"use strict"; // Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT License. Object.defineProperty(exports, "__esModule", { value: true }); exports.Attribute = void 0; const onnx_proto_1 = require("onnx-proto"); const ort_generated_1 = require("./ort-schema/ort-generated"); const tensor_1 = require("./tensor"); const util_1 = require("./util"); var ortFbs = ort_generated_1.onnxruntime.experimental.fbs; class Attribute { constructor(attributes) { this._attributes = new Map(); if (attributes !== null && attributes !== undefined) { for (const attr of attributes) { if (attr instanceof onnx_proto_1.onnx.AttributeProto) { this._attributes.set(attr.name, [Attribute.getValue(attr), Attribute.getType(attr)]); } else if (attr instanceof ortFbs.Attribute) { this._attributes.set(attr.name(), [Attribute.getValue(attr), Attribute.getType(attr)]); } } if (this._attributes.size < attributes.length) { throw new Error('duplicated attribute names'); } } } set(key, type, value) { this._attributes.set(key, [value, type]); } delete(key) { this._attributes.delete(key); } getFloat(key, defaultValue) { return this.get(key, 'float', defaultValue); } getInt(key, defaultValue) { return this.get(key, 'int', defaultValue); } getString(key, defaultValue) { return this.get(key, 'string', defaultValue); } getTensor(key, defaultValue) { return this.get(key, 'tensor', defaultValue); } getFloats(key, defaultValue) { return this.get(key, 'floats', defaultValue); } getInts(key, defaultValue) { return this.get(key, 'ints', defaultValue); } getStrings(key, defaultValue) { return this.get(key, 'strings', defaultValue); } getTensors(key, defaultValue) { return this.get(key, 'tensors', defaultValue); } get(key, type, defaultValue) { const valueAndType = this._attributes.get(key); if (valueAndType === undefined) { if (defaultValue !== undefined) { return defaultValue; } throw new Error(`required attribute not found: ${key}`); } if (valueAndType[1] !== type) { throw new Error(`type mismatch: expected ${type} but got ${valueAndType[1]}`); } return valueAndType[0]; } static getType(attr) { const type = attr instanceof onnx_proto_1.onnx.AttributeProto ? (attr).type : attr.type(); switch (type) { case onnx_proto_1.onnx.AttributeProto.AttributeType.FLOAT: return 'float'; case onnx_proto_1.onnx.AttributeProto.AttributeType.INT: return 'int'; case onnx_proto_1.onnx.AttributeProto.AttributeType.STRING: return 'string'; case onnx_proto_1.onnx.AttributeProto.AttributeType.TENSOR: return 'tensor'; case onnx_proto_1.onnx.AttributeProto.AttributeType.FLOATS: return 'floats'; case onnx_proto_1.onnx.AttributeProto.AttributeType.INTS: return 'ints'; case onnx_proto_1.onnx.AttributeProto.AttributeType.STRINGS: return 'strings'; case onnx_proto_1.onnx.AttributeProto.AttributeType.TENSORS: return 'tensors'; default: throw new Error(`attribute type is not supported yet: ${onnx_proto_1.onnx.AttributeProto.AttributeType[type]}`); } } static getValue(attr) { const attrType = attr instanceof onnx_proto_1.onnx.AttributeProto ? attr.type : attr.type(); if (attrType === onnx_proto_1.onnx.AttributeProto.AttributeType.GRAPH || attrType === onnx_proto_1.onnx.AttributeProto.AttributeType.GRAPHS) { throw new Error('graph attribute is not supported yet'); } const value = this.getValueNoCheck(attr); // cast LONG to number if (attrType === onnx_proto_1.onnx.AttributeProto.AttributeType.INT && util_1.LongUtil.isLong(value)) { return util_1.LongUtil.longToNumber(value); } // cast LONG[] to number[] if (attrType === onnx_proto_1.onnx.AttributeProto.AttributeType.INTS) { const arr = value; const numberValue = new Array(arr.length); for (let i = 0; i < arr.length; i++) { const maybeLong = arr[i]; numberValue[i] = util_1.LongUtil.longToNumber(maybeLong); } return numberValue; } // cast onnx.TensorProto to onnxjs.Tensor if (attrType === onnx_proto_1.onnx.AttributeProto.AttributeType.TENSOR) { return attr instanceof onnx_proto_1.onnx.AttributeProto ? tensor_1.Tensor.fromProto(value) : tensor_1.Tensor.fromOrtTensor(value); } // cast onnx.TensorProto[] to onnxjs.Tensor[] if (attrType === onnx_proto_1.onnx.AttributeProto.AttributeType.TENSORS) { if (attr instanceof onnx_proto_1.onnx.AttributeProto) { const tensorProtos = value; return tensorProtos.map(value => tensor_1.Tensor.fromProto(value)); } else if (attr instanceof ortFbs.Attribute) { const tensorProtos = value; return tensorProtos.map(value => tensor_1.Tensor.fromOrtTensor(value)); } } // cast Uint8Array to string if (attrType === onnx_proto_1.onnx.AttributeProto.AttributeType.STRING) { // string in onnx attribute is of uint8array type, so we need to convert it to string below. While in ort format, // string attributes are returned as string, so no conversion is needed. if (attr instanceof onnx_proto_1.onnx.AttributeProto) { const utf8String = value; return (0, util_1.decodeUtf8String)(utf8String); } } // cast Uint8Array[] to string[] if (attrType === onnx_proto_1.onnx.AttributeProto.AttributeType.STRINGS) { // strings in onnx attribute is returned as uint8array[], so we need to convert it to string[] below. While in ort // format strings attributes are returned as string[], so no conversion is needed. if (attr instanceof onnx_proto_1.onnx.AttributeProto) { const utf8Strings = value; return utf8Strings.map(util_1.decodeUtf8String); } } return value; } static getValueNoCheck(attr) { return attr instanceof (onnx_proto_1.onnx.AttributeProto) ? this.getValueNoCheckFromOnnxFormat(attr) : this.getValueNoCheckFromOrtFormat(attr); } static getValueNoCheckFromOnnxFormat(attr) { switch (attr.type) { case onnx_proto_1.onnx.AttributeProto.AttributeType.FLOAT: return attr.f; case onnx_proto_1.onnx.AttributeProto.AttributeType.INT: return attr.i; case onnx_proto_1.onnx.AttributeProto.AttributeType.STRING: return attr.s; case onnx_proto_1.onnx.AttributeProto.AttributeType.TENSOR: return attr.t; case onnx_proto_1.onnx.AttributeProto.AttributeType.GRAPH: return attr.g; case onnx_proto_1.onnx.AttributeProto.AttributeType.FLOATS: return attr.floats; case onnx_proto_1.onnx.AttributeProto.AttributeType.INTS: return attr.ints; case onnx_proto_1.onnx.AttributeProto.AttributeType.STRINGS: return attr.strings; case onnx_proto_1.onnx.AttributeProto.AttributeType.TENSORS: return attr.tensors; case onnx_proto_1.onnx.AttributeProto.AttributeType.GRAPHS: return attr.graphs; default: throw new Error(`unsupported attribute type: ${onnx_proto_1.onnx.AttributeProto.AttributeType[attr.type]}`); } } static getValueNoCheckFromOrtFormat(attr) { switch (attr.type()) { case ortFbs.AttributeType.FLOAT: return attr.f(); case ortFbs.AttributeType.INT: return attr.i(); case ortFbs.AttributeType.STRING: return attr.s(); case ortFbs.AttributeType.TENSOR: return attr.t(); case ortFbs.AttributeType.GRAPH: return attr.g(); case ortFbs.AttributeType.FLOATS: return attr.floatsArray(); case ortFbs.AttributeType.INTS: { const ints = []; for (let i = 0; i < attr.intsLength(); i++) { ints.push(attr.ints(i)); } return ints; } case ortFbs.AttributeType.STRINGS: { const strings = []; for (let i = 0; i < attr.stringsLength(); i++) { strings.push(attr.strings(i)); } return strings; } case ortFbs.AttributeType.TENSORS: { const tensors = []; for (let i = 0; i < attr.tensorsLength(); i++) { tensors.push(attr.tensors(i)); } return tensors; } // case ortFbs.AttributeType.GRAPHS: // TODO: Subgraph not supported yet. // const graphs = []; // for (let i = 0; i < attr.graphsLength(); i++) { // graphs.push(attr.graphs(i)!); // } // return graphs; default: throw new Error(`unsupported attribute type: ${ortFbs.AttributeType[attr.type()]}`); } } } exports.Attribute = Attribute; //# sourceMappingURL=attribute.js.map