// Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT License. import {flatbuffers} from 'flatbuffers'; import {onnx} from 'onnx-proto'; import {Graph} from './graph'; import {OpSet} from './opset'; import {onnxruntime} from './ort-schema/ort-generated'; import {LongUtil} from './util'; import ortFbs = onnxruntime.experimental.fbs; export class Model { // empty model constructor() {} load(buf: Uint8Array, graphInitializer?: Graph.Initializer, isOrtFormat?: boolean): void { if (!isOrtFormat) { // isOrtFormat === false || isOrtFormat === undefined try { this.loadFromOnnxFormat(buf, graphInitializer); return; } catch (e) { if (isOrtFormat !== undefined) { throw e; } } } this.loadFromOrtFormat(buf, graphInitializer); } private loadFromOnnxFormat(buf: Uint8Array, graphInitializer?: Graph.Initializer): void { const modelProto = onnx.ModelProto.decode(buf); const irVersion = LongUtil.longToNumber(modelProto.irVersion); if (irVersion < 3) { throw new Error('only support ONNX model with IR_VERSION>=3'); } this._opsets = modelProto.opsetImport.map(i => ({domain: i.domain as string, version: LongUtil.longToNumber(i.version!)})); this._graph = Graph.from(modelProto.graph!, graphInitializer); } private loadFromOrtFormat(buf: Uint8Array, graphInitializer?: Graph.Initializer): void { const fb = new flatbuffers.ByteBuffer(buf); const ortModel = ortFbs.InferenceSession.getRootAsInferenceSession(fb).model()!; const irVersion = LongUtil.longToNumber(ortModel.irVersion()); if (irVersion < 3) { throw new Error('only support ONNX model with IR_VERSION>=3'); } this._opsets = []; for (let i = 0; i < ortModel.opsetImportLength(); i++) { const opsetId = ortModel.opsetImport(i)!; this._opsets.push({domain: opsetId?.domain() as string, version: LongUtil.longToNumber(opsetId.version()!)}); } this._graph = Graph.from(ortModel.graph()!, graphInitializer); } private _graph: Graph; get graph(): Graph { return this._graph; } private _opsets: OpSet[]; get opsets(): readonly OpSet[] { return this._opsets; } }