onnxruntime-web
Version:
A Javascript library for running ONNX models on browsers
218 lines (195 loc) • 9.51 kB
text/typescript
// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License.
import {InferenceSession} from 'onnxruntime-common';
import {getInstance} from './wasm-factory';
import {allocWasmString, checkLastError, iterateExtraOptions} from './wasm-utils';
const getGraphOptimzationLevel = (graphOptimizationLevel: string|unknown): number => {
switch (graphOptimizationLevel) {
case 'disabled':
return 0;
case 'basic':
return 1;
case 'extended':
return 2;
case 'all':
return 99;
default:
throw new Error(`unsupported graph optimization level: ${graphOptimizationLevel}`);
}
};
const getExecutionMode = (executionMode: 'sequential'|'parallel'): number => {
switch (executionMode) {
case 'sequential':
return 0;
case 'parallel':
return 1;
default:
throw new Error(`unsupported execution mode: ${executionMode}`);
}
};
const appendDefaultOptions = (options: InferenceSession.SessionOptions): void => {
if (!options.extra) {
options.extra = {};
}
if (!options.extra.session) {
options.extra.session = {};
}
const session = options.extra.session as Record<string, string>;
if (!session.use_ort_model_bytes_directly) {
// eslint-disable-next-line camelcase
session.use_ort_model_bytes_directly = '1';
}
// if using JSEP with WebGPU, always disable memory pattern
if (options.executionProviders &&
options.executionProviders.some(ep => (typeof ep === 'string' ? ep : ep.name) === 'webgpu')) {
options.enableMemPattern = false;
}
};
const setExecutionProviders =
(sessionOptionsHandle: number, executionProviders: readonly InferenceSession.ExecutionProviderConfig[],
allocs: number[]): void => {
for (const ep of executionProviders) {
let epName = typeof ep === 'string' ? ep : ep.name;
// check EP name
switch (epName) {
case 'webnn':
epName = 'WEBNN';
if (typeof ep !== 'string') {
const webnnOptions = ep as InferenceSession.WebNNExecutionProviderOption;
if (webnnOptions?.deviceType) {
const keyDataOffset = allocWasmString('deviceType', allocs);
const valueDataOffset = allocWasmString(webnnOptions.deviceType, allocs);
if (getInstance()._OrtAddSessionConfigEntry(sessionOptionsHandle, keyDataOffset, valueDataOffset) !==
0) {
checkLastError(`Can't set a session config entry: 'deviceType' - ${webnnOptions.deviceType}.`);
}
}
if (webnnOptions?.numThreads) {
let numThreads = webnnOptions.numThreads;
// Just ignore invalid webnnOptions.numThreads.
if (typeof numThreads != 'number' || !Number.isInteger(numThreads) || numThreads < 0) {
numThreads = 0;
}
const keyDataOffset = allocWasmString('numThreads', allocs);
const valueDataOffset = allocWasmString(numThreads.toString(), allocs);
if (getInstance()._OrtAddSessionConfigEntry(sessionOptionsHandle, keyDataOffset, valueDataOffset) !==
0) {
checkLastError(`Can't set a session config entry: 'numThreads' - ${webnnOptions.numThreads}.`);
}
}
if (webnnOptions?.powerPreference) {
const keyDataOffset = allocWasmString('powerPreference', allocs);
const valueDataOffset = allocWasmString(webnnOptions.powerPreference, allocs);
if (getInstance()._OrtAddSessionConfigEntry(sessionOptionsHandle, keyDataOffset, valueDataOffset) !==
0) {
checkLastError(
`Can't set a session config entry: 'powerPreference' - ${webnnOptions.powerPreference}.`);
}
}
}
break;
case 'webgpu':
epName = 'JS';
if (typeof ep !== 'string') {
const webgpuOptions = ep as InferenceSession.WebGpuExecutionProviderOption;
if (webgpuOptions?.preferredLayout) {
if (webgpuOptions.preferredLayout !== 'NCHW' && webgpuOptions.preferredLayout !== 'NHWC') {
throw new Error(`preferredLayout must be either 'NCHW' or 'NHWC': ${webgpuOptions.preferredLayout}`);
}
const keyDataOffset = allocWasmString('preferredLayout', allocs);
const valueDataOffset = allocWasmString(webgpuOptions.preferredLayout, allocs);
if (getInstance()._OrtAddSessionConfigEntry(sessionOptionsHandle, keyDataOffset, valueDataOffset) !==
0) {
checkLastError(
`Can't set a session config entry: 'preferredLayout' - ${webgpuOptions.preferredLayout}.`);
}
}
}
break;
case 'wasm':
case 'cpu':
continue;
default:
throw new Error(`not supported execution provider: ${epName}`);
}
const epNameDataOffset = allocWasmString(epName, allocs);
if (getInstance()._OrtAppendExecutionProvider(sessionOptionsHandle, epNameDataOffset) !== 0) {
checkLastError(`Can't append execution provider: ${epName}.`);
}
}
};
export const setSessionOptions = (options?: InferenceSession.SessionOptions): [number, number[]] => {
const wasm = getInstance();
let sessionOptionsHandle = 0;
const allocs: number[] = [];
const sessionOptions: InferenceSession.SessionOptions = options || {};
appendDefaultOptions(sessionOptions);
try {
const graphOptimizationLevel = getGraphOptimzationLevel(sessionOptions.graphOptimizationLevel ?? 'all');
const executionMode = getExecutionMode(sessionOptions.executionMode ?? 'sequential');
const logIdDataOffset =
typeof sessionOptions.logId === 'string' ? allocWasmString(sessionOptions.logId, allocs) : 0;
const logSeverityLevel = sessionOptions.logSeverityLevel ?? 2; // Default to 2 - warning
if (!Number.isInteger(logSeverityLevel) || logSeverityLevel < 0 || logSeverityLevel > 4) {
throw new Error(`log serverity level is not valid: ${logSeverityLevel}`);
}
const logVerbosityLevel = sessionOptions.logVerbosityLevel ?? 0; // Default to 0 - verbose
if (!Number.isInteger(logVerbosityLevel) || logVerbosityLevel < 0 || logVerbosityLevel > 4) {
throw new Error(`log verbosity level is not valid: ${logVerbosityLevel}`);
}
const optimizedModelFilePathOffset = typeof sessionOptions.optimizedModelFilePath === 'string' ?
allocWasmString(sessionOptions.optimizedModelFilePath, allocs) :
0;
sessionOptionsHandle = wasm._OrtCreateSessionOptions(
graphOptimizationLevel, !!sessionOptions.enableCpuMemArena, !!sessionOptions.enableMemPattern, executionMode,
!!sessionOptions.enableProfiling, 0, logIdDataOffset, logSeverityLevel, logVerbosityLevel,
optimizedModelFilePathOffset);
if (sessionOptionsHandle === 0) {
checkLastError('Can\'t create session options.');
}
if (sessionOptions.executionProviders) {
setExecutionProviders(sessionOptionsHandle, sessionOptions.executionProviders, allocs);
}
if (sessionOptions.enableGraphCapture !== undefined) {
if (typeof sessionOptions.enableGraphCapture !== 'boolean') {
throw new Error(`enableGraphCapture must be a boolean value: ${sessionOptions.enableGraphCapture}`);
}
const keyDataOffset = allocWasmString('enableGraphCapture', allocs);
const valueDataOffset = allocWasmString(sessionOptions.enableGraphCapture.toString(), allocs);
if (wasm._OrtAddSessionConfigEntry(sessionOptionsHandle, keyDataOffset, valueDataOffset) !== 0) {
checkLastError(
`Can't set a session config entry: 'enableGraphCapture' - ${sessionOptions.enableGraphCapture}.`);
}
}
if (sessionOptions.freeDimensionOverrides) {
for (const [name, value] of Object.entries(sessionOptions.freeDimensionOverrides)) {
if (typeof name !== 'string') {
throw new Error(`free dimension override name must be a string: ${name}`);
}
if (typeof value !== 'number' || !Number.isInteger(value) || value < 0) {
throw new Error(`free dimension override value must be a non-negative integer: ${value}`);
}
const nameOffset = allocWasmString(name, allocs);
if (wasm._OrtAddFreeDimensionOverride(sessionOptionsHandle, nameOffset, value) !== 0) {
checkLastError(`Can't set a free dimension override: ${name} - ${value}.`);
}
}
}
if (sessionOptions.extra !== undefined) {
iterateExtraOptions(sessionOptions.extra, '', new WeakSet<Record<string, unknown>>(), (key, value) => {
const keyDataOffset = allocWasmString(key, allocs);
const valueDataOffset = allocWasmString(value, allocs);
if (wasm._OrtAddSessionConfigEntry(sessionOptionsHandle, keyDataOffset, valueDataOffset) !== 0) {
checkLastError(`Can't set a session config entry: ${key} - ${value}.`);
}
});
}
return [sessionOptionsHandle, allocs];
} catch (e) {
if (sessionOptionsHandle !== 0) {
wasm._OrtReleaseSessionOptions(sessionOptionsHandle);
}
allocs.forEach(alloc => wasm._free(alloc));
throw e;
}
};