders = sessionOptions.executionProviders!;\n for (const ep of executionProviders) {\n let epName = typeof ep === 'string' ? ep : ep.name;\n const epOptions: Array<[number, number]> = [];\n\n // check EP name\n switch (epName) {\n case 'webnn':\n epName = 'WEBNN';\n // Disable QDQ fusion so DQ/Q nodes are preserved as individual ops for WebNN EP.\n appendSessionConfig(sessionOptionsHandle, 'session.disable_quant_qdq', '1', allocs);\n // Forcibly prevent constant folding from replacing DQ nodes with constants.\n appendSessionConfig(sessionOptionsHandle, 'session.disable_qdq_constant_folding', '1', allocs);\n if (typeof ep !== 'string') {\n const webnnOptions = ep as InferenceSession.WebNNExecutionProviderOption;\n // const context = (webnnOptions as InferenceSession.WebNNOptionsWithMLContext)?.context;\n const deviceType = (webnnOptions as InferenceSession.WebNNContextOptions)?.deviceType;\n if (deviceType) {\n appendSessionConfig(sessionOptionsHandle, 'deviceType', deviceType, allocs);\n }\n }\n break;\n case 'webgpu':\n if (!BUILD_DEFS.DISABLE_WEBGPU) {\n epName = 'WebGPU';\n let customDevice: GPUDevice | undefined;\n\n if (typeof ep !== 'string') {\n const webgpuOptions = ep as InferenceSession.WebGpuExecutionProviderOption;\n\n // set custom GPU device\n if (webgpuOptions.device) {\n if (typeof GPUDevice !== 'undefined' && webgpuOptions.device instanceof GPUDevice) {\n customDevice = webgpuOptions.device;\n } else {\n throw new Error('Invalid GPU device set in WebGPU EP options.');\n }\n }\n\n // set graph capture option from session options\n const { enableGraphCapture } = sessionOptions;\n if (typeof enableGraphCapture === 'boolean' && enableGraphCapture) {\n appendEpOption(epOptions, 'enableGraphCapture', '1', allocs);\n }\n\n // set layout option\n if (typeof webgpuOptions.preferredLayout === 'string') {\n appendEpOption(epOptions, 'preferredLayout', webgpuOptions.preferredLayout, allocs);\n }\n\n // set force CPU fallback nodes\n if (webgpuOptions.forceCpuNodeNames) {\n const names = Array.isArray(webgpuOptions.forceCpuNodeNames)\n ? webgpuOptions.forceCpuNodeNames\n : [webgpuOptions.forceCpuNodeNames];\n\n appendEpOption(epOptions, 'forceCpuNodeNames', names.join('\\n'), allocs);\n }\n\n // set validation mode\n if (webgpuOptions.validationMode) {\n appendEpOption(epOptions, 'validationMode', webgpuOptions.validationMode, allocs);\n }\n }\n\n const info = getInstance().webgpuRegisterDevice!(customDevice);\n if (info) {\n const [deviceId, instanceHandle, deviceHandle] = info;\n appendEpOption(epOptions, 'deviceId', deviceId.toString(), allocs);\n appendEpOption(epOptions, 'webgpuInstance', instanceHandle.toString(), allocs);\n appendEpOption(epOptions, 'webgpuDevice', deviceHandle.toString(), allocs);\n }\n } else {\n epName = 'JS';\n if (typeof ep !== 'string') {\n const webgpuOptions = ep as InferenceSession.WebGpuExecutionProviderOption;\n if (webgpuOptions?.preferredLayout) {\n if (webgpuOptions.preferredLayout !== 'NCHW' && webgpuOptions.preferredLayout !== 'NHWC') {\n throw new Error(`preferredLayout must be either 'NCHW' or 'NHWC': ${webgpuOptions.preferredLayout}`);\n }\n appendSessionConfig(sessionOptionsHandle, 'preferredLayout', webgpuOptions.preferredLayout, allocs);\n }\n }\n }\n break;\n case 'wasm':\n case 'cpu':\n continue;\n default:\n throw new Error(`not supported execution provider: ${epName}`);\n }\n\n const epNameDataOffset = allocWasmString(epName, allocs);\n const epOptionsCount = epOptions.length;\n let keysOffset = 0;\n let valuesOffset = 0;\n if (epOptionsCount > 0) {\n keysOffset = getInstance()._malloc(epOptionsCount * getInstance().PTR_SIZE);\n allocs.push(keysOffset);\n valuesOffset = getInstance()._malloc(epOptionsCount * getInstance().PTR_SIZE);\n allocs.push(valuesOffset);\n for (let i = 0; i < epOptionsCount; i++) {\n getInstance().setValue(keysOffset + i * getInstance().PTR_SIZE, epOptions[i][0], '*');\n getInstance().setValue(valuesOffset + i * getInstance().PTR_SIZE, epOptions[i][1], '*');\n }\n }\n if (\n (await getInstance()._OrtAppendExecutionProvider(\n sessionOptionsHandle,\n epNameDataOffset,\n keysOffset,\n valuesOffset,\n epOptionsCount,\n )) !== 0\n ) {\n checkLastError(`Can't append execution provider: ${epName}.`);\n }\n }\n};\n\nexport const setSessionOptions = async (options?: InferenceSession.SessionOptions): Promise<[number, number[]]> => {\n const wasm = getInstance();\n let sessionOptionsHandle = 0;\n const allocs: number[] = [];\n\n const sessionOptions: InferenceSession.SessionOptions = options || {};\n appendDefaultOptions(sessionOptions);\n\n try {\n const graphOptimizationLevel = getGraphOptimzationLevel(sessionOptions.graphOptimizationLevel ?? 'all');\n const executionMode = getExecutionMode(sessionOptions.executionMode ?? 'sequential');\n const logIdDataOffset =\n typeof sessionOptions.logId === 'string' ? allocWasmString(sessionOptions.logId, allocs) : 0;\n\n const logSeverityLevel = sessionOptions.logSeverityLevel ?? 2; // Default to 2 - warning\n if (!Number.isInteger(logSeverityLevel) || logSeverityLevel < 0 || logSeverityLevel > 4) {\n throw new Error(`log severity level is not valid: ${logSeverityLevel}`);\n }\n\n const logVerbosityLevel = sessionOptions.logVerbosityLevel ?? 0; // Default to 0 - verbose\n if (!Number.isInteger(logVerbosityLevel) || logVerbosityLevel < 0 || logVerbosityLevel > 4) {\n throw new Error(`log verbosity level is not valid: ${logVerbosityLevel}`);\n }\n\n const optimizedModelFilePathOffset =\n typeof sessionOptions.optimizedModelFilePath === 'string'\n ? allocWasmString(sessionOptions.optimizedModelFilePath, allocs)\n : 0;\n\n sessionOptionsHandle = wasm._OrtCreateSessionOptions(\n graphOptimizationLevel,\n !!sessionOptions.enableCpuMemArena,\n !!sessionOptions.enableMemPattern,\n executionMode,\n !!sessionOptions.enableProfiling,\n 0,\n logIdDataOffset,\n logSeverityLevel,\n logVerbosityLevel,\n optimizedModelFilePathOffset,\n );\n if (sessionOptionsHandle === 0) {\n checkLastError(\"Can't create session options.\");\n }\n\n if (sessionOptions.executionProviders) {\n await setExecutionProviders(sessionOptionsHandle, sessionOptions, allocs);\n }\n\n if (sessionOptions.enableGraphCapture !== undefined) {\n if (typeof sessionOptions.enableGraphCapture !== 'boolean') {\n throw new Error(`enableGraphCapture must be a boolean value: ${sessionOptions.enableGraphCapture}`);\n }\n appendSessionConfig(\n sessionOptionsHandle,\n 'enableGraphCapture',\n sessionOptions.enableGraphCapture.toString(),\n allocs,\n );\n }\n\n if (sessionOptions.freeDimensionOverrides) {\n for (const [name, value] of Object.entries(sessionOptions.freeDimensionOverrides)) {\n if (typeof name !== 'string') {\n throw new Error(`free dimension override name must be a string: ${name}`);\n }\n if (typeof value !== 'number' || !Number.isInteger(value) || value < 0) {\n throw new Error(`free dimension override value must be a non-negative integer: ${value}`);\n }\n const nameOffset = allocWasmString(name, allocs);\n if (wasm._OrtAddFreeDimensionOverride(sessionOptionsHandle, nameOffset, value) !== 0) {\n checkLastError(`Can't set a free dimension override: ${name} - ${value}.`);\n }\n }\n }\n\n if (sessionOptions.extra !== undefined) {\n iterateExtraOptions(sessionOptions.extra, '', new WeakSet>(), (key, value) => {\n appendSessionConfig(sessionOptionsHandle, key, value, allocs);\n });\n }\n\n return [sessionOptionsHandle, allocs];\n } catch (e) {\n if (sessionOptionsHandle !== 0) {\n if (wasm._OrtReleaseSessionOptions(sessionOptionsHandle) !== 0) {\n checkLastError(\"Can't release session options.\");\n }\n }\n allocs.forEach((alloc) => wasm._free(alloc));\n throw e;\n }\n};\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nimport { Tensor } from 'onnxruntime-common';\n\n// a dummy type declaration for Float16Array in case any polyfill is available.\ndeclare global {\n // eslint-disable-next-line @typescript-eslint/naming-convention, @typescript-eslint/no-explicit-any\n const Float16Array: any;\n}\n\n// This file includes common definitions. They do NOT have dependency on the WebAssembly instance.\n\n/**\n * Copied from ONNX definition. Use this to drop dependency 'onnx_proto' to decrease compiled .js file size.\n */\nexport const enum DataType {\n undefined = 0,\n float = 1,\n uint8 = 2,\n int8 = 3,\n uint16 = 4,\n int16 = 5,\n int32 = 6,\n int64 = 7,\n string = 8,\n bool = 9,\n float16 = 10,\n double = 11,\n uint32 = 12,\n uint64 = 13,\n complex64 = 14,\n complex128 = 15,\n bfloat16 = 16,\n\n // 4-bit data-types\n uint4 = 21,\n int4 = 22,\n}\n\n/**\n * Map string tensor data to enum value\n */\nexport const tensorDataTypeStringToEnum = (type: string): DataType => {\n switch (type) {\n case 'int8':\n return DataType.int8;\n case 'uint8':\n return DataType.uint8;\n case 'bool':\n return DataType.bool;\n case 'int16':\n return DataType.int16;\n case 'uint16':\n return DataType.uint16;\n case 'int32':\n return DataType.int32;\n case 'uint32':\n return DataType.uint32;\n case 'float16':\n return DataType.float16;\n case 'float32':\n return DataType.float;\n case 'float64':\n return DataType.double;\n case 'string':\n return DataType.string;\n case 'int64':\n return DataType.int64;\n case 'uint64':\n return DataType.uint64;\n case 'int4':\n return DataType.int4;\n case 'uint4':\n return DataType.uint4;\n\n default:\n throw new Error(`unsupported data type: ${type}`);\n }\n};\n\n/**\n * Map enum value to string tensor data\n */\nexport const tensorDataTypeEnumToString = (typeProto: DataType): Tensor.Type => {\n switch (typeProto) {\n case DataType.int8:\n return 'int8';\n case DataType.uint8:\n return 'uint8';\n case DataType.bool:\n return 'bool';\n case DataType.int16:\n return 'int16';\n case DataType.uint16:\n return 'uint16';\n case DataType.int32:\n return 'int32';\n case DataType.uint32:\n return 'uint32';\n case DataType.float16:\n return 'float16';\n case DataType.float:\n return 'float32';\n case DataType.double:\n return 'float64';\n case DataType.string:\n return 'string';\n case DataType.int64:\n return 'int64';\n case DataType.uint64:\n return 'uint64';\n case DataType.int4:\n return 'int4';\n case DataType.uint4:\n return 'uint4';\n\n default:\n throw new Error(`unsupported data type: ${typeProto}`);\n }\n};\n\n/**\n * get tensor size in bytes by the given data type and dimensions\n * @returns size in integer or undefined if the data type is not supported\n */\nexport const calculateTensorSizeInBytes = (\n dateType: number,\n dimsOrSize: readonly number[] | number,\n): number | undefined => {\n const elementSize = [\n -1, // undefined = 0\n 4, // float = 1\n 1, // uint8 = 2\n 1, // int8 = 3\n 2, // uint16 = 4\n 2, // int16 = 5\n 4, // int32 = 6\n 8, // int64 = 7\n -1, // string = 8\n 1, // bool = 9\n 2, // float16 = 10\n 8, // double = 11\n 4, // uint32 = 12\n 8, // uint64 = 13\n -1, // complex64 = 14\n -1, // complex128 = 15\n -1, // bfloat16 = 16\n -1, // FLOAT8E4M3FN = 17\n -1, // FLOAT8E4M3FNUZ = 18\n -1, // FLOAT8E5M2 = 19\n -1, // FLOAT8E5M2FNUZ = 20\n 0.5, // uint4 = 21\n 0.5, // int4 = 22\n ][dateType];\n\n const size = typeof dimsOrSize === 'number' ? dimsOrSize : dimsOrSize.reduce((a, b) => a * b, 1);\n return elementSize > 0 ? Math.ceil(size * elementSize) : undefined;\n};\n\n/**\n * get typed array constructor by the given tensor type\n */\nexport const tensorTypeToTypedArrayConstructor = (\n type: Tensor.Type,\n):\n | Float32ArrayConstructor\n | Uint8ArrayConstructor\n | Int8ArrayConstructor\n | Uint16ArrayConstructor\n | Int16ArrayConstructor\n | Int32ArrayConstructor\n | BigInt64ArrayConstructor\n | Uint8ArrayConstructor\n | Float64ArrayConstructor\n | Uint32ArrayConstructor\n | BigUint64ArrayConstructor => {\n switch (type) {\n case 'float16':\n // allow Float16Array polyfill.\n return typeof Float16Array !== 'undefined' && Float16Array.from ? Float16Array : Uint16Array;\n case 'float32':\n return Float32Array;\n case 'uint8':\n return Uint8Array;\n case 'int8':\n return Int8Array;\n case 'uint16':\n return Uint16Array;\n case 'int16':\n return Int16Array;\n case 'int32':\n return Int32Array;\n case 'bool':\n return Uint8Array;\n case 'float64':\n return Float64Array;\n case 'uint32':\n return Uint32Array;\n case 'int64':\n return BigInt64Array;\n case 'uint64':\n return BigUint64Array;\n default:\n throw new Error(`unsupported type: ${type}`);\n }\n};\n\n/**\n * Map string log level to integer value\n */\nexport const logLevelStringToEnum = (logLevel?: 'verbose' | 'info' | 'warning' | 'error' | 'fatal'): number => {\n switch (logLevel) {\n case 'verbose':\n return 0;\n case 'info':\n return 1;\n case 'warning':\n return 2;\n case 'error':\n return 3;\n case 'fatal':\n return 4;\n default:\n throw new Error(`unsupported logging level: ${logLevel}`);\n }\n};\n\n/**\n * Check whether the given tensor type is supported by GPU buffer\n */\nexport const isGpuBufferSupportedType = (type: Tensor.Type): type is Tensor.GpuBufferDataTypes =>\n type === 'float32' ||\n type === 'float16' ||\n type === 'int32' ||\n type === 'int64' ||\n type === 'uint32' ||\n type === 'uint8' ||\n type === 'bool' ||\n type === 'uint4' ||\n type === 'int4';\n\n/**\n * Check whether the given tensor type is supported by WebNN MLTensor\n */\nexport const isMLTensorSupportedType = (type: Tensor.Type): type is Tensor.MLTensorDataTypes =>\n type === 'float32' ||\n type === 'float16' ||\n type === 'int32' ||\n type === 'int64' ||\n type === 'uint32' ||\n type === 'uint64' ||\n type === 'int8' ||\n type === 'uint8' ||\n type === 'bool' ||\n type === 'uint4' ||\n type === 'int4';\n\n/**\n * Map string data location to integer value\n */\nexport const dataLocationStringToEnum = (location: Tensor.DataLocation): number => {\n switch (location) {\n case 'none':\n return 0;\n case 'cpu':\n return 1;\n case 'cpu-pinned':\n return 2;\n case 'texture':\n return 3;\n case 'gpu-buffer':\n return 4;\n case 'ml-tensor':\n return 5;\n default:\n throw new Error(`unsupported data location: ${location}`);\n }\n};\n\n/**\n * Map integer data location to string value\n */\nexport const dataLocationEnumToString = (location: number): Tensor.DataLocation | undefined =>\n (['none', 'cpu', 'cpu-pinned', 'texture', 'gpu-buffer', 'ml-tensor'] as const)[location];\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nimport { isNode } from './wasm-utils-env';\n\n/**\n * Load a file into a Uint8Array.\n *\n * @param file - the file to load. Can be a URL/path, a Blob, an ArrayBuffer, or a Uint8Array.\n * @returns a Uint8Array containing the file data.\n */\nexport const loadFile = async (file: string | Blob | ArrayBufferLike | Uint8Array): Promise => {\n if (typeof file === 'string') {\n if (isNode) {\n // load file into ArrayBuffer in Node.js\n try {\n const { readFile } = require('node:fs/promises');\n return new Uint8Array(await readFile(file));\n } catch (e) {\n if (e.code === 'ERR_FS_FILE_TOO_LARGE') {\n // file is too large, use fs.createReadStream instead\n const { createReadStream } = require('node:fs');\n const stream = createReadStream(file);\n const chunks: Uint8Array[] = [];\n for await (const chunk of stream) {\n chunks.push(chunk);\n }\n return new Uint8Array(Buffer.concat(chunks));\n }\n throw e;\n }\n } else {\n // load file into ArrayBuffer in browsers\n const response = await fetch(file);\n if (!response.ok) {\n throw new Error(`failed to load external data file: ${file}`);\n }\n const contentLengthHeader = response.headers.get('Content-Length');\n const fileSize = contentLengthHeader ? parseInt(contentLengthHeader, 10) : 0;\n if (fileSize < 1073741824 /* 1GB */) {\n // when Content-Length header is not set, we cannot determine the file size. We assume it is small enough to\n // load into memory.\n return new Uint8Array(await response.arrayBuffer());\n } else {\n // file is too large, use stream instead\n if (!response.body) {\n throw new Error(`failed to load external data file: ${file}, no response body.`);\n }\n const reader = response.body.getReader();\n\n let buffer;\n try {\n // try to create ArrayBuffer directly\n buffer = new ArrayBuffer(fileSize);\n } catch (e) {\n if (e instanceof RangeError) {\n // use WebAssembly Memory to allocate larger ArrayBuffer\n const pages = Math.ceil(fileSize / 65536);\n buffer = new WebAssembly.Memory({ initial: pages, maximum: pages }).buffer;\n } else {\n throw e;\n }\n }\n\n let offset = 0;\n while (true) {\n const { done, value } = await reader.read();\n if (done) {\n break;\n }\n const chunkSize = value.byteLength;\n const chunk = new Uint8Array(buffer, offset, chunkSize);\n chunk.set(value);\n offset += chunkSize;\n }\n return new Uint8Array(buffer, 0, fileSize);\n }\n }\n } else if (file instanceof Blob) {\n return new Uint8Array(await file.arrayBuffer());\n } else if (file instanceof Uint8Array) {\n return file;\n } else {\n return new Uint8Array(file);\n }\n};\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\n// WebNN API currently does not have a TypeScript definition file. This file is a workaround with types generated from\n// WebNN API specification.\n// https://github.com/webmachinelearning/webnn/issues/677\n/// \n\nimport { Env, InferenceSession, Tensor, TRACE_EVENT_BEGIN, TRACE_EVENT_END } from 'onnxruntime-common';\n\nimport {\n SerializableInternalBuffer,\n SerializableSessionMetadata,\n SerializableTensorMetadata,\n TensorMetadata,\n} from './proxy-messages';\nimport { setRunOptions } from './run-options';\nimport { setSessionOptions } from './session-options';\nimport {\n calculateTensorSizeInBytes,\n dataLocationStringToEnum,\n isGpuBufferSupportedType,\n isMLTensorSupportedType,\n logLevelStringToEnum,\n tensorDataTypeEnumToString,\n tensorDataTypeStringToEnum,\n tensorTypeToTypedArrayConstructor,\n} from './wasm-common';\nimport { getInstance } from './wasm-factory';\nimport { allocWasmString, checkLastError } from './wasm-utils';\nimport { loadFile } from './wasm-utils-load-file';\n\n// #region Initializations\n\n/**\n * There are 4 different \"initialization\" steps for ORT. They happen in different places and different time.\n *\n * 1. JavaScript initialization for onnxruntime-common and onnxruntime-web.\n * This is the first initialization step. In this step, onnxruntime-web calls onnxruntime-common's registerBackend()\n * function multiple times to register all the available backends. The backend registration is very fast. It only\n * registers the backend name with the uninitialized backend object. No heavy initialization is done in this step.\n * Refer to web/lib/index.ts for the backend registration.\n *\n * 2. WebAssembly artifact initialization.\n * This happens when any registered wasm backend is used for the first time (ie. `ort.InferenceSession.create()` is\n * called). In this step, onnxruntime-web does the followings:\n * - create a proxy worker and make sure the proxy worker is ready to receive messages, if proxy is enabled.\n * - perform feature detection, locate correct WebAssembly artifact path and call the Emscripten generated\n * JavaScript code to initialize the WebAssembly runtime.\n * - if proxy is enabled, this step happens in the proxy worker using message 'init-wasm'.\n * - downloading the 'ort-wasm{...}.wasm' file is done in this step.\n * - if multi-thread is enabled, one or more webworker will be created to initialize the PThread threadpool.\n *\n * 3. ORT environment initialization.\n * This happens after step 2. In this step, onnxruntime-web performs ONNX Runtime environment initialization.\n * Function `_OrtInit()` is called in this step.\n * - if proxy is enabled, this step happens in the proxy worker using message 'init-ort'.\n * - logging level (ort.env.logLevel) and thread number (ort.env.wasm.numThreads) are set in this step.\n *\n * 4. Session initialization.\n * This happens when `ort.InferenceSession.create()` is called. Unlike the first 3 steps (they only called once),\n * this step will be done for each session. In this step, onnxruntime-web does the followings:\n * If the parameter is a URL:\n * - download the model data from the URL.\n * - copy the model data to the WASM heap. (proxy: 'copy-from')\n * - dereference the model buffer. This step allows the original ArrayBuffer to be garbage collected.\n * - call `_OrtCreateSession()` to create the session. (proxy: 'create')\n *\n * If the parameter is a Uint8Array object:\n * - copy the model data to the WASM heap. (proxy: 'copy-from')\n * - call `_OrtCreateSession()` to create the session. (proxy: 'create')\n *\n *\n */\n\n/**\n * initialize ORT environment.\n *\n * @param numThreads SetGlobalIntraOpNumThreads(numThreads)\n * @param loggingLevel CreateEnv(static_cast(logging_level))\n */\nconst initOrt = (numThreads: number, loggingLevel: number): void => {\n const errorCode = getInstance()._OrtInit(numThreads, loggingLevel);\n if (errorCode !== 0) {\n checkLastError(\"Can't initialize onnxruntime.\");\n }\n};\n\n/**\n * initialize runtime environment.\n * @param env passed in the environment config object.\n */\nexport const initRuntime = async (env: Env): Promise => {\n // init ORT\n initOrt(env.wasm.numThreads!, logLevelStringToEnum(env.logLevel));\n};\n\n/**\n * perform EP specific initialization.\n *\n * @param env\n * @param epName\n */\nexport const initEp = async (env: Env, epName: string): Promise => {\n // initialize ASYNCIFY support\n getInstance().asyncInit?.();\n\n // perform WebGPU availability check ( either JSEP or WebGPU EP )\n let webgpuAdapter = env.webgpu.adapter as GPUAdapter | null;\n if (epName === 'webgpu') {\n if (typeof navigator === 'undefined' || !navigator.gpu) {\n throw new Error('WebGPU is not supported in current environment');\n }\n if (!webgpuAdapter) {\n // if adapter is not set, request a new adapter.\n const powerPreference = env.webgpu.powerPreference;\n if (powerPreference !== undefined && powerPreference !== 'low-power' && powerPreference !== 'high-performance') {\n throw new Error(`Invalid powerPreference setting: \"${powerPreference}\"`);\n }\n const forceFallbackAdapter = env.webgpu.forceFallbackAdapter;\n if (forceFallbackAdapter !== undefined && typeof forceFallbackAdapter !== 'boolean') {\n throw new Error(`Invalid forceFallbackAdapter setting: \"${forceFallbackAdapter}\"`);\n }\n webgpuAdapter = await navigator.gpu.requestAdapter({ powerPreference, forceFallbackAdapter });\n if (!webgpuAdapter) {\n throw new Error(\n 'Failed to get GPU adapter. ' +\n 'You may need to enable flag \"--enable-unsafe-webgpu\" if you are using Chrome.',\n );\n }\n } else {\n // if adapter is set, validate it.\n if (\n typeof webgpuAdapter.limits !== 'object' ||\n typeof webgpuAdapter.features !== 'object' ||\n typeof webgpuAdapter.requestDevice !== 'function'\n ) {\n throw new Error('Invalid GPU adapter set in `env.webgpu.adapter`. It must be a GPUAdapter object.');\n }\n }\n }\n\n // perform WebNN availability check ( either JSEP or WebNN EP )\n if (epName === 'webnn') {\n if (typeof navigator === 'undefined' || !(navigator as unknown as { ml: unknown }).ml) {\n throw new Error('WebNN is not supported in current environment');\n }\n }\n\n if (!BUILD_DEFS.DISABLE_JSEP) {\n // eslint-disable-next-line @typescript-eslint/no-require-imports, @typescript-eslint/no-var-requires\n const initJsep = require('./jsep/init').init;\n\n if (epName === 'webgpu') {\n await initJsep('webgpu', getInstance(), env, webgpuAdapter);\n }\n if (epName === 'webnn') {\n await initJsep('webnn', getInstance(), env);\n }\n } else {\n if (!BUILD_DEFS.DISABLE_WEBGPU && epName === 'webgpu') {\n getInstance().webgpuInit!((device) => {\n env.webgpu.device = device;\n });\n }\n if (!BUILD_DEFS.DISABLE_WEBNN && epName === 'webnn') {\n // eslint-disable-next-line @typescript-eslint/no-require-imports, @typescript-eslint/no-var-requires\n const backend = new (require('./jsep/backend-webnn').WebNNBackend)(env);\n getInstance().webnnInit!([\n backend,\n // webnnReserveTensorId\n () => backend.reserveTensorId(),\n // webnnReleaseTensorId,\n (tensorId: number) => backend.releaseTensorId(tensorId),\n // webnnEnsureTensor\n async (sessionId: number | undefined, tensorId: number, onnxDataType: number, shape: number[], copyOld) =>\n backend.ensureTensor(sessionId, tensorId, onnxDataType, shape, copyOld),\n // webnnUploadTensor\n (tensorId: number, data: Uint8Array) => {\n backend.uploadTensor(tensorId, data);\n },\n // webnnDownloadTensor\n async (tensorId: number, dstBuffer: ArrayBufferView | ArrayBuffer) =>\n backend.downloadTensor(tensorId, dstBuffer),\n // webnnRegisterMLContext\n (sessionId: number, mlContext: MLContext) => backend.registerMLContext(sessionId, mlContext),\n // webnnEnableTraceEvent\n !!env.trace,\n ]);\n }\n }\n};\n\n// #endregion Initializations\n\n/**\n * valid data locations for input/output tensors.\n */\ntype SupportedTensorDataLocationForInputOutput =\n | 'cpu'\n | 'cpu-pinned'\n | 'gpu-buffer'\n | 'ml-tensor'\n // Use 'ml-tensor' during inference, but output a tensor located on the CPU.\n | 'ml-tensor-cpu-output';\n\ntype IOBindingState = {\n /**\n * the handle of IO binding.\n */\n readonly handle: number;\n\n /**\n * the preferred location for each output tensor.\n *\n * value is one of 'cpu', 'cpu-pinned', 'gpu-buffer', 'ml-tensor'.\n */\n readonly outputPreferredLocations: readonly SupportedTensorDataLocationForInputOutput[];\n\n /**\n * enum value of the preferred location for each output tensor.\n */\n readonly outputPreferredLocationsEncoded: readonly number[];\n};\n\n/**\n * tuple elements are: InferenceSession ID; inputNamesUTF8Encoded; outputNamesUTF8Encoded; bindingState\n */\ntype SessionMetadata = [\n inferenceSessionId: number,\n inputNamesUTF8Encoded: number[],\n outputNamesUTF8Encoded: number[],\n bindingState: IOBindingState | null,\n enableGraphCapture: boolean,\n inputOutputBound: boolean,\n];\n\nconst activeSessions = new Map();\n\n/**\n * get the input/output count of the session.\n * @param sessionHandle the handle representing the session. should be non-zero.\n * @returns a tuple including 2 numbers, representing the input count and output count.\n */\nconst getSessionInputOutputCount = (sessionHandle: number): [number, number] => {\n const wasm = getInstance();\n const stack = wasm.stackSave();\n try {\n const ptrSize = wasm.PTR_SIZE;\n const dataOffset = wasm.stackAlloc(2 * ptrSize);\n const errorCode = wasm._OrtGetInputOutputCount(sessionHandle, dataOffset, dataOffset + ptrSize);\n if (errorCode !== 0) {\n checkLastError(\"Can't get session input/output count.\");\n }\n const type = ptrSize === 4 ? 'i32' : 'i64';\n return [Number(wasm.getValue(dataOffset, type)), Number(wasm.getValue(dataOffset + ptrSize, type))];\n } finally {\n wasm.stackRestore(stack);\n }\n};\n\nconst getSessionInputOutputMetadata = (\n sessionHandle: number,\n index: number,\n): [nameOffset: number, elementType: number, dims?: Array] => {\n const wasm = getInstance();\n const stack = wasm.stackSave();\n let metadataOffset = 0;\n try {\n const ptrSize = wasm.PTR_SIZE;\n const dataOffset = wasm.stackAlloc(2 * ptrSize);\n const errorCode = wasm._OrtGetInputOutputMetadata(sessionHandle, index, dataOffset, dataOffset + ptrSize);\n if (errorCode !== 0) {\n checkLastError(\"Can't get session input/output metadata.\");\n }\n const nameOffset = Number(wasm.getValue(dataOffset, '*'));\n metadataOffset = Number(wasm.getValue(dataOffset + ptrSize, '*'));\n // get element type\n const elementType = wasm.HEAP32[metadataOffset / 4];\n if (elementType === 0) {\n return [nameOffset, 0]; // non-tensor\n }\n\n // get dims count\n const dimsCount = wasm.HEAPU32[metadataOffset / 4 + 1];\n // get dims\n const dims: Array = [];\n for (let i = 0; i < dimsCount; i++) {\n const symbolicDimNameOffset = Number(wasm.getValue(metadataOffset + 8 + i * ptrSize, '*'));\n dims.push(\n symbolicDimNameOffset !== 0\n ? wasm.UTF8ToString(symbolicDimNameOffset)\n : Number(wasm.getValue(metadataOffset + 8 + (i + dimsCount) * ptrSize, '*')),\n );\n }\n return [nameOffset, elementType, dims];\n } finally {\n wasm.stackRestore(stack);\n if (metadataOffset !== 0) {\n wasm._OrtFree(metadataOffset);\n }\n }\n};\n\n/**\n * allocate the memory and memcpy the external buffer.\n *\n * @param model - the external buffer containing the model data. Must not be the same buffer as the WASM heap.\n * @returns a 2-elements tuple - the pointer and size of the allocated buffer\n */\nexport const copyFromExternalBuffer = (model: Uint8Array): [number, number] => {\n const wasm = getInstance();\n const modelDataOffset = wasm._malloc(model.byteLength);\n if (modelDataOffset === 0) {\n throw new Error(`Can't create a session. failed to allocate a buffer of size ${model.byteLength}.`);\n }\n wasm.HEAPU8.set(model, modelDataOffset);\n return [modelDataOffset, model.byteLength];\n};\n\n/**\n * create an inference session from a model data buffer.\n *\n * @param modelData - either a Uint8Array object representing the model data, or a 2-elements tuple containing the\n * pointer and size of the model data buffer.\n * @param options an optional session options object.\n * @returns a 3-elements tuple containing [session handle, input names, output names]\n */\nexport const createSession = async (\n modelData: Uint8Array | SerializableInternalBuffer,\n options?: InferenceSession.SessionOptions,\n): Promise => {\n let modelDataOffset: number, modelDataLength: number;\n const wasm = getInstance();\n\n if (Array.isArray(modelData)) {\n // if model data is an array, it must be a 2-elements tuple containing the pointer and size of the model data\n [modelDataOffset, modelDataLength] = modelData;\n } else if (modelData.buffer === wasm.HEAPU8.buffer) {\n // if model data uses the same buffer as the WASM heap, we don't need to copy it.\n [modelDataOffset, modelDataLength] = [modelData.byteOffset, modelData.byteLength];\n } else {\n // otherwise, copy the model data to the WASM heap.\n [modelDataOffset, modelDataLength] = copyFromExternalBuffer(modelData);\n }\n\n let sessionHandle = 0;\n let sessionOptionsHandle = 0;\n let ioBindingHandle = 0;\n let allocs: number[] = [];\n const inputNamesUTF8Encoded = [];\n const outputNamesUTF8Encoded = [];\n\n try {\n [sessionOptionsHandle, allocs] = await setSessionOptions(options);\n\n if (options?.externalData && wasm.mountExternalData) {\n const loadingPromises = [];\n for (const file of options.externalData) {\n const path = typeof file === 'string' ? file : file.path;\n loadingPromises.push(\n loadFile(typeof file === 'string' ? file : file.data).then((data) => {\n wasm.mountExternalData(path, data);\n }),\n );\n }\n\n // wait for all external data files to be loaded\n await Promise.all(loadingPromises);\n }\n\n for (const provider of options?.executionProviders ?? []) {\n const providerName = typeof provider === 'string' ? provider : provider.name;\n if (providerName === 'webnn') {\n wasm.shouldTransferToMLTensor = false;\n if (typeof provider !== 'string') {\n const webnnOptions = provider as InferenceSession.WebNNExecutionProviderOption;\n const context = (webnnOptions as InferenceSession.WebNNOptionsWithMLContext)?.context;\n const gpuDevice = (webnnOptions as InferenceSession.WebNNOptionsWebGpu)?.gpuDevice;\n const deviceType = (webnnOptions as InferenceSession.WebNNContextOptions)?.deviceType;\n const powerPreference = (webnnOptions as InferenceSession.WebNNContextOptions)?.powerPreference;\n if (context) {\n wasm.currentContext = context as MLContext;\n } else if (gpuDevice) {\n wasm.currentContext = await wasm.webnnCreateMLContext!(gpuDevice);\n } else {\n wasm.currentContext = await wasm.webnnCreateMLContext!({ deviceType, powerPreference });\n }\n } else {\n wasm.currentContext = await wasm.webnnCreateMLContext!();\n }\n break;\n }\n }\n\n sessionHandle = await wasm._OrtCreateSession(modelDataOffset, modelDataLength, sessionOptionsHandle);\n wasm.webgpuOnCreateSession?.(sessionHandle);\n if (sessionHandle === 0) {\n checkLastError(\"Can't create a session.\");\n }\n\n wasm.jsepOnCreateSession?.();\n\n // clear current MLContext after session creation\n if (wasm.currentContext) {\n wasm.webnnRegisterMLContext!(sessionHandle, wasm.currentContext);\n wasm.currentContext = undefined;\n wasm.shouldTransferToMLTensor = true;\n }\n\n const [inputCount, outputCount] = getSessionInputOutputCount(sessionHandle);\n\n const enableGraphCapture = !!options?.enableGraphCapture;\n\n const inputNames = [];\n const outputNames = [];\n const inputMetadata: InferenceSession.ValueMetadata[] = [];\n const outputMetadata: InferenceSession.ValueMetadata[] = [];\n const outputPreferredLocations: SupportedTensorDataLocationForInputOutput[] = [];\n for (let i = 0; i < inputCount; i++) {\n const [nameOffset, elementType, shape] = getSessionInputOutputMetadata(sessionHandle, i);\n if (nameOffset === 0) {\n checkLastError(\"Can't get an input name.\");\n }\n inputNamesUTF8Encoded.push(nameOffset);\n const name = wasm.UTF8ToString(nameOffset);\n inputNames.push(name);\n inputMetadata.push(\n elementType === 0\n ? { name, isTensor: false }\n : { name, isTensor: true, type: tensorDataTypeEnumToString(elementType), shape: shape! },\n );\n }\n for (let i = 0; i < outputCount; i++) {\n const [nameOffset, elementType, shape] = getSessionInputOutputMetadata(sessionHandle, i + inputCount);\n if (nameOffset === 0) {\n checkLastError(\"Can't get an output name.\");\n }\n outputNamesUTF8Encoded.push(nameOffset);\n const nameString = wasm.UTF8ToString(nameOffset);\n outputNames.push(nameString);\n outputMetadata.push(\n elementType === 0\n ? { name: nameString, isTensor: false }\n : { name: nameString, isTensor: true, type: tensorDataTypeEnumToString(elementType), shape: shape! },\n );\n\n if (!BUILD_DEFS.DISABLE_JSEP || !BUILD_DEFS.DISABLE_WEBGPU) {\n if (enableGraphCapture && options?.preferredOutputLocation === undefined) {\n outputPreferredLocations.push('gpu-buffer');\n continue;\n }\n const location =\n typeof options?.preferredOutputLocation === 'string'\n ? options.preferredOutputLocation\n : (options?.preferredOutputLocation?.[nameString] ?? 'cpu');\n const isGraphOutput = wasm.webnnIsGraphOutput;\n if (location === 'cpu' && isGraphOutput && isGraphOutput(sessionHandle, nameString)) {\n outputPreferredLocations.push('ml-tensor-cpu-output');\n continue;\n }\n if (location !== 'cpu' && location !== 'cpu-pinned' && location !== 'gpu-buffer' && location !== 'ml-tensor') {\n throw new Error(`Not supported preferred output location: ${location}.`);\n }\n if (enableGraphCapture && location !== 'gpu-buffer') {\n throw new Error(\n `Not supported preferred output location: ${location}. Only 'gpu-buffer' location is supported when enableGraphCapture is true.`,\n );\n }\n outputPreferredLocations.push(location);\n }\n }\n\n // use IO binding only when at least one output is preferred to be on GPU.\n let bindingState: IOBindingState | null = null;\n if (\n (!BUILD_DEFS.DISABLE_JSEP || !BUILD_DEFS.DISABLE_WEBGPU) &&\n outputPreferredLocations.some((l) => l === 'gpu-buffer' || l === 'ml-tensor' || l === 'ml-tensor-cpu-output')\n ) {\n ioBindingHandle = wasm._OrtCreateBinding(sessionHandle);\n if (ioBindingHandle === 0) {\n checkLastError(\"Can't create IO binding.\");\n }\n\n bindingState = {\n handle: ioBindingHandle,\n outputPreferredLocations,\n outputPreferredLocationsEncoded: outputPreferredLocations\n // 'ml-tensor-cpu-output' is treated as 'ml-tensor' for the purpose of IO binding.\n .map((l) => (l === 'ml-tensor-cpu-output' ? 'ml-tensor' : l))\n .map((l) => dataLocationStringToEnum(l)),\n };\n }\n\n activeSessions.set(sessionHandle, [\n sessionHandle,\n inputNamesUTF8Encoded,\n outputNamesUTF8Encoded,\n bindingState,\n enableGraphCapture,\n false,\n ]);\n return [sessionHandle, inputNames, outputNames, inputMetadata, outputMetadata];\n } catch (e) {\n inputNamesUTF8Encoded.forEach((buf) => wasm._OrtFree(buf));\n outputNamesUTF8Encoded.forEach((buf) => wasm._OrtFree(buf));\n\n if (ioBindingHandle !== 0) {\n if (wasm._OrtReleaseBinding(ioBindingHandle) !== 0) {\n checkLastError(\"Can't release IO binding.\");\n }\n }\n\n if (sessionHandle !== 0) {\n if (wasm._OrtReleaseSession(sessionHandle) !== 0) {\n checkLastError(\"Can't release session.\");\n }\n }\n throw e;\n } finally {\n wasm._free(modelDataOffset);\n if (sessionOptionsHandle !== 0) {\n if (wasm._OrtReleaseSessionOptions(sessionOptionsHandle) !== 0) {\n checkLastError(\"Can't release session options.\");\n }\n }\n allocs.forEach((alloc) => wasm._free(alloc));\n\n // unmount external data if necessary\n wasm.unmountExternalData?.();\n }\n};\n\nexport const releaseSession = (sessionId: number): void => {\n const wasm = getInstance();\n const session = activeSessions.get(sessionId);\n if (!session) {\n throw new Error(`cannot release session. invalid session id: ${sessionId}`);\n }\n const [sessionHandle, inputNamesUTF8Encoded, outputNamesUTF8Encoded, ioBindingState, enableGraphCapture] = session;\n\n if (ioBindingState) {\n if (enableGraphCapture) {\n if (wasm._OrtClearBoundOutputs(ioBindingState.handle) !== 0) {\n checkLastError(\"Can't clear bound outputs.\");\n }\n }\n if (wasm._OrtReleaseBinding(ioBindingState.handle) !== 0) {\n checkLastError(\"Can't release IO binding.\");\n }\n }\n\n wasm.jsepOnReleaseSession?.(sessionId);\n wasm.webnnOnReleaseSession?.(sessionId);\n wasm.webgpuOnReleaseSession?.(sessionId);\n\n inputNamesUTF8Encoded.forEach((buf) => wasm._OrtFree(buf));\n outputNamesUTF8Encoded.forEach((buf) => wasm._OrtFree(buf));\n if (wasm._OrtReleaseSession(sessionHandle) !== 0) {\n checkLastError(\"Can't release session.\");\n }\n activeSessions.delete(sessionId);\n};\n\nexport const prepareInputOutputTensor = async (\n tensor: TensorMetadata | null,\n tensorHandles: number[],\n allocs: number[],\n sessionId: number,\n tensorNameUTF8Encoded: number,\n index: number,\n enableGraphCapture = false,\n): Promise => {\n if (!tensor) {\n tensorHandles.push(0);\n return;\n }\n\n const wasm = getInstance();\n const ptrSize = wasm.PTR_SIZE;\n\n const dataType = tensor[0];\n const dims = tensor[1];\n const location = tensor[3];\n let actualLocation = location;\n\n let rawData: number;\n let dataByteLength: number;\n\n if (dataType === 'string' && (location === 'gpu-buffer' || location === 'ml-tensor')) {\n throw new Error('String tensor is not supported on GPU.');\n }\n\n if (enableGraphCapture && location !== 'gpu-buffer') {\n throw new Error(\n `External buffer must be provided for input/output index ${index} when enableGraphCapture is true.`,\n );\n }\n\n if (location === 'gpu-buffer') {\n const gpuBuffer = tensor[2].gpuBuffer;\n dataByteLength = calculateTensorSizeInBytes(tensorDataTypeStringToEnum(dataType), dims)!;\n\n if (!BUILD_DEFS.DISABLE_WEBGPU) {\n const registerBuffer = wasm.webgpuRegisterBuffer;\n if (!registerBuffer) {\n throw new Error('Tensor location \"gpu-buffer\" is not supported without using WebGPU.');\n }\n\n rawData = registerBuffer(gpuBuffer, sessionId);\n } else {\n const registerBuffer = wasm.jsepRegisterBuffer;\n if (!registerBuffer) {\n throw new Error('Tensor location \"gpu-buffer\" is not supported without using WebGPU.');\n }\n rawData = registerBuffer(sessionId, index, gpuBuffer, dataByteLength);\n }\n } else if (location === 'ml-tensor') {\n const mlTensor = tensor[2].mlTensor as MLTensor;\n dataByteLength = calculateTensorSizeInBytes(tensorDataTypeStringToEnum(dataType), dims)!;\n\n const registerMLTensor = wasm.webnnRegisterMLTensor;\n if (!registerMLTensor) {\n throw new Error('Tensor location \"ml-tensor\" is not supported without using WebNN.');\n }\n rawData = registerMLTensor(sessionId, mlTensor, tensorDataTypeStringToEnum(dataType), dims);\n } else {\n const data = tensor[2];\n\n if (Array.isArray(data)) {\n // string tensor\n dataByteLength = ptrSize * data.length;\n rawData = wasm._malloc(dataByteLength);\n allocs.push(rawData);\n for (let i = 0; i < data.length; i++) {\n if (typeof data[i] !== 'string') {\n throw new TypeError(`tensor data at index ${i} is not a string`);\n }\n wasm.setValue(rawData + i * ptrSize, allocWasmString(data[i], allocs), '*');\n }\n } else {\n const isGraphInput = wasm.webnnIsGraphInput;\n const isGraphOutput = wasm.webnnIsGraphOutput;\n if (dataType !== 'string' && isGraphInput && isGraphOutput) {\n const tensorName = wasm.UTF8ToString(tensorNameUTF8Encoded);\n // Promote the tensor to 'ml-tensor' if it is a graph input.\n if (isGraphInput(sessionId, tensorName) || isGraphOutput(sessionId, tensorName)) {\n const dataTypeEnum = tensorDataTypeStringToEnum(dataType);\n dataByteLength = calculateTensorSizeInBytes(dataTypeEnum, dims)!;\n actualLocation = 'ml-tensor';\n const createTemporaryTensor = wasm.webnnCreateTemporaryTensor;\n const uploadTensor = wasm.webnnUploadTensor;\n if (!createTemporaryTensor || !uploadTensor) {\n throw new Error('Tensor location \"ml-tensor\" is not supported without using WebNN.');\n }\n const tensorId = await createTemporaryTensor(sessionId, dataTypeEnum, dims as number[]);\n uploadTensor(tensorId, new Uint8Array(data.buffer, data.byteOffset, data.byteLength));\n rawData = tensorId;\n } else {\n dataByteLength = data.byteLength;\n rawData = wasm._malloc(dataByteLength);\n allocs.push(rawData);\n wasm.HEAPU8.set(new Uint8Array(data.buffer, data.byteOffset, dataByteLength), rawData);\n }\n } else {\n dataByteLength = data.byteLength;\n rawData = wasm._malloc(dataByteLength);\n allocs.push(rawData);\n wasm.HEAPU8.set(new Uint8Array(data.buffer, data.byteOffset, dataByteLength), rawData);\n }\n }\n }\n\n const stack = wasm.stackSave();\n const dimsOffset = wasm.stackAlloc(4 * dims.length);\n try {\n dims.forEach((d, index) => wasm.setValue(dimsOffset + index * ptrSize, d, ptrSize === 4 ? 'i32' : 'i64'));\n const tensor = wasm._OrtCreateTensor(\n tensorDataTypeStringToEnum(dataType),\n rawData,\n dataByteLength,\n dimsOffset,\n dims.length,\n dataLocationStringToEnum(actualLocation),\n );\n if (tensor === 0) {\n checkLastError(`Can't create tensor for input/output. session=${sessionId}, index=${index}.`);\n }\n tensorHandles.push(tensor);\n } finally {\n wasm.stackRestore(stack);\n }\n};\n\n/**\n * perform inference run\n */\nexport const run = async (\n sessionId: number,\n inputIndices: number[],\n inputTensors: TensorMetadata[],\n outputIndices: number[],\n outputTensors: Array,\n options: InferenceSession.RunOptions,\n): Promise => {\n const wasm = getInstance();\n const ptrSize = wasm.PTR_SIZE;\n const session = activeSessions.get(sessionId);\n if (!session) {\n throw new Error(`cannot run inference. invalid session id: ${sessionId}`);\n }\n const sessionHandle = session[0];\n const inputNamesUTF8Encoded = session[1];\n const outputNamesUTF8Encoded = session[2];\n const ioBindingState = session[3];\n const enableGraphCapture = session[4];\n const inputOutputBound = session[5];\n\n const inputCount = inputIndices.length;\n const outputCount = outputIndices.length;\n\n let runOptionsHandle = 0;\n let runOptionsAllocs: number[] = [];\n\n const inputTensorHandles: number[] = [];\n const outputTensorHandles: number[] = [];\n const inputOutputAllocs: number[] = [];\n const preAllocatedOutputs: number[] = [];\n\n const beforeRunStack = wasm.stackSave();\n const inputValuesOffset = wasm.stackAlloc(inputCount * ptrSize);\n const inputNamesOffset = wasm.stackAlloc(inputCount * ptrSize);\n const outputValuesOffset = wasm.stackAlloc(outputCount * ptrSize);\n const outputNamesOffset = wasm.stackAlloc(outputCount * ptrSize);\n\n try {\n [runOptionsHandle, runOptionsAllocs] = setRunOptions(options);\n\n TRACE_EVENT_BEGIN('wasm prepareInputOutputTensor');\n // create input tensors\n for (let i = 0; i < inputCount; i++) {\n await prepareInputOutputTensor(\n inputTensors[i],\n inputTensorHandles,\n inputOutputAllocs,\n sessionId,\n inputNamesUTF8Encoded[inputIndices[i]],\n inputIndices[i],\n enableGraphCapture,\n );\n }\n\n // create output tensors\n for (let i = 0; i < outputCount; i++) {\n await prepareInputOutputTensor(\n outputTensors[i],\n outputTensorHandles,\n inputOutputAllocs,\n sessionId,\n outputNamesUTF8Encoded[outputIndices[i]],\n inputCount + outputIndices[i],\n enableGraphCapture,\n );\n }\n TRACE_EVENT_END('wasm prepareInputOutputTensor');\n\n for (let i = 0; i < inputCount; i++) {\n wasm.setValue(inputValuesOffset + i * ptrSize, inputTensorHandles[i], '*');\n wasm.setValue(inputNamesOffset + i * ptrSize, inputNamesUTF8Encoded[inputIndices[i]], '*');\n }\n for (let i = 0; i < outputCount; i++) {\n wasm.setValue(outputValuesOffset + i * ptrSize, outputTensorHandles[i], '*');\n wasm.setValue(outputNamesOffset + i * ptrSize, outputNamesUTF8Encoded[outputIndices[i]], '*');\n }\n\n if ((!BUILD_DEFS.DISABLE_JSEP || !BUILD_DEFS.DISABLE_WEBGPU) && ioBindingState && !inputOutputBound) {\n const { handle, outputPreferredLocations, outputPreferredLocationsEncoded } = ioBindingState;\n\n if (inputNamesUTF8Encoded.length !== inputCount) {\n throw new Error(\n `input count from feeds (${inputCount}) is expected to be always equal to model's input count (${inputNamesUTF8Encoded.length}).`,\n );\n }\n\n TRACE_EVENT_BEGIN('wasm bindInputsOutputs');\n // process inputs\n for (let i = 0; i < inputCount; i++) {\n const index = inputIndices[i];\n const errorCode = await wasm._OrtBindInput(handle, inputNamesUTF8Encoded[index], inputTensorHandles[i]);\n if (errorCode !== 0) {\n checkLastError(`Can't bind input[${i}] for session=${sessionId}.`);\n }\n }\n\n // process pre-allocated outputs\n for (let i = 0; i < outputCount; i++) {\n const index = outputIndices[i];\n const location = outputTensors[i]?.[3]; // undefined means output is not pre-allocated.\n\n if (location) {\n // output is pre-allocated, store and bind the tensor.\n preAllocatedOutputs.push(outputTensorHandles[i]);\n const errorCode = wasm._OrtBindOutput(handle, outputNamesUTF8Encoded[index], outputTensorHandles[i], 0);\n if (errorCode !== 0) {\n checkLastError(`Can't bind pre-allocated output[${i}] for session=${sessionId}.`);\n }\n } else {\n // output is not pre-allocated. reset preferred location.\n const errorCode = wasm._OrtBindOutput(\n handle,\n outputNamesUTF8Encoded[index],\n 0,\n outputPreferredLocationsEncoded[index],\n );\n if (errorCode !== 0) {\n checkLastError(`Can't bind output[${i}] to ${outputPreferredLocations[i]} for session=${sessionId}.`);\n }\n }\n }\n TRACE_EVENT_END('wasm bindInputsOutputs');\n activeSessions.set(sessionId, [\n sessionHandle,\n inputNamesUTF8Encoded,\n outputNamesUTF8Encoded,\n ioBindingState,\n enableGraphCapture,\n true,\n ]);\n }\n\n wasm.jsepOnRunStart?.(sessionHandle);\n wasm.webnnOnRunStart?.(sessionHandle);\n\n let errorCode: number;\n if ((!BUILD_DEFS.DISABLE_JSEP || !BUILD_DEFS.DISABLE_WEBGPU) && ioBindingState) {\n errorCode = await wasm._OrtRunWithBinding(\n sessionHandle,\n ioBindingState.handle,\n outputCount,\n outputValuesOffset,\n runOptionsHandle,\n );\n } else {\n errorCode = await wasm._OrtRun(\n sessionHandle,\n inputNamesOffset,\n inputValuesOffset,\n inputCount,\n outputNamesOffset,\n outputCount,\n outputValuesOffset,\n runOptionsHandle,\n );\n }\n\n if (errorCode !== 0) {\n checkLastError('failed to call OrtRun().');\n }\n\n const output: TensorMetadata[] = [];\n const outputPromises: Array> = [];\n\n TRACE_EVENT_BEGIN('wasm ProcessOutputTensor');\n for (let i = 0; i < outputCount; i++) {\n const tensor = Number(wasm.getValue(outputValuesOffset + i * ptrSize, '*'));\n // TODO: revisit this part to ensure it works for WebGPU when both pre-allocated outputs and\n // preferred location are specified.\n // Certain pre-allocated tensors may already be bound in the IO binding. e.g. the WebNN backend\n // always binds its tensor to 'ml-tensor'. In such cases, the tensor ID might change after binding,\n // but copying data for these tensors should still be avoided.\n if (tensor === outputTensorHandles[i] || preAllocatedOutputs.includes(outputTensorHandles[i])) {\n // output tensor is pre-allocated. no need to copy data.\n output.push(outputTensors[i]!);\n if (tensor !== outputTensorHandles[i]) {\n // release redundant tensor earlier.\n if (wasm._OrtReleaseTensor(tensor) !== 0) {\n checkLastError(\"Can't release tensor.\");\n }\n }\n continue;\n }\n\n const beforeGetTensorDataStack = wasm.stackSave();\n // stack allocate 4 pointer value\n const tensorDataOffset = wasm.stackAlloc(4 * ptrSize);\n\n let keepOutputTensor = false;\n let type: Tensor.Type | undefined,\n dataOffset = 0;\n try {\n const errorCode = wasm._OrtGetTensorData(\n tensor,\n tensorDataOffset,\n tensorDataOffset + ptrSize,\n tensorDataOffset + 2 * ptrSize,\n\n tensorDataOffset + 3 * ptrSize,\n );\n if (errorCode !== 0) {\n checkLastError(`Can't access output tensor data on index ${i}.`);\n }\n const valueType = ptrSize === 4 ? 'i32' : 'i64';\n const dataType = Number(wasm.getValue(tensorDataOffset, valueType));\n dataOffset = wasm.getValue(tensorDataOffset + ptrSize, '*');\n const dimsOffset = wasm.getValue(tensorDataOffset + ptrSize * 2, '*');\n const dimsLength = Number(wasm.getValue(tensorDataOffset + ptrSize * 3, valueType));\n const dims = [];\n for (let i = 0; i < dimsLength; i++) {\n dims.push(Number(wasm.getValue(dimsOffset + i * ptrSize, valueType)));\n }\n if (wasm._OrtFree(dimsOffset) !== 0) {\n checkLastError(\"Can't free memory for tensor dims.\");\n }\n const size = dims.reduce((a, b) => a * b, 1);\n type = tensorDataTypeEnumToString(dataType);\n\n const preferredLocation = ioBindingState?.outputPreferredLocations[outputIndices[i]];\n\n if (type === 'string') {\n if (preferredLocation === 'gpu-buffer' || preferredLocation === 'ml-tensor') {\n throw new Error('String tensor is not supported on GPU.');\n }\n const stringData: string[] = [];\n for (let i = 0; i < size; i++) {\n const offset = wasm.getValue(dataOffset + i * ptrSize, '*');\n const nextOffset = wasm.getValue(dataOffset + (i + 1) * ptrSize, '*');\n const maxBytesToRead = i === size - 1 ? undefined : nextOffset - offset;\n stringData.push(wasm.UTF8ToString(offset, maxBytesToRead));\n }\n output.push([type, dims, stringData, 'cpu']);\n } else {\n // If a certain output's preferred location is GPU but the tensor is empty, we still need to create a CPU\n // tensor for it. There is no mapping GPU buffer for an empty tensor.\n if (preferredLocation === 'gpu-buffer' && size > 0) {\n const getBuffer = !BUILD_DEFS.DISABLE_WEBGPU ? wasm.webgpuGetBuffer : wasm.jsepGetBuffer;\n if (!getBuffer) {\n throw new Error('preferredLocation \"gpu-buffer\" is not supported without using WebGPU.');\n }\n const gpuBuffer = getBuffer(dataOffset);\n const bufferSize = calculateTensorSizeInBytes(dataType, size);\n if (bufferSize === undefined || !isGpuBufferSupportedType(type)) {\n throw new Error(`Unsupported data type: ${type}`);\n }\n\n // do not release the tensor right now. it will be released when user calls tensor.dispose().\n keepOutputTensor = true;\n\n if (!BUILD_DEFS.DISABLE_WEBGPU) {\n wasm.webgpuRegisterBuffer!(gpuBuffer, sessionId, dataOffset);\n const downloadDataFunction = wasm.webgpuCreateDownloader!(gpuBuffer, bufferSize, sessionId);\n output.push([\n type,\n dims,\n {\n gpuBuffer,\n download: async () => {\n const arrayBuffer = await downloadDataFunction();\n const data = new (tensorTypeToTypedArrayConstructor(type!))(arrayBuffer);\n return data as Tensor.DataTypeMap[Tensor.GpuBufferDataTypes];\n },\n dispose: () => {\n if (wasm._OrtReleaseTensor(tensor) !== 0) {\n checkLastError(\"Can't release tensor.\");\n }\n },\n },\n 'gpu-buffer',\n ]);\n } else {\n output.push([\n type,\n dims,\n {\n gpuBuffer,\n download: wasm.jsepCreateDownloader!(gpuBuffer, bufferSize, type),\n dispose: () => {\n if (wasm._OrtReleaseTensor(tensor) !== 0) {\n checkLastError(\"Can't release tensor.\");\n }\n },\n },\n 'gpu-buffer',\n ]);\n }\n } else if (preferredLocation === 'ml-tensor' && size > 0) {\n const ensureTensor = wasm.webnnEnsureTensor;\n const isGraphInputOutputTypeSupported = wasm.webnnIsGraphInputOutputTypeSupported;\n if (!ensureTensor || !isGraphInputOutputTypeSupported) {\n throw new Error('preferredLocation \"ml-tensor\" is not supported without using WebNN.');\n }\n const tensorSize = calculateTensorSizeInBytes(dataType, size);\n if (tensorSize === undefined || !isMLTensorSupportedType(type)) {\n throw new Error(`Unsupported data type: ${type}`);\n }\n if (!isGraphInputOutputTypeSupported(sessionId, type, false)) {\n throw new Error(\n `preferredLocation \"ml-tensor\" for ${type} output is not supported by current WebNN Context.`,\n );\n }\n\n // If the graph has been partitioned, the output tensor may have not been created. For this reason, we use\n // ensureTensor to get/create the MLTensor. In which case, we don't need to copy the data if a new tensor\n // has been created.\n const mlTensor = await ensureTensor(sessionId, dataOffset, dataType, dims, false);\n\n // do not release the tensor right now. it will be released when user calls tensor.dispose().\n keepOutputTensor = true;\n\n output.push([\n type,\n dims,\n {\n mlTensor,\n download: wasm.webnnCreateMLTensorDownloader!(dataOffset, type),\n dispose: () => {\n wasm.webnnReleaseTensorId!(dataOffset);\n wasm._OrtReleaseTensor(tensor);\n },\n },\n 'ml-tensor',\n ]);\n } else if (preferredLocation === 'ml-tensor-cpu-output' && size > 0) {\n const data = wasm.webnnCreateMLTensorDownloader!(dataOffset, type as Tensor.MLTensorDataTypes)();\n const index = output.length;\n // Delay the data download and releasing the tensor until we can wait for all output tensors to be downloaded.\n keepOutputTensor = true;\n outputPromises.push(\n (async () => {\n const result: [number, Tensor.DataType] = [index, await data];\n wasm.webnnReleaseTensorId!(dataOffset);\n wasm._OrtReleaseTensor(tensor);\n return result;\n })(),\n );\n output.push([type, dims, [], 'cpu']);\n } else {\n const typedArrayConstructor = tensorTypeToTypedArrayConstructor(type);\n const data = new typedArrayConstructor(size);\n new Uint8Array(data.buffer, data.byteOffset, data.byteLength).set(\n wasm.HEAPU8.subarray(dataOffset, dataOffset + data.byteLength),\n );\n output.push([type, dims, data, 'cpu']);\n }\n }\n } finally {\n wasm.stackRestore(beforeGetTensorDataStack);\n if (type === 'string' && dataOffset) {\n wasm._free(dataOffset);\n }\n if (!keepOutputTensor) {\n wasm._OrtReleaseTensor(tensor);\n }\n }\n }\n\n if (ioBindingState && !enableGraphCapture) {\n if (wasm._OrtClearBoundOutputs(ioBindingState.handle) !== 0) {\n checkLastError(\"Can't clear bound outputs.\");\n }\n activeSessions.set(sessionId, [\n sessionHandle,\n inputNamesUTF8Encoded,\n outputNamesUTF8Encoded,\n ioBindingState,\n enableGraphCapture,\n false,\n ]);\n }\n // Wait for all output tensor data to be downloaded.\n for (const [index, data] of await Promise.all(outputPromises)) {\n output[index][2] = data;\n }\n TRACE_EVENT_END('wasm ProcessOutputTensor');\n return output;\n } finally {\n wasm.webnnOnRunEnd?.(sessionHandle);\n\n wasm.stackRestore(beforeRunStack);\n\n if (!BUILD_DEFS.DISABLE_WEBGPU) {\n inputTensors.forEach((t) => {\n if (t && t[3] === 'gpu-buffer') {\n wasm.webgpuUnregisterBuffer!(t[2].gpuBuffer);\n }\n });\n outputTensors.forEach((t) => {\n if (t && t[3] === 'gpu-buffer') {\n wasm.webgpuUnregisterBuffer!(t[2].gpuBuffer);\n }\n });\n }\n inputTensorHandles.forEach((v) => wasm._OrtReleaseTensor(v));\n outputTensorHandles.forEach((v) => wasm._OrtReleaseTensor(v));\n inputOutputAllocs.forEach((p) => wasm._free(p));\n\n if (runOptionsHandle !== 0) {\n wasm._OrtReleaseRunOptions(runOptionsHandle);\n }\n runOptionsAllocs.forEach((p) => wasm._free(p));\n }\n};\n\n/**\n * end profiling\n */\nexport const endProfiling = (sessionId: number): void => {\n const wasm = getInstance();\n const session = activeSessions.get(sessionId);\n if (!session) {\n throw new Error('invalid session id');\n }\n const sessionHandle = session[0];\n\n // profile file name is not used yet, but it must be freed.\n const profileFileName = wasm._OrtEndProfiling(sessionHandle);\n if (profileFileName === 0) {\n checkLastError(\"Can't get an profile file name.\");\n }\n wasm._OrtFree(profileFileName);\n};\n\nexport const extractTransferableBuffers = (tensors: readonly SerializableTensorMetadata[]): ArrayBufferLike[] => {\n const buffers: ArrayBufferLike[] = [];\n for (const tensor of tensors) {\n const data = tensor[2];\n if (!Array.isArray(data) && 'buffer' in data) {\n buffers.push(data.buffer);\n }\n }\n return buffers;\n};\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nimport { env, InferenceSession } from 'onnxruntime-common';\n\nimport {\n OrtWasmMessage,\n SerializableInternalBuffer,\n SerializableSessionMetadata,\n SerializableTensorMetadata,\n TensorMetadata,\n} from './proxy-messages';\nimport * as core from './wasm-core-impl';\nimport { initializeWebAssembly } from './wasm-factory';\nimport {\n importProxyWorker,\n inferWasmPathPrefixFromScriptSrc,\n isEsmImportMetaUrlHardcodedAsFileUri,\n} from './wasm-utils-import';\n\nconst isProxy = (): boolean => !!env.wasm.proxy && typeof document !== 'undefined';\nlet proxyWorker: Worker | undefined;\nlet initializing = false;\nlet initialized = false;\nlet aborted = false;\nlet temporaryObjectUrl: string | undefined;\n\ntype PromiseCallbacks = [resolve: (result: T) => void, reject: (reason: unknown) => void];\nlet initWasmCallbacks: PromiseCallbacks;\nconst queuedCallbacks: Map>> = new Map();\n\nconst enqueueCallbacks = (type: OrtWasmMessage['type'], callbacks: PromiseCallbacks): void => {\n const queue = queuedCallbacks.get(type);\n if (queue) {\n queue.push(callbacks);\n } else {\n queuedCallbacks.set(type, [callbacks]);\n }\n};\n\nconst ensureWorker = (): void => {\n if (initializing || !initialized || aborted || !proxyWorker) {\n throw new Error('worker not ready');\n }\n};\n\nconst onProxyWorkerMessage = (ev: MessageEvent): void => {\n switch (ev.data.type) {\n case 'init-wasm':\n initializing = false;\n if (ev.data.err) {\n aborted = true;\n initWasmCallbacks[1](ev.data.err);\n } else {\n initialized = true;\n initWasmCallbacks[0]();\n }\n if (temporaryObjectUrl) {\n URL.revokeObjectURL(temporaryObjectUrl);\n temporaryObjectUrl = undefined;\n }\n break;\n case 'init-ep':\n case 'copy-from':\n case 'create':\n case 'release':\n case 'run':\n case 'end-profiling': {\n const callbacks = queuedCallbacks.get(ev.data.type)!;\n if (ev.data.err) {\n callbacks.shift()![1](ev.data.err);\n } else {\n callbacks.shift()![0](ev.data.out!);\n }\n break;\n }\n default:\n }\n};\n\nexport const initializeWebAssemblyAndOrtRuntime = async (): Promise => {\n if (initialized) {\n return;\n }\n if (initializing) {\n throw new Error(\"multiple calls to 'initWasm()' detected.\");\n }\n if (aborted) {\n throw new Error(\"previous call to 'initWasm()' failed.\");\n }\n\n initializing = true;\n\n if (!BUILD_DEFS.DISABLE_WASM_PROXY && isProxy()) {\n return new Promise((resolve, reject) => {\n proxyWorker?.terminate();\n\n void importProxyWorker().then(([objectUrl, worker]) => {\n try {\n proxyWorker = worker;\n proxyWorker.onerror = (ev: ErrorEvent) => reject(ev);\n proxyWorker.onmessage = onProxyWorkerMessage;\n initWasmCallbacks = [resolve, reject];\n const message: OrtWasmMessage = { type: 'init-wasm', in: env };\n\n // if the proxy worker is loaded from a blob URL, we need to make sure the path information is not lost.\n //\n // when `env.wasm.wasmPaths` is not set, we need to pass the path information to the worker.\n //\n if (!BUILD_DEFS.ENABLE_BUNDLE_WASM_JS && !message.in!.wasm.wasmPaths && objectUrl) {\n // for a build not bundled the wasm JS, we need to pass the path prefix to the worker.\n // the path prefix will be used to resolve the path to both the wasm JS and the wasm file.\n const inferredWasmPathPrefix = inferWasmPathPrefixFromScriptSrc();\n if (inferredWasmPathPrefix) {\n message.in!.wasm.wasmPaths = inferredWasmPathPrefix;\n }\n }\n\n if (\n BUILD_DEFS.IS_ESM &&\n BUILD_DEFS.ENABLE_BUNDLE_WASM_JS &&\n !message.in!.wasm.wasmPaths &&\n (objectUrl || isEsmImportMetaUrlHardcodedAsFileUri)\n ) {\n // for a build bundled the wasm JS, if either of the following conditions is met:\n // - the proxy worker is loaded from a blob URL\n // - `import.meta.url` is a file URL, it means it is overwritten by the bundler.\n //\n // in either case, the path information is lost, we need to pass the path of the .wasm file to the worker.\n // we need to use the bundler preferred URL format:\n // new URL('filename', import.meta.url)\n // so that the bundler can handle the file using corresponding loaders.\n message.in!.wasm.wasmPaths = {\n wasm: !BUILD_DEFS.DISABLE_JSEP\n ? new URL('ort-wasm-simd-threaded.jsep.wasm', BUILD_DEFS.ESM_IMPORT_META_URL).href\n : BUILD_DEFS.ENABLE_JSPI\n ? new URL('ort-wasm-simd-threaded.jspi.wasm', BUILD_DEFS.ESM_IMPORT_META_URL).href\n : !BUILD_DEFS.DISABLE_WEBGPU\n ? new URL('ort-wasm-simd-threaded.asyncify.wasm', BUILD_DEFS.ESM_IMPORT_META_URL).href\n : new URL('ort-wasm-simd-threaded.wasm', BUILD_DEFS.ESM_IMPORT_META_URL).href,\n };\n }\n proxyWorker.postMessage(message);\n temporaryObjectUrl = objectUrl;\n } catch (e) {\n reject(e);\n }\n }, reject);\n });\n } else {\n try {\n await initializeWebAssembly(env.wasm);\n await core.initRuntime(env);\n initialized = true;\n } catch (e) {\n aborted = true;\n throw e;\n } finally {\n initializing = false;\n }\n }\n};\n\nexport const initializeOrtEp = async (epName: string): Promise => {\n if (!BUILD_DEFS.DISABLE_WASM_PROXY && isProxy()) {\n ensureWorker();\n return new Promise((resolve, reject) => {\n enqueueCallbacks('init-ep', [resolve, reject]);\n const message: OrtWasmMessage = { type: 'init-ep', in: { epName, env } };\n proxyWorker!.postMessage(message);\n });\n } else {\n await core.initEp(env, epName);\n }\n};\n\nexport const copyFromExternalBuffer = async (buffer: Uint8Array): Promise => {\n if (!BUILD_DEFS.DISABLE_WASM_PROXY && isProxy()) {\n ensureWorker();\n return new Promise((resolve, reject) => {\n enqueueCallbacks('copy-from', [resolve, reject]);\n const message: OrtWasmMessage = { type: 'copy-from', in: { buffer } };\n proxyWorker!.postMessage(message, [buffer.buffer]);\n });\n } else {\n return core.copyFromExternalBuffer(buffer);\n }\n};\n\nexport const createSession = async (\n model: SerializableInternalBuffer | Uint8Array,\n options?: InferenceSession.SessionOptions,\n): Promise => {\n if (!BUILD_DEFS.DISABLE_WASM_PROXY && isProxy()) {\n // check unsupported options\n if (options?.preferredOutputLocation) {\n throw new Error('session option \"preferredOutputLocation\" is not supported for proxy.');\n }\n ensureWorker();\n return new Promise((resolve, reject) => {\n enqueueCallbacks('create', [resolve, reject]);\n const message: OrtWasmMessage = { type: 'create', in: { model, options: { ...options } } };\n const transferable: Transferable[] = [];\n if (model instanceof Uint8Array) {\n transferable.push(model.buffer);\n }\n proxyWorker!.postMessage(message, transferable);\n });\n } else {\n return core.createSession(model, options);\n }\n};\n\nexport const releaseSession = async (sessionId: number): Promise => {\n if (!BUILD_DEFS.DISABLE_WASM_PROXY && isProxy()) {\n ensureWorker();\n return new Promise((resolve, reject) => {\n enqueueCallbacks('release', [resolve, reject]);\n const message: OrtWasmMessage = { type: 'release', in: sessionId };\n proxyWorker!.postMessage(message);\n });\n } else {\n core.releaseSession(sessionId);\n }\n};\n\nexport const run = async (\n sessionId: number,\n inputIndices: number[],\n inputs: TensorMetadata[],\n outputIndices: number[],\n outputs: Array,\n options: InferenceSession.RunOptions,\n): Promise => {\n if (!BUILD_DEFS.DISABLE_WASM_PROXY && isProxy()) {\n // check inputs location\n if (inputs.some((t) => t[3] !== 'cpu')) {\n throw new Error('input tensor on GPU is not supported for proxy.');\n }\n // check outputs location\n if (outputs.some((t) => t)) {\n throw new Error('pre-allocated output tensor is not supported for proxy.');\n }\n ensureWorker();\n return new Promise((resolve, reject) => {\n enqueueCallbacks('run', [resolve, reject]);\n const serializableInputs = inputs as SerializableTensorMetadata[]; // every input is on CPU.\n const message: OrtWasmMessage = {\n type: 'run',\n in: { sessionId, inputIndices, inputs: serializableInputs, outputIndices, options },\n };\n proxyWorker!.postMessage(message, core.extractTransferableBuffers(serializableInputs));\n });\n } else {\n return core.run(sessionId, inputIndices, inputs, outputIndices, outputs, options);\n }\n};\n\nexport const endProfiling = async (sessionId: number): Promise => {\n if (!BUILD_DEFS.DISABLE_WASM_PROXY && isProxy()) {\n ensureWorker();\n return new Promise((resolve, reject) => {\n enqueueCallbacks('end-profiling', [resolve, reject]);\n const message: OrtWasmMessage = { type: 'end-profiling', in: sessionId };\n proxyWorker!.postMessage(message);\n });\n } else {\n core.endProfiling(sessionId);\n }\n};\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nimport {\n InferenceSession,\n InferenceSessionHandler,\n SessionHandler,\n Tensor,\n TRACE_FUNC_BEGIN,\n TRACE_FUNC_END,\n} from 'onnxruntime-common';\n\nimport { SerializableInternalBuffer, TensorMetadata } from './proxy-messages';\nimport { copyFromExternalBuffer, createSession, endProfiling, releaseSession, run } from './proxy-wrapper';\nimport { isGpuBufferSupportedType, isMLTensorSupportedType } from './wasm-common';\nimport { isNode } from './wasm-utils-env';\nimport { loadFile } from './wasm-utils-load-file';\n\nexport const encodeTensorMetadata = (tensor: Tensor, getName: () => string): TensorMetadata => {\n switch (tensor.location) {\n case 'cpu':\n return [tensor.type, tensor.dims, tensor.data, 'cpu'];\n case 'gpu-buffer':\n return [tensor.type, tensor.dims, { gpuBuffer: tensor.gpuBuffer }, 'gpu-buffer'];\n case 'ml-tensor':\n return [tensor.type, tensor.dims, { mlTensor: tensor.mlTensor }, 'ml-tensor'];\n default:\n throw new Error(`invalid data location: ${tensor.location} for ${getName()}`);\n }\n};\n\nexport const decodeTensorMetadata = (tensor: TensorMetadata): Tensor => {\n switch (tensor[3]) {\n case 'cpu':\n return new Tensor(tensor[0], tensor[2], tensor[1]);\n case 'gpu-buffer': {\n const dataType = tensor[0];\n if (!isGpuBufferSupportedType(dataType)) {\n throw new Error(`not supported data type: ${dataType} for deserializing GPU tensor`);\n }\n const { gpuBuffer, download, dispose } = tensor[2];\n return Tensor.fromGpuBuffer(gpuBuffer, { dataType, dims: tensor[1], download, dispose });\n }\n case 'ml-tensor': {\n const dataType = tensor[0];\n if (!isMLTensorSupportedType(dataType)) {\n throw new Error(`not supported data type: ${dataType} for deserializing MLTensor tensor`);\n }\n const { mlTensor, download, dispose } = tensor[2];\n return Tensor.fromMLTensor(mlTensor, { dataType, dims: tensor[1], download, dispose });\n }\n default:\n throw new Error(`invalid data location: ${tensor[3]}`);\n }\n};\n\nexport class OnnxruntimeWebAssemblySessionHandler implements InferenceSessionHandler {\n private sessionId: number;\n\n inputNames: readonly string[];\n outputNames: readonly string[];\n inputMetadata: readonly InferenceSession.ValueMetadata[];\n outputMetadata: readonly InferenceSession.ValueMetadata[];\n\n async fetchModelAndCopyToWasmMemory(path: string): Promise {\n // fetch model from url and move to wasm heap.\n return copyFromExternalBuffer(await loadFile(path));\n }\n\n async loadModel(pathOrBuffer: string | Uint8Array, options?: InferenceSession.SessionOptions): Promise {\n TRACE_FUNC_BEGIN();\n let model: Parameters[0];\n\n if (typeof pathOrBuffer === 'string') {\n if (isNode) {\n // node\n model = await loadFile(pathOrBuffer);\n } else {\n // browser\n // fetch model and copy to wasm heap.\n model = await this.fetchModelAndCopyToWasmMemory(pathOrBuffer);\n }\n } else {\n model = pathOrBuffer;\n }\n\n [this.sessionId, this.inputNames, this.outputNames, this.inputMetadata, this.outputMetadata] = await createSession(\n model,\n options,\n );\n TRACE_FUNC_END();\n }\n\n async dispose(): Promise {\n return releaseSession(this.sessionId);\n }\n\n async run(\n feeds: SessionHandler.FeedsType,\n fetches: SessionHandler.FetchesType,\n options: InferenceSession.RunOptions,\n ): Promise {\n TRACE_FUNC_BEGIN();\n const inputArray: Tensor[] = [];\n const inputIndices: number[] = [];\n Object.entries(feeds).forEach((kvp) => {\n const name = kvp[0];\n const tensor = kvp[1];\n const index = this.inputNames.indexOf(name);\n if (index === -1) {\n throw new Error(`invalid input '${name}'`);\n }\n inputArray.push(tensor);\n inputIndices.push(index);\n });\n\n const outputArray: Array = [];\n const outputIndices: number[] = [];\n Object.entries(fetches).forEach((kvp) => {\n const name = kvp[0];\n const tensor = kvp[1];\n const index = this.outputNames.indexOf(name);\n if (index === -1) {\n throw new Error(`invalid output '${name}'`);\n }\n outputArray.push(tensor);\n outputIndices.push(index);\n });\n\n const inputs = inputArray.map((t, i) =>\n encodeTensorMetadata(t, () => `input \"${this.inputNames[inputIndices[i]]}\"`),\n );\n const outputs = outputArray.map((t, i) =>\n t ? encodeTensorMetadata(t, () => `output \"${this.outputNames[outputIndices[i]]}\"`) : null,\n );\n\n const results = await run(this.sessionId, inputIndices, inputs, outputIndices, outputs, options);\n\n const resultMap: SessionHandler.ReturnType = {};\n for (let i = 0; i < results.length; i++) {\n resultMap[this.outputNames[outputIndices[i]]] = outputArray[i] ?? decodeTensorMetadata(results[i]);\n }\n TRACE_FUNC_END();\n return resultMap;\n }\n\n startProfiling(): void {\n // TODO: implement profiling\n }\n\n endProfiling(): void {\n void endProfiling(this.sessionId);\n }\n}\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\nimport { Backend, env, InferenceSession, InferenceSessionHandler } from 'onnxruntime-common';\n\nimport { initializeOrtEp, initializeWebAssemblyAndOrtRuntime } from './wasm/proxy-wrapper';\nimport { OnnxruntimeWebAssemblySessionHandler } from './wasm/session-handler-inference';\n\n/**\n * This function initializes all flags for WebAssembly.\n *\n * Those flags are accessible from `ort.env.wasm`. Users are allow to set those flags before the first inference session\n * being created, to override default value.\n */\nexport const initializeFlags = (): void => {\n if (typeof env.wasm.initTimeout !== 'number' || env.wasm.initTimeout < 0) {\n env.wasm.initTimeout = 0;\n }\n\n const simd = env.wasm.simd;\n if (typeof simd !== 'boolean' && simd !== undefined && simd !== 'fixed' && simd !== 'relaxed') {\n // eslint-disable-next-line no-console\n console.warn(\n `Property \"env.wasm.simd\" is set to unknown value \"${simd}\". Reset it to \\`false\\` and ignore SIMD feature checking.`,\n );\n env.wasm.simd = false;\n }\n\n if (typeof env.wasm.proxy !== 'boolean') {\n env.wasm.proxy = false;\n }\n\n if (typeof env.wasm.trace !== 'boolean') {\n env.wasm.trace = false;\n }\n\n if (typeof env.wasm.numThreads !== 'number' || !Number.isInteger(env.wasm.numThreads) || env.wasm.numThreads <= 0) {\n // The following logic only applies when `ort.env.wasm.numThreads` is not set by user. We will always honor user's\n // setting if it is provided.\n\n // Browser: when crossOriginIsolated is false, SharedArrayBuffer is not available so WebAssembly threads will not\n // work. In this case, we will set numThreads to 1.\n //\n // There is an exception: when the browser is configured to force-enable SharedArrayBuffer (e.g. Chromuim with\n // --enable-features=SharedArrayBuffer), it is possible that `self.crossOriginIsolated` is false and\n // SharedArrayBuffer is available at the same time. This is usually for testing. In this case, we will still set\n // numThreads to 1 here. If we want to enable multi-threading in test, we should set `ort.env.wasm.numThreads` to a\n // value greater than 1.\n if (typeof self !== 'undefined' && !self.crossOriginIsolated) {\n env.wasm.numThreads = 1;\n } else {\n const numCpuLogicalCores =\n typeof navigator === 'undefined' ? require('node:os').cpus().length : navigator.hardwareConcurrency;\n env.wasm.numThreads = Math.min(4, Math.ceil((numCpuLogicalCores || 1) / 2));\n }\n }\n};\n\nexport class OnnxruntimeWebAssemblyBackend implements Backend {\n /**\n * This function initializes the WebAssembly backend.\n *\n * This function will be called only once for each backend name. It will be called the first time when\n * `ort.InferenceSession.create()` is called with a registered backend name.\n *\n * @param backendName - the registered backend name.\n */\n async init(backendName: string): Promise {\n // populate wasm flags\n initializeFlags();\n\n // init wasm\n await initializeWebAssemblyAndOrtRuntime();\n\n // performe EP specific initialization\n await initializeOrtEp(backendName);\n }\n createInferenceSessionHandler(\n path: string,\n options?: InferenceSession.SessionOptions,\n ): Promise;\n createInferenceSessionHandler(\n buffer: Uint8Array,\n options?: InferenceSession.SessionOptions,\n ): Promise;\n async createInferenceSessionHandler(\n pathOrBuffer: string | Uint8Array,\n options?: InferenceSession.SessionOptions,\n ): Promise {\n const handler = new OnnxruntimeWebAssemblySessionHandler();\n await handler.loadModel(pathOrBuffer, options);\n return handler;\n }\n}\n\nexport const wasmBackend = new OnnxruntimeWebAssemblyBackend();\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\n/* eslint-disable @typescript-eslint/no-var-requires, @typescript-eslint/no-require-imports */\n\n// We use \"require\" instead of \"import\" here because import statement must be put in top level. Our current code does\n// not allow bundler to tree-shaking code as expected because some codes are treated as having side effects.\n// So we import code inside the if-clause to allow bundler remove the code safely.\n\nexport * from 'onnxruntime-common';\nimport * as ort from 'onnxruntime-common';\nexport default ort;\n\nimport { registerBackend, env } from 'onnxruntime-common';\nimport { version } from './version';\n\nif (!BUILD_DEFS.DISABLE_WEBGL) {\n const onnxjsBackend = require('./backend-onnxjs').onnxjsBackend;\n registerBackend('webgl', onnxjsBackend, -10);\n}\n\nif (!BUILD_DEFS.DISABLE_JSEP && !BUILD_DEFS.DISABLE_WEBGPU) {\n throw new Error(\n 'The current build is specified to enable both JSEP and WebGPU EP. This is not a valid configuration. ' +\n 'JSEP and WebGPU EPs cannot be enabled at the same time.',\n );\n}\n\nif (!BUILD_DEFS.DISABLE_WEBNN && BUILD_DEFS.DISABLE_JSEP && BUILD_DEFS.DISABLE_WEBGPU) {\n throw new Error(\n 'The current build is specified to enable WebNN EP without JSEP or WebGPU EP. This is not a valid configuration. ' +\n 'WebNN EP requires either JSEP or WebGPU EP to be enabled.',\n );\n}\n\nif (!BUILD_DEFS.DISABLE_WASM) {\n const wasmBackend = require('./backend-wasm').wasmBackend;\n if (!BUILD_DEFS.DISABLE_JSEP || !BUILD_DEFS.DISABLE_WEBGPU) {\n registerBackend('webgpu', wasmBackend, 5);\n }\n if (!BUILD_DEFS.DISABLE_WEBNN) {\n registerBackend('webnn', wasmBackend, 5);\n }\n registerBackend('cpu', wasmBackend, 10);\n registerBackend('wasm', wasmBackend, 10);\n}\n\nObject.defineProperty(env.versions, 'web', { value: version, enumerable: true });\n","// Copyright (c) Microsoft Corporation. All rights reserved.\n// Licensed under the MIT License.\n\n// This file is generated by /js/scripts/update-version.ts\n// Do not modify file content manually.\n\nexport const version = '1.26.0';\n"]}