{"version":3,"file":"onnx.mjs","sources":["../../src/onnx-protobuf/onnx.js"],"sourcesContent":["/*eslint-disable block-scoped-var, id-length, no-control-regex, no-magic-numbers, no-prototype-builtins, no-redeclare, no-shadow, no-var, sort-vars*/\n'use strict';\n\n// var $protobuf = require('protobufjs');\nimport $protobuf from 'protobufjs';\n\n// Common aliases\nvar $Reader = $protobuf.Reader,\n  $Writer = $protobuf.Writer,\n  $util = $protobuf.util;\n\n// Exported root namespace\nvar $root = $protobuf.roots['default'] || ($protobuf.roots['default'] = {});\n\n$root.onnx = (function () {\n  /**\n   * Namespace onnx.\n   * @exports onnx\n   * @namespace\n   */\n  var onnx = {};\n\n  /**\n   * Version enum.\n   * @name onnx.Version\n   * @enum {number}\n   * @property {number} _START_VERSION=0 _START_VERSION value\n   * @property {number} IR_VERSION_2017_10_10=1 IR_VERSION_2017_10_10 value\n   * @property {number} IR_VERSION_2017_10_30=2 IR_VERSION_2017_10_30 value\n   * @property {number} IR_VERSION_2017_11_3=3 IR_VERSION_2017_11_3 value\n   * @property {number} IR_VERSION_2019_1_22=4 IR_VERSION_2019_1_22 value\n   * @property {number} IR_VERSION_2019_3_18=5 IR_VERSION_2019_3_18 value\n   * @property {number} IR_VERSION_2019_9_19=6 IR_VERSION_2019_9_19 value\n   * @property {number} IR_VERSION_2020_5_8=7 IR_VERSION_2020_5_8 value\n   * @property {number} IR_VERSION_2021_7_30=8 IR_VERSION_2021_7_30 value\n   * @property {number} IR_VERSION=9 IR_VERSION value\n   */\n  onnx.Version = (function () {\n    var valuesById = {},\n      values = Object.create(valuesById);\n    values[(valuesById[0] = '_START_VERSION')] = 0;\n    values[(valuesById[1] = 'IR_VERSION_2017_10_10')] = 1;\n    values[(valuesById[2] = 'IR_VERSION_2017_10_30')] = 2;\n    values[(valuesById[3] = 'IR_VERSION_2017_11_3')] = 3;\n    values[(valuesById[4] = 'IR_VERSION_2019_1_22')] = 4;\n    values[(valuesById[5] = 'IR_VERSION_2019_3_18')] = 5;\n    values[(valuesById[6] = 'IR_VERSION_2019_9_19')] = 6;\n    values[(valuesById[7] = 'IR_VERSION_2020_5_8')] = 7;\n    values[(valuesById[8] = 'IR_VERSION_2021_7_30')] = 8;\n    values[(valuesById[9] = 'IR_VERSION')] = 9;\n    return values;\n  })();\n\n  onnx.AttributeProto = (function () {\n    /**\n     * Properties of an AttributeProto.\n     * @memberof onnx\n     * @interface IAttributeProto\n     * @property {string|null} [name] AttributeProto name\n     * @property {string|null} [refAttrName] AttributeProto refAttrName\n     * @property {string|null} [docString] AttributeProto docString\n     * @property {onnx.AttributeProto.AttributeType|null} [type] AttributeProto type\n     * @property {number|null} [f] AttributeProto f\n     * @property {number|Long|null} [i] AttributeProto i\n     * @property {Uint8Array|null} [s] AttributeProto s\n     * @property {onnx.ITensorProto|null} [t] AttributeProto t\n     * @property {onnx.IGraphProto|null} [g] AttributeProto g\n     * @property {onnx.ISparseTensorProto|null} [sparseTensor] AttributeProto sparseTensor\n     * @property {onnx.ITypeProto|null} [tp] AttributeProto tp\n     * @property {Array.<number>|null} [floats] AttributeProto floats\n     * @property {Array.<number|Long>|null} [ints] AttributeProto ints\n     * @property {Array.<Uint8Array>|null} [strings] AttributeProto strings\n     * @property {Array.<onnx.ITensorProto>|null} [tensors] AttributeProto tensors\n     * @property {Array.<onnx.IGraphProto>|null} [graphs] AttributeProto graphs\n     * @property {Array.<onnx.ISparseTensorProto>|null} [sparseTensors] AttributeProto sparseTensors\n     * @property {Array.<onnx.ITypeProto>|null} [typeProtos] AttributeProto typeProtos\n     */\n\n    /**\n     * Constructs a new AttributeProto.\n     * @memberof onnx\n     * @classdesc Represents an AttributeProto.\n     * @implements IAttributeProto\n     * @constructor\n     * @param {onnx.IAttributeProto=} [properties] Properties to set\n     */\n    function AttributeProto(properties) {\n      this.floats = [];\n      this.ints = [];\n      this.strings = [];\n      this.tensors = [];\n      this.graphs = [];\n      this.sparseTensors = [];\n      this.typeProtos = [];\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * AttributeProto name.\n     * @member {string} name\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.name = '';\n\n    /**\n     * AttributeProto refAttrName.\n     * @member {string} refAttrName\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.refAttrName = '';\n\n    /**\n     * AttributeProto docString.\n     * @member {string} docString\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.docString = '';\n\n    /**\n     * AttributeProto type.\n     * @member {onnx.AttributeProto.AttributeType} type\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.type = 0;\n\n    /**\n     * AttributeProto f.\n     * @member {number} f\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.f = 0;\n\n    /**\n     * AttributeProto i.\n     * @member {number|Long} i\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.i = $util.Long ? $util.Long.fromBits(0, 0, false) : 0;\n\n    /**\n     * AttributeProto s.\n     * @member {Uint8Array} s\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.s = $util.newBuffer([]);\n\n    /**\n     * AttributeProto t.\n     * @member {onnx.ITensorProto|null|undefined} t\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.t = null;\n\n    /**\n     * AttributeProto g.\n     * @member {onnx.IGraphProto|null|undefined} g\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.g = null;\n\n    /**\n     * AttributeProto sparseTensor.\n     * @member {onnx.ISparseTensorProto|null|undefined} sparseTensor\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.sparseTensor = null;\n\n    /**\n     * AttributeProto tp.\n     * @member {onnx.ITypeProto|null|undefined} tp\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.tp = null;\n\n    /**\n     * AttributeProto floats.\n     * @member {Array.<number>} floats\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.floats = $util.emptyArray;\n\n    /**\n     * AttributeProto ints.\n     * @member {Array.<number|Long>} ints\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.ints = $util.emptyArray;\n\n    /**\n     * AttributeProto strings.\n     * @member {Array.<Uint8Array>} strings\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.strings = $util.emptyArray;\n\n    /**\n     * AttributeProto tensors.\n     * @member {Array.<onnx.ITensorProto>} tensors\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.tensors = $util.emptyArray;\n\n    /**\n     * AttributeProto graphs.\n     * @member {Array.<onnx.IGraphProto>} graphs\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.graphs = $util.emptyArray;\n\n    /**\n     * AttributeProto sparseTensors.\n     * @member {Array.<onnx.ISparseTensorProto>} sparseTensors\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.sparseTensors = $util.emptyArray;\n\n    /**\n     * AttributeProto typeProtos.\n     * @member {Array.<onnx.ITypeProto>} typeProtos\n     * @memberof onnx.AttributeProto\n     * @instance\n     */\n    AttributeProto.prototype.typeProtos = $util.emptyArray;\n\n    /**\n     * Creates a new AttributeProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.AttributeProto\n     * @static\n     * @param {onnx.IAttributeProto=} [properties] Properties to set\n     * @returns {onnx.AttributeProto} AttributeProto instance\n     */\n    AttributeProto.create = function create(properties) {\n      return new AttributeProto(properties);\n    };\n\n    /**\n     * Encodes the specified AttributeProto message. Does not implicitly {@link onnx.AttributeProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.AttributeProto\n     * @static\n     * @param {onnx.IAttributeProto} message AttributeProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    AttributeProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.name != null && Object.hasOwnProperty.call(message, 'name'))\n        writer.uint32(/* id 1, wireType 2 =*/ 10).string(message.name);\n      if (message.f != null && Object.hasOwnProperty.call(message, 'f'))\n        writer.uint32(/* id 2, wireType 5 =*/ 21).float(message.f);\n      if (message.i != null && Object.hasOwnProperty.call(message, 'i'))\n        writer.uint32(/* id 3, wireType 0 =*/ 24).int64(message.i);\n      if (message.s != null && Object.hasOwnProperty.call(message, 's'))\n        writer.uint32(/* id 4, wireType 2 =*/ 34).bytes(message.s);\n      if (message.t != null && Object.hasOwnProperty.call(message, 't'))\n        $root.onnx.TensorProto.encode(message.t, writer.uint32(/* id 5, wireType 2 =*/ 42).fork()).ldelim();\n      if (message.g != null && Object.hasOwnProperty.call(message, 'g'))\n        $root.onnx.GraphProto.encode(message.g, writer.uint32(/* id 6, wireType 2 =*/ 50).fork()).ldelim();\n      if (message.floats != null && message.floats.length) {\n        writer.uint32(/* id 7, wireType 2 =*/ 58).fork();\n        for (var i = 0; i < message.floats.length; ++i) writer.float(message.floats[i]);\n        writer.ldelim();\n      }\n      if (message.ints != null && message.ints.length) {\n        writer.uint32(/* id 8, wireType 2 =*/ 66).fork();\n        for (var i = 0; i < message.ints.length; ++i) writer.int64(message.ints[i]);\n        writer.ldelim();\n      }\n      if (message.strings != null && message.strings.length)\n        for (var i = 0; i < message.strings.length; ++i)\n          writer.uint32(/* id 9, wireType 2 =*/ 74).bytes(message.strings[i]);\n      if (message.tensors != null && message.tensors.length)\n        for (var i = 0; i < message.tensors.length; ++i)\n          $root.onnx.TensorProto.encode(message.tensors[i], writer.uint32(/* id 10, wireType 2 =*/ 82).fork()).ldelim();\n      if (message.graphs != null && message.graphs.length)\n        for (var i = 0; i < message.graphs.length; ++i)\n          $root.onnx.GraphProto.encode(message.graphs[i], writer.uint32(/* id 11, wireType 2 =*/ 90).fork()).ldelim();\n      if (message.docString != null && Object.hasOwnProperty.call(message, 'docString'))\n        writer.uint32(/* id 13, wireType 2 =*/ 106).string(message.docString);\n      if (message.tp != null && Object.hasOwnProperty.call(message, 'tp'))\n        $root.onnx.TypeProto.encode(message.tp, writer.uint32(/* id 14, wireType 2 =*/ 114).fork()).ldelim();\n      if (message.typeProtos != null && message.typeProtos.length)\n        for (var i = 0; i < message.typeProtos.length; ++i)\n          $root.onnx.TypeProto.encode(\n            message.typeProtos[i],\n            writer.uint32(/* id 15, wireType 2 =*/ 122).fork(),\n          ).ldelim();\n      if (message.type != null && Object.hasOwnProperty.call(message, 'type'))\n        writer.uint32(/* id 20, wireType 0 =*/ 160).int32(message.type);\n      if (message.refAttrName != null && Object.hasOwnProperty.call(message, 'refAttrName'))\n        writer.uint32(/* id 21, wireType 2 =*/ 170).string(message.refAttrName);\n      if (message.sparseTensor != null && Object.hasOwnProperty.call(message, 'sparseTensor'))\n        $root.onnx.SparseTensorProto.encode(\n          message.sparseTensor,\n          writer.uint32(/* id 22, wireType 2 =*/ 178).fork(),\n        ).ldelim();\n      if (message.sparseTensors != null && message.sparseTensors.length)\n        for (var i = 0; i < message.sparseTensors.length; ++i)\n          $root.onnx.SparseTensorProto.encode(\n            message.sparseTensors[i],\n            writer.uint32(/* id 23, wireType 2 =*/ 186).fork(),\n          ).ldelim();\n      return writer;\n    };\n\n    /**\n     * Encodes the specified AttributeProto message, length delimited. Does not implicitly {@link onnx.AttributeProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.AttributeProto\n     * @static\n     * @param {onnx.IAttributeProto} message AttributeProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    AttributeProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes an AttributeProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.AttributeProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.AttributeProto} AttributeProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    AttributeProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.AttributeProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            message.name = reader.string();\n            break;\n          }\n          case 21: {\n            message.refAttrName = reader.string();\n            break;\n          }\n          case 13: {\n            message.docString = reader.string();\n            break;\n          }\n          case 20: {\n            message.type = reader.int32();\n            break;\n          }\n          case 2: {\n            message.f = reader.float();\n            break;\n          }\n          case 3: {\n            message.i = reader.int64();\n            break;\n          }\n          case 4: {\n            message.s = reader.bytes();\n            break;\n          }\n          case 5: {\n            message.t = $root.onnx.TensorProto.decode(reader, reader.uint32());\n            break;\n          }\n          case 6: {\n            message.g = $root.onnx.GraphProto.decode(reader, reader.uint32());\n            break;\n          }\n          case 22: {\n            message.sparseTensor = $root.onnx.SparseTensorProto.decode(reader, reader.uint32());\n            break;\n          }\n          case 14: {\n            message.tp = $root.onnx.TypeProto.decode(reader, reader.uint32());\n            break;\n          }\n          case 7: {\n            if (!(message.floats && message.floats.length)) message.floats = [];\n            if ((tag & 7) === 2) {\n              var end2 = reader.uint32() + reader.pos;\n              while (reader.pos < end2) message.floats.push(reader.float());\n            } else message.floats.push(reader.float());\n            break;\n          }\n          case 8: {\n            if (!(message.ints && message.ints.length)) message.ints = [];\n            if ((tag & 7) === 2) {\n              var end2 = reader.uint32() + reader.pos;\n              while (reader.pos < end2) message.ints.push(reader.int64());\n            } else message.ints.push(reader.int64());\n            break;\n          }\n          case 9: {\n            if (!(message.strings && message.strings.length)) message.strings = [];\n            message.strings.push(reader.bytes());\n            break;\n          }\n          case 10: {\n            if (!(message.tensors && message.tensors.length)) message.tensors = [];\n            message.tensors.push($root.onnx.TensorProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 11: {\n            if (!(message.graphs && message.graphs.length)) message.graphs = [];\n            message.graphs.push($root.onnx.GraphProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 23: {\n            if (!(message.sparseTensors && message.sparseTensors.length)) message.sparseTensors = [];\n            message.sparseTensors.push($root.onnx.SparseTensorProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 15: {\n            if (!(message.typeProtos && message.typeProtos.length)) message.typeProtos = [];\n            message.typeProtos.push($root.onnx.TypeProto.decode(reader, reader.uint32()));\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes an AttributeProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.AttributeProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.AttributeProto} AttributeProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    AttributeProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies an AttributeProto message.\n     * @function verify\n     * @memberof onnx.AttributeProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    AttributeProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.name != null && message.hasOwnProperty('name'))\n        if (!$util.isString(message.name)) return 'name: string expected';\n      if (message.refAttrName != null && message.hasOwnProperty('refAttrName'))\n        if (!$util.isString(message.refAttrName)) return 'refAttrName: string expected';\n      if (message.docString != null && message.hasOwnProperty('docString'))\n        if (!$util.isString(message.docString)) return 'docString: string expected';\n      if (message.type != null && message.hasOwnProperty('type'))\n        switch (message.type) {\n          default:\n            return 'type: enum value expected';\n          case 0:\n          case 1:\n          case 2:\n          case 3:\n          case 4:\n          case 5:\n          case 11:\n          case 13:\n          case 6:\n          case 7:\n          case 8:\n          case 9:\n          case 10:\n          case 12:\n          case 14:\n            break;\n        }\n      if (message.f != null && message.hasOwnProperty('f'))\n        if (typeof message.f !== 'number') return 'f: number expected';\n      if (message.i != null && message.hasOwnProperty('i'))\n        if (\n          !$util.isInteger(message.i) &&\n          !(message.i && $util.isInteger(message.i.low) && $util.isInteger(message.i.high))\n        )\n          return 'i: integer|Long expected';\n      if (message.s != null && message.hasOwnProperty('s'))\n        if (!((message.s && typeof message.s.length === 'number') || $util.isString(message.s)))\n          return 's: buffer expected';\n      if (message.t != null && message.hasOwnProperty('t')) {\n        var error = $root.onnx.TensorProto.verify(message.t);\n        if (error) return 't.' + error;\n      }\n      if (message.g != null && message.hasOwnProperty('g')) {\n        var error = $root.onnx.GraphProto.verify(message.g);\n        if (error) return 'g.' + error;\n      }\n      if (message.sparseTensor != null && message.hasOwnProperty('sparseTensor')) {\n        var error = $root.onnx.SparseTensorProto.verify(message.sparseTensor);\n        if (error) return 'sparseTensor.' + error;\n      }\n      if (message.tp != null && message.hasOwnProperty('tp')) {\n        var error = $root.onnx.TypeProto.verify(message.tp);\n        if (error) return 'tp.' + error;\n      }\n      if (message.floats != null && message.hasOwnProperty('floats')) {\n        if (!Array.isArray(message.floats)) return 'floats: array expected';\n        for (var i = 0; i < message.floats.length; ++i)\n          if (typeof message.floats[i] !== 'number') return 'floats: number[] expected';\n      }\n      if (message.ints != null && message.hasOwnProperty('ints')) {\n        if (!Array.isArray(message.ints)) return 'ints: array expected';\n        for (var i = 0; i < message.ints.length; ++i)\n          if (\n            !$util.isInteger(message.ints[i]) &&\n            !(message.ints[i] && $util.isInteger(message.ints[i].low) && $util.isInteger(message.ints[i].high))\n          )\n            return 'ints: integer|Long[] expected';\n      }\n      if (message.strings != null && message.hasOwnProperty('strings')) {\n        if (!Array.isArray(message.strings)) return 'strings: array expected';\n        for (var i = 0; i < message.strings.length; ++i)\n          if (\n            !(\n              (message.strings[i] && typeof message.strings[i].length === 'number') ||\n              $util.isString(message.strings[i])\n            )\n          )\n            return 'strings: buffer[] expected';\n      }\n      if (message.tensors != null && message.hasOwnProperty('tensors')) {\n        if (!Array.isArray(message.tensors)) return 'tensors: array expected';\n        for (var i = 0; i < message.tensors.length; ++i) {\n          var error = $root.onnx.TensorProto.verify(message.tensors[i]);\n          if (error) return 'tensors.' + error;\n        }\n      }\n      if (message.graphs != null && message.hasOwnProperty('graphs')) {\n        if (!Array.isArray(message.graphs)) return 'graphs: array expected';\n        for (var i = 0; i < message.graphs.length; ++i) {\n          var error = $root.onnx.GraphProto.verify(message.graphs[i]);\n          if (error) return 'graphs.' + error;\n        }\n      }\n      if (message.sparseTensors != null && message.hasOwnProperty('sparseTensors')) {\n        if (!Array.isArray(message.sparseTensors)) return 'sparseTensors: array expected';\n        for (var i = 0; i < message.sparseTensors.length; ++i) {\n          var error = $root.onnx.SparseTensorProto.verify(message.sparseTensors[i]);\n          if (error) return 'sparseTensors.' + error;\n        }\n      }\n      if (message.typeProtos != null && message.hasOwnProperty('typeProtos')) {\n        if (!Array.isArray(message.typeProtos)) return 'typeProtos: array expected';\n        for (var i = 0; i < message.typeProtos.length; ++i) {\n          var error = $root.onnx.TypeProto.verify(message.typeProtos[i]);\n          if (error) return 'typeProtos.' + error;\n        }\n      }\n      return null;\n    };\n\n    /**\n     * Creates an AttributeProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.AttributeProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.AttributeProto} AttributeProto\n     */\n    AttributeProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.AttributeProto) return object;\n      var message = new $root.onnx.AttributeProto();\n      if (object.name != null) message.name = String(object.name);\n      if (object.refAttrName != null) message.refAttrName = String(object.refAttrName);\n      if (object.docString != null) message.docString = String(object.docString);\n      switch (object.type) {\n        default:\n          if (typeof object.type === 'number') {\n            message.type = object.type;\n            break;\n          }\n          break;\n        case 'UNDEFINED':\n        case 0:\n          message.type = 0;\n          break;\n        case 'FLOAT':\n        case 1:\n          message.type = 1;\n          break;\n        case 'INT':\n        case 2:\n          message.type = 2;\n          break;\n        case 'STRING':\n        case 3:\n          message.type = 3;\n          break;\n        case 'TENSOR':\n        case 4:\n          message.type = 4;\n          break;\n        case 'GRAPH':\n        case 5:\n          message.type = 5;\n          break;\n        case 'SPARSE_TENSOR':\n        case 11:\n          message.type = 11;\n          break;\n        case 'TYPE_PROTO':\n        case 13:\n          message.type = 13;\n          break;\n        case 'FLOATS':\n        case 6:\n          message.type = 6;\n          break;\n        case 'INTS':\n        case 7:\n          message.type = 7;\n          break;\n        case 'STRINGS':\n        case 8:\n          message.type = 8;\n          break;\n        case 'TENSORS':\n        case 9:\n          message.type = 9;\n          break;\n        case 'GRAPHS':\n        case 10:\n          message.type = 10;\n          break;\n        case 'SPARSE_TENSORS':\n        case 12:\n          message.type = 12;\n          break;\n        case 'TYPE_PROTOS':\n        case 14:\n          message.type = 14;\n          break;\n      }\n      if (object.f != null) message.f = Number(object.f);\n      if (object.i != null)\n        if ($util.Long) (message.i = $util.Long.fromValue(object.i)).unsigned = false;\n        else if (typeof object.i === 'string') message.i = parseInt(object.i, 10);\n        else if (typeof object.i === 'number') message.i = object.i;\n        else if (typeof object.i === 'object')\n          message.i = new $util.LongBits(object.i.low >>> 0, object.i.high >>> 0).toNumber();\n      if (object.s != null)\n        if (typeof object.s === 'string')\n          $util.base64.decode(object.s, (message.s = $util.newBuffer($util.base64.length(object.s))), 0);\n        else if (object.s.length >= 0) message.s = object.s;\n      if (object.t != null) {\n        if (typeof object.t !== 'object') throw TypeError('.onnx.AttributeProto.t: object expected');\n        message.t = $root.onnx.TensorProto.fromObject(object.t);\n      }\n      if (object.g != null) {\n        if (typeof object.g !== 'object') throw TypeError('.onnx.AttributeProto.g: object expected');\n        message.g = $root.onnx.GraphProto.fromObject(object.g);\n      }\n      if (object.sparseTensor != null) {\n        if (typeof object.sparseTensor !== 'object')\n          throw TypeError('.onnx.AttributeProto.sparseTensor: object expected');\n        message.sparseTensor = $root.onnx.SparseTensorProto.fromObject(object.sparseTensor);\n      }\n      if (object.tp != null) {\n        if (typeof object.tp !== 'object') throw TypeError('.onnx.AttributeProto.tp: object expected');\n        message.tp = $root.onnx.TypeProto.fromObject(object.tp);\n      }\n      if (object.floats) {\n        if (!Array.isArray(object.floats)) throw TypeError('.onnx.AttributeProto.floats: array expected');\n        message.floats = [];\n        for (var i = 0; i < object.floats.length; ++i) message.floats[i] = Number(object.floats[i]);\n      }\n      if (object.ints) {\n        if (!Array.isArray(object.ints)) throw TypeError('.onnx.AttributeProto.ints: array expected');\n        message.ints = [];\n        for (var i = 0; i < object.ints.length; ++i)\n          if ($util.Long) (message.ints[i] = $util.Long.fromValue(object.ints[i])).unsigned = false;\n          else if (typeof object.ints[i] === 'string') message.ints[i] = parseInt(object.ints[i], 10);\n          else if (typeof object.ints[i] === 'number') message.ints[i] = object.ints[i];\n          else if (typeof object.ints[i] === 'object')\n            message.ints[i] = new $util.LongBits(object.ints[i].low >>> 0, object.ints[i].high >>> 0).toNumber();\n      }\n      if (object.strings) {\n        if (!Array.isArray(object.strings)) throw TypeError('.onnx.AttributeProto.strings: array expected');\n        message.strings = [];\n        for (var i = 0; i < object.strings.length; ++i)\n          if (typeof object.strings[i] === 'string')\n            $util.base64.decode(\n              object.strings[i],\n              (message.strings[i] = $util.newBuffer($util.base64.length(object.strings[i]))),\n              0,\n            );\n          else if (object.strings[i].length >= 0) message.strings[i] = object.strings[i];\n      }\n      if (object.tensors) {\n        if (!Array.isArray(object.tensors)) throw TypeError('.onnx.AttributeProto.tensors: array expected');\n        message.tensors = [];\n        for (var i = 0; i < object.tensors.length; ++i) {\n          if (typeof object.tensors[i] !== 'object') throw TypeError('.onnx.AttributeProto.tensors: object expected');\n          message.tensors[i] = $root.onnx.TensorProto.fromObject(object.tensors[i]);\n        }\n      }\n      if (object.graphs) {\n        if (!Array.isArray(object.graphs)) throw TypeError('.onnx.AttributeProto.graphs: array expected');\n        message.graphs = [];\n        for (var i = 0; i < object.graphs.length; ++i) {\n          if (typeof object.graphs[i] !== 'object') throw TypeError('.onnx.AttributeProto.graphs: object expected');\n          message.graphs[i] = $root.onnx.GraphProto.fromObject(object.graphs[i]);\n        }\n      }\n      if (object.sparseTensors) {\n        if (!Array.isArray(object.sparseTensors)) throw TypeError('.onnx.AttributeProto.sparseTensors: array expected');\n        message.sparseTensors = [];\n        for (var i = 0; i < object.sparseTensors.length; ++i) {\n          if (typeof object.sparseTensors[i] !== 'object')\n            throw TypeError('.onnx.AttributeProto.sparseTensors: object expected');\n          message.sparseTensors[i] = $root.onnx.SparseTensorProto.fromObject(object.sparseTensors[i]);\n        }\n      }\n      if (object.typeProtos) {\n        if (!Array.isArray(object.typeProtos)) throw TypeError('.onnx.AttributeProto.typeProtos: array expected');\n        message.typeProtos = [];\n        for (var i = 0; i < object.typeProtos.length; ++i) {\n          if (typeof object.typeProtos[i] !== 'object')\n            throw TypeError('.onnx.AttributeProto.typeProtos: object expected');\n          message.typeProtos[i] = $root.onnx.TypeProto.fromObject(object.typeProtos[i]);\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Creates a plain object from an AttributeProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.AttributeProto\n     * @static\n     * @param {onnx.AttributeProto} message AttributeProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    AttributeProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.arrays || options.defaults) {\n        object.floats = [];\n        object.ints = [];\n        object.strings = [];\n        object.tensors = [];\n        object.graphs = [];\n        object.typeProtos = [];\n        object.sparseTensors = [];\n      }\n      if (options.defaults) {\n        object.name = '';\n        object.f = 0;\n        if ($util.Long) {\n          var long = new $util.Long(0, 0, false);\n          object.i = options.longs === String ? long.toString() : options.longs === Number ? long.toNumber() : long;\n        } else object.i = options.longs === String ? '0' : 0;\n        if (options.bytes === String) object.s = '';\n        else {\n          object.s = [];\n          if (options.bytes !== Array) object.s = $util.newBuffer(object.s);\n        }\n        object.t = null;\n        object.g = null;\n        object.docString = '';\n        object.tp = null;\n        object.type = options.enums === String ? 'UNDEFINED' : 0;\n        object.refAttrName = '';\n        object.sparseTensor = null;\n      }\n      if (message.name != null && message.hasOwnProperty('name')) object.name = message.name;\n      if (message.f != null && message.hasOwnProperty('f'))\n        object.f = options.json && !isFinite(message.f) ? String(message.f) : message.f;\n      if (message.i != null && message.hasOwnProperty('i'))\n        if (typeof message.i === 'number') object.i = options.longs === String ? String(message.i) : message.i;\n        else\n          object.i =\n            options.longs === String\n              ? $util.Long.prototype.toString.call(message.i)\n              : options.longs === Number\n                ? new $util.LongBits(message.i.low >>> 0, message.i.high >>> 0).toNumber()\n                : message.i;\n      if (message.s != null && message.hasOwnProperty('s'))\n        object.s =\n          options.bytes === String\n            ? $util.base64.encode(message.s, 0, message.s.length)\n            : options.bytes === Array\n              ? Array.prototype.slice.call(message.s)\n              : message.s;\n      if (message.t != null && message.hasOwnProperty('t'))\n        object.t = $root.onnx.TensorProto.toObject(message.t, options);\n      if (message.g != null && message.hasOwnProperty('g'))\n        object.g = $root.onnx.GraphProto.toObject(message.g, options);\n      if (message.floats && message.floats.length) {\n        object.floats = [];\n        for (var j = 0; j < message.floats.length; ++j)\n          object.floats[j] =\n            options.json && !isFinite(message.floats[j]) ? String(message.floats[j]) : message.floats[j];\n      }\n      if (message.ints && message.ints.length) {\n        object.ints = [];\n        for (var j = 0; j < message.ints.length; ++j)\n          if (typeof message.ints[j] === 'number')\n            object.ints[j] = options.longs === String ? String(message.ints[j]) : message.ints[j];\n          else\n            object.ints[j] =\n              options.longs === String\n                ? $util.Long.prototype.toString.call(message.ints[j])\n                : options.longs === Number\n                  ? new $util.LongBits(message.ints[j].low >>> 0, message.ints[j].high >>> 0).toNumber()\n                  : message.ints[j];\n      }\n      if (message.strings && message.strings.length) {\n        object.strings = [];\n        for (var j = 0; j < message.strings.length; ++j)\n          object.strings[j] =\n            options.bytes === String\n              ? $util.base64.encode(message.strings[j], 0, message.strings[j].length)\n              : options.bytes === Array\n                ? Array.prototype.slice.call(message.strings[j])\n                : message.strings[j];\n      }\n      if (message.tensors && message.tensors.length) {\n        object.tensors = [];\n        for (var j = 0; j < message.tensors.length; ++j)\n          object.tensors[j] = $root.onnx.TensorProto.toObject(message.tensors[j], options);\n      }\n      if (message.graphs && message.graphs.length) {\n        object.graphs = [];\n        for (var j = 0; j < message.graphs.length; ++j)\n          object.graphs[j] = $root.onnx.GraphProto.toObject(message.graphs[j], options);\n      }\n      if (message.docString != null && message.hasOwnProperty('docString')) object.docString = message.docString;\n      if (message.tp != null && message.hasOwnProperty('tp'))\n        object.tp = $root.onnx.TypeProto.toObject(message.tp, options);\n      if (message.typeProtos && message.typeProtos.length) {\n        object.typeProtos = [];\n        for (var j = 0; j < message.typeProtos.length; ++j)\n          object.typeProtos[j] = $root.onnx.TypeProto.toObject(message.typeProtos[j], options);\n      }\n      if (message.type != null && message.hasOwnProperty('type'))\n        object.type =\n          options.enums === String\n            ? $root.onnx.AttributeProto.AttributeType[message.type] === undefined\n              ? message.type\n              : $root.onnx.AttributeProto.AttributeType[message.type]\n            : message.type;\n      if (message.refAttrName != null && message.hasOwnProperty('refAttrName'))\n        object.refAttrName = message.refAttrName;\n      if (message.sparseTensor != null && message.hasOwnProperty('sparseTensor'))\n        object.sparseTensor = $root.onnx.SparseTensorProto.toObject(message.sparseTensor, options);\n      if (message.sparseTensors && message.sparseTensors.length) {\n        object.sparseTensors = [];\n        for (var j = 0; j < message.sparseTensors.length; ++j)\n          object.sparseTensors[j] = $root.onnx.SparseTensorProto.toObject(message.sparseTensors[j], options);\n      }\n      return object;\n    };\n\n    /**\n     * Converts this AttributeProto to JSON.\n     * @function toJSON\n     * @memberof onnx.AttributeProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    AttributeProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for AttributeProto\n     * @function getTypeUrl\n     * @memberof onnx.AttributeProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    AttributeProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.AttributeProto';\n    };\n\n    /**\n     * AttributeType enum.\n     * @name onnx.AttributeProto.AttributeType\n     * @enum {number}\n     * @property {number} UNDEFINED=0 UNDEFINED value\n     * @property {number} FLOAT=1 FLOAT value\n     * @property {number} INT=2 INT value\n     * @property {number} STRING=3 STRING value\n     * @property {number} TENSOR=4 TENSOR value\n     * @property {number} GRAPH=5 GRAPH value\n     * @property {number} SPARSE_TENSOR=11 SPARSE_TENSOR value\n     * @property {number} TYPE_PROTO=13 TYPE_PROTO value\n     * @property {number} FLOATS=6 FLOATS value\n     * @property {number} INTS=7 INTS value\n     * @property {number} STRINGS=8 STRINGS value\n     * @property {number} TENSORS=9 TENSORS value\n     * @property {number} GRAPHS=10 GRAPHS value\n     * @property {number} SPARSE_TENSORS=12 SPARSE_TENSORS value\n     * @property {number} TYPE_PROTOS=14 TYPE_PROTOS value\n     */\n    AttributeProto.AttributeType = (function () {\n      var valuesById = {},\n        values = Object.create(valuesById);\n      values[(valuesById[0] = 'UNDEFINED')] = 0;\n      values[(valuesById[1] = 'FLOAT')] = 1;\n      values[(valuesById[2] = 'INT')] = 2;\n      values[(valuesById[3] = 'STRING')] = 3;\n      values[(valuesById[4] = 'TENSOR')] = 4;\n      values[(valuesById[5] = 'GRAPH')] = 5;\n      values[(valuesById[11] = 'SPARSE_TENSOR')] = 11;\n      values[(valuesById[13] = 'TYPE_PROTO')] = 13;\n      values[(valuesById[6] = 'FLOATS')] = 6;\n      values[(valuesById[7] = 'INTS')] = 7;\n      values[(valuesById[8] = 'STRINGS')] = 8;\n      values[(valuesById[9] = 'TENSORS')] = 9;\n      values[(valuesById[10] = 'GRAPHS')] = 10;\n      values[(valuesById[12] = 'SPARSE_TENSORS')] = 12;\n      values[(valuesById[14] = 'TYPE_PROTOS')] = 14;\n      return values;\n    })();\n\n    return AttributeProto;\n  })();\n\n  onnx.ValueInfoProto = (function () {\n    /**\n     * Properties of a ValueInfoProto.\n     * @memberof onnx\n     * @interface IValueInfoProto\n     * @property {string|null} [name] ValueInfoProto name\n     * @property {onnx.ITypeProto|null} [type] ValueInfoProto type\n     * @property {string|null} [docString] ValueInfoProto docString\n     */\n\n    /**\n     * Constructs a new ValueInfoProto.\n     * @memberof onnx\n     * @classdesc Represents a ValueInfoProto.\n     * @implements IValueInfoProto\n     * @constructor\n     * @param {onnx.IValueInfoProto=} [properties] Properties to set\n     */\n    function ValueInfoProto(properties) {\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * ValueInfoProto name.\n     * @member {string} name\n     * @memberof onnx.ValueInfoProto\n     * @instance\n     */\n    ValueInfoProto.prototype.name = '';\n\n    /**\n     * ValueInfoProto type.\n     * @member {onnx.ITypeProto|null|undefined} type\n     * @memberof onnx.ValueInfoProto\n     * @instance\n     */\n    ValueInfoProto.prototype.type = null;\n\n    /**\n     * ValueInfoProto docString.\n     * @member {string} docString\n     * @memberof onnx.ValueInfoProto\n     * @instance\n     */\n    ValueInfoProto.prototype.docString = '';\n\n    /**\n     * Creates a new ValueInfoProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.ValueInfoProto\n     * @static\n     * @param {onnx.IValueInfoProto=} [properties] Properties to set\n     * @returns {onnx.ValueInfoProto} ValueInfoProto instance\n     */\n    ValueInfoProto.create = function create(properties) {\n      return new ValueInfoProto(properties);\n    };\n\n    /**\n     * Encodes the specified ValueInfoProto message. Does not implicitly {@link onnx.ValueInfoProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.ValueInfoProto\n     * @static\n     * @param {onnx.IValueInfoProto} message ValueInfoProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    ValueInfoProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.name != null && Object.hasOwnProperty.call(message, 'name'))\n        writer.uint32(/* id 1, wireType 2 =*/ 10).string(message.name);\n      if (message.type != null && Object.hasOwnProperty.call(message, 'type'))\n        $root.onnx.TypeProto.encode(message.type, writer.uint32(/* id 2, wireType 2 =*/ 18).fork()).ldelim();\n      if (message.docString != null && Object.hasOwnProperty.call(message, 'docString'))\n        writer.uint32(/* id 3, wireType 2 =*/ 26).string(message.docString);\n      return writer;\n    };\n\n    /**\n     * Encodes the specified ValueInfoProto message, length delimited. Does not implicitly {@link onnx.ValueInfoProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.ValueInfoProto\n     * @static\n     * @param {onnx.IValueInfoProto} message ValueInfoProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    ValueInfoProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a ValueInfoProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.ValueInfoProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.ValueInfoProto} ValueInfoProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    ValueInfoProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.ValueInfoProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            message.name = reader.string();\n            break;\n          }\n          case 2: {\n            message.type = $root.onnx.TypeProto.decode(reader, reader.uint32());\n            break;\n          }\n          case 3: {\n            message.docString = reader.string();\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a ValueInfoProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.ValueInfoProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.ValueInfoProto} ValueInfoProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    ValueInfoProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a ValueInfoProto message.\n     * @function verify\n     * @memberof onnx.ValueInfoProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    ValueInfoProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.name != null && message.hasOwnProperty('name'))\n        if (!$util.isString(message.name)) return 'name: string expected';\n      if (message.type != null && message.hasOwnProperty('type')) {\n        var error = $root.onnx.TypeProto.verify(message.type);\n        if (error) return 'type.' + error;\n      }\n      if (message.docString != null && message.hasOwnProperty('docString'))\n        if (!$util.isString(message.docString)) return 'docString: string expected';\n      return null;\n    };\n\n    /**\n     * Creates a ValueInfoProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.ValueInfoProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.ValueInfoProto} ValueInfoProto\n     */\n    ValueInfoProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.ValueInfoProto) return object;\n      var message = new $root.onnx.ValueInfoProto();\n      if (object.name != null) message.name = String(object.name);\n      if (object.type != null) {\n        if (typeof object.type !== 'object') throw TypeError('.onnx.ValueInfoProto.type: object expected');\n        message.type = $root.onnx.TypeProto.fromObject(object.type);\n      }\n      if (object.docString != null) message.docString = String(object.docString);\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a ValueInfoProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.ValueInfoProto\n     * @static\n     * @param {onnx.ValueInfoProto} message ValueInfoProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    ValueInfoProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.defaults) {\n        object.name = '';\n        object.type = null;\n        object.docString = '';\n      }\n      if (message.name != null && message.hasOwnProperty('name')) object.name = message.name;\n      if (message.type != null && message.hasOwnProperty('type'))\n        object.type = $root.onnx.TypeProto.toObject(message.type, options);\n      if (message.docString != null && message.hasOwnProperty('docString')) object.docString = message.docString;\n      return object;\n    };\n\n    /**\n     * Converts this ValueInfoProto to JSON.\n     * @function toJSON\n     * @memberof onnx.ValueInfoProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    ValueInfoProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for ValueInfoProto\n     * @function getTypeUrl\n     * @memberof onnx.ValueInfoProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    ValueInfoProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.ValueInfoProto';\n    };\n\n    return ValueInfoProto;\n  })();\n\n  onnx.NodeProto = (function () {\n    /**\n     * Properties of a NodeProto.\n     * @memberof onnx\n     * @interface INodeProto\n     * @property {Array.<string>|null} [input] NodeProto input\n     * @property {Array.<string>|null} [output] NodeProto output\n     * @property {string|null} [name] NodeProto name\n     * @property {string|null} [opType] NodeProto opType\n     * @property {string|null} [domain] NodeProto domain\n     * @property {Array.<onnx.IAttributeProto>|null} [attribute] NodeProto attribute\n     * @property {string|null} [docString] NodeProto docString\n     */\n\n    /**\n     * Constructs a new NodeProto.\n     * @memberof onnx\n     * @classdesc Represents a NodeProto.\n     * @implements INodeProto\n     * @constructor\n     * @param {onnx.INodeProto=} [properties] Properties to set\n     */\n    function NodeProto(properties) {\n      this.input = [];\n      this.output = [];\n      this.attribute = [];\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * NodeProto input.\n     * @member {Array.<string>} input\n     * @memberof onnx.NodeProto\n     * @instance\n     */\n    NodeProto.prototype.input = $util.emptyArray;\n\n    /**\n     * NodeProto output.\n     * @member {Array.<string>} output\n     * @memberof onnx.NodeProto\n     * @instance\n     */\n    NodeProto.prototype.output = $util.emptyArray;\n\n    /**\n     * NodeProto name.\n     * @member {string} name\n     * @memberof onnx.NodeProto\n     * @instance\n     */\n    NodeProto.prototype.name = '';\n\n    /**\n     * NodeProto opType.\n     * @member {string} opType\n     * @memberof onnx.NodeProto\n     * @instance\n     */\n    NodeProto.prototype.opType = '';\n\n    /**\n     * NodeProto domain.\n     * @member {string} domain\n     * @memberof onnx.NodeProto\n     * @instance\n     */\n    NodeProto.prototype.domain = '';\n\n    /**\n     * NodeProto attribute.\n     * @member {Array.<onnx.IAttributeProto>} attribute\n     * @memberof onnx.NodeProto\n     * @instance\n     */\n    NodeProto.prototype.attribute = $util.emptyArray;\n\n    /**\n     * NodeProto docString.\n     * @member {string} docString\n     * @memberof onnx.NodeProto\n     * @instance\n     */\n    NodeProto.prototype.docString = '';\n\n    /**\n     * Creates a new NodeProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.NodeProto\n     * @static\n     * @param {onnx.INodeProto=} [properties] Properties to set\n     * @returns {onnx.NodeProto} NodeProto instance\n     */\n    NodeProto.create = function create(properties) {\n      return new NodeProto(properties);\n    };\n\n    /**\n     * Encodes the specified NodeProto message. Does not implicitly {@link onnx.NodeProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.NodeProto\n     * @static\n     * @param {onnx.INodeProto} message NodeProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    NodeProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.input != null && message.input.length)\n        for (var i = 0; i < message.input.length; ++i)\n          writer.uint32(/* id 1, wireType 2 =*/ 10).string(message.input[i]);\n      if (message.output != null && message.output.length)\n        for (var i = 0; i < message.output.length; ++i)\n          writer.uint32(/* id 2, wireType 2 =*/ 18).string(message.output[i]);\n      if (message.name != null && Object.hasOwnProperty.call(message, 'name'))\n        writer.uint32(/* id 3, wireType 2 =*/ 26).string(message.name);\n      if (message.opType != null && Object.hasOwnProperty.call(message, 'opType'))\n        writer.uint32(/* id 4, wireType 2 =*/ 34).string(message.opType);\n      if (message.attribute != null && message.attribute.length)\n        for (var i = 0; i < message.attribute.length; ++i)\n          $root.onnx.AttributeProto.encode(\n            message.attribute[i],\n            writer.uint32(/* id 5, wireType 2 =*/ 42).fork(),\n          ).ldelim();\n      if (message.docString != null && Object.hasOwnProperty.call(message, 'docString'))\n        writer.uint32(/* id 6, wireType 2 =*/ 50).string(message.docString);\n      if (message.domain != null && Object.hasOwnProperty.call(message, 'domain'))\n        writer.uint32(/* id 7, wireType 2 =*/ 58).string(message.domain);\n      return writer;\n    };\n\n    /**\n     * Encodes the specified NodeProto message, length delimited. Does not implicitly {@link onnx.NodeProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.NodeProto\n     * @static\n     * @param {onnx.INodeProto} message NodeProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    NodeProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a NodeProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.NodeProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.NodeProto} NodeProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    NodeProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.NodeProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            if (!(message.input && message.input.length)) message.input = [];\n            message.input.push(reader.string());\n            break;\n          }\n          case 2: {\n            if (!(message.output && message.output.length)) message.output = [];\n            message.output.push(reader.string());\n            break;\n          }\n          case 3: {\n            message.name = reader.string();\n            break;\n          }\n          case 4: {\n            message.opType = reader.string();\n            break;\n          }\n          case 7: {\n            message.domain = reader.string();\n            break;\n          }\n          case 5: {\n            if (!(message.attribute && message.attribute.length)) message.attribute = [];\n            message.attribute.push($root.onnx.AttributeProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 6: {\n            message.docString = reader.string();\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a NodeProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.NodeProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.NodeProto} NodeProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    NodeProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a NodeProto message.\n     * @function verify\n     * @memberof onnx.NodeProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    NodeProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.input != null && message.hasOwnProperty('input')) {\n        if (!Array.isArray(message.input)) return 'input: array expected';\n        for (var i = 0; i < message.input.length; ++i)\n          if (!$util.isString(message.input[i])) return 'input: string[] expected';\n      }\n      if (message.output != null && message.hasOwnProperty('output')) {\n        if (!Array.isArray(message.output)) return 'output: array expected';\n        for (var i = 0; i < message.output.length; ++i)\n          if (!$util.isString(message.output[i])) return 'output: string[] expected';\n      }\n      if (message.name != null && message.hasOwnProperty('name'))\n        if (!$util.isString(message.name)) return 'name: string expected';\n      if (message.opType != null && message.hasOwnProperty('opType'))\n        if (!$util.isString(message.opType)) return 'opType: string expected';\n      if (message.domain != null && message.hasOwnProperty('domain'))\n        if (!$util.isString(message.domain)) return 'domain: string expected';\n      if (message.attribute != null && message.hasOwnProperty('attribute')) {\n        if (!Array.isArray(message.attribute)) return 'attribute: array expected';\n        for (var i = 0; i < message.attribute.length; ++i) {\n          var error = $root.onnx.AttributeProto.verify(message.attribute[i]);\n          if (error) return 'attribute.' + error;\n        }\n      }\n      if (message.docString != null && message.hasOwnProperty('docString'))\n        if (!$util.isString(message.docString)) return 'docString: string expected';\n      return null;\n    };\n\n    /**\n     * Creates a NodeProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.NodeProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.NodeProto} NodeProto\n     */\n    NodeProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.NodeProto) return object;\n      var message = new $root.onnx.NodeProto();\n      if (object.input) {\n        if (!Array.isArray(object.input)) throw TypeError('.onnx.NodeProto.input: array expected');\n        message.input = [];\n        for (var i = 0; i < object.input.length; ++i) message.input[i] = String(object.input[i]);\n      }\n      if (object.output) {\n        if (!Array.isArray(object.output)) throw TypeError('.onnx.NodeProto.output: array expected');\n        message.output = [];\n        for (var i = 0; i < object.output.length; ++i) message.output[i] = String(object.output[i]);\n      }\n      if (object.name != null) message.name = String(object.name);\n      if (object.opType != null) message.opType = String(object.opType);\n      if (object.domain != null) message.domain = String(object.domain);\n      if (object.attribute) {\n        if (!Array.isArray(object.attribute)) throw TypeError('.onnx.NodeProto.attribute: array expected');\n        message.attribute = [];\n        for (var i = 0; i < object.attribute.length; ++i) {\n          if (typeof object.attribute[i] !== 'object') throw TypeError('.onnx.NodeProto.attribute: object expected');\n          message.attribute[i] = $root.onnx.AttributeProto.fromObject(object.attribute[i]);\n        }\n      }\n      if (object.docString != null) message.docString = String(object.docString);\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a NodeProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.NodeProto\n     * @static\n     * @param {onnx.NodeProto} message NodeProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    NodeProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.arrays || options.defaults) {\n        object.input = [];\n        object.output = [];\n        object.attribute = [];\n      }\n      if (options.defaults) {\n        object.name = '';\n        object.opType = '';\n        object.docString = '';\n        object.domain = '';\n      }\n      if (message.input && message.input.length) {\n        object.input = [];\n        for (var j = 0; j < message.input.length; ++j) object.input[j] = message.input[j];\n      }\n      if (message.output && message.output.length) {\n        object.output = [];\n        for (var j = 0; j < message.output.length; ++j) object.output[j] = message.output[j];\n      }\n      if (message.name != null && message.hasOwnProperty('name')) object.name = message.name;\n      if (message.opType != null && message.hasOwnProperty('opType')) object.opType = message.opType;\n      if (message.attribute && message.attribute.length) {\n        object.attribute = [];\n        for (var j = 0; j < message.attribute.length; ++j)\n          object.attribute[j] = $root.onnx.AttributeProto.toObject(message.attribute[j], options);\n      }\n      if (message.docString != null && message.hasOwnProperty('docString')) object.docString = message.docString;\n      if (message.domain != null && message.hasOwnProperty('domain')) object.domain = message.domain;\n      return object;\n    };\n\n    /**\n     * Converts this NodeProto to JSON.\n     * @function toJSON\n     * @memberof onnx.NodeProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    NodeProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for NodeProto\n     * @function getTypeUrl\n     * @memberof onnx.NodeProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    NodeProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.NodeProto';\n    };\n\n    return NodeProto;\n  })();\n\n  onnx.TrainingInfoProto = (function () {\n    /**\n     * Properties of a TrainingInfoProto.\n     * @memberof onnx\n     * @interface ITrainingInfoProto\n     * @property {onnx.IGraphProto|null} [initialization] TrainingInfoProto initialization\n     * @property {onnx.IGraphProto|null} [algorithm] TrainingInfoProto algorithm\n     * @property {Array.<onnx.IStringStringEntryProto>|null} [initializationBinding] TrainingInfoProto initializationBinding\n     * @property {Array.<onnx.IStringStringEntryProto>|null} [updateBinding] TrainingInfoProto updateBinding\n     */\n\n    /**\n     * Constructs a new TrainingInfoProto.\n     * @memberof onnx\n     * @classdesc Represents a TrainingInfoProto.\n     * @implements ITrainingInfoProto\n     * @constructor\n     * @param {onnx.ITrainingInfoProto=} [properties] Properties to set\n     */\n    function TrainingInfoProto(properties) {\n      this.initializationBinding = [];\n      this.updateBinding = [];\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * TrainingInfoProto initialization.\n     * @member {onnx.IGraphProto|null|undefined} initialization\n     * @memberof onnx.TrainingInfoProto\n     * @instance\n     */\n    TrainingInfoProto.prototype.initialization = null;\n\n    /**\n     * TrainingInfoProto algorithm.\n     * @member {onnx.IGraphProto|null|undefined} algorithm\n     * @memberof onnx.TrainingInfoProto\n     * @instance\n     */\n    TrainingInfoProto.prototype.algorithm = null;\n\n    /**\n     * TrainingInfoProto initializationBinding.\n     * @member {Array.<onnx.IStringStringEntryProto>} initializationBinding\n     * @memberof onnx.TrainingInfoProto\n     * @instance\n     */\n    TrainingInfoProto.prototype.initializationBinding = $util.emptyArray;\n\n    /**\n     * TrainingInfoProto updateBinding.\n     * @member {Array.<onnx.IStringStringEntryProto>} updateBinding\n     * @memberof onnx.TrainingInfoProto\n     * @instance\n     */\n    TrainingInfoProto.prototype.updateBinding = $util.emptyArray;\n\n    /**\n     * Creates a new TrainingInfoProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.TrainingInfoProto\n     * @static\n     * @param {onnx.ITrainingInfoProto=} [properties] Properties to set\n     * @returns {onnx.TrainingInfoProto} TrainingInfoProto instance\n     */\n    TrainingInfoProto.create = function create(properties) {\n      return new TrainingInfoProto(properties);\n    };\n\n    /**\n     * Encodes the specified TrainingInfoProto message. Does not implicitly {@link onnx.TrainingInfoProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.TrainingInfoProto\n     * @static\n     * @param {onnx.ITrainingInfoProto} message TrainingInfoProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    TrainingInfoProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.initialization != null && Object.hasOwnProperty.call(message, 'initialization'))\n        $root.onnx.GraphProto.encode(message.initialization, writer.uint32(/* id 1, wireType 2 =*/ 10).fork()).ldelim();\n      if (message.algorithm != null && Object.hasOwnProperty.call(message, 'algorithm'))\n        $root.onnx.GraphProto.encode(message.algorithm, writer.uint32(/* id 2, wireType 2 =*/ 18).fork()).ldelim();\n      if (message.initializationBinding != null && message.initializationBinding.length)\n        for (var i = 0; i < message.initializationBinding.length; ++i)\n          $root.onnx.StringStringEntryProto.encode(\n            message.initializationBinding[i],\n            writer.uint32(/* id 3, wireType 2 =*/ 26).fork(),\n          ).ldelim();\n      if (message.updateBinding != null && message.updateBinding.length)\n        for (var i = 0; i < message.updateBinding.length; ++i)\n          $root.onnx.StringStringEntryProto.encode(\n            message.updateBinding[i],\n            writer.uint32(/* id 4, wireType 2 =*/ 34).fork(),\n          ).ldelim();\n      return writer;\n    };\n\n    /**\n     * Encodes the specified TrainingInfoProto message, length delimited. Does not implicitly {@link onnx.TrainingInfoProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.TrainingInfoProto\n     * @static\n     * @param {onnx.ITrainingInfoProto} message TrainingInfoProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    TrainingInfoProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a TrainingInfoProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.TrainingInfoProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.TrainingInfoProto} TrainingInfoProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    TrainingInfoProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.TrainingInfoProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            message.initialization = $root.onnx.GraphProto.decode(reader, reader.uint32());\n            break;\n          }\n          case 2: {\n            message.algorithm = $root.onnx.GraphProto.decode(reader, reader.uint32());\n            break;\n          }\n          case 3: {\n            if (!(message.initializationBinding && message.initializationBinding.length))\n              message.initializationBinding = [];\n            message.initializationBinding.push($root.onnx.StringStringEntryProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 4: {\n            if (!(message.updateBinding && message.updateBinding.length)) message.updateBinding = [];\n            message.updateBinding.push($root.onnx.StringStringEntryProto.decode(reader, reader.uint32()));\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a TrainingInfoProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.TrainingInfoProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.TrainingInfoProto} TrainingInfoProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    TrainingInfoProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a TrainingInfoProto message.\n     * @function verify\n     * @memberof onnx.TrainingInfoProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    TrainingInfoProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.initialization != null && message.hasOwnProperty('initialization')) {\n        var error = $root.onnx.GraphProto.verify(message.initialization);\n        if (error) return 'initialization.' + error;\n      }\n      if (message.algorithm != null && message.hasOwnProperty('algorithm')) {\n        var error = $root.onnx.GraphProto.verify(message.algorithm);\n        if (error) return 'algorithm.' + error;\n      }\n      if (message.initializationBinding != null && message.hasOwnProperty('initializationBinding')) {\n        if (!Array.isArray(message.initializationBinding)) return 'initializationBinding: array expected';\n        for (var i = 0; i < message.initializationBinding.length; ++i) {\n          var error = $root.onnx.StringStringEntryProto.verify(message.initializationBinding[i]);\n          if (error) return 'initializationBinding.' + error;\n        }\n      }\n      if (message.updateBinding != null && message.hasOwnProperty('updateBinding')) {\n        if (!Array.isArray(message.updateBinding)) return 'updateBinding: array expected';\n        for (var i = 0; i < message.updateBinding.length; ++i) {\n          var error = $root.onnx.StringStringEntryProto.verify(message.updateBinding[i]);\n          if (error) return 'updateBinding.' + error;\n        }\n      }\n      return null;\n    };\n\n    /**\n     * Creates a TrainingInfoProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.TrainingInfoProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.TrainingInfoProto} TrainingInfoProto\n     */\n    TrainingInfoProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.TrainingInfoProto) return object;\n      var message = new $root.onnx.TrainingInfoProto();\n      if (object.initialization != null) {\n        if (typeof object.initialization !== 'object')\n          throw TypeError('.onnx.TrainingInfoProto.initialization: object expected');\n        message.initialization = $root.onnx.GraphProto.fromObject(object.initialization);\n      }\n      if (object.algorithm != null) {\n        if (typeof object.algorithm !== 'object') throw TypeError('.onnx.TrainingInfoProto.algorithm: object expected');\n        message.algorithm = $root.onnx.GraphProto.fromObject(object.algorithm);\n      }\n      if (object.initializationBinding) {\n        if (!Array.isArray(object.initializationBinding))\n          throw TypeError('.onnx.TrainingInfoProto.initializationBinding: array expected');\n        message.initializationBinding = [];\n        for (var i = 0; i < object.initializationBinding.length; ++i) {\n          if (typeof object.initializationBinding[i] !== 'object')\n            throw TypeError('.onnx.TrainingInfoProto.initializationBinding: object expected');\n          message.initializationBinding[i] = $root.onnx.StringStringEntryProto.fromObject(\n            object.initializationBinding[i],\n          );\n        }\n      }\n      if (object.updateBinding) {\n        if (!Array.isArray(object.updateBinding))\n          throw TypeError('.onnx.TrainingInfoProto.updateBinding: array expected');\n        message.updateBinding = [];\n        for (var i = 0; i < object.updateBinding.length; ++i) {\n          if (typeof object.updateBinding[i] !== 'object')\n            throw TypeError('.onnx.TrainingInfoProto.updateBinding: object expected');\n          message.updateBinding[i] = $root.onnx.StringStringEntryProto.fromObject(object.updateBinding[i]);\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a TrainingInfoProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.TrainingInfoProto\n     * @static\n     * @param {onnx.TrainingInfoProto} message TrainingInfoProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    TrainingInfoProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.arrays || options.defaults) {\n        object.initializationBinding = [];\n        object.updateBinding = [];\n      }\n      if (options.defaults) {\n        object.initialization = null;\n        object.algorithm = null;\n      }\n      if (message.initialization != null && message.hasOwnProperty('initialization'))\n        object.initialization = $root.onnx.GraphProto.toObject(message.initialization, options);\n      if (message.algorithm != null && message.hasOwnProperty('algorithm'))\n        object.algorithm = $root.onnx.GraphProto.toObject(message.algorithm, options);\n      if (message.initializationBinding && message.initializationBinding.length) {\n        object.initializationBinding = [];\n        for (var j = 0; j < message.initializationBinding.length; ++j)\n          object.initializationBinding[j] = $root.onnx.StringStringEntryProto.toObject(\n            message.initializationBinding[j],\n            options,\n          );\n      }\n      if (message.updateBinding && message.updateBinding.length) {\n        object.updateBinding = [];\n        for (var j = 0; j < message.updateBinding.length; ++j)\n          object.updateBinding[j] = $root.onnx.StringStringEntryProto.toObject(message.updateBinding[j], options);\n      }\n      return object;\n    };\n\n    /**\n     * Converts this TrainingInfoProto to JSON.\n     * @function toJSON\n     * @memberof onnx.TrainingInfoProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    TrainingInfoProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for TrainingInfoProto\n     * @function getTypeUrl\n     * @memberof onnx.TrainingInfoProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    TrainingInfoProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.TrainingInfoProto';\n    };\n\n    return TrainingInfoProto;\n  })();\n\n  onnx.ModelProto = (function () {\n    /**\n     * Properties of a ModelProto.\n     * @memberof onnx\n     * @interface IModelProto\n     * @property {number|Long|null} [irVersion] ModelProto irVersion\n     * @property {Array.<onnx.IOperatorSetIdProto>|null} [opsetImport] ModelProto opsetImport\n     * @property {string|null} [producerName] ModelProto producerName\n     * @property {string|null} [producerVersion] ModelProto producerVersion\n     * @property {string|null} [domain] ModelProto domain\n     * @property {number|Long|null} [modelVersion] ModelProto modelVersion\n     * @property {string|null} [docString] ModelProto docString\n     * @property {onnx.IGraphProto|null} [graph] ModelProto graph\n     * @property {Array.<onnx.IStringStringEntryProto>|null} [metadataProps] ModelProto metadataProps\n     * @property {Array.<onnx.ITrainingInfoProto>|null} [trainingInfo] ModelProto trainingInfo\n     * @property {Array.<onnx.IFunctionProto>|null} [functions] ModelProto functions\n     */\n\n    /**\n     * Constructs a new ModelProto.\n     * @memberof onnx\n     * @classdesc Represents a ModelProto.\n     * @implements IModelProto\n     * @constructor\n     * @param {onnx.IModelProto=} [properties] Properties to set\n     */\n    function ModelProto(properties) {\n      this.opsetImport = [];\n      this.metadataProps = [];\n      this.trainingInfo = [];\n      this.functions = [];\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * ModelProto irVersion.\n     * @member {number|Long} irVersion\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.irVersion = $util.Long ? $util.Long.fromBits(0, 0, false) : 0;\n\n    /**\n     * ModelProto opsetImport.\n     * @member {Array.<onnx.IOperatorSetIdProto>} opsetImport\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.opsetImport = $util.emptyArray;\n\n    /**\n     * ModelProto producerName.\n     * @member {string} producerName\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.producerName = '';\n\n    /**\n     * ModelProto producerVersion.\n     * @member {string} producerVersion\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.producerVersion = '';\n\n    /**\n     * ModelProto domain.\n     * @member {string} domain\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.domain = '';\n\n    /**\n     * ModelProto modelVersion.\n     * @member {number|Long} modelVersion\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.modelVersion = $util.Long ? $util.Long.fromBits(0, 0, false) : 0;\n\n    /**\n     * ModelProto docString.\n     * @member {string} docString\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.docString = '';\n\n    /**\n     * ModelProto graph.\n     * @member {onnx.IGraphProto|null|undefined} graph\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.graph = null;\n\n    /**\n     * ModelProto metadataProps.\n     * @member {Array.<onnx.IStringStringEntryProto>} metadataProps\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.metadataProps = $util.emptyArray;\n\n    /**\n     * ModelProto trainingInfo.\n     * @member {Array.<onnx.ITrainingInfoProto>} trainingInfo\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.trainingInfo = $util.emptyArray;\n\n    /**\n     * ModelProto functions.\n     * @member {Array.<onnx.IFunctionProto>} functions\n     * @memberof onnx.ModelProto\n     * @instance\n     */\n    ModelProto.prototype.functions = $util.emptyArray;\n\n    /**\n     * Creates a new ModelProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.ModelProto\n     * @static\n     * @param {onnx.IModelProto=} [properties] Properties to set\n     * @returns {onnx.ModelProto} ModelProto instance\n     */\n    ModelProto.create = function create(properties) {\n      return new ModelProto(properties);\n    };\n\n    /**\n     * Encodes the specified ModelProto message. Does not implicitly {@link onnx.ModelProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.ModelProto\n     * @static\n     * @param {onnx.IModelProto} message ModelProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    ModelProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.irVersion != null && Object.hasOwnProperty.call(message, 'irVersion'))\n        writer.uint32(/* id 1, wireType 0 =*/ 8).int64(message.irVersion);\n      if (message.producerName != null && Object.hasOwnProperty.call(message, 'producerName'))\n        writer.uint32(/* id 2, wireType 2 =*/ 18).string(message.producerName);\n      if (message.producerVersion != null && Object.hasOwnProperty.call(message, 'producerVersion'))\n        writer.uint32(/* id 3, wireType 2 =*/ 26).string(message.producerVersion);\n      if (message.domain != null && Object.hasOwnProperty.call(message, 'domain'))\n        writer.uint32(/* id 4, wireType 2 =*/ 34).string(message.domain);\n      if (message.modelVersion != null && Object.hasOwnProperty.call(message, 'modelVersion'))\n        writer.uint32(/* id 5, wireType 0 =*/ 40).int64(message.modelVersion);\n      if (message.docString != null && Object.hasOwnProperty.call(message, 'docString'))\n        writer.uint32(/* id 6, wireType 2 =*/ 50).string(message.docString);\n      if (message.graph != null && Object.hasOwnProperty.call(message, 'graph'))\n        $root.onnx.GraphProto.encode(message.graph, writer.uint32(/* id 7, wireType 2 =*/ 58).fork()).ldelim();\n      if (message.opsetImport != null && message.opsetImport.length)\n        for (var i = 0; i < message.opsetImport.length; ++i)\n          $root.onnx.OperatorSetIdProto.encode(\n            message.opsetImport[i],\n            writer.uint32(/* id 8, wireType 2 =*/ 66).fork(),\n          ).ldelim();\n      if (message.metadataProps != null && message.metadataProps.length)\n        for (var i = 0; i < message.metadataProps.length; ++i)\n          $root.onnx.StringStringEntryProto.encode(\n            message.metadataProps[i],\n            writer.uint32(/* id 14, wireType 2 =*/ 114).fork(),\n          ).ldelim();\n      if (message.trainingInfo != null && message.trainingInfo.length)\n        for (var i = 0; i < message.trainingInfo.length; ++i)\n          $root.onnx.TrainingInfoProto.encode(\n            message.trainingInfo[i],\n            writer.uint32(/* id 20, wireType 2 =*/ 162).fork(),\n          ).ldelim();\n      if (message.functions != null && message.functions.length)\n        for (var i = 0; i < message.functions.length; ++i)\n          $root.onnx.FunctionProto.encode(\n            message.functions[i],\n            writer.uint32(/* id 25, wireType 2 =*/ 202).fork(),\n          ).ldelim();\n      return writer;\n    };\n\n    /**\n     * Encodes the specified ModelProto message, length delimited. Does not implicitly {@link onnx.ModelProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.ModelProto\n     * @static\n     * @param {onnx.IModelProto} message ModelProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    ModelProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a ModelProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.ModelProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.ModelProto} ModelProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    ModelProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.ModelProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            message.irVersion = reader.int64();\n            break;\n          }\n          case 8: {\n            if (!(message.opsetImport && message.opsetImport.length)) message.opsetImport = [];\n            message.opsetImport.push($root.onnx.OperatorSetIdProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 2: {\n            message.producerName = reader.string();\n            break;\n          }\n          case 3: {\n            message.producerVersion = reader.string();\n            break;\n          }\n          case 4: {\n            message.domain = reader.string();\n            break;\n          }\n          case 5: {\n            message.modelVersion = reader.int64();\n            break;\n          }\n          case 6: {\n            message.docString = reader.string();\n            break;\n          }\n          case 7: {\n            message.graph = $root.onnx.GraphProto.decode(reader, reader.uint32());\n            break;\n          }\n          case 14: {\n            if (!(message.metadataProps && message.metadataProps.length)) message.metadataProps = [];\n            message.metadataProps.push($root.onnx.StringStringEntryProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 20: {\n            if (!(message.trainingInfo && message.trainingInfo.length)) message.trainingInfo = [];\n            message.trainingInfo.push($root.onnx.TrainingInfoProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 25: {\n            if (!(message.functions && message.functions.length)) message.functions = [];\n            message.functions.push($root.onnx.FunctionProto.decode(reader, reader.uint32()));\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a ModelProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.ModelProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.ModelProto} ModelProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    ModelProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a ModelProto message.\n     * @function verify\n     * @memberof onnx.ModelProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    ModelProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.irVersion != null && message.hasOwnProperty('irVersion'))\n        if (\n          !$util.isInteger(message.irVersion) &&\n          !(message.irVersion && $util.isInteger(message.irVersion.low) && $util.isInteger(message.irVersion.high))\n        )\n          return 'irVersion: integer|Long expected';\n      if (message.opsetImport != null && message.hasOwnProperty('opsetImport')) {\n        if (!Array.isArray(message.opsetImport)) return 'opsetImport: array expected';\n        for (var i = 0; i < message.opsetImport.length; ++i) {\n          var error = $root.onnx.OperatorSetIdProto.verify(message.opsetImport[i]);\n          if (error) return 'opsetImport.' + error;\n        }\n      }\n      if (message.producerName != null && message.hasOwnProperty('producerName'))\n        if (!$util.isString(message.producerName)) return 'producerName: string expected';\n      if (message.producerVersion != null && message.hasOwnProperty('producerVersion'))\n        if (!$util.isString(message.producerVersion)) return 'producerVersion: string expected';\n      if (message.domain != null && message.hasOwnProperty('domain'))\n        if (!$util.isString(message.domain)) return 'domain: string expected';\n      if (message.modelVersion != null && message.hasOwnProperty('modelVersion'))\n        if (\n          !$util.isInteger(message.modelVersion) &&\n          !(\n            message.modelVersion &&\n            $util.isInteger(message.modelVersion.low) &&\n            $util.isInteger(message.modelVersion.high)\n          )\n        )\n          return 'modelVersion: integer|Long expected';\n      if (message.docString != null && message.hasOwnProperty('docString'))\n        if (!$util.isString(message.docString)) return 'docString: string expected';\n      if (message.graph != null && message.hasOwnProperty('graph')) {\n        var error = $root.onnx.GraphProto.verify(message.graph);\n        if (error) return 'graph.' + error;\n      }\n      if (message.metadataProps != null && message.hasOwnProperty('metadataProps')) {\n        if (!Array.isArray(message.metadataProps)) return 'metadataProps: array expected';\n        for (var i = 0; i < message.metadataProps.length; ++i) {\n          var error = $root.onnx.StringStringEntryProto.verify(message.metadataProps[i]);\n          if (error) return 'metadataProps.' + error;\n        }\n      }\n      if (message.trainingInfo != null && message.hasOwnProperty('trainingInfo')) {\n        if (!Array.isArray(message.trainingInfo)) return 'trainingInfo: array expected';\n        for (var i = 0; i < message.trainingInfo.length; ++i) {\n          var error = $root.onnx.TrainingInfoProto.verify(message.trainingInfo[i]);\n          if (error) return 'trainingInfo.' + error;\n        }\n      }\n      if (message.functions != null && message.hasOwnProperty('functions')) {\n        if (!Array.isArray(message.functions)) return 'functions: array expected';\n        for (var i = 0; i < message.functions.length; ++i) {\n          var error = $root.onnx.FunctionProto.verify(message.functions[i]);\n          if (error) return 'functions.' + error;\n        }\n      }\n      return null;\n    };\n\n    /**\n     * Creates a ModelProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.ModelProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.ModelProto} ModelProto\n     */\n    ModelProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.ModelProto) return object;\n      var message = new $root.onnx.ModelProto();\n      if (object.irVersion != null)\n        if ($util.Long) (message.irVersion = $util.Long.fromValue(object.irVersion)).unsigned = false;\n        else if (typeof object.irVersion === 'string') message.irVersion = parseInt(object.irVersion, 10);\n        else if (typeof object.irVersion === 'number') message.irVersion = object.irVersion;\n        else if (typeof object.irVersion === 'object')\n          message.irVersion = new $util.LongBits(object.irVersion.low >>> 0, object.irVersion.high >>> 0).toNumber();\n      if (object.opsetImport) {\n        if (!Array.isArray(object.opsetImport)) throw TypeError('.onnx.ModelProto.opsetImport: array expected');\n        message.opsetImport = [];\n        for (var i = 0; i < object.opsetImport.length; ++i) {\n          if (typeof object.opsetImport[i] !== 'object')\n            throw TypeError('.onnx.ModelProto.opsetImport: object expected');\n          message.opsetImport[i] = $root.onnx.OperatorSetIdProto.fromObject(object.opsetImport[i]);\n        }\n      }\n      if (object.producerName != null) message.producerName = String(object.producerName);\n      if (object.producerVersion != null) message.producerVersion = String(object.producerVersion);\n      if (object.domain != null) message.domain = String(object.domain);\n      if (object.modelVersion != null)\n        if ($util.Long) (message.modelVersion = $util.Long.fromValue(object.modelVersion)).unsigned = false;\n        else if (typeof object.modelVersion === 'string') message.modelVersion = parseInt(object.modelVersion, 10);\n        else if (typeof object.modelVersion === 'number') message.modelVersion = object.modelVersion;\n        else if (typeof object.modelVersion === 'object')\n          message.modelVersion = new $util.LongBits(\n            object.modelVersion.low >>> 0,\n            object.modelVersion.high >>> 0,\n          ).toNumber();\n      if (object.docString != null) message.docString = String(object.docString);\n      if (object.graph != null) {\n        if (typeof object.graph !== 'object') throw TypeError('.onnx.ModelProto.graph: object expected');\n        message.graph = $root.onnx.GraphProto.fromObject(object.graph);\n      }\n      if (object.metadataProps) {\n        if (!Array.isArray(object.metadataProps)) throw TypeError('.onnx.ModelProto.metadataProps: array expected');\n        message.metadataProps = [];\n        for (var i = 0; i < object.metadataProps.length; ++i) {\n          if (typeof object.metadataProps[i] !== 'object')\n            throw TypeError('.onnx.ModelProto.metadataProps: object expected');\n          message.metadataProps[i] = $root.onnx.StringStringEntryProto.fromObject(object.metadataProps[i]);\n        }\n      }\n      if (object.trainingInfo) {\n        if (!Array.isArray(object.trainingInfo)) throw TypeError('.onnx.ModelProto.trainingInfo: array expected');\n        message.trainingInfo = [];\n        for (var i = 0; i < object.trainingInfo.length; ++i) {\n          if (typeof object.trainingInfo[i] !== 'object')\n            throw TypeError('.onnx.ModelProto.trainingInfo: object expected');\n          message.trainingInfo[i] = $root.onnx.TrainingInfoProto.fromObject(object.trainingInfo[i]);\n        }\n      }\n      if (object.functions) {\n        if (!Array.isArray(object.functions)) throw TypeError('.onnx.ModelProto.functions: array expected');\n        message.functions = [];\n        for (var i = 0; i < object.functions.length; ++i) {\n          if (typeof object.functions[i] !== 'object') throw TypeError('.onnx.ModelProto.functions: object expected');\n          message.functions[i] = $root.onnx.FunctionProto.fromObject(object.functions[i]);\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a ModelProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.ModelProto\n     * @static\n     * @param {onnx.ModelProto} message ModelProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    ModelProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.arrays || options.defaults) {\n        object.opsetImport = [];\n        object.metadataProps = [];\n        object.trainingInfo = [];\n        object.functions = [];\n      }\n      if (options.defaults) {\n        if ($util.Long) {\n          var long = new $util.Long(0, 0, false);\n          object.irVersion =\n            options.longs === String ? long.toString() : options.longs === Number ? long.toNumber() : long;\n        } else object.irVersion = options.longs === String ? '0' : 0;\n        object.producerName = '';\n        object.producerVersion = '';\n        object.domain = '';\n        if ($util.Long) {\n          var long = new $util.Long(0, 0, false);\n          object.modelVersion =\n            options.longs === String ? long.toString() : options.longs === Number ? long.toNumber() : long;\n        } else object.modelVersion = options.longs === String ? '0' : 0;\n        object.docString = '';\n        object.graph = null;\n      }\n      if (message.irVersion != null && message.hasOwnProperty('irVersion'))\n        if (typeof message.irVersion === 'number')\n          object.irVersion = options.longs === String ? String(message.irVersion) : message.irVersion;\n        else\n          object.irVersion =\n            options.longs === String\n              ? $util.Long.prototype.toString.call(message.irVersion)\n              : options.longs === Number\n                ? new $util.LongBits(message.irVersion.low >>> 0, message.irVersion.high >>> 0).toNumber()\n                : message.irVersion;\n      if (message.producerName != null && message.hasOwnProperty('producerName'))\n        object.producerName = message.producerName;\n      if (message.producerVersion != null && message.hasOwnProperty('producerVersion'))\n        object.producerVersion = message.producerVersion;\n      if (message.domain != null && message.hasOwnProperty('domain')) object.domain = message.domain;\n      if (message.modelVersion != null && message.hasOwnProperty('modelVersion'))\n        if (typeof message.modelVersion === 'number')\n          object.modelVersion = options.longs === String ? String(message.modelVersion) : message.modelVersion;\n        else\n          object.modelVersion =\n            options.longs === String\n              ? $util.Long.prototype.toString.call(message.modelVersion)\n              : options.longs === Number\n                ? new $util.LongBits(message.modelVersion.low >>> 0, message.modelVersion.high >>> 0).toNumber()\n                : message.modelVersion;\n      if (message.docString != null && message.hasOwnProperty('docString')) object.docString = message.docString;\n      if (message.graph != null && message.hasOwnProperty('graph'))\n        object.graph = $root.onnx.GraphProto.toObject(message.graph, options);\n      if (message.opsetImport && message.opsetImport.length) {\n        object.opsetImport = [];\n        for (var j = 0; j < message.opsetImport.length; ++j)\n          object.opsetImport[j] = $root.onnx.OperatorSetIdProto.toObject(message.opsetImport[j], options);\n      }\n      if (message.metadataProps && message.metadataProps.length) {\n        object.metadataProps = [];\n        for (var j = 0; j < message.metadataProps.length; ++j)\n          object.metadataProps[j] = $root.onnx.StringStringEntryProto.toObject(message.metadataProps[j], options);\n      }\n      if (message.trainingInfo && message.trainingInfo.length) {\n        object.trainingInfo = [];\n        for (var j = 0; j < message.trainingInfo.length; ++j)\n          object.trainingInfo[j] = $root.onnx.TrainingInfoProto.toObject(message.trainingInfo[j], options);\n      }\n      if (message.functions && message.functions.length) {\n        object.functions = [];\n        for (var j = 0; j < message.functions.length; ++j)\n          object.functions[j] = $root.onnx.FunctionProto.toObject(message.functions[j], options);\n      }\n      return object;\n    };\n\n    /**\n     * Converts this ModelProto to JSON.\n     * @function toJSON\n     * @memberof onnx.ModelProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    ModelProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for ModelProto\n     * @function getTypeUrl\n     * @memberof onnx.ModelProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    ModelProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.ModelProto';\n    };\n\n    return ModelProto;\n  })();\n\n  onnx.StringStringEntryProto = (function () {\n    /**\n     * Properties of a StringStringEntryProto.\n     * @memberof onnx\n     * @interface IStringStringEntryProto\n     * @property {string|null} [key] StringStringEntryProto key\n     * @property {string|null} [value] StringStringEntryProto value\n     */\n\n    /**\n     * Constructs a new StringStringEntryProto.\n     * @memberof onnx\n     * @classdesc Represents a StringStringEntryProto.\n     * @implements IStringStringEntryProto\n     * @constructor\n     * @param {onnx.IStringStringEntryProto=} [properties] Properties to set\n     */\n    function StringStringEntryProto(properties) {\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * StringStringEntryProto key.\n     * @member {string} key\n     * @memberof onnx.StringStringEntryProto\n     * @instance\n     */\n    StringStringEntryProto.prototype.key = '';\n\n    /**\n     * StringStringEntryProto value.\n     * @member {string} value\n     * @memberof onnx.StringStringEntryProto\n     * @instance\n     */\n    StringStringEntryProto.prototype.value = '';\n\n    /**\n     * Creates a new StringStringEntryProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.StringStringEntryProto\n     * @static\n     * @param {onnx.IStringStringEntryProto=} [properties] Properties to set\n     * @returns {onnx.StringStringEntryProto} StringStringEntryProto instance\n     */\n    StringStringEntryProto.create = function create(properties) {\n      return new StringStringEntryProto(properties);\n    };\n\n    /**\n     * Encodes the specified StringStringEntryProto message. Does not implicitly {@link onnx.StringStringEntryProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.StringStringEntryProto\n     * @static\n     * @param {onnx.IStringStringEntryProto} message StringStringEntryProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    StringStringEntryProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.key != null && Object.hasOwnProperty.call(message, 'key'))\n        writer.uint32(/* id 1, wireType 2 =*/ 10).string(message.key);\n      if (message.value != null && Object.hasOwnProperty.call(message, 'value'))\n        writer.uint32(/* id 2, wireType 2 =*/ 18).string(message.value);\n      return writer;\n    };\n\n    /**\n     * Encodes the specified StringStringEntryProto message, length delimited. Does not implicitly {@link onnx.StringStringEntryProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.StringStringEntryProto\n     * @static\n     * @param {onnx.IStringStringEntryProto} message StringStringEntryProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    StringStringEntryProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a StringStringEntryProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.StringStringEntryProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.StringStringEntryProto} StringStringEntryProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    StringStringEntryProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.StringStringEntryProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            message.key = reader.string();\n            break;\n          }\n          case 2: {\n            message.value = reader.string();\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a StringStringEntryProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.StringStringEntryProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.StringStringEntryProto} StringStringEntryProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    StringStringEntryProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a StringStringEntryProto message.\n     * @function verify\n     * @memberof onnx.StringStringEntryProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    StringStringEntryProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.key != null && message.hasOwnProperty('key'))\n        if (!$util.isString(message.key)) return 'key: string expected';\n      if (message.value != null && message.hasOwnProperty('value'))\n        if (!$util.isString(message.value)) return 'value: string expected';\n      return null;\n    };\n\n    /**\n     * Creates a StringStringEntryProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.StringStringEntryProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.StringStringEntryProto} StringStringEntryProto\n     */\n    StringStringEntryProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.StringStringEntryProto) return object;\n      var message = new $root.onnx.StringStringEntryProto();\n      if (object.key != null) message.key = String(object.key);\n      if (object.value != null) message.value = String(object.value);\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a StringStringEntryProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.StringStringEntryProto\n     * @static\n     * @param {onnx.StringStringEntryProto} message StringStringEntryProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    StringStringEntryProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.defaults) {\n        object.key = '';\n        object.value = '';\n      }\n      if (message.key != null && message.hasOwnProperty('key')) object.key = message.key;\n      if (message.value != null && message.hasOwnProperty('value')) object.value = message.value;\n      return object;\n    };\n\n    /**\n     * Converts this StringStringEntryProto to JSON.\n     * @function toJSON\n     * @memberof onnx.StringStringEntryProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    StringStringEntryProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for StringStringEntryProto\n     * @function getTypeUrl\n     * @memberof onnx.StringStringEntryProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    StringStringEntryProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.StringStringEntryProto';\n    };\n\n    return StringStringEntryProto;\n  })();\n\n  onnx.TensorAnnotation = (function () {\n    /**\n     * Properties of a TensorAnnotation.\n     * @memberof onnx\n     * @interface ITensorAnnotation\n     * @property {string|null} [tensorName] TensorAnnotation tensorName\n     * @property {Array.<onnx.IStringStringEntryProto>|null} [quantParameterTensorNames] TensorAnnotation quantParameterTensorNames\n     */\n\n    /**\n     * Constructs a new TensorAnnotation.\n     * @memberof onnx\n     * @classdesc Represents a TensorAnnotation.\n     * @implements ITensorAnnotation\n     * @constructor\n     * @param {onnx.ITensorAnnotation=} [properties] Properties to set\n     */\n    function TensorAnnotation(properties) {\n      this.quantParameterTensorNames = [];\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * TensorAnnotation tensorName.\n     * @member {string} tensorName\n     * @memberof onnx.TensorAnnotation\n     * @instance\n     */\n    TensorAnnotation.prototype.tensorName = '';\n\n    /**\n     * TensorAnnotation quantParameterTensorNames.\n     * @member {Array.<onnx.IStringStringEntryProto>} quantParameterTensorNames\n     * @memberof onnx.TensorAnnotation\n     * @instance\n     */\n    TensorAnnotation.prototype.quantParameterTensorNames = $util.emptyArray;\n\n    /**\n     * Creates a new TensorAnnotation instance using the specified properties.\n     * @function create\n     * @memberof onnx.TensorAnnotation\n     * @static\n     * @param {onnx.ITensorAnnotation=} [properties] Properties to set\n     * @returns {onnx.TensorAnnotation} TensorAnnotation instance\n     */\n    TensorAnnotation.create = function create(properties) {\n      return new TensorAnnotation(properties);\n    };\n\n    /**\n     * Encodes the specified TensorAnnotation message. Does not implicitly {@link onnx.TensorAnnotation.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.TensorAnnotation\n     * @static\n     * @param {onnx.ITensorAnnotation} message TensorAnnotation message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    TensorAnnotation.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.tensorName != null && Object.hasOwnProperty.call(message, 'tensorName'))\n        writer.uint32(/* id 1, wireType 2 =*/ 10).string(message.tensorName);\n      if (message.quantParameterTensorNames != null && message.quantParameterTensorNames.length)\n        for (var i = 0; i < message.quantParameterTensorNames.length; ++i)\n          $root.onnx.StringStringEntryProto.encode(\n            message.quantParameterTensorNames[i],\n            writer.uint32(/* id 2, wireType 2 =*/ 18).fork(),\n          ).ldelim();\n      return writer;\n    };\n\n    /**\n     * Encodes the specified TensorAnnotation message, length delimited. Does not implicitly {@link onnx.TensorAnnotation.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.TensorAnnotation\n     * @static\n     * @param {onnx.ITensorAnnotation} message TensorAnnotation message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    TensorAnnotation.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a TensorAnnotation message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.TensorAnnotation\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.TensorAnnotation} TensorAnnotation\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    TensorAnnotation.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.TensorAnnotation();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            message.tensorName = reader.string();\n            break;\n          }\n          case 2: {\n            if (!(message.quantParameterTensorNames && message.quantParameterTensorNames.length))\n              message.quantParameterTensorNames = [];\n            message.quantParameterTensorNames.push($root.onnx.StringStringEntryProto.decode(reader, reader.uint32()));\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a TensorAnnotation message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.TensorAnnotation\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.TensorAnnotation} TensorAnnotation\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    TensorAnnotation.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a TensorAnnotation message.\n     * @function verify\n     * @memberof onnx.TensorAnnotation\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    TensorAnnotation.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.tensorName != null && message.hasOwnProperty('tensorName'))\n        if (!$util.isString(message.tensorName)) return 'tensorName: string expected';\n      if (message.quantParameterTensorNames != null && message.hasOwnProperty('quantParameterTensorNames')) {\n        if (!Array.isArray(message.quantParameterTensorNames)) return 'quantParameterTensorNames: array expected';\n        for (var i = 0; i < message.quantParameterTensorNames.length; ++i) {\n          var error = $root.onnx.StringStringEntryProto.verify(message.quantParameterTensorNames[i]);\n          if (error) return 'quantParameterTensorNames.' + error;\n        }\n      }\n      return null;\n    };\n\n    /**\n     * Creates a TensorAnnotation message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.TensorAnnotation\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.TensorAnnotation} TensorAnnotation\n     */\n    TensorAnnotation.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.TensorAnnotation) return object;\n      var message = new $root.onnx.TensorAnnotation();\n      if (object.tensorName != null) message.tensorName = String(object.tensorName);\n      if (object.quantParameterTensorNames) {\n        if (!Array.isArray(object.quantParameterTensorNames))\n          throw TypeError('.onnx.TensorAnnotation.quantParameterTensorNames: array expected');\n        message.quantParameterTensorNames = [];\n        for (var i = 0; i < object.quantParameterTensorNames.length; ++i) {\n          if (typeof object.quantParameterTensorNames[i] !== 'object')\n            throw TypeError('.onnx.TensorAnnotation.quantParameterTensorNames: object expected');\n          message.quantParameterTensorNames[i] = $root.onnx.StringStringEntryProto.fromObject(\n            object.quantParameterTensorNames[i],\n          );\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a TensorAnnotation message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.TensorAnnotation\n     * @static\n     * @param {onnx.TensorAnnotation} message TensorAnnotation\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    TensorAnnotation.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.arrays || options.defaults) object.quantParameterTensorNames = [];\n      if (options.defaults) object.tensorName = '';\n      if (message.tensorName != null && message.hasOwnProperty('tensorName')) object.tensorName = message.tensorName;\n      if (message.quantParameterTensorNames && message.quantParameterTensorNames.length) {\n        object.quantParameterTensorNames = [];\n        for (var j = 0; j < message.quantParameterTensorNames.length; ++j)\n          object.quantParameterTensorNames[j] = $root.onnx.StringStringEntryProto.toObject(\n            message.quantParameterTensorNames[j],\n            options,\n          );\n      }\n      return object;\n    };\n\n    /**\n     * Converts this TensorAnnotation to JSON.\n     * @function toJSON\n     * @memberof onnx.TensorAnnotation\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    TensorAnnotation.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for TensorAnnotation\n     * @function getTypeUrl\n     * @memberof onnx.TensorAnnotation\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    TensorAnnotation.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.TensorAnnotation';\n    };\n\n    return TensorAnnotation;\n  })();\n\n  onnx.GraphProto = (function () {\n    /**\n     * Properties of a GraphProto.\n     * @memberof onnx\n     * @interface IGraphProto\n     * @property {Array.<onnx.INodeProto>|null} [node] GraphProto node\n     * @property {string|null} [name] GraphProto name\n     * @property {Array.<onnx.ITensorProto>|null} [initializer] GraphProto initializer\n     * @property {Array.<onnx.ISparseTensorProto>|null} [sparseInitializer] GraphProto sparseInitializer\n     * @property {string|null} [docString] GraphProto docString\n     * @property {Array.<onnx.IValueInfoProto>|null} [input] GraphProto input\n     * @property {Array.<onnx.IValueInfoProto>|null} [output] GraphProto output\n     * @property {Array.<onnx.IValueInfoProto>|null} [valueInfo] GraphProto valueInfo\n     * @property {Array.<onnx.ITensorAnnotation>|null} [quantizationAnnotation] GraphProto quantizationAnnotation\n     */\n\n    /**\n     * Constructs a new GraphProto.\n     * @memberof onnx\n     * @classdesc Represents a GraphProto.\n     * @implements IGraphProto\n     * @constructor\n     * @param {onnx.IGraphProto=} [properties] Properties to set\n     */\n    function GraphProto(properties) {\n      this.node = [];\n      this.initializer = [];\n      this.sparseInitializer = [];\n      this.input = [];\n      this.output = [];\n      this.valueInfo = [];\n      this.quantizationAnnotation = [];\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * GraphProto node.\n     * @member {Array.<onnx.INodeProto>} node\n     * @memberof onnx.GraphProto\n     * @instance\n     */\n    GraphProto.prototype.node = $util.emptyArray;\n\n    /**\n     * GraphProto name.\n     * @member {string} name\n     * @memberof onnx.GraphProto\n     * @instance\n     */\n    GraphProto.prototype.name = '';\n\n    /**\n     * GraphProto initializer.\n     * @member {Array.<onnx.ITensorProto>} initializer\n     * @memberof onnx.GraphProto\n     * @instance\n     */\n    GraphProto.prototype.initializer = $util.emptyArray;\n\n    /**\n     * GraphProto sparseInitializer.\n     * @member {Array.<onnx.ISparseTensorProto>} sparseInitializer\n     * @memberof onnx.GraphProto\n     * @instance\n     */\n    GraphProto.prototype.sparseInitializer = $util.emptyArray;\n\n    /**\n     * GraphProto docString.\n     * @member {string} docString\n     * @memberof onnx.GraphProto\n     * @instance\n     */\n    GraphProto.prototype.docString = '';\n\n    /**\n     * GraphProto input.\n     * @member {Array.<onnx.IValueInfoProto>} input\n     * @memberof onnx.GraphProto\n     * @instance\n     */\n    GraphProto.prototype.input = $util.emptyArray;\n\n    /**\n     * GraphProto output.\n     * @member {Array.<onnx.IValueInfoProto>} output\n     * @memberof onnx.GraphProto\n     * @instance\n     */\n    GraphProto.prototype.output = $util.emptyArray;\n\n    /**\n     * GraphProto valueInfo.\n     * @member {Array.<onnx.IValueInfoProto>} valueInfo\n     * @memberof onnx.GraphProto\n     * @instance\n     */\n    GraphProto.prototype.valueInfo = $util.emptyArray;\n\n    /**\n     * GraphProto quantizationAnnotation.\n     * @member {Array.<onnx.ITensorAnnotation>} quantizationAnnotation\n     * @memberof onnx.GraphProto\n     * @instance\n     */\n    GraphProto.prototype.quantizationAnnotation = $util.emptyArray;\n\n    /**\n     * Creates a new GraphProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.GraphProto\n     * @static\n     * @param {onnx.IGraphProto=} [properties] Properties to set\n     * @returns {onnx.GraphProto} GraphProto instance\n     */\n    GraphProto.create = function create(properties) {\n      return new GraphProto(properties);\n    };\n\n    /**\n     * Encodes the specified GraphProto message. Does not implicitly {@link onnx.GraphProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.GraphProto\n     * @static\n     * @param {onnx.IGraphProto} message GraphProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    GraphProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.node != null && message.node.length)\n        for (var i = 0; i < message.node.length; ++i)\n          $root.onnx.NodeProto.encode(message.node[i], writer.uint32(/* id 1, wireType 2 =*/ 10).fork()).ldelim();\n      if (message.name != null && Object.hasOwnProperty.call(message, 'name'))\n        writer.uint32(/* id 2, wireType 2 =*/ 18).string(message.name);\n      if (message.initializer != null && message.initializer.length)\n        for (var i = 0; i < message.initializer.length; ++i)\n          $root.onnx.TensorProto.encode(\n            message.initializer[i],\n            writer.uint32(/* id 5, wireType 2 =*/ 42).fork(),\n          ).ldelim();\n      if (message.docString != null && Object.hasOwnProperty.call(message, 'docString'))\n        writer.uint32(/* id 10, wireType 2 =*/ 82).string(message.docString);\n      if (message.input != null && message.input.length)\n        for (var i = 0; i < message.input.length; ++i)\n          $root.onnx.ValueInfoProto.encode(\n            message.input[i],\n            writer.uint32(/* id 11, wireType 2 =*/ 90).fork(),\n          ).ldelim();\n      if (message.output != null && message.output.length)\n        for (var i = 0; i < message.output.length; ++i)\n          $root.onnx.ValueInfoProto.encode(\n            message.output[i],\n            writer.uint32(/* id 12, wireType 2 =*/ 98).fork(),\n          ).ldelim();\n      if (message.valueInfo != null && message.valueInfo.length)\n        for (var i = 0; i < message.valueInfo.length; ++i)\n          $root.onnx.ValueInfoProto.encode(\n            message.valueInfo[i],\n            writer.uint32(/* id 13, wireType 2 =*/ 106).fork(),\n          ).ldelim();\n      if (message.quantizationAnnotation != null && message.quantizationAnnotation.length)\n        for (var i = 0; i < message.quantizationAnnotation.length; ++i)\n          $root.onnx.TensorAnnotation.encode(\n            message.quantizationAnnotation[i],\n            writer.uint32(/* id 14, wireType 2 =*/ 114).fork(),\n          ).ldelim();\n      if (message.sparseInitializer != null && message.sparseInitializer.length)\n        for (var i = 0; i < message.sparseInitializer.length; ++i)\n          $root.onnx.SparseTensorProto.encode(\n            message.sparseInitializer[i],\n            writer.uint32(/* id 15, wireType 2 =*/ 122).fork(),\n          ).ldelim();\n      return writer;\n    };\n\n    /**\n     * Encodes the specified GraphProto message, length delimited. Does not implicitly {@link onnx.GraphProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.GraphProto\n     * @static\n     * @param {onnx.IGraphProto} message GraphProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    GraphProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a GraphProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.GraphProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.GraphProto} GraphProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    GraphProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.GraphProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            if (!(message.node && message.node.length)) message.node = [];\n            message.node.push($root.onnx.NodeProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 2: {\n            message.name = reader.string();\n            break;\n          }\n          case 5: {\n            if (!(message.initializer && message.initializer.length)) message.initializer = [];\n            message.initializer.push($root.onnx.TensorProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 15: {\n            if (!(message.sparseInitializer && message.sparseInitializer.length)) message.sparseInitializer = [];\n            message.sparseInitializer.push($root.onnx.SparseTensorProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 10: {\n            message.docString = reader.string();\n            break;\n          }\n          case 11: {\n            if (!(message.input && message.input.length)) message.input = [];\n            message.input.push($root.onnx.ValueInfoProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 12: {\n            if (!(message.output && message.output.length)) message.output = [];\n            message.output.push($root.onnx.ValueInfoProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 13: {\n            if (!(message.valueInfo && message.valueInfo.length)) message.valueInfo = [];\n            message.valueInfo.push($root.onnx.ValueInfoProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 14: {\n            if (!(message.quantizationAnnotation && message.quantizationAnnotation.length))\n              message.quantizationAnnotation = [];\n            message.quantizationAnnotation.push($root.onnx.TensorAnnotation.decode(reader, reader.uint32()));\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a GraphProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.GraphProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.GraphProto} GraphProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    GraphProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a GraphProto message.\n     * @function verify\n     * @memberof onnx.GraphProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    GraphProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.node != null && message.hasOwnProperty('node')) {\n        if (!Array.isArray(message.node)) return 'node: array expected';\n        for (var i = 0; i < message.node.length; ++i) {\n          var error = $root.onnx.NodeProto.verify(message.node[i]);\n          if (error) return 'node.' + error;\n        }\n      }\n      if (message.name != null && message.hasOwnProperty('name'))\n        if (!$util.isString(message.name)) return 'name: string expected';\n      if (message.initializer != null && message.hasOwnProperty('initializer')) {\n        if (!Array.isArray(message.initializer)) return 'initializer: array expected';\n        for (var i = 0; i < message.initializer.length; ++i) {\n          var error = $root.onnx.TensorProto.verify(message.initializer[i]);\n          if (error) return 'initializer.' + error;\n        }\n      }\n      if (message.sparseInitializer != null && message.hasOwnProperty('sparseInitializer')) {\n        if (!Array.isArray(message.sparseInitializer)) return 'sparseInitializer: array expected';\n        for (var i = 0; i < message.sparseInitializer.length; ++i) {\n          var error = $root.onnx.SparseTensorProto.verify(message.sparseInitializer[i]);\n          if (error) return 'sparseInitializer.' + error;\n        }\n      }\n      if (message.docString != null && message.hasOwnProperty('docString'))\n        if (!$util.isString(message.docString)) return 'docString: string expected';\n      if (message.input != null && message.hasOwnProperty('input')) {\n        if (!Array.isArray(message.input)) return 'input: array expected';\n        for (var i = 0; i < message.input.length; ++i) {\n          var error = $root.onnx.ValueInfoProto.verify(message.input[i]);\n          if (error) return 'input.' + error;\n        }\n      }\n      if (message.output != null && message.hasOwnProperty('output')) {\n        if (!Array.isArray(message.output)) return 'output: array expected';\n        for (var i = 0; i < message.output.length; ++i) {\n          var error = $root.onnx.ValueInfoProto.verify(message.output[i]);\n          if (error) return 'output.' + error;\n        }\n      }\n      if (message.valueInfo != null && message.hasOwnProperty('valueInfo')) {\n        if (!Array.isArray(message.valueInfo)) return 'valueInfo: array expected';\n        for (var i = 0; i < message.valueInfo.length; ++i) {\n          var error = $root.onnx.ValueInfoProto.verify(message.valueInfo[i]);\n          if (error) return 'valueInfo.' + error;\n        }\n      }\n      if (message.quantizationAnnotation != null && message.hasOwnProperty('quantizationAnnotation')) {\n        if (!Array.isArray(message.quantizationAnnotation)) return 'quantizationAnnotation: array expected';\n        for (var i = 0; i < message.quantizationAnnotation.length; ++i) {\n          var error = $root.onnx.TensorAnnotation.verify(message.quantizationAnnotation[i]);\n          if (error) return 'quantizationAnnotation.' + error;\n        }\n      }\n      return null;\n    };\n\n    /**\n     * Creates a GraphProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.GraphProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.GraphProto} GraphProto\n     */\n    GraphProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.GraphProto) return object;\n      var message = new $root.onnx.GraphProto();\n      if (object.node) {\n        if (!Array.isArray(object.node)) throw TypeError('.onnx.GraphProto.node: array expected');\n        message.node = [];\n        for (var i = 0; i < object.node.length; ++i) {\n          if (typeof object.node[i] !== 'object') throw TypeError('.onnx.GraphProto.node: object expected');\n          message.node[i] = $root.onnx.NodeProto.fromObject(object.node[i]);\n        }\n      }\n      if (object.name != null) message.name = String(object.name);\n      if (object.initializer) {\n        if (!Array.isArray(object.initializer)) throw TypeError('.onnx.GraphProto.initializer: array expected');\n        message.initializer = [];\n        for (var i = 0; i < object.initializer.length; ++i) {\n          if (typeof object.initializer[i] !== 'object')\n            throw TypeError('.onnx.GraphProto.initializer: object expected');\n          message.initializer[i] = $root.onnx.TensorProto.fromObject(object.initializer[i]);\n        }\n      }\n      if (object.sparseInitializer) {\n        if (!Array.isArray(object.sparseInitializer))\n          throw TypeError('.onnx.GraphProto.sparseInitializer: array expected');\n        message.sparseInitializer = [];\n        for (var i = 0; i < object.sparseInitializer.length; ++i) {\n          if (typeof object.sparseInitializer[i] !== 'object')\n            throw TypeError('.onnx.GraphProto.sparseInitializer: object expected');\n          message.sparseInitializer[i] = $root.onnx.SparseTensorProto.fromObject(object.sparseInitializer[i]);\n        }\n      }\n      if (object.docString != null) message.docString = String(object.docString);\n      if (object.input) {\n        if (!Array.isArray(object.input)) throw TypeError('.onnx.GraphProto.input: array expected');\n        message.input = [];\n        for (var i = 0; i < object.input.length; ++i) {\n          if (typeof object.input[i] !== 'object') throw TypeError('.onnx.GraphProto.input: object expected');\n          message.input[i] = $root.onnx.ValueInfoProto.fromObject(object.input[i]);\n        }\n      }\n      if (object.output) {\n        if (!Array.isArray(object.output)) throw TypeError('.onnx.GraphProto.output: array expected');\n        message.output = [];\n        for (var i = 0; i < object.output.length; ++i) {\n          if (typeof object.output[i] !== 'object') throw TypeError('.onnx.GraphProto.output: object expected');\n          message.output[i] = $root.onnx.ValueInfoProto.fromObject(object.output[i]);\n        }\n      }\n      if (object.valueInfo) {\n        if (!Array.isArray(object.valueInfo)) throw TypeError('.onnx.GraphProto.valueInfo: array expected');\n        message.valueInfo = [];\n        for (var i = 0; i < object.valueInfo.length; ++i) {\n          if (typeof object.valueInfo[i] !== 'object') throw TypeError('.onnx.GraphProto.valueInfo: object expected');\n          message.valueInfo[i] = $root.onnx.ValueInfoProto.fromObject(object.valueInfo[i]);\n        }\n      }\n      if (object.quantizationAnnotation) {\n        if (!Array.isArray(object.quantizationAnnotation))\n          throw TypeError('.onnx.GraphProto.quantizationAnnotation: array expected');\n        message.quantizationAnnotation = [];\n        for (var i = 0; i < object.quantizationAnnotation.length; ++i) {\n          if (typeof object.quantizationAnnotation[i] !== 'object')\n            throw TypeError('.onnx.GraphProto.quantizationAnnotation: object expected');\n          message.quantizationAnnotation[i] = $root.onnx.TensorAnnotation.fromObject(object.quantizationAnnotation[i]);\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a GraphProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.GraphProto\n     * @static\n     * @param {onnx.GraphProto} message GraphProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    GraphProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.arrays || options.defaults) {\n        object.node = [];\n        object.initializer = [];\n        object.input = [];\n        object.output = [];\n        object.valueInfo = [];\n        object.quantizationAnnotation = [];\n        object.sparseInitializer = [];\n      }\n      if (options.defaults) {\n        object.name = '';\n        object.docString = '';\n      }\n      if (message.node && message.node.length) {\n        object.node = [];\n        for (var j = 0; j < message.node.length; ++j)\n          object.node[j] = $root.onnx.NodeProto.toObject(message.node[j], options);\n      }\n      if (message.name != null && message.hasOwnProperty('name')) object.name = message.name;\n      if (message.initializer && message.initializer.length) {\n        object.initializer = [];\n        for (var j = 0; j < message.initializer.length; ++j)\n          object.initializer[j] = $root.onnx.TensorProto.toObject(message.initializer[j], options);\n      }\n      if (message.docString != null && message.hasOwnProperty('docString')) object.docString = message.docString;\n      if (message.input && message.input.length) {\n        object.input = [];\n        for (var j = 0; j < message.input.length; ++j)\n          object.input[j] = $root.onnx.ValueInfoProto.toObject(message.input[j], options);\n      }\n      if (message.output && message.output.length) {\n        object.output = [];\n        for (var j = 0; j < message.output.length; ++j)\n          object.output[j] = $root.onnx.ValueInfoProto.toObject(message.output[j], options);\n      }\n      if (message.valueInfo && message.valueInfo.length) {\n        object.valueInfo = [];\n        for (var j = 0; j < message.valueInfo.length; ++j)\n          object.valueInfo[j] = $root.onnx.ValueInfoProto.toObject(message.valueInfo[j], options);\n      }\n      if (message.quantizationAnnotation && message.quantizationAnnotation.length) {\n        object.quantizationAnnotation = [];\n        for (var j = 0; j < message.quantizationAnnotation.length; ++j)\n          object.quantizationAnnotation[j] = $root.onnx.TensorAnnotation.toObject(\n            message.quantizationAnnotation[j],\n            options,\n          );\n      }\n      if (message.sparseInitializer && message.sparseInitializer.length) {\n        object.sparseInitializer = [];\n        for (var j = 0; j < message.sparseInitializer.length; ++j)\n          object.sparseInitializer[j] = $root.onnx.SparseTensorProto.toObject(message.sparseInitializer[j], options);\n      }\n      return object;\n    };\n\n    /**\n     * Converts this GraphProto to JSON.\n     * @function toJSON\n     * @memberof onnx.GraphProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    GraphProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for GraphProto\n     * @function getTypeUrl\n     * @memberof onnx.GraphProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    GraphProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.GraphProto';\n    };\n\n    return GraphProto;\n  })();\n\n  onnx.TensorProto = (function () {\n    /**\n     * Properties of a TensorProto.\n     * @memberof onnx\n     * @interface ITensorProto\n     * @property {Array.<number|Long>|null} [dims] TensorProto dims\n     * @property {number|null} [dataType] TensorProto dataType\n     * @property {onnx.TensorProto.ISegment|null} [segment] TensorProto segment\n     * @property {Array.<number>|null} [floatData] TensorProto floatData\n     * @property {Array.<number>|null} [int32Data] TensorProto int32Data\n     * @property {Array.<Uint8Array>|null} [stringData] TensorProto stringData\n     * @property {Array.<number|Long>|null} [int64Data] TensorProto int64Data\n     * @property {string|null} [name] TensorProto name\n     * @property {string|null} [docString] TensorProto docString\n     * @property {Uint8Array|null} [rawData] TensorProto rawData\n     * @property {Array.<onnx.IStringStringEntryProto>|null} [externalData] TensorProto externalData\n     * @property {onnx.TensorProto.DataLocation|null} [dataLocation] TensorProto dataLocation\n     * @property {Array.<number>|null} [doubleData] TensorProto doubleData\n     * @property {Array.<number|Long>|null} [uint64Data] TensorProto uint64Data\n     */\n\n    /**\n     * Constructs a new TensorProto.\n     * @memberof onnx\n     * @classdesc Represents a TensorProto.\n     * @implements ITensorProto\n     * @constructor\n     * @param {onnx.ITensorProto=} [properties] Properties to set\n     */\n    function TensorProto(properties) {\n      this.dims = [];\n      this.floatData = [];\n      this.int32Data = [];\n      this.stringData = [];\n      this.int64Data = [];\n      this.externalData = [];\n      this.doubleData = [];\n      this.uint64Data = [];\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * TensorProto dims.\n     * @member {Array.<number|Long>} dims\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.dims = $util.emptyArray;\n\n    /**\n     * TensorProto dataType.\n     * @member {number} dataType\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.dataType = 0;\n\n    /**\n     * TensorProto segment.\n     * @member {onnx.TensorProto.ISegment|null|undefined} segment\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.segment = null;\n\n    /**\n     * TensorProto floatData.\n     * @member {Array.<number>} floatData\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.floatData = $util.emptyArray;\n\n    /**\n     * TensorProto int32Data.\n     * @member {Array.<number>} int32Data\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.int32Data = $util.emptyArray;\n\n    /**\n     * TensorProto stringData.\n     * @member {Array.<Uint8Array>} stringData\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.stringData = $util.emptyArray;\n\n    /**\n     * TensorProto int64Data.\n     * @member {Array.<number|Long>} int64Data\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.int64Data = $util.emptyArray;\n\n    /**\n     * TensorProto name.\n     * @member {string} name\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.name = '';\n\n    /**\n     * TensorProto docString.\n     * @member {string} docString\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.docString = '';\n\n    /**\n     * TensorProto rawData.\n     * @member {Uint8Array} rawData\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.rawData = $util.newBuffer([]);\n\n    /**\n     * TensorProto externalData.\n     * @member {Array.<onnx.IStringStringEntryProto>} externalData\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.externalData = $util.emptyArray;\n\n    /**\n     * TensorProto dataLocation.\n     * @member {onnx.TensorProto.DataLocation} dataLocation\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.dataLocation = 0;\n\n    /**\n     * TensorProto doubleData.\n     * @member {Array.<number>} doubleData\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.doubleData = $util.emptyArray;\n\n    /**\n     * TensorProto uint64Data.\n     * @member {Array.<number|Long>} uint64Data\n     * @memberof onnx.TensorProto\n     * @instance\n     */\n    TensorProto.prototype.uint64Data = $util.emptyArray;\n\n    /**\n     * Creates a new TensorProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.TensorProto\n     * @static\n     * @param {onnx.ITensorProto=} [properties] Properties to set\n     * @returns {onnx.TensorProto} TensorProto instance\n     */\n    TensorProto.create = function create(properties) {\n      return new TensorProto(properties);\n    };\n\n    /**\n     * Encodes the specified TensorProto message. Does not implicitly {@link onnx.TensorProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.TensorProto\n     * @static\n     * @param {onnx.ITensorProto} message TensorProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    TensorProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.dims != null && message.dims.length) {\n        writer.uint32(/* id 1, wireType 2 =*/ 10).fork();\n        for (var i = 0; i < message.dims.length; ++i) writer.int64(message.dims[i]);\n        writer.ldelim();\n      }\n      if (message.dataType != null && Object.hasOwnProperty.call(message, 'dataType'))\n        writer.uint32(/* id 2, wireType 0 =*/ 16).int32(message.dataType);\n      if (message.segment != null && Object.hasOwnProperty.call(message, 'segment'))\n        $root.onnx.TensorProto.Segment.encode(\n          message.segment,\n          writer.uint32(/* id 3, wireType 2 =*/ 26).fork(),\n        ).ldelim();\n      if (message.floatData != null && message.floatData.length) {\n        writer.uint32(/* id 4, wireType 2 =*/ 34).fork();\n        for (var i = 0; i < message.floatData.length; ++i) writer.float(message.floatData[i]);\n        writer.ldelim();\n      }\n      if (message.int32Data != null && message.int32Data.length) {\n        writer.uint32(/* id 5, wireType 2 =*/ 42).fork();\n        for (var i = 0; i < message.int32Data.length; ++i) writer.int32(message.int32Data[i]);\n        writer.ldelim();\n      }\n      if (message.stringData != null && message.stringData.length)\n        for (var i = 0; i < message.stringData.length; ++i)\n          writer.uint32(/* id 6, wireType 2 =*/ 50).bytes(message.stringData[i]);\n      if (message.int64Data != null && message.int64Data.length) {\n        writer.uint32(/* id 7, wireType 2 =*/ 58).fork();\n        for (var i = 0; i < message.int64Data.length; ++i) writer.int64(message.int64Data[i]);\n        writer.ldelim();\n      }\n      if (message.name != null && Object.hasOwnProperty.call(message, 'name'))\n        writer.uint32(/* id 8, wireType 2 =*/ 66).string(message.name);\n      if (message.rawData != null && Object.hasOwnProperty.call(message, 'rawData'))\n        writer.uint32(/* id 9, wireType 2 =*/ 74).bytes(message.rawData);\n      if (message.doubleData != null && message.doubleData.length) {\n        writer.uint32(/* id 10, wireType 2 =*/ 82).fork();\n        for (var i = 0; i < message.doubleData.length; ++i) writer.double(message.doubleData[i]);\n        writer.ldelim();\n      }\n      if (message.uint64Data != null && message.uint64Data.length) {\n        writer.uint32(/* id 11, wireType 2 =*/ 90).fork();\n        for (var i = 0; i < message.uint64Data.length; ++i) writer.uint64(message.uint64Data[i]);\n        writer.ldelim();\n      }\n      if (message.docString != null && Object.hasOwnProperty.call(message, 'docString'))\n        writer.uint32(/* id 12, wireType 2 =*/ 98).string(message.docString);\n      if (message.externalData != null && message.externalData.length)\n        for (var i = 0; i < message.externalData.length; ++i)\n          $root.onnx.StringStringEntryProto.encode(\n            message.externalData[i],\n            writer.uint32(/* id 13, wireType 2 =*/ 106).fork(),\n          ).ldelim();\n      if (message.dataLocation != null && Object.hasOwnProperty.call(message, 'dataLocation'))\n        writer.uint32(/* id 14, wireType 0 =*/ 112).int32(message.dataLocation);\n      return writer;\n    };\n\n    /**\n     * Encodes the specified TensorProto message, length delimited. Does not implicitly {@link onnx.TensorProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.TensorProto\n     * @static\n     * @param {onnx.ITensorProto} message TensorProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    TensorProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a TensorProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.TensorProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.TensorProto} TensorProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    TensorProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.TensorProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            if (!(message.dims && message.dims.length)) message.dims = [];\n            if ((tag & 7) === 2) {\n              var end2 = reader.uint32() + reader.pos;\n              while (reader.pos < end2) message.dims.push(reader.int64());\n            } else message.dims.push(reader.int64());\n            break;\n          }\n          case 2: {\n            message.dataType = reader.int32();\n            break;\n          }\n          case 3: {\n            message.segment = $root.onnx.TensorProto.Segment.decode(reader, reader.uint32());\n            break;\n          }\n          case 4: {\n            if (!(message.floatData && message.floatData.length)) message.floatData = [];\n            if ((tag & 7) === 2) {\n              var end2 = reader.uint32() + reader.pos;\n              while (reader.pos < end2) message.floatData.push(reader.float());\n            } else message.floatData.push(reader.float());\n            break;\n          }\n          case 5: {\n            if (!(message.int32Data && message.int32Data.length)) message.int32Data = [];\n            if ((tag & 7) === 2) {\n              var end2 = reader.uint32() + reader.pos;\n              while (reader.pos < end2) message.int32Data.push(reader.int32());\n            } else message.int32Data.push(reader.int32());\n            break;\n          }\n          case 6: {\n            if (!(message.stringData && message.stringData.length)) message.stringData = [];\n            message.stringData.push(reader.bytes());\n            break;\n          }\n          case 7: {\n            if (!(message.int64Data && message.int64Data.length)) message.int64Data = [];\n            if ((tag & 7) === 2) {\n              var end2 = reader.uint32() + reader.pos;\n              while (reader.pos < end2) message.int64Data.push(reader.int64());\n            } else message.int64Data.push(reader.int64());\n            break;\n          }\n          case 8: {\n            message.name = reader.string();\n            break;\n          }\n          case 12: {\n            message.docString = reader.string();\n            break;\n          }\n          case 9: {\n            message.rawData = reader.bytes();\n            break;\n          }\n          case 13: {\n            if (!(message.externalData && message.externalData.length)) message.externalData = [];\n            message.externalData.push($root.onnx.StringStringEntryProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 14: {\n            message.dataLocation = reader.int32();\n            break;\n          }\n          case 10: {\n            if (!(message.doubleData && message.doubleData.length)) message.doubleData = [];\n            if ((tag & 7) === 2) {\n              var end2 = reader.uint32() + reader.pos;\n              while (reader.pos < end2) message.doubleData.push(reader.double());\n            } else message.doubleData.push(reader.double());\n            break;\n          }\n          case 11: {\n            if (!(message.uint64Data && message.uint64Data.length)) message.uint64Data = [];\n            if ((tag & 7) === 2) {\n              var end2 = reader.uint32() + reader.pos;\n              while (reader.pos < end2) message.uint64Data.push(reader.uint64());\n            } else message.uint64Data.push(reader.uint64());\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a TensorProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.TensorProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.TensorProto} TensorProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    TensorProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a TensorProto message.\n     * @function verify\n     * @memberof onnx.TensorProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    TensorProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.dims != null && message.hasOwnProperty('dims')) {\n        if (!Array.isArray(message.dims)) return 'dims: array expected';\n        for (var i = 0; i < message.dims.length; ++i)\n          if (\n            !$util.isInteger(message.dims[i]) &&\n            !(message.dims[i] && $util.isInteger(message.dims[i].low) && $util.isInteger(message.dims[i].high))\n          )\n            return 'dims: integer|Long[] expected';\n      }\n      if (message.dataType != null && message.hasOwnProperty('dataType'))\n        if (!$util.isInteger(message.dataType)) return 'dataType: integer expected';\n      if (message.segment != null && message.hasOwnProperty('segment')) {\n        var error = $root.onnx.TensorProto.Segment.verify(message.segment);\n        if (error) return 'segment.' + error;\n      }\n      if (message.floatData != null && message.hasOwnProperty('floatData')) {\n        if (!Array.isArray(message.floatData)) return 'floatData: array expected';\n        for (var i = 0; i < message.floatData.length; ++i)\n          if (typeof message.floatData[i] !== 'number') return 'floatData: number[] expected';\n      }\n      if (message.int32Data != null && message.hasOwnProperty('int32Data')) {\n        if (!Array.isArray(message.int32Data)) return 'int32Data: array expected';\n        for (var i = 0; i < message.int32Data.length; ++i)\n          if (!$util.isInteger(message.int32Data[i])) return 'int32Data: integer[] expected';\n      }\n      if (message.stringData != null && message.hasOwnProperty('stringData')) {\n        if (!Array.isArray(message.stringData)) return 'stringData: array expected';\n        for (var i = 0; i < message.stringData.length; ++i)\n          if (\n            !(\n              (message.stringData[i] && typeof message.stringData[i].length === 'number') ||\n              $util.isString(message.stringData[i])\n            )\n          )\n            return 'stringData: buffer[] expected';\n      }\n      if (message.int64Data != null && message.hasOwnProperty('int64Data')) {\n        if (!Array.isArray(message.int64Data)) return 'int64Data: array expected';\n        for (var i = 0; i < message.int64Data.length; ++i)\n          if (\n            !$util.isInteger(message.int64Data[i]) &&\n            !(\n              message.int64Data[i] &&\n              $util.isInteger(message.int64Data[i].low) &&\n              $util.isInteger(message.int64Data[i].high)\n            )\n          )\n            return 'int64Data: integer|Long[] expected';\n      }\n      if (message.name != null && message.hasOwnProperty('name'))\n        if (!$util.isString(message.name)) return 'name: string expected';\n      if (message.docString != null && message.hasOwnProperty('docString'))\n        if (!$util.isString(message.docString)) return 'docString: string expected';\n      if (message.rawData != null && message.hasOwnProperty('rawData'))\n        if (!((message.rawData && typeof message.rawData.length === 'number') || $util.isString(message.rawData)))\n          return 'rawData: buffer expected';\n      if (message.externalData != null && message.hasOwnProperty('externalData')) {\n        if (!Array.isArray(message.externalData)) return 'externalData: array expected';\n        for (var i = 0; i < message.externalData.length; ++i) {\n          var error = $root.onnx.StringStringEntryProto.verify(message.externalData[i]);\n          if (error) return 'externalData.' + error;\n        }\n      }\n      if (message.dataLocation != null && message.hasOwnProperty('dataLocation'))\n        switch (message.dataLocation) {\n          default:\n            return 'dataLocation: enum value expected';\n          case 0:\n          case 1:\n            break;\n        }\n      if (message.doubleData != null && message.hasOwnProperty('doubleData')) {\n        if (!Array.isArray(message.doubleData)) return 'doubleData: array expected';\n        for (var i = 0; i < message.doubleData.length; ++i)\n          if (typeof message.doubleData[i] !== 'number') return 'doubleData: number[] expected';\n      }\n      if (message.uint64Data != null && message.hasOwnProperty('uint64Data')) {\n        if (!Array.isArray(message.uint64Data)) return 'uint64Data: array expected';\n        for (var i = 0; i < message.uint64Data.length; ++i)\n          if (\n            !$util.isInteger(message.uint64Data[i]) &&\n            !(\n              message.uint64Data[i] &&\n              $util.isInteger(message.uint64Data[i].low) &&\n              $util.isInteger(message.uint64Data[i].high)\n            )\n          )\n            return 'uint64Data: integer|Long[] expected';\n      }\n      return null;\n    };\n\n    /**\n     * Creates a TensorProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.TensorProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.TensorProto} TensorProto\n     */\n    TensorProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.TensorProto) return object;\n      var message = new $root.onnx.TensorProto();\n      if (object.dims) {\n        if (!Array.isArray(object.dims)) throw TypeError('.onnx.TensorProto.dims: array expected');\n        message.dims = [];\n        for (var i = 0; i < object.dims.length; ++i)\n          if ($util.Long) (message.dims[i] = $util.Long.fromValue(object.dims[i])).unsigned = false;\n          else if (typeof object.dims[i] === 'string') message.dims[i] = parseInt(object.dims[i], 10);\n          else if (typeof object.dims[i] === 'number') message.dims[i] = object.dims[i];\n          else if (typeof object.dims[i] === 'object')\n            message.dims[i] = new $util.LongBits(object.dims[i].low >>> 0, object.dims[i].high >>> 0).toNumber();\n      }\n      if (object.dataType != null) message.dataType = object.dataType | 0;\n      if (object.segment != null) {\n        if (typeof object.segment !== 'object') throw TypeError('.onnx.TensorProto.segment: object expected');\n        message.segment = $root.onnx.TensorProto.Segment.fromObject(object.segment);\n      }\n      if (object.floatData) {\n        if (!Array.isArray(object.floatData)) throw TypeError('.onnx.TensorProto.floatData: array expected');\n        message.floatData = [];\n        for (var i = 0; i < object.floatData.length; ++i) message.floatData[i] = Number(object.floatData[i]);\n      }\n      if (object.int32Data) {\n        if (!Array.isArray(object.int32Data)) throw TypeError('.onnx.TensorProto.int32Data: array expected');\n        message.int32Data = [];\n        for (var i = 0; i < object.int32Data.length; ++i) message.int32Data[i] = object.int32Data[i] | 0;\n      }\n      if (object.stringData) {\n        if (!Array.isArray(object.stringData)) throw TypeError('.onnx.TensorProto.stringData: array expected');\n        message.stringData = [];\n        for (var i = 0; i < object.stringData.length; ++i)\n          if (typeof object.stringData[i] === 'string')\n            $util.base64.decode(\n              object.stringData[i],\n              (message.stringData[i] = $util.newBuffer($util.base64.length(object.stringData[i]))),\n              0,\n            );\n          else if (object.stringData[i].length >= 0) message.stringData[i] = object.stringData[i];\n      }\n      if (object.int64Data) {\n        if (!Array.isArray(object.int64Data)) throw TypeError('.onnx.TensorProto.int64Data: array expected');\n        message.int64Data = [];\n        for (var i = 0; i < object.int64Data.length; ++i)\n          if ($util.Long) (message.int64Data[i] = $util.Long.fromValue(object.int64Data[i])).unsigned = false;\n          else if (typeof object.int64Data[i] === 'string') message.int64Data[i] = parseInt(object.int64Data[i], 10);\n          else if (typeof object.int64Data[i] === 'number') message.int64Data[i] = object.int64Data[i];\n          else if (typeof object.int64Data[i] === 'object')\n            message.int64Data[i] = new $util.LongBits(\n              object.int64Data[i].low >>> 0,\n              object.int64Data[i].high >>> 0,\n            ).toNumber();\n      }\n      if (object.name != null) message.name = String(object.name);\n      if (object.docString != null) message.docString = String(object.docString);\n      if (object.rawData != null)\n        if (typeof object.rawData === 'string')\n          $util.base64.decode(\n            object.rawData,\n            (message.rawData = $util.newBuffer($util.base64.length(object.rawData))),\n            0,\n          );\n        else if (object.rawData.length >= 0) message.rawData = object.rawData;\n      if (object.externalData) {\n        if (!Array.isArray(object.externalData)) throw TypeError('.onnx.TensorProto.externalData: array expected');\n        message.externalData = [];\n        for (var i = 0; i < object.externalData.length; ++i) {\n          if (typeof object.externalData[i] !== 'object')\n            throw TypeError('.onnx.TensorProto.externalData: object expected');\n          message.externalData[i] = $root.onnx.StringStringEntryProto.fromObject(object.externalData[i]);\n        }\n      }\n      switch (object.dataLocation) {\n        default:\n          if (typeof object.dataLocation === 'number') {\n            message.dataLocation = object.dataLocation;\n            break;\n          }\n          break;\n        case 'DEFAULT':\n        case 0:\n          message.dataLocation = 0;\n          break;\n        case 'EXTERNAL':\n        case 1:\n          message.dataLocation = 1;\n          break;\n      }\n      if (object.doubleData) {\n        if (!Array.isArray(object.doubleData)) throw TypeError('.onnx.TensorProto.doubleData: array expected');\n        message.doubleData = [];\n        for (var i = 0; i < object.doubleData.length; ++i) message.doubleData[i] = Number(object.doubleData[i]);\n      }\n      if (object.uint64Data) {\n        if (!Array.isArray(object.uint64Data)) throw TypeError('.onnx.TensorProto.uint64Data: array expected');\n        message.uint64Data = [];\n        for (var i = 0; i < object.uint64Data.length; ++i)\n          if ($util.Long) (message.uint64Data[i] = $util.Long.fromValue(object.uint64Data[i])).unsigned = true;\n          else if (typeof object.uint64Data[i] === 'string') message.uint64Data[i] = parseInt(object.uint64Data[i], 10);\n          else if (typeof object.uint64Data[i] === 'number') message.uint64Data[i] = object.uint64Data[i];\n          else if (typeof object.uint64Data[i] === 'object')\n            message.uint64Data[i] = new $util.LongBits(\n              object.uint64Data[i].low >>> 0,\n              object.uint64Data[i].high >>> 0,\n            ).toNumber(true);\n      }\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a TensorProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.TensorProto\n     * @static\n     * @param {onnx.TensorProto} message TensorProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    TensorProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.arrays || options.defaults) {\n        object.dims = [];\n        object.floatData = [];\n        object.int32Data = [];\n        object.stringData = [];\n        object.int64Data = [];\n        object.doubleData = [];\n        object.uint64Data = [];\n        object.externalData = [];\n      }\n      if (options.defaults) {\n        object.dataType = 0;\n        object.segment = null;\n        object.name = '';\n        if (options.bytes === String) object.rawData = '';\n        else {\n          object.rawData = [];\n          if (options.bytes !== Array) object.rawData = $util.newBuffer(object.rawData);\n        }\n        object.docString = '';\n        object.dataLocation = options.enums === String ? 'DEFAULT' : 0;\n      }\n      if (message.dims && message.dims.length) {\n        object.dims = [];\n        for (var j = 0; j < message.dims.length; ++j)\n          if (typeof message.dims[j] === 'number')\n            object.dims[j] = options.longs === String ? String(message.dims[j]) : message.dims[j];\n          else\n            object.dims[j] =\n              options.longs === String\n                ? $util.Long.prototype.toString.call(message.dims[j])\n                : options.longs === Number\n                  ? new $util.LongBits(message.dims[j].low >>> 0, message.dims[j].high >>> 0).toNumber()\n                  : message.dims[j];\n      }\n      if (message.dataType != null && message.hasOwnProperty('dataType')) object.dataType = message.dataType;\n      if (message.segment != null && message.hasOwnProperty('segment'))\n        object.segment = $root.onnx.TensorProto.Segment.toObject(message.segment, options);\n      if (message.floatData && message.floatData.length) {\n        object.floatData = [];\n        for (var j = 0; j < message.floatData.length; ++j)\n          object.floatData[j] =\n            options.json && !isFinite(message.floatData[j]) ? String(message.floatData[j]) : message.floatData[j];\n      }\n      if (message.int32Data && message.int32Data.length) {\n        object.int32Data = [];\n        for (var j = 0; j < message.int32Data.length; ++j) object.int32Data[j] = message.int32Data[j];\n      }\n      if (message.stringData && message.stringData.length) {\n        object.stringData = [];\n        for (var j = 0; j < message.stringData.length; ++j)\n          object.stringData[j] =\n            options.bytes === String\n              ? $util.base64.encode(message.stringData[j], 0, message.stringData[j].length)\n              : options.bytes === Array\n                ? Array.prototype.slice.call(message.stringData[j])\n                : message.stringData[j];\n      }\n      if (message.int64Data && message.int64Data.length) {\n        object.int64Data = [];\n        for (var j = 0; j < message.int64Data.length; ++j)\n          if (typeof message.int64Data[j] === 'number')\n            object.int64Data[j] = options.longs === String ? String(message.int64Data[j]) : message.int64Data[j];\n          else\n            object.int64Data[j] =\n              options.longs === String\n                ? $util.Long.prototype.toString.call(message.int64Data[j])\n                : options.longs === Number\n                  ? new $util.LongBits(message.int64Data[j].low >>> 0, message.int64Data[j].high >>> 0).toNumber()\n                  : message.int64Data[j];\n      }\n      if (message.name != null && message.hasOwnProperty('name')) object.name = message.name;\n      if (message.rawData != null && message.hasOwnProperty('rawData'))\n        object.rawData =\n          options.bytes === String\n            ? $util.base64.encode(message.rawData, 0, message.rawData.length)\n            : options.bytes === Array\n              ? Array.prototype.slice.call(message.rawData)\n              : message.rawData;\n      if (message.doubleData && message.doubleData.length) {\n        object.doubleData = [];\n        for (var j = 0; j < message.doubleData.length; ++j)\n          object.doubleData[j] =\n            options.json && !isFinite(message.doubleData[j]) ? String(message.doubleData[j]) : message.doubleData[j];\n      }\n      if (message.uint64Data && message.uint64Data.length) {\n        object.uint64Data = [];\n        for (var j = 0; j < message.uint64Data.length; ++j)\n          if (typeof message.uint64Data[j] === 'number')\n            object.uint64Data[j] = options.longs === String ? String(message.uint64Data[j]) : message.uint64Data[j];\n          else\n            object.uint64Data[j] =\n              options.longs === String\n                ? $util.Long.prototype.toString.call(message.uint64Data[j])\n                : options.longs === Number\n                  ? new $util.LongBits(message.uint64Data[j].low >>> 0, message.uint64Data[j].high >>> 0).toNumber(true)\n                  : message.uint64Data[j];\n      }\n      if (message.docString != null && message.hasOwnProperty('docString')) object.docString = message.docString;\n      if (message.externalData && message.externalData.length) {\n        object.externalData = [];\n        for (var j = 0; j < message.externalData.length; ++j)\n          object.externalData[j] = $root.onnx.StringStringEntryProto.toObject(message.externalData[j], options);\n      }\n      if (message.dataLocation != null && message.hasOwnProperty('dataLocation'))\n        object.dataLocation =\n          options.enums === String\n            ? $root.onnx.TensorProto.DataLocation[message.dataLocation] === undefined\n              ? message.dataLocation\n              : $root.onnx.TensorProto.DataLocation[message.dataLocation]\n            : message.dataLocation;\n      return object;\n    };\n\n    /**\n     * Converts this TensorProto to JSON.\n     * @function toJSON\n     * @memberof onnx.TensorProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    TensorProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for TensorProto\n     * @function getTypeUrl\n     * @memberof onnx.TensorProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    TensorProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.TensorProto';\n    };\n\n    /**\n     * DataType enum.\n     * @name onnx.TensorProto.DataType\n     * @enum {number}\n     * @property {number} UNDEFINED=0 UNDEFINED value\n     * @property {number} FLOAT=1 FLOAT value\n     * @property {number} UINT8=2 UINT8 value\n     * @property {number} INT8=3 INT8 value\n     * @property {number} UINT16=4 UINT16 value\n     * @property {number} INT16=5 INT16 value\n     * @property {number} INT32=6 INT32 value\n     * @property {number} INT64=7 INT64 value\n     * @property {number} STRING=8 STRING value\n     * @property {number} BOOL=9 BOOL value\n     * @property {number} FLOAT16=10 FLOAT16 value\n     * @property {number} DOUBLE=11 DOUBLE value\n     * @property {number} UINT32=12 UINT32 value\n     * @property {number} UINT64=13 UINT64 value\n     * @property {number} COMPLEX64=14 COMPLEX64 value\n     * @property {number} COMPLEX128=15 COMPLEX128 value\n     * @property {number} BFLOAT16=16 BFLOAT16 value\n     * @property {number} FLOAT8E4M3FN=17 FLOAT8E4M3FN value\n     * @property {number} FLOAT8E4M3FNUZ=18 FLOAT8E4M3FNUZ value\n     * @property {number} FLOAT8E5M2=19 FLOAT8E5M2 value\n     * @property {number} FLOAT8E5M2FNUZ=20 FLOAT8E5M2FNUZ value\n     */\n    TensorProto.DataType = (function () {\n      var valuesById = {},\n        values = Object.create(valuesById);\n      values[(valuesById[0] = 'UNDEFINED')] = 0;\n      values[(valuesById[1] = 'FLOAT')] = 1;\n      values[(valuesById[2] = 'UINT8')] = 2;\n      values[(valuesById[3] = 'INT8')] = 3;\n      values[(valuesById[4] = 'UINT16')] = 4;\n      values[(valuesById[5] = 'INT16')] = 5;\n      values[(valuesById[6] = 'INT32')] = 6;\n      values[(valuesById[7] = 'INT64')] = 7;\n      values[(valuesById[8] = 'STRING')] = 8;\n      values[(valuesById[9] = 'BOOL')] = 9;\n      values[(valuesById[10] = 'FLOAT16')] = 10;\n      values[(valuesById[11] = 'DOUBLE')] = 11;\n      values[(valuesById[12] = 'UINT32')] = 12;\n      values[(valuesById[13] = 'UINT64')] = 13;\n      values[(valuesById[14] = 'COMPLEX64')] = 14;\n      values[(valuesById[15] = 'COMPLEX128')] = 15;\n      values[(valuesById[16] = 'BFLOAT16')] = 16;\n      values[(valuesById[17] = 'FLOAT8E4M3FN')] = 17;\n      values[(valuesById[18] = 'FLOAT8E4M3FNUZ')] = 18;\n      values[(valuesById[19] = 'FLOAT8E5M2')] = 19;\n      values[(valuesById[20] = 'FLOAT8E5M2FNUZ')] = 20;\n      return values;\n    })();\n\n    TensorProto.Segment = (function () {\n      /**\n       * Properties of a Segment.\n       * @memberof onnx.TensorProto\n       * @interface ISegment\n       * @property {number|Long|null} [begin] Segment begin\n       * @property {number|Long|null} [end] Segment end\n       */\n\n      /**\n       * Constructs a new Segment.\n       * @memberof onnx.TensorProto\n       * @classdesc Represents a Segment.\n       * @implements ISegment\n       * @constructor\n       * @param {onnx.TensorProto.ISegment=} [properties] Properties to set\n       */\n      function Segment(properties) {\n        if (properties)\n          for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n            if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n      }\n\n      /**\n       * Segment begin.\n       * @member {number|Long} begin\n       * @memberof onnx.TensorProto.Segment\n       * @instance\n       */\n      Segment.prototype.begin = $util.Long ? $util.Long.fromBits(0, 0, false) : 0;\n\n      /**\n       * Segment end.\n       * @member {number|Long} end\n       * @memberof onnx.TensorProto.Segment\n       * @instance\n       */\n      Segment.prototype.end = $util.Long ? $util.Long.fromBits(0, 0, false) : 0;\n\n      /**\n       * Creates a new Segment instance using the specified properties.\n       * @function create\n       * @memberof onnx.TensorProto.Segment\n       * @static\n       * @param {onnx.TensorProto.ISegment=} [properties] Properties to set\n       * @returns {onnx.TensorProto.Segment} Segment instance\n       */\n      Segment.create = function create(properties) {\n        return new Segment(properties);\n      };\n\n      /**\n       * Encodes the specified Segment message. Does not implicitly {@link onnx.TensorProto.Segment.verify|verify} messages.\n       * @function encode\n       * @memberof onnx.TensorProto.Segment\n       * @static\n       * @param {onnx.TensorProto.ISegment} message Segment message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Segment.encode = function encode(message, writer) {\n        if (!writer) writer = $Writer.create();\n        if (message.begin != null && Object.hasOwnProperty.call(message, 'begin'))\n          writer.uint32(/* id 1, wireType 0 =*/ 8).int64(message.begin);\n        if (message.end != null && Object.hasOwnProperty.call(message, 'end'))\n          writer.uint32(/* id 2, wireType 0 =*/ 16).int64(message.end);\n        return writer;\n      };\n\n      /**\n       * Encodes the specified Segment message, length delimited. Does not implicitly {@link onnx.TensorProto.Segment.verify|verify} messages.\n       * @function encodeDelimited\n       * @memberof onnx.TensorProto.Segment\n       * @static\n       * @param {onnx.TensorProto.ISegment} message Segment message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Segment.encodeDelimited = function encodeDelimited(message, writer) {\n        return this.encode(message, writer).ldelim();\n      };\n\n      /**\n       * Decodes a Segment message from the specified reader or buffer.\n       * @function decode\n       * @memberof onnx.TensorProto.Segment\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @param {number} [length] Message length if known beforehand\n       * @returns {onnx.TensorProto.Segment} Segment\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Segment.decode = function decode(reader, length) {\n        if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n        var end = length === undefined ? reader.len : reader.pos + length,\n          message = new $root.onnx.TensorProto.Segment();\n        while (reader.pos < end) {\n          var tag = reader.uint32();\n          switch (tag >>> 3) {\n            case 1: {\n              message.begin = reader.int64();\n              break;\n            }\n            case 2: {\n              message.end = reader.int64();\n              break;\n            }\n            default:\n              reader.skipType(tag & 7);\n              break;\n          }\n        }\n        return message;\n      };\n\n      /**\n       * Decodes a Segment message from the specified reader or buffer, length delimited.\n       * @function decodeDelimited\n       * @memberof onnx.TensorProto.Segment\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @returns {onnx.TensorProto.Segment} Segment\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Segment.decodeDelimited = function decodeDelimited(reader) {\n        if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n        return this.decode(reader, reader.uint32());\n      };\n\n      /**\n       * Verifies a Segment message.\n       * @function verify\n       * @memberof onnx.TensorProto.Segment\n       * @static\n       * @param {Object.<string,*>} message Plain object to verify\n       * @returns {string|null} `null` if valid, otherwise the reason why it is not\n       */\n      Segment.verify = function verify(message) {\n        if (typeof message !== 'object' || message === null) return 'object expected';\n        if (message.begin != null && message.hasOwnProperty('begin'))\n          if (\n            !$util.isInteger(message.begin) &&\n            !(message.begin && $util.isInteger(message.begin.low) && $util.isInteger(message.begin.high))\n          )\n            return 'begin: integer|Long expected';\n        if (message.end != null && message.hasOwnProperty('end'))\n          if (\n            !$util.isInteger(message.end) &&\n            !(message.end && $util.isInteger(message.end.low) && $util.isInteger(message.end.high))\n          )\n            return 'end: integer|Long expected';\n        return null;\n      };\n\n      /**\n       * Creates a Segment message from a plain object. Also converts values to their respective internal types.\n       * @function fromObject\n       * @memberof onnx.TensorProto.Segment\n       * @static\n       * @param {Object.<string,*>} object Plain object\n       * @returns {onnx.TensorProto.Segment} Segment\n       */\n      Segment.fromObject = function fromObject(object) {\n        if (object instanceof $root.onnx.TensorProto.Segment) return object;\n        var message = new $root.onnx.TensorProto.Segment();\n        if (object.begin != null)\n          if ($util.Long) (message.begin = $util.Long.fromValue(object.begin)).unsigned = false;\n          else if (typeof object.begin === 'string') message.begin = parseInt(object.begin, 10);\n          else if (typeof object.begin === 'number') message.begin = object.begin;\n          else if (typeof object.begin === 'object')\n            message.begin = new $util.LongBits(object.begin.low >>> 0, object.begin.high >>> 0).toNumber();\n        if (object.end != null)\n          if ($util.Long) (message.end = $util.Long.fromValue(object.end)).unsigned = false;\n          else if (typeof object.end === 'string') message.end = parseInt(object.end, 10);\n          else if (typeof object.end === 'number') message.end = object.end;\n          else if (typeof object.end === 'object')\n            message.end = new $util.LongBits(object.end.low >>> 0, object.end.high >>> 0).toNumber();\n        return message;\n      };\n\n      /**\n       * Creates a plain object from a Segment message. Also converts values to other types if specified.\n       * @function toObject\n       * @memberof onnx.TensorProto.Segment\n       * @static\n       * @param {onnx.TensorProto.Segment} message Segment\n       * @param {$protobuf.IConversionOptions} [options] Conversion options\n       * @returns {Object.<string,*>} Plain object\n       */\n      Segment.toObject = function toObject(message, options) {\n        if (!options) options = {};\n        var object = {};\n        if (options.defaults) {\n          if ($util.Long) {\n            var long = new $util.Long(0, 0, false);\n            object.begin =\n              options.longs === String ? long.toString() : options.longs === Number ? long.toNumber() : long;\n          } else object.begin = options.longs === String ? '0' : 0;\n          if ($util.Long) {\n            var long = new $util.Long(0, 0, false);\n            object.end = options.longs === String ? long.toString() : options.longs === Number ? long.toNumber() : long;\n          } else object.end = options.longs === String ? '0' : 0;\n        }\n        if (message.begin != null && message.hasOwnProperty('begin'))\n          if (typeof message.begin === 'number')\n            object.begin = options.longs === String ? String(message.begin) : message.begin;\n          else\n            object.begin =\n              options.longs === String\n                ? $util.Long.prototype.toString.call(message.begin)\n                : options.longs === Number\n                  ? new $util.LongBits(message.begin.low >>> 0, message.begin.high >>> 0).toNumber()\n                  : message.begin;\n        if (message.end != null && message.hasOwnProperty('end'))\n          if (typeof message.end === 'number')\n            object.end = options.longs === String ? String(message.end) : message.end;\n          else\n            object.end =\n              options.longs === String\n                ? $util.Long.prototype.toString.call(message.end)\n                : options.longs === Number\n                  ? new $util.LongBits(message.end.low >>> 0, message.end.high >>> 0).toNumber()\n                  : message.end;\n        return object;\n      };\n\n      /**\n       * Converts this Segment to JSON.\n       * @function toJSON\n       * @memberof onnx.TensorProto.Segment\n       * @instance\n       * @returns {Object.<string,*>} JSON object\n       */\n      Segment.prototype.toJSON = function toJSON() {\n        return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n      };\n\n      /**\n       * Gets the default type url for Segment\n       * @function getTypeUrl\n       * @memberof onnx.TensorProto.Segment\n       * @static\n       * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n       * @returns {string} The default type url\n       */\n      Segment.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n        if (typeUrlPrefix === undefined) {\n          typeUrlPrefix = 'type.googleapis.com';\n        }\n        return typeUrlPrefix + '/onnx.TensorProto.Segment';\n      };\n\n      return Segment;\n    })();\n\n    /**\n     * DataLocation enum.\n     * @name onnx.TensorProto.DataLocation\n     * @enum {number}\n     * @property {number} DEFAULT=0 DEFAULT value\n     * @property {number} EXTERNAL=1 EXTERNAL value\n     */\n    TensorProto.DataLocation = (function () {\n      var valuesById = {},\n        values = Object.create(valuesById);\n      values[(valuesById[0] = 'DEFAULT')] = 0;\n      values[(valuesById[1] = 'EXTERNAL')] = 1;\n      return values;\n    })();\n\n    return TensorProto;\n  })();\n\n  onnx.SparseTensorProto = (function () {\n    /**\n     * Properties of a SparseTensorProto.\n     * @memberof onnx\n     * @interface ISparseTensorProto\n     * @property {onnx.ITensorProto|null} [values] SparseTensorProto values\n     * @property {onnx.ITensorProto|null} [indices] SparseTensorProto indices\n     * @property {Array.<number|Long>|null} [dims] SparseTensorProto dims\n     */\n\n    /**\n     * Constructs a new SparseTensorProto.\n     * @memberof onnx\n     * @classdesc Represents a SparseTensorProto.\n     * @implements ISparseTensorProto\n     * @constructor\n     * @param {onnx.ISparseTensorProto=} [properties] Properties to set\n     */\n    function SparseTensorProto(properties) {\n      this.dims = [];\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * SparseTensorProto values.\n     * @member {onnx.ITensorProto|null|undefined} values\n     * @memberof onnx.SparseTensorProto\n     * @instance\n     */\n    SparseTensorProto.prototype.values = null;\n\n    /**\n     * SparseTensorProto indices.\n     * @member {onnx.ITensorProto|null|undefined} indices\n     * @memberof onnx.SparseTensorProto\n     * @instance\n     */\n    SparseTensorProto.prototype.indices = null;\n\n    /**\n     * SparseTensorProto dims.\n     * @member {Array.<number|Long>} dims\n     * @memberof onnx.SparseTensorProto\n     * @instance\n     */\n    SparseTensorProto.prototype.dims = $util.emptyArray;\n\n    /**\n     * Creates a new SparseTensorProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.SparseTensorProto\n     * @static\n     * @param {onnx.ISparseTensorProto=} [properties] Properties to set\n     * @returns {onnx.SparseTensorProto} SparseTensorProto instance\n     */\n    SparseTensorProto.create = function create(properties) {\n      return new SparseTensorProto(properties);\n    };\n\n    /**\n     * Encodes the specified SparseTensorProto message. Does not implicitly {@link onnx.SparseTensorProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.SparseTensorProto\n     * @static\n     * @param {onnx.ISparseTensorProto} message SparseTensorProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    SparseTensorProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.values != null && Object.hasOwnProperty.call(message, 'values'))\n        $root.onnx.TensorProto.encode(message.values, writer.uint32(/* id 1, wireType 2 =*/ 10).fork()).ldelim();\n      if (message.indices != null && Object.hasOwnProperty.call(message, 'indices'))\n        $root.onnx.TensorProto.encode(message.indices, writer.uint32(/* id 2, wireType 2 =*/ 18).fork()).ldelim();\n      if (message.dims != null && message.dims.length) {\n        writer.uint32(/* id 3, wireType 2 =*/ 26).fork();\n        for (var i = 0; i < message.dims.length; ++i) writer.int64(message.dims[i]);\n        writer.ldelim();\n      }\n      return writer;\n    };\n\n    /**\n     * Encodes the specified SparseTensorProto message, length delimited. Does not implicitly {@link onnx.SparseTensorProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.SparseTensorProto\n     * @static\n     * @param {onnx.ISparseTensorProto} message SparseTensorProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    SparseTensorProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a SparseTensorProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.SparseTensorProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.SparseTensorProto} SparseTensorProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    SparseTensorProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.SparseTensorProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            message.values = $root.onnx.TensorProto.decode(reader, reader.uint32());\n            break;\n          }\n          case 2: {\n            message.indices = $root.onnx.TensorProto.decode(reader, reader.uint32());\n            break;\n          }\n          case 3: {\n            if (!(message.dims && message.dims.length)) message.dims = [];\n            if ((tag & 7) === 2) {\n              var end2 = reader.uint32() + reader.pos;\n              while (reader.pos < end2) message.dims.push(reader.int64());\n            } else message.dims.push(reader.int64());\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a SparseTensorProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.SparseTensorProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.SparseTensorProto} SparseTensorProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    SparseTensorProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a SparseTensorProto message.\n     * @function verify\n     * @memberof onnx.SparseTensorProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    SparseTensorProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.values != null && message.hasOwnProperty('values')) {\n        var error = $root.onnx.TensorProto.verify(message.values);\n        if (error) return 'values.' + error;\n      }\n      if (message.indices != null && message.hasOwnProperty('indices')) {\n        var error = $root.onnx.TensorProto.verify(message.indices);\n        if (error) return 'indices.' + error;\n      }\n      if (message.dims != null && message.hasOwnProperty('dims')) {\n        if (!Array.isArray(message.dims)) return 'dims: array expected';\n        for (var i = 0; i < message.dims.length; ++i)\n          if (\n            !$util.isInteger(message.dims[i]) &&\n            !(message.dims[i] && $util.isInteger(message.dims[i].low) && $util.isInteger(message.dims[i].high))\n          )\n            return 'dims: integer|Long[] expected';\n      }\n      return null;\n    };\n\n    /**\n     * Creates a SparseTensorProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.SparseTensorProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.SparseTensorProto} SparseTensorProto\n     */\n    SparseTensorProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.SparseTensorProto) return object;\n      var message = new $root.onnx.SparseTensorProto();\n      if (object.values != null) {\n        if (typeof object.values !== 'object') throw TypeError('.onnx.SparseTensorProto.values: object expected');\n        message.values = $root.onnx.TensorProto.fromObject(object.values);\n      }\n      if (object.indices != null) {\n        if (typeof object.indices !== 'object') throw TypeError('.onnx.SparseTensorProto.indices: object expected');\n        message.indices = $root.onnx.TensorProto.fromObject(object.indices);\n      }\n      if (object.dims) {\n        if (!Array.isArray(object.dims)) throw TypeError('.onnx.SparseTensorProto.dims: array expected');\n        message.dims = [];\n        for (var i = 0; i < object.dims.length; ++i)\n          if ($util.Long) (message.dims[i] = $util.Long.fromValue(object.dims[i])).unsigned = false;\n          else if (typeof object.dims[i] === 'string') message.dims[i] = parseInt(object.dims[i], 10);\n          else if (typeof object.dims[i] === 'number') message.dims[i] = object.dims[i];\n          else if (typeof object.dims[i] === 'object')\n            message.dims[i] = new $util.LongBits(object.dims[i].low >>> 0, object.dims[i].high >>> 0).toNumber();\n      }\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a SparseTensorProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.SparseTensorProto\n     * @static\n     * @param {onnx.SparseTensorProto} message SparseTensorProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    SparseTensorProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.arrays || options.defaults) object.dims = [];\n      if (options.defaults) {\n        object.values = null;\n        object.indices = null;\n      }\n      if (message.values != null && message.hasOwnProperty('values'))\n        object.values = $root.onnx.TensorProto.toObject(message.values, options);\n      if (message.indices != null && message.hasOwnProperty('indices'))\n        object.indices = $root.onnx.TensorProto.toObject(message.indices, options);\n      if (message.dims && message.dims.length) {\n        object.dims = [];\n        for (var j = 0; j < message.dims.length; ++j)\n          if (typeof message.dims[j] === 'number')\n            object.dims[j] = options.longs === String ? String(message.dims[j]) : message.dims[j];\n          else\n            object.dims[j] =\n              options.longs === String\n                ? $util.Long.prototype.toString.call(message.dims[j])\n                : options.longs === Number\n                  ? new $util.LongBits(message.dims[j].low >>> 0, message.dims[j].high >>> 0).toNumber()\n                  : message.dims[j];\n      }\n      return object;\n    };\n\n    /**\n     * Converts this SparseTensorProto to JSON.\n     * @function toJSON\n     * @memberof onnx.SparseTensorProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    SparseTensorProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for SparseTensorProto\n     * @function getTypeUrl\n     * @memberof onnx.SparseTensorProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    SparseTensorProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.SparseTensorProto';\n    };\n\n    return SparseTensorProto;\n  })();\n\n  onnx.TensorShapeProto = (function () {\n    /**\n     * Properties of a TensorShapeProto.\n     * @memberof onnx\n     * @interface ITensorShapeProto\n     * @property {Array.<onnx.TensorShapeProto.IDimension>|null} [dim] TensorShapeProto dim\n     */\n\n    /**\n     * Constructs a new TensorShapeProto.\n     * @memberof onnx\n     * @classdesc Represents a TensorShapeProto.\n     * @implements ITensorShapeProto\n     * @constructor\n     * @param {onnx.ITensorShapeProto=} [properties] Properties to set\n     */\n    function TensorShapeProto(properties) {\n      this.dim = [];\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * TensorShapeProto dim.\n     * @member {Array.<onnx.TensorShapeProto.IDimension>} dim\n     * @memberof onnx.TensorShapeProto\n     * @instance\n     */\n    TensorShapeProto.prototype.dim = $util.emptyArray;\n\n    /**\n     * Creates a new TensorShapeProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.TensorShapeProto\n     * @static\n     * @param {onnx.ITensorShapeProto=} [properties] Properties to set\n     * @returns {onnx.TensorShapeProto} TensorShapeProto instance\n     */\n    TensorShapeProto.create = function create(properties) {\n      return new TensorShapeProto(properties);\n    };\n\n    /**\n     * Encodes the specified TensorShapeProto message. Does not implicitly {@link onnx.TensorShapeProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.TensorShapeProto\n     * @static\n     * @param {onnx.ITensorShapeProto} message TensorShapeProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    TensorShapeProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.dim != null && message.dim.length)\n        for (var i = 0; i < message.dim.length; ++i)\n          $root.onnx.TensorShapeProto.Dimension.encode(\n            message.dim[i],\n            writer.uint32(/* id 1, wireType 2 =*/ 10).fork(),\n          ).ldelim();\n      return writer;\n    };\n\n    /**\n     * Encodes the specified TensorShapeProto message, length delimited. Does not implicitly {@link onnx.TensorShapeProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.TensorShapeProto\n     * @static\n     * @param {onnx.ITensorShapeProto} message TensorShapeProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    TensorShapeProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a TensorShapeProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.TensorShapeProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.TensorShapeProto} TensorShapeProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    TensorShapeProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.TensorShapeProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            if (!(message.dim && message.dim.length)) message.dim = [];\n            message.dim.push($root.onnx.TensorShapeProto.Dimension.decode(reader, reader.uint32()));\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a TensorShapeProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.TensorShapeProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.TensorShapeProto} TensorShapeProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    TensorShapeProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a TensorShapeProto message.\n     * @function verify\n     * @memberof onnx.TensorShapeProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    TensorShapeProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.dim != null && message.hasOwnProperty('dim')) {\n        if (!Array.isArray(message.dim)) return 'dim: array expected';\n        for (var i = 0; i < message.dim.length; ++i) {\n          var error = $root.onnx.TensorShapeProto.Dimension.verify(message.dim[i]);\n          if (error) return 'dim.' + error;\n        }\n      }\n      return null;\n    };\n\n    /**\n     * Creates a TensorShapeProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.TensorShapeProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.TensorShapeProto} TensorShapeProto\n     */\n    TensorShapeProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.TensorShapeProto) return object;\n      var message = new $root.onnx.TensorShapeProto();\n      if (object.dim) {\n        if (!Array.isArray(object.dim)) throw TypeError('.onnx.TensorShapeProto.dim: array expected');\n        message.dim = [];\n        for (var i = 0; i < object.dim.length; ++i) {\n          if (typeof object.dim[i] !== 'object') throw TypeError('.onnx.TensorShapeProto.dim: object expected');\n          message.dim[i] = $root.onnx.TensorShapeProto.Dimension.fromObject(object.dim[i]);\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a TensorShapeProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.TensorShapeProto\n     * @static\n     * @param {onnx.TensorShapeProto} message TensorShapeProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    TensorShapeProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.arrays || options.defaults) object.dim = [];\n      if (message.dim && message.dim.length) {\n        object.dim = [];\n        for (var j = 0; j < message.dim.length; ++j)\n          object.dim[j] = $root.onnx.TensorShapeProto.Dimension.toObject(message.dim[j], options);\n      }\n      return object;\n    };\n\n    /**\n     * Converts this TensorShapeProto to JSON.\n     * @function toJSON\n     * @memberof onnx.TensorShapeProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    TensorShapeProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for TensorShapeProto\n     * @function getTypeUrl\n     * @memberof onnx.TensorShapeProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    TensorShapeProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.TensorShapeProto';\n    };\n\n    TensorShapeProto.Dimension = (function () {\n      /**\n       * Properties of a Dimension.\n       * @memberof onnx.TensorShapeProto\n       * @interface IDimension\n       * @property {number|Long|null} [dimValue] Dimension dimValue\n       * @property {string|null} [dimParam] Dimension dimParam\n       * @property {string|null} [denotation] Dimension denotation\n       */\n\n      /**\n       * Constructs a new Dimension.\n       * @memberof onnx.TensorShapeProto\n       * @classdesc Represents a Dimension.\n       * @implements IDimension\n       * @constructor\n       * @param {onnx.TensorShapeProto.IDimension=} [properties] Properties to set\n       */\n      function Dimension(properties) {\n        if (properties)\n          for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n            if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n      }\n\n      /**\n       * Dimension dimValue.\n       * @member {number|Long|null|undefined} dimValue\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @instance\n       */\n      Dimension.prototype.dimValue = null;\n\n      /**\n       * Dimension dimParam.\n       * @member {string|null|undefined} dimParam\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @instance\n       */\n      Dimension.prototype.dimParam = null;\n\n      /**\n       * Dimension denotation.\n       * @member {string} denotation\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @instance\n       */\n      Dimension.prototype.denotation = '';\n\n      // OneOf field names bound to virtual getters and setters\n      var $oneOfFields;\n\n      /**\n       * Dimension value.\n       * @member {\"dimValue\"|\"dimParam\"|undefined} value\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @instance\n       */\n      Object.defineProperty(Dimension.prototype, 'value', {\n        get: $util.oneOfGetter(($oneOfFields = ['dimValue', 'dimParam'])),\n        set: $util.oneOfSetter($oneOfFields),\n      });\n\n      /**\n       * Creates a new Dimension instance using the specified properties.\n       * @function create\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @static\n       * @param {onnx.TensorShapeProto.IDimension=} [properties] Properties to set\n       * @returns {onnx.TensorShapeProto.Dimension} Dimension instance\n       */\n      Dimension.create = function create(properties) {\n        return new Dimension(properties);\n      };\n\n      /**\n       * Encodes the specified Dimension message. Does not implicitly {@link onnx.TensorShapeProto.Dimension.verify|verify} messages.\n       * @function encode\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @static\n       * @param {onnx.TensorShapeProto.IDimension} message Dimension message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Dimension.encode = function encode(message, writer) {\n        if (!writer) writer = $Writer.create();\n        if (message.dimValue != null && Object.hasOwnProperty.call(message, 'dimValue'))\n          writer.uint32(/* id 1, wireType 0 =*/ 8).int64(message.dimValue);\n        if (message.dimParam != null && Object.hasOwnProperty.call(message, 'dimParam'))\n          writer.uint32(/* id 2, wireType 2 =*/ 18).string(message.dimParam);\n        if (message.denotation != null && Object.hasOwnProperty.call(message, 'denotation'))\n          writer.uint32(/* id 3, wireType 2 =*/ 26).string(message.denotation);\n        return writer;\n      };\n\n      /**\n       * Encodes the specified Dimension message, length delimited. Does not implicitly {@link onnx.TensorShapeProto.Dimension.verify|verify} messages.\n       * @function encodeDelimited\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @static\n       * @param {onnx.TensorShapeProto.IDimension} message Dimension message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Dimension.encodeDelimited = function encodeDelimited(message, writer) {\n        return this.encode(message, writer).ldelim();\n      };\n\n      /**\n       * Decodes a Dimension message from the specified reader or buffer.\n       * @function decode\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @param {number} [length] Message length if known beforehand\n       * @returns {onnx.TensorShapeProto.Dimension} Dimension\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Dimension.decode = function decode(reader, length) {\n        if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n        var end = length === undefined ? reader.len : reader.pos + length,\n          message = new $root.onnx.TensorShapeProto.Dimension();\n        while (reader.pos < end) {\n          var tag = reader.uint32();\n          switch (tag >>> 3) {\n            case 1: {\n              message.dimValue = reader.int64();\n              break;\n            }\n            case 2: {\n              message.dimParam = reader.string();\n              break;\n            }\n            case 3: {\n              message.denotation = reader.string();\n              break;\n            }\n            default:\n              reader.skipType(tag & 7);\n              break;\n          }\n        }\n        return message;\n      };\n\n      /**\n       * Decodes a Dimension message from the specified reader or buffer, length delimited.\n       * @function decodeDelimited\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @returns {onnx.TensorShapeProto.Dimension} Dimension\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Dimension.decodeDelimited = function decodeDelimited(reader) {\n        if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n        return this.decode(reader, reader.uint32());\n      };\n\n      /**\n       * Verifies a Dimension message.\n       * @function verify\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @static\n       * @param {Object.<string,*>} message Plain object to verify\n       * @returns {string|null} `null` if valid, otherwise the reason why it is not\n       */\n      Dimension.verify = function verify(message) {\n        if (typeof message !== 'object' || message === null) return 'object expected';\n        var properties = {};\n        if (message.dimValue != null && message.hasOwnProperty('dimValue')) {\n          properties.value = 1;\n          if (\n            !$util.isInteger(message.dimValue) &&\n            !(message.dimValue && $util.isInteger(message.dimValue.low) && $util.isInteger(message.dimValue.high))\n          )\n            return 'dimValue: integer|Long expected';\n        }\n        if (message.dimParam != null && message.hasOwnProperty('dimParam')) {\n          if (properties.value === 1) return 'value: multiple values';\n          properties.value = 1;\n          if (!$util.isString(message.dimParam)) return 'dimParam: string expected';\n        }\n        if (message.denotation != null && message.hasOwnProperty('denotation'))\n          if (!$util.isString(message.denotation)) return 'denotation: string expected';\n        return null;\n      };\n\n      /**\n       * Creates a Dimension message from a plain object. Also converts values to their respective internal types.\n       * @function fromObject\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @static\n       * @param {Object.<string,*>} object Plain object\n       * @returns {onnx.TensorShapeProto.Dimension} Dimension\n       */\n      Dimension.fromObject = function fromObject(object) {\n        if (object instanceof $root.onnx.TensorShapeProto.Dimension) return object;\n        var message = new $root.onnx.TensorShapeProto.Dimension();\n        if (object.dimValue != null)\n          if ($util.Long) (message.dimValue = $util.Long.fromValue(object.dimValue)).unsigned = false;\n          else if (typeof object.dimValue === 'string') message.dimValue = parseInt(object.dimValue, 10);\n          else if (typeof object.dimValue === 'number') message.dimValue = object.dimValue;\n          else if (typeof object.dimValue === 'object')\n            message.dimValue = new $util.LongBits(object.dimValue.low >>> 0, object.dimValue.high >>> 0).toNumber();\n        if (object.dimParam != null) message.dimParam = String(object.dimParam);\n        if (object.denotation != null) message.denotation = String(object.denotation);\n        return message;\n      };\n\n      /**\n       * Creates a plain object from a Dimension message. Also converts values to other types if specified.\n       * @function toObject\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @static\n       * @param {onnx.TensorShapeProto.Dimension} message Dimension\n       * @param {$protobuf.IConversionOptions} [options] Conversion options\n       * @returns {Object.<string,*>} Plain object\n       */\n      Dimension.toObject = function toObject(message, options) {\n        if (!options) options = {};\n        var object = {};\n        if (options.defaults) object.denotation = '';\n        if (message.dimValue != null && message.hasOwnProperty('dimValue')) {\n          if (typeof message.dimValue === 'number')\n            object.dimValue = options.longs === String ? String(message.dimValue) : message.dimValue;\n          else\n            object.dimValue =\n              options.longs === String\n                ? $util.Long.prototype.toString.call(message.dimValue)\n                : options.longs === Number\n                  ? new $util.LongBits(message.dimValue.low >>> 0, message.dimValue.high >>> 0).toNumber()\n                  : message.dimValue;\n          if (options.oneofs) object.value = 'dimValue';\n        }\n        if (message.dimParam != null && message.hasOwnProperty('dimParam')) {\n          object.dimParam = message.dimParam;\n          if (options.oneofs) object.value = 'dimParam';\n        }\n        if (message.denotation != null && message.hasOwnProperty('denotation')) object.denotation = message.denotation;\n        return object;\n      };\n\n      /**\n       * Converts this Dimension to JSON.\n       * @function toJSON\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @instance\n       * @returns {Object.<string,*>} JSON object\n       */\n      Dimension.prototype.toJSON = function toJSON() {\n        return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n      };\n\n      /**\n       * Gets the default type url for Dimension\n       * @function getTypeUrl\n       * @memberof onnx.TensorShapeProto.Dimension\n       * @static\n       * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n       * @returns {string} The default type url\n       */\n      Dimension.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n        if (typeUrlPrefix === undefined) {\n          typeUrlPrefix = 'type.googleapis.com';\n        }\n        return typeUrlPrefix + '/onnx.TensorShapeProto.Dimension';\n      };\n\n      return Dimension;\n    })();\n\n    return TensorShapeProto;\n  })();\n\n  onnx.TypeProto = (function () {\n    /**\n     * Properties of a TypeProto.\n     * @memberof onnx\n     * @interface ITypeProto\n     * @property {onnx.TypeProto.ITensor|null} [tensorType] TypeProto tensorType\n     * @property {onnx.TypeProto.ISequence|null} [sequenceType] TypeProto sequenceType\n     * @property {onnx.TypeProto.IMap|null} [mapType] TypeProto mapType\n     * @property {onnx.TypeProto.IOptional|null} [optionalType] TypeProto optionalType\n     * @property {onnx.TypeProto.ISparseTensor|null} [sparseTensorType] TypeProto sparseTensorType\n     * @property {string|null} [denotation] TypeProto denotation\n     */\n\n    /**\n     * Constructs a new TypeProto.\n     * @memberof onnx\n     * @classdesc Represents a TypeProto.\n     * @implements ITypeProto\n     * @constructor\n     * @param {onnx.ITypeProto=} [properties] Properties to set\n     */\n    function TypeProto(properties) {\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * TypeProto tensorType.\n     * @member {onnx.TypeProto.ITensor|null|undefined} tensorType\n     * @memberof onnx.TypeProto\n     * @instance\n     */\n    TypeProto.prototype.tensorType = null;\n\n    /**\n     * TypeProto sequenceType.\n     * @member {onnx.TypeProto.ISequence|null|undefined} sequenceType\n     * @memberof onnx.TypeProto\n     * @instance\n     */\n    TypeProto.prototype.sequenceType = null;\n\n    /**\n     * TypeProto mapType.\n     * @member {onnx.TypeProto.IMap|null|undefined} mapType\n     * @memberof onnx.TypeProto\n     * @instance\n     */\n    TypeProto.prototype.mapType = null;\n\n    /**\n     * TypeProto optionalType.\n     * @member {onnx.TypeProto.IOptional|null|undefined} optionalType\n     * @memberof onnx.TypeProto\n     * @instance\n     */\n    TypeProto.prototype.optionalType = null;\n\n    /**\n     * TypeProto sparseTensorType.\n     * @member {onnx.TypeProto.ISparseTensor|null|undefined} sparseTensorType\n     * @memberof onnx.TypeProto\n     * @instance\n     */\n    TypeProto.prototype.sparseTensorType = null;\n\n    /**\n     * TypeProto denotation.\n     * @member {string} denotation\n     * @memberof onnx.TypeProto\n     * @instance\n     */\n    TypeProto.prototype.denotation = '';\n\n    // OneOf field names bound to virtual getters and setters\n    var $oneOfFields;\n\n    /**\n     * TypeProto value.\n     * @member {\"tensorType\"|\"sequenceType\"|\"mapType\"|\"optionalType\"|\"sparseTensorType\"|undefined} value\n     * @memberof onnx.TypeProto\n     * @instance\n     */\n    Object.defineProperty(TypeProto.prototype, 'value', {\n      get: $util.oneOfGetter(\n        ($oneOfFields = ['tensorType', 'sequenceType', 'mapType', 'optionalType', 'sparseTensorType']),\n      ),\n      set: $util.oneOfSetter($oneOfFields),\n    });\n\n    /**\n     * Creates a new TypeProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.TypeProto\n     * @static\n     * @param {onnx.ITypeProto=} [properties] Properties to set\n     * @returns {onnx.TypeProto} TypeProto instance\n     */\n    TypeProto.create = function create(properties) {\n      return new TypeProto(properties);\n    };\n\n    /**\n     * Encodes the specified TypeProto message. Does not implicitly {@link onnx.TypeProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.TypeProto\n     * @static\n     * @param {onnx.ITypeProto} message TypeProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    TypeProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.tensorType != null && Object.hasOwnProperty.call(message, 'tensorType'))\n        $root.onnx.TypeProto.Tensor.encode(\n          message.tensorType,\n          writer.uint32(/* id 1, wireType 2 =*/ 10).fork(),\n        ).ldelim();\n      if (message.sequenceType != null && Object.hasOwnProperty.call(message, 'sequenceType'))\n        $root.onnx.TypeProto.Sequence.encode(\n          message.sequenceType,\n          writer.uint32(/* id 4, wireType 2 =*/ 34).fork(),\n        ).ldelim();\n      if (message.mapType != null && Object.hasOwnProperty.call(message, 'mapType'))\n        $root.onnx.TypeProto.Map.encode(message.mapType, writer.uint32(/* id 5, wireType 2 =*/ 42).fork()).ldelim();\n      if (message.denotation != null && Object.hasOwnProperty.call(message, 'denotation'))\n        writer.uint32(/* id 6, wireType 2 =*/ 50).string(message.denotation);\n      if (message.sparseTensorType != null && Object.hasOwnProperty.call(message, 'sparseTensorType'))\n        $root.onnx.TypeProto.SparseTensor.encode(\n          message.sparseTensorType,\n          writer.uint32(/* id 8, wireType 2 =*/ 66).fork(),\n        ).ldelim();\n      if (message.optionalType != null && Object.hasOwnProperty.call(message, 'optionalType'))\n        $root.onnx.TypeProto.Optional.encode(\n          message.optionalType,\n          writer.uint32(/* id 9, wireType 2 =*/ 74).fork(),\n        ).ldelim();\n      return writer;\n    };\n\n    /**\n     * Encodes the specified TypeProto message, length delimited. Does not implicitly {@link onnx.TypeProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.TypeProto\n     * @static\n     * @param {onnx.ITypeProto} message TypeProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    TypeProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a TypeProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.TypeProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.TypeProto} TypeProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    TypeProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.TypeProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            message.tensorType = $root.onnx.TypeProto.Tensor.decode(reader, reader.uint32());\n            break;\n          }\n          case 4: {\n            message.sequenceType = $root.onnx.TypeProto.Sequence.decode(reader, reader.uint32());\n            break;\n          }\n          case 5: {\n            message.mapType = $root.onnx.TypeProto.Map.decode(reader, reader.uint32());\n            break;\n          }\n          case 9: {\n            message.optionalType = $root.onnx.TypeProto.Optional.decode(reader, reader.uint32());\n            break;\n          }\n          case 8: {\n            message.sparseTensorType = $root.onnx.TypeProto.SparseTensor.decode(reader, reader.uint32());\n            break;\n          }\n          case 6: {\n            message.denotation = reader.string();\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a TypeProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.TypeProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.TypeProto} TypeProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    TypeProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a TypeProto message.\n     * @function verify\n     * @memberof onnx.TypeProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    TypeProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      var properties = {};\n      if (message.tensorType != null && message.hasOwnProperty('tensorType')) {\n        properties.value = 1;\n        {\n          var error = $root.onnx.TypeProto.Tensor.verify(message.tensorType);\n          if (error) return 'tensorType.' + error;\n        }\n      }\n      if (message.sequenceType != null && message.hasOwnProperty('sequenceType')) {\n        if (properties.value === 1) return 'value: multiple values';\n        properties.value = 1;\n        {\n          var error = $root.onnx.TypeProto.Sequence.verify(message.sequenceType);\n          if (error) return 'sequenceType.' + error;\n        }\n      }\n      if (message.mapType != null && message.hasOwnProperty('mapType')) {\n        if (properties.value === 1) return 'value: multiple values';\n        properties.value = 1;\n        {\n          var error = $root.onnx.TypeProto.Map.verify(message.mapType);\n          if (error) return 'mapType.' + error;\n        }\n      }\n      if (message.optionalType != null && message.hasOwnProperty('optionalType')) {\n        if (properties.value === 1) return 'value: multiple values';\n        properties.value = 1;\n        {\n          var error = $root.onnx.TypeProto.Optional.verify(message.optionalType);\n          if (error) return 'optionalType.' + error;\n        }\n      }\n      if (message.sparseTensorType != null && message.hasOwnProperty('sparseTensorType')) {\n        if (properties.value === 1) return 'value: multiple values';\n        properties.value = 1;\n        {\n          var error = $root.onnx.TypeProto.SparseTensor.verify(message.sparseTensorType);\n          if (error) return 'sparseTensorType.' + error;\n        }\n      }\n      if (message.denotation != null && message.hasOwnProperty('denotation'))\n        if (!$util.isString(message.denotation)) return 'denotation: string expected';\n      return null;\n    };\n\n    /**\n     * Creates a TypeProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.TypeProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.TypeProto} TypeProto\n     */\n    TypeProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.TypeProto) return object;\n      var message = new $root.onnx.TypeProto();\n      if (object.tensorType != null) {\n        if (typeof object.tensorType !== 'object') throw TypeError('.onnx.TypeProto.tensorType: object expected');\n        message.tensorType = $root.onnx.TypeProto.Tensor.fromObject(object.tensorType);\n      }\n      if (object.sequenceType != null) {\n        if (typeof object.sequenceType !== 'object') throw TypeError('.onnx.TypeProto.sequenceType: object expected');\n        message.sequenceType = $root.onnx.TypeProto.Sequence.fromObject(object.sequenceType);\n      }\n      if (object.mapType != null) {\n        if (typeof object.mapType !== 'object') throw TypeError('.onnx.TypeProto.mapType: object expected');\n        message.mapType = $root.onnx.TypeProto.Map.fromObject(object.mapType);\n      }\n      if (object.optionalType != null) {\n        if (typeof object.optionalType !== 'object') throw TypeError('.onnx.TypeProto.optionalType: object expected');\n        message.optionalType = $root.onnx.TypeProto.Optional.fromObject(object.optionalType);\n      }\n      if (object.sparseTensorType != null) {\n        if (typeof object.sparseTensorType !== 'object')\n          throw TypeError('.onnx.TypeProto.sparseTensorType: object expected');\n        message.sparseTensorType = $root.onnx.TypeProto.SparseTensor.fromObject(object.sparseTensorType);\n      }\n      if (object.denotation != null) message.denotation = String(object.denotation);\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a TypeProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.TypeProto\n     * @static\n     * @param {onnx.TypeProto} message TypeProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    TypeProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.defaults) object.denotation = '';\n      if (message.tensorType != null && message.hasOwnProperty('tensorType')) {\n        object.tensorType = $root.onnx.TypeProto.Tensor.toObject(message.tensorType, options);\n        if (options.oneofs) object.value = 'tensorType';\n      }\n      if (message.sequenceType != null && message.hasOwnProperty('sequenceType')) {\n        object.sequenceType = $root.onnx.TypeProto.Sequence.toObject(message.sequenceType, options);\n        if (options.oneofs) object.value = 'sequenceType';\n      }\n      if (message.mapType != null && message.hasOwnProperty('mapType')) {\n        object.mapType = $root.onnx.TypeProto.Map.toObject(message.mapType, options);\n        if (options.oneofs) object.value = 'mapType';\n      }\n      if (message.denotation != null && message.hasOwnProperty('denotation')) object.denotation = message.denotation;\n      if (message.sparseTensorType != null && message.hasOwnProperty('sparseTensorType')) {\n        object.sparseTensorType = $root.onnx.TypeProto.SparseTensor.toObject(message.sparseTensorType, options);\n        if (options.oneofs) object.value = 'sparseTensorType';\n      }\n      if (message.optionalType != null && message.hasOwnProperty('optionalType')) {\n        object.optionalType = $root.onnx.TypeProto.Optional.toObject(message.optionalType, options);\n        if (options.oneofs) object.value = 'optionalType';\n      }\n      return object;\n    };\n\n    /**\n     * Converts this TypeProto to JSON.\n     * @function toJSON\n     * @memberof onnx.TypeProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    TypeProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for TypeProto\n     * @function getTypeUrl\n     * @memberof onnx.TypeProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    TypeProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.TypeProto';\n    };\n\n    TypeProto.Tensor = (function () {\n      /**\n       * Properties of a Tensor.\n       * @memberof onnx.TypeProto\n       * @interface ITensor\n       * @property {number|null} [elemType] Tensor elemType\n       * @property {onnx.ITensorShapeProto|null} [shape] Tensor shape\n       */\n\n      /**\n       * Constructs a new Tensor.\n       * @memberof onnx.TypeProto\n       * @classdesc Represents a Tensor.\n       * @implements ITensor\n       * @constructor\n       * @param {onnx.TypeProto.ITensor=} [properties] Properties to set\n       */\n      function Tensor(properties) {\n        if (properties)\n          for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n            if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n      }\n\n      /**\n       * Tensor elemType.\n       * @member {number} elemType\n       * @memberof onnx.TypeProto.Tensor\n       * @instance\n       */\n      Tensor.prototype.elemType = 0;\n\n      /**\n       * Tensor shape.\n       * @member {onnx.ITensorShapeProto|null|undefined} shape\n       * @memberof onnx.TypeProto.Tensor\n       * @instance\n       */\n      Tensor.prototype.shape = null;\n\n      /**\n       * Creates a new Tensor instance using the specified properties.\n       * @function create\n       * @memberof onnx.TypeProto.Tensor\n       * @static\n       * @param {onnx.TypeProto.ITensor=} [properties] Properties to set\n       * @returns {onnx.TypeProto.Tensor} Tensor instance\n       */\n      Tensor.create = function create(properties) {\n        return new Tensor(properties);\n      };\n\n      /**\n       * Encodes the specified Tensor message. Does not implicitly {@link onnx.TypeProto.Tensor.verify|verify} messages.\n       * @function encode\n       * @memberof onnx.TypeProto.Tensor\n       * @static\n       * @param {onnx.TypeProto.ITensor} message Tensor message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Tensor.encode = function encode(message, writer) {\n        if (!writer) writer = $Writer.create();\n        if (message.elemType != null && Object.hasOwnProperty.call(message, 'elemType'))\n          writer.uint32(/* id 1, wireType 0 =*/ 8).int32(message.elemType);\n        if (message.shape != null && Object.hasOwnProperty.call(message, 'shape'))\n          $root.onnx.TensorShapeProto.encode(message.shape, writer.uint32(/* id 2, wireType 2 =*/ 18).fork()).ldelim();\n        return writer;\n      };\n\n      /**\n       * Encodes the specified Tensor message, length delimited. Does not implicitly {@link onnx.TypeProto.Tensor.verify|verify} messages.\n       * @function encodeDelimited\n       * @memberof onnx.TypeProto.Tensor\n       * @static\n       * @param {onnx.TypeProto.ITensor} message Tensor message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Tensor.encodeDelimited = function encodeDelimited(message, writer) {\n        return this.encode(message, writer).ldelim();\n      };\n\n      /**\n       * Decodes a Tensor message from the specified reader or buffer.\n       * @function decode\n       * @memberof onnx.TypeProto.Tensor\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @param {number} [length] Message length if known beforehand\n       * @returns {onnx.TypeProto.Tensor} Tensor\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Tensor.decode = function decode(reader, length) {\n        if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n        var end = length === undefined ? reader.len : reader.pos + length,\n          message = new $root.onnx.TypeProto.Tensor();\n        while (reader.pos < end) {\n          var tag = reader.uint32();\n          switch (tag >>> 3) {\n            case 1: {\n              message.elemType = reader.int32();\n              break;\n            }\n            case 2: {\n              message.shape = $root.onnx.TensorShapeProto.decode(reader, reader.uint32());\n              break;\n            }\n            default:\n              reader.skipType(tag & 7);\n              break;\n          }\n        }\n        return message;\n      };\n\n      /**\n       * Decodes a Tensor message from the specified reader or buffer, length delimited.\n       * @function decodeDelimited\n       * @memberof onnx.TypeProto.Tensor\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @returns {onnx.TypeProto.Tensor} Tensor\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Tensor.decodeDelimited = function decodeDelimited(reader) {\n        if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n        return this.decode(reader, reader.uint32());\n      };\n\n      /**\n       * Verifies a Tensor message.\n       * @function verify\n       * @memberof onnx.TypeProto.Tensor\n       * @static\n       * @param {Object.<string,*>} message Plain object to verify\n       * @returns {string|null} `null` if valid, otherwise the reason why it is not\n       */\n      Tensor.verify = function verify(message) {\n        if (typeof message !== 'object' || message === null) return 'object expected';\n        if (message.elemType != null && message.hasOwnProperty('elemType'))\n          if (!$util.isInteger(message.elemType)) return 'elemType: integer expected';\n        if (message.shape != null && message.hasOwnProperty('shape')) {\n          var error = $root.onnx.TensorShapeProto.verify(message.shape);\n          if (error) return 'shape.' + error;\n        }\n        return null;\n      };\n\n      /**\n       * Creates a Tensor message from a plain object. Also converts values to their respective internal types.\n       * @function fromObject\n       * @memberof onnx.TypeProto.Tensor\n       * @static\n       * @param {Object.<string,*>} object Plain object\n       * @returns {onnx.TypeProto.Tensor} Tensor\n       */\n      Tensor.fromObject = function fromObject(object) {\n        if (object instanceof $root.onnx.TypeProto.Tensor) return object;\n        var message = new $root.onnx.TypeProto.Tensor();\n        if (object.elemType != null) message.elemType = object.elemType | 0;\n        if (object.shape != null) {\n          if (typeof object.shape !== 'object') throw TypeError('.onnx.TypeProto.Tensor.shape: object expected');\n          message.shape = $root.onnx.TensorShapeProto.fromObject(object.shape);\n        }\n        return message;\n      };\n\n      /**\n       * Creates a plain object from a Tensor message. Also converts values to other types if specified.\n       * @function toObject\n       * @memberof onnx.TypeProto.Tensor\n       * @static\n       * @param {onnx.TypeProto.Tensor} message Tensor\n       * @param {$protobuf.IConversionOptions} [options] Conversion options\n       * @returns {Object.<string,*>} Plain object\n       */\n      Tensor.toObject = function toObject(message, options) {\n        if (!options) options = {};\n        var object = {};\n        if (options.defaults) {\n          object.elemType = 0;\n          object.shape = null;\n        }\n        if (message.elemType != null && message.hasOwnProperty('elemType')) object.elemType = message.elemType;\n        if (message.shape != null && message.hasOwnProperty('shape'))\n          object.shape = $root.onnx.TensorShapeProto.toObject(message.shape, options);\n        return object;\n      };\n\n      /**\n       * Converts this Tensor to JSON.\n       * @function toJSON\n       * @memberof onnx.TypeProto.Tensor\n       * @instance\n       * @returns {Object.<string,*>} JSON object\n       */\n      Tensor.prototype.toJSON = function toJSON() {\n        return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n      };\n\n      /**\n       * Gets the default type url for Tensor\n       * @function getTypeUrl\n       * @memberof onnx.TypeProto.Tensor\n       * @static\n       * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n       * @returns {string} The default type url\n       */\n      Tensor.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n        if (typeUrlPrefix === undefined) {\n          typeUrlPrefix = 'type.googleapis.com';\n        }\n        return typeUrlPrefix + '/onnx.TypeProto.Tensor';\n      };\n\n      return Tensor;\n    })();\n\n    TypeProto.Sequence = (function () {\n      /**\n       * Properties of a Sequence.\n       * @memberof onnx.TypeProto\n       * @interface ISequence\n       * @property {onnx.ITypeProto|null} [elemType] Sequence elemType\n       */\n\n      /**\n       * Constructs a new Sequence.\n       * @memberof onnx.TypeProto\n       * @classdesc Represents a Sequence.\n       * @implements ISequence\n       * @constructor\n       * @param {onnx.TypeProto.ISequence=} [properties] Properties to set\n       */\n      function Sequence(properties) {\n        if (properties)\n          for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n            if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n      }\n\n      /**\n       * Sequence elemType.\n       * @member {onnx.ITypeProto|null|undefined} elemType\n       * @memberof onnx.TypeProto.Sequence\n       * @instance\n       */\n      Sequence.prototype.elemType = null;\n\n      /**\n       * Creates a new Sequence instance using the specified properties.\n       * @function create\n       * @memberof onnx.TypeProto.Sequence\n       * @static\n       * @param {onnx.TypeProto.ISequence=} [properties] Properties to set\n       * @returns {onnx.TypeProto.Sequence} Sequence instance\n       */\n      Sequence.create = function create(properties) {\n        return new Sequence(properties);\n      };\n\n      /**\n       * Encodes the specified Sequence message. Does not implicitly {@link onnx.TypeProto.Sequence.verify|verify} messages.\n       * @function encode\n       * @memberof onnx.TypeProto.Sequence\n       * @static\n       * @param {onnx.TypeProto.ISequence} message Sequence message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Sequence.encode = function encode(message, writer) {\n        if (!writer) writer = $Writer.create();\n        if (message.elemType != null && Object.hasOwnProperty.call(message, 'elemType'))\n          $root.onnx.TypeProto.encode(message.elemType, writer.uint32(/* id 1, wireType 2 =*/ 10).fork()).ldelim();\n        return writer;\n      };\n\n      /**\n       * Encodes the specified Sequence message, length delimited. Does not implicitly {@link onnx.TypeProto.Sequence.verify|verify} messages.\n       * @function encodeDelimited\n       * @memberof onnx.TypeProto.Sequence\n       * @static\n       * @param {onnx.TypeProto.ISequence} message Sequence message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Sequence.encodeDelimited = function encodeDelimited(message, writer) {\n        return this.encode(message, writer).ldelim();\n      };\n\n      /**\n       * Decodes a Sequence message from the specified reader or buffer.\n       * @function decode\n       * @memberof onnx.TypeProto.Sequence\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @param {number} [length] Message length if known beforehand\n       * @returns {onnx.TypeProto.Sequence} Sequence\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Sequence.decode = function decode(reader, length) {\n        if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n        var end = length === undefined ? reader.len : reader.pos + length,\n          message = new $root.onnx.TypeProto.Sequence();\n        while (reader.pos < end) {\n          var tag = reader.uint32();\n          switch (tag >>> 3) {\n            case 1: {\n              message.elemType = $root.onnx.TypeProto.decode(reader, reader.uint32());\n              break;\n            }\n            default:\n              reader.skipType(tag & 7);\n              break;\n          }\n        }\n        return message;\n      };\n\n      /**\n       * Decodes a Sequence message from the specified reader or buffer, length delimited.\n       * @function decodeDelimited\n       * @memberof onnx.TypeProto.Sequence\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @returns {onnx.TypeProto.Sequence} Sequence\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Sequence.decodeDelimited = function decodeDelimited(reader) {\n        if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n        return this.decode(reader, reader.uint32());\n      };\n\n      /**\n       * Verifies a Sequence message.\n       * @function verify\n       * @memberof onnx.TypeProto.Sequence\n       * @static\n       * @param {Object.<string,*>} message Plain object to verify\n       * @returns {string|null} `null` if valid, otherwise the reason why it is not\n       */\n      Sequence.verify = function verify(message) {\n        if (typeof message !== 'object' || message === null) return 'object expected';\n        if (message.elemType != null && message.hasOwnProperty('elemType')) {\n          var error = $root.onnx.TypeProto.verify(message.elemType);\n          if (error) return 'elemType.' + error;\n        }\n        return null;\n      };\n\n      /**\n       * Creates a Sequence message from a plain object. Also converts values to their respective internal types.\n       * @function fromObject\n       * @memberof onnx.TypeProto.Sequence\n       * @static\n       * @param {Object.<string,*>} object Plain object\n       * @returns {onnx.TypeProto.Sequence} Sequence\n       */\n      Sequence.fromObject = function fromObject(object) {\n        if (object instanceof $root.onnx.TypeProto.Sequence) return object;\n        var message = new $root.onnx.TypeProto.Sequence();\n        if (object.elemType != null) {\n          if (typeof object.elemType !== 'object')\n            throw TypeError('.onnx.TypeProto.Sequence.elemType: object expected');\n          message.elemType = $root.onnx.TypeProto.fromObject(object.elemType);\n        }\n        return message;\n      };\n\n      /**\n       * Creates a plain object from a Sequence message. Also converts values to other types if specified.\n       * @function toObject\n       * @memberof onnx.TypeProto.Sequence\n       * @static\n       * @param {onnx.TypeProto.Sequence} message Sequence\n       * @param {$protobuf.IConversionOptions} [options] Conversion options\n       * @returns {Object.<string,*>} Plain object\n       */\n      Sequence.toObject = function toObject(message, options) {\n        if (!options) options = {};\n        var object = {};\n        if (options.defaults) object.elemType = null;\n        if (message.elemType != null && message.hasOwnProperty('elemType'))\n          object.elemType = $root.onnx.TypeProto.toObject(message.elemType, options);\n        return object;\n      };\n\n      /**\n       * Converts this Sequence to JSON.\n       * @function toJSON\n       * @memberof onnx.TypeProto.Sequence\n       * @instance\n       * @returns {Object.<string,*>} JSON object\n       */\n      Sequence.prototype.toJSON = function toJSON() {\n        return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n      };\n\n      /**\n       * Gets the default type url for Sequence\n       * @function getTypeUrl\n       * @memberof onnx.TypeProto.Sequence\n       * @static\n       * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n       * @returns {string} The default type url\n       */\n      Sequence.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n        if (typeUrlPrefix === undefined) {\n          typeUrlPrefix = 'type.googleapis.com';\n        }\n        return typeUrlPrefix + '/onnx.TypeProto.Sequence';\n      };\n\n      return Sequence;\n    })();\n\n    TypeProto.Map = (function () {\n      /**\n       * Properties of a Map.\n       * @memberof onnx.TypeProto\n       * @interface IMap\n       * @property {number|null} [keyType] Map keyType\n       * @property {onnx.ITypeProto|null} [valueType] Map valueType\n       */\n\n      /**\n       * Constructs a new Map.\n       * @memberof onnx.TypeProto\n       * @classdesc Represents a Map.\n       * @implements IMap\n       * @constructor\n       * @param {onnx.TypeProto.IMap=} [properties] Properties to set\n       */\n      function Map(properties) {\n        if (properties)\n          for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n            if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n      }\n\n      /**\n       * Map keyType.\n       * @member {number} keyType\n       * @memberof onnx.TypeProto.Map\n       * @instance\n       */\n      Map.prototype.keyType = 0;\n\n      /**\n       * Map valueType.\n       * @member {onnx.ITypeProto|null|undefined} valueType\n       * @memberof onnx.TypeProto.Map\n       * @instance\n       */\n      Map.prototype.valueType = null;\n\n      /**\n       * Creates a new Map instance using the specified properties.\n       * @function create\n       * @memberof onnx.TypeProto.Map\n       * @static\n       * @param {onnx.TypeProto.IMap=} [properties] Properties to set\n       * @returns {onnx.TypeProto.Map} Map instance\n       */\n      Map.create = function create(properties) {\n        return new Map(properties);\n      };\n\n      /**\n       * Encodes the specified Map message. Does not implicitly {@link onnx.TypeProto.Map.verify|verify} messages.\n       * @function encode\n       * @memberof onnx.TypeProto.Map\n       * @static\n       * @param {onnx.TypeProto.IMap} message Map message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Map.encode = function encode(message, writer) {\n        if (!writer) writer = $Writer.create();\n        if (message.keyType != null && Object.hasOwnProperty.call(message, 'keyType'))\n          writer.uint32(/* id 1, wireType 0 =*/ 8).int32(message.keyType);\n        if (message.valueType != null && Object.hasOwnProperty.call(message, 'valueType'))\n          $root.onnx.TypeProto.encode(message.valueType, writer.uint32(/* id 2, wireType 2 =*/ 18).fork()).ldelim();\n        return writer;\n      };\n\n      /**\n       * Encodes the specified Map message, length delimited. Does not implicitly {@link onnx.TypeProto.Map.verify|verify} messages.\n       * @function encodeDelimited\n       * @memberof onnx.TypeProto.Map\n       * @static\n       * @param {onnx.TypeProto.IMap} message Map message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Map.encodeDelimited = function encodeDelimited(message, writer) {\n        return this.encode(message, writer).ldelim();\n      };\n\n      /**\n       * Decodes a Map message from the specified reader or buffer.\n       * @function decode\n       * @memberof onnx.TypeProto.Map\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @param {number} [length] Message length if known beforehand\n       * @returns {onnx.TypeProto.Map} Map\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Map.decode = function decode(reader, length) {\n        if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n        var end = length === undefined ? reader.len : reader.pos + length,\n          message = new $root.onnx.TypeProto.Map();\n        while (reader.pos < end) {\n          var tag = reader.uint32();\n          switch (tag >>> 3) {\n            case 1: {\n              message.keyType = reader.int32();\n              break;\n            }\n            case 2: {\n              message.valueType = $root.onnx.TypeProto.decode(reader, reader.uint32());\n              break;\n            }\n            default:\n              reader.skipType(tag & 7);\n              break;\n          }\n        }\n        return message;\n      };\n\n      /**\n       * Decodes a Map message from the specified reader or buffer, length delimited.\n       * @function decodeDelimited\n       * @memberof onnx.TypeProto.Map\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @returns {onnx.TypeProto.Map} Map\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Map.decodeDelimited = function decodeDelimited(reader) {\n        if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n        return this.decode(reader, reader.uint32());\n      };\n\n      /**\n       * Verifies a Map message.\n       * @function verify\n       * @memberof onnx.TypeProto.Map\n       * @static\n       * @param {Object.<string,*>} message Plain object to verify\n       * @returns {string|null} `null` if valid, otherwise the reason why it is not\n       */\n      Map.verify = function verify(message) {\n        if (typeof message !== 'object' || message === null) return 'object expected';\n        if (message.keyType != null && message.hasOwnProperty('keyType'))\n          if (!$util.isInteger(message.keyType)) return 'keyType: integer expected';\n        if (message.valueType != null && message.hasOwnProperty('valueType')) {\n          var error = $root.onnx.TypeProto.verify(message.valueType);\n          if (error) return 'valueType.' + error;\n        }\n        return null;\n      };\n\n      /**\n       * Creates a Map message from a plain object. Also converts values to their respective internal types.\n       * @function fromObject\n       * @memberof onnx.TypeProto.Map\n       * @static\n       * @param {Object.<string,*>} object Plain object\n       * @returns {onnx.TypeProto.Map} Map\n       */\n      Map.fromObject = function fromObject(object) {\n        if (object instanceof $root.onnx.TypeProto.Map) return object;\n        var message = new $root.onnx.TypeProto.Map();\n        if (object.keyType != null) message.keyType = object.keyType | 0;\n        if (object.valueType != null) {\n          if (typeof object.valueType !== 'object') throw TypeError('.onnx.TypeProto.Map.valueType: object expected');\n          message.valueType = $root.onnx.TypeProto.fromObject(object.valueType);\n        }\n        return message;\n      };\n\n      /**\n       * Creates a plain object from a Map message. Also converts values to other types if specified.\n       * @function toObject\n       * @memberof onnx.TypeProto.Map\n       * @static\n       * @param {onnx.TypeProto.Map} message Map\n       * @param {$protobuf.IConversionOptions} [options] Conversion options\n       * @returns {Object.<string,*>} Plain object\n       */\n      Map.toObject = function toObject(message, options) {\n        if (!options) options = {};\n        var object = {};\n        if (options.defaults) {\n          object.keyType = 0;\n          object.valueType = null;\n        }\n        if (message.keyType != null && message.hasOwnProperty('keyType')) object.keyType = message.keyType;\n        if (message.valueType != null && message.hasOwnProperty('valueType'))\n          object.valueType = $root.onnx.TypeProto.toObject(message.valueType, options);\n        return object;\n      };\n\n      /**\n       * Converts this Map to JSON.\n       * @function toJSON\n       * @memberof onnx.TypeProto.Map\n       * @instance\n       * @returns {Object.<string,*>} JSON object\n       */\n      Map.prototype.toJSON = function toJSON() {\n        return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n      };\n\n      /**\n       * Gets the default type url for Map\n       * @function getTypeUrl\n       * @memberof onnx.TypeProto.Map\n       * @static\n       * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n       * @returns {string} The default type url\n       */\n      Map.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n        if (typeUrlPrefix === undefined) {\n          typeUrlPrefix = 'type.googleapis.com';\n        }\n        return typeUrlPrefix + '/onnx.TypeProto.Map';\n      };\n\n      return Map;\n    })();\n\n    TypeProto.Optional = (function () {\n      /**\n       * Properties of an Optional.\n       * @memberof onnx.TypeProto\n       * @interface IOptional\n       * @property {onnx.ITypeProto|null} [elemType] Optional elemType\n       */\n\n      /**\n       * Constructs a new Optional.\n       * @memberof onnx.TypeProto\n       * @classdesc Represents an Optional.\n       * @implements IOptional\n       * @constructor\n       * @param {onnx.TypeProto.IOptional=} [properties] Properties to set\n       */\n      function Optional(properties) {\n        if (properties)\n          for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n            if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n      }\n\n      /**\n       * Optional elemType.\n       * @member {onnx.ITypeProto|null|undefined} elemType\n       * @memberof onnx.TypeProto.Optional\n       * @instance\n       */\n      Optional.prototype.elemType = null;\n\n      /**\n       * Creates a new Optional instance using the specified properties.\n       * @function create\n       * @memberof onnx.TypeProto.Optional\n       * @static\n       * @param {onnx.TypeProto.IOptional=} [properties] Properties to set\n       * @returns {onnx.TypeProto.Optional} Optional instance\n       */\n      Optional.create = function create(properties) {\n        return new Optional(properties);\n      };\n\n      /**\n       * Encodes the specified Optional message. Does not implicitly {@link onnx.TypeProto.Optional.verify|verify} messages.\n       * @function encode\n       * @memberof onnx.TypeProto.Optional\n       * @static\n       * @param {onnx.TypeProto.IOptional} message Optional message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Optional.encode = function encode(message, writer) {\n        if (!writer) writer = $Writer.create();\n        if (message.elemType != null && Object.hasOwnProperty.call(message, 'elemType'))\n          $root.onnx.TypeProto.encode(message.elemType, writer.uint32(/* id 1, wireType 2 =*/ 10).fork()).ldelim();\n        return writer;\n      };\n\n      /**\n       * Encodes the specified Optional message, length delimited. Does not implicitly {@link onnx.TypeProto.Optional.verify|verify} messages.\n       * @function encodeDelimited\n       * @memberof onnx.TypeProto.Optional\n       * @static\n       * @param {onnx.TypeProto.IOptional} message Optional message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      Optional.encodeDelimited = function encodeDelimited(message, writer) {\n        return this.encode(message, writer).ldelim();\n      };\n\n      /**\n       * Decodes an Optional message from the specified reader or buffer.\n       * @function decode\n       * @memberof onnx.TypeProto.Optional\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @param {number} [length] Message length if known beforehand\n       * @returns {onnx.TypeProto.Optional} Optional\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Optional.decode = function decode(reader, length) {\n        if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n        var end = length === undefined ? reader.len : reader.pos + length,\n          message = new $root.onnx.TypeProto.Optional();\n        while (reader.pos < end) {\n          var tag = reader.uint32();\n          switch (tag >>> 3) {\n            case 1: {\n              message.elemType = $root.onnx.TypeProto.decode(reader, reader.uint32());\n              break;\n            }\n            default:\n              reader.skipType(tag & 7);\n              break;\n          }\n        }\n        return message;\n      };\n\n      /**\n       * Decodes an Optional message from the specified reader or buffer, length delimited.\n       * @function decodeDelimited\n       * @memberof onnx.TypeProto.Optional\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @returns {onnx.TypeProto.Optional} Optional\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      Optional.decodeDelimited = function decodeDelimited(reader) {\n        if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n        return this.decode(reader, reader.uint32());\n      };\n\n      /**\n       * Verifies an Optional message.\n       * @function verify\n       * @memberof onnx.TypeProto.Optional\n       * @static\n       * @param {Object.<string,*>} message Plain object to verify\n       * @returns {string|null} `null` if valid, otherwise the reason why it is not\n       */\n      Optional.verify = function verify(message) {\n        if (typeof message !== 'object' || message === null) return 'object expected';\n        if (message.elemType != null && message.hasOwnProperty('elemType')) {\n          var error = $root.onnx.TypeProto.verify(message.elemType);\n          if (error) return 'elemType.' + error;\n        }\n        return null;\n      };\n\n      /**\n       * Creates an Optional message from a plain object. Also converts values to their respective internal types.\n       * @function fromObject\n       * @memberof onnx.TypeProto.Optional\n       * @static\n       * @param {Object.<string,*>} object Plain object\n       * @returns {onnx.TypeProto.Optional} Optional\n       */\n      Optional.fromObject = function fromObject(object) {\n        if (object instanceof $root.onnx.TypeProto.Optional) return object;\n        var message = new $root.onnx.TypeProto.Optional();\n        if (object.elemType != null) {\n          if (typeof object.elemType !== 'object')\n            throw TypeError('.onnx.TypeProto.Optional.elemType: object expected');\n          message.elemType = $root.onnx.TypeProto.fromObject(object.elemType);\n        }\n        return message;\n      };\n\n      /**\n       * Creates a plain object from an Optional message. Also converts values to other types if specified.\n       * @function toObject\n       * @memberof onnx.TypeProto.Optional\n       * @static\n       * @param {onnx.TypeProto.Optional} message Optional\n       * @param {$protobuf.IConversionOptions} [options] Conversion options\n       * @returns {Object.<string,*>} Plain object\n       */\n      Optional.toObject = function toObject(message, options) {\n        if (!options) options = {};\n        var object = {};\n        if (options.defaults) object.elemType = null;\n        if (message.elemType != null && message.hasOwnProperty('elemType'))\n          object.elemType = $root.onnx.TypeProto.toObject(message.elemType, options);\n        return object;\n      };\n\n      /**\n       * Converts this Optional to JSON.\n       * @function toJSON\n       * @memberof onnx.TypeProto.Optional\n       * @instance\n       * @returns {Object.<string,*>} JSON object\n       */\n      Optional.prototype.toJSON = function toJSON() {\n        return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n      };\n\n      /**\n       * Gets the default type url for Optional\n       * @function getTypeUrl\n       * @memberof onnx.TypeProto.Optional\n       * @static\n       * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n       * @returns {string} The default type url\n       */\n      Optional.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n        if (typeUrlPrefix === undefined) {\n          typeUrlPrefix = 'type.googleapis.com';\n        }\n        return typeUrlPrefix + '/onnx.TypeProto.Optional';\n      };\n\n      return Optional;\n    })();\n\n    TypeProto.SparseTensor = (function () {\n      /**\n       * Properties of a SparseTensor.\n       * @memberof onnx.TypeProto\n       * @interface ISparseTensor\n       * @property {number|null} [elemType] SparseTensor elemType\n       * @property {onnx.ITensorShapeProto|null} [shape] SparseTensor shape\n       */\n\n      /**\n       * Constructs a new SparseTensor.\n       * @memberof onnx.TypeProto\n       * @classdesc Represents a SparseTensor.\n       * @implements ISparseTensor\n       * @constructor\n       * @param {onnx.TypeProto.ISparseTensor=} [properties] Properties to set\n       */\n      function SparseTensor(properties) {\n        if (properties)\n          for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n            if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n      }\n\n      /**\n       * SparseTensor elemType.\n       * @member {number} elemType\n       * @memberof onnx.TypeProto.SparseTensor\n       * @instance\n       */\n      SparseTensor.prototype.elemType = 0;\n\n      /**\n       * SparseTensor shape.\n       * @member {onnx.ITensorShapeProto|null|undefined} shape\n       * @memberof onnx.TypeProto.SparseTensor\n       * @instance\n       */\n      SparseTensor.prototype.shape = null;\n\n      /**\n       * Creates a new SparseTensor instance using the specified properties.\n       * @function create\n       * @memberof onnx.TypeProto.SparseTensor\n       * @static\n       * @param {onnx.TypeProto.ISparseTensor=} [properties] Properties to set\n       * @returns {onnx.TypeProto.SparseTensor} SparseTensor instance\n       */\n      SparseTensor.create = function create(properties) {\n        return new SparseTensor(properties);\n      };\n\n      /**\n       * Encodes the specified SparseTensor message. Does not implicitly {@link onnx.TypeProto.SparseTensor.verify|verify} messages.\n       * @function encode\n       * @memberof onnx.TypeProto.SparseTensor\n       * @static\n       * @param {onnx.TypeProto.ISparseTensor} message SparseTensor message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      SparseTensor.encode = function encode(message, writer) {\n        if (!writer) writer = $Writer.create();\n        if (message.elemType != null && Object.hasOwnProperty.call(message, 'elemType'))\n          writer.uint32(/* id 1, wireType 0 =*/ 8).int32(message.elemType);\n        if (message.shape != null && Object.hasOwnProperty.call(message, 'shape'))\n          $root.onnx.TensorShapeProto.encode(message.shape, writer.uint32(/* id 2, wireType 2 =*/ 18).fork()).ldelim();\n        return writer;\n      };\n\n      /**\n       * Encodes the specified SparseTensor message, length delimited. Does not implicitly {@link onnx.TypeProto.SparseTensor.verify|verify} messages.\n       * @function encodeDelimited\n       * @memberof onnx.TypeProto.SparseTensor\n       * @static\n       * @param {onnx.TypeProto.ISparseTensor} message SparseTensor message or plain object to encode\n       * @param {$protobuf.Writer} [writer] Writer to encode to\n       * @returns {$protobuf.Writer} Writer\n       */\n      SparseTensor.encodeDelimited = function encodeDelimited(message, writer) {\n        return this.encode(message, writer).ldelim();\n      };\n\n      /**\n       * Decodes a SparseTensor message from the specified reader or buffer.\n       * @function decode\n       * @memberof onnx.TypeProto.SparseTensor\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @param {number} [length] Message length if known beforehand\n       * @returns {onnx.TypeProto.SparseTensor} SparseTensor\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      SparseTensor.decode = function decode(reader, length) {\n        if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n        var end = length === undefined ? reader.len : reader.pos + length,\n          message = new $root.onnx.TypeProto.SparseTensor();\n        while (reader.pos < end) {\n          var tag = reader.uint32();\n          switch (tag >>> 3) {\n            case 1: {\n              message.elemType = reader.int32();\n              break;\n            }\n            case 2: {\n              message.shape = $root.onnx.TensorShapeProto.decode(reader, reader.uint32());\n              break;\n            }\n            default:\n              reader.skipType(tag & 7);\n              break;\n          }\n        }\n        return message;\n      };\n\n      /**\n       * Decodes a SparseTensor message from the specified reader or buffer, length delimited.\n       * @function decodeDelimited\n       * @memberof onnx.TypeProto.SparseTensor\n       * @static\n       * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n       * @returns {onnx.TypeProto.SparseTensor} SparseTensor\n       * @throws {Error} If the payload is not a reader or valid buffer\n       * @throws {$protobuf.util.ProtocolError} If required fields are missing\n       */\n      SparseTensor.decodeDelimited = function decodeDelimited(reader) {\n        if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n        return this.decode(reader, reader.uint32());\n      };\n\n      /**\n       * Verifies a SparseTensor message.\n       * @function verify\n       * @memberof onnx.TypeProto.SparseTensor\n       * @static\n       * @param {Object.<string,*>} message Plain object to verify\n       * @returns {string|null} `null` if valid, otherwise the reason why it is not\n       */\n      SparseTensor.verify = function verify(message) {\n        if (typeof message !== 'object' || message === null) return 'object expected';\n        if (message.elemType != null && message.hasOwnProperty('elemType'))\n          if (!$util.isInteger(message.elemType)) return 'elemType: integer expected';\n        if (message.shape != null && message.hasOwnProperty('shape')) {\n          var error = $root.onnx.TensorShapeProto.verify(message.shape);\n          if (error) return 'shape.' + error;\n        }\n        return null;\n      };\n\n      /**\n       * Creates a SparseTensor message from a plain object. Also converts values to their respective internal types.\n       * @function fromObject\n       * @memberof onnx.TypeProto.SparseTensor\n       * @static\n       * @param {Object.<string,*>} object Plain object\n       * @returns {onnx.TypeProto.SparseTensor} SparseTensor\n       */\n      SparseTensor.fromObject = function fromObject(object) {\n        if (object instanceof $root.onnx.TypeProto.SparseTensor) return object;\n        var message = new $root.onnx.TypeProto.SparseTensor();\n        if (object.elemType != null) message.elemType = object.elemType | 0;\n        if (object.shape != null) {\n          if (typeof object.shape !== 'object') throw TypeError('.onnx.TypeProto.SparseTensor.shape: object expected');\n          message.shape = $root.onnx.TensorShapeProto.fromObject(object.shape);\n        }\n        return message;\n      };\n\n      /**\n       * Creates a plain object from a SparseTensor message. Also converts values to other types if specified.\n       * @function toObject\n       * @memberof onnx.TypeProto.SparseTensor\n       * @static\n       * @param {onnx.TypeProto.SparseTensor} message SparseTensor\n       * @param {$protobuf.IConversionOptions} [options] Conversion options\n       * @returns {Object.<string,*>} Plain object\n       */\n      SparseTensor.toObject = function toObject(message, options) {\n        if (!options) options = {};\n        var object = {};\n        if (options.defaults) {\n          object.elemType = 0;\n          object.shape = null;\n        }\n        if (message.elemType != null && message.hasOwnProperty('elemType')) object.elemType = message.elemType;\n        if (message.shape != null && message.hasOwnProperty('shape'))\n          object.shape = $root.onnx.TensorShapeProto.toObject(message.shape, options);\n        return object;\n      };\n\n      /**\n       * Converts this SparseTensor to JSON.\n       * @function toJSON\n       * @memberof onnx.TypeProto.SparseTensor\n       * @instance\n       * @returns {Object.<string,*>} JSON object\n       */\n      SparseTensor.prototype.toJSON = function toJSON() {\n        return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n      };\n\n      /**\n       * Gets the default type url for SparseTensor\n       * @function getTypeUrl\n       * @memberof onnx.TypeProto.SparseTensor\n       * @static\n       * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n       * @returns {string} The default type url\n       */\n      SparseTensor.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n        if (typeUrlPrefix === undefined) {\n          typeUrlPrefix = 'type.googleapis.com';\n        }\n        return typeUrlPrefix + '/onnx.TypeProto.SparseTensor';\n      };\n\n      return SparseTensor;\n    })();\n\n    return TypeProto;\n  })();\n\n  onnx.OperatorSetIdProto = (function () {\n    /**\n     * Properties of an OperatorSetIdProto.\n     * @memberof onnx\n     * @interface IOperatorSetIdProto\n     * @property {string|null} [domain] OperatorSetIdProto domain\n     * @property {number|Long|null} [version] OperatorSetIdProto version\n     */\n\n    /**\n     * Constructs a new OperatorSetIdProto.\n     * @memberof onnx\n     * @classdesc Represents an OperatorSetIdProto.\n     * @implements IOperatorSetIdProto\n     * @constructor\n     * @param {onnx.IOperatorSetIdProto=} [properties] Properties to set\n     */\n    function OperatorSetIdProto(properties) {\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * OperatorSetIdProto domain.\n     * @member {string} domain\n     * @memberof onnx.OperatorSetIdProto\n     * @instance\n     */\n    OperatorSetIdProto.prototype.domain = '';\n\n    /**\n     * OperatorSetIdProto version.\n     * @member {number|Long} version\n     * @memberof onnx.OperatorSetIdProto\n     * @instance\n     */\n    OperatorSetIdProto.prototype.version = $util.Long ? $util.Long.fromBits(0, 0, false) : 0;\n\n    /**\n     * Creates a new OperatorSetIdProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.OperatorSetIdProto\n     * @static\n     * @param {onnx.IOperatorSetIdProto=} [properties] Properties to set\n     * @returns {onnx.OperatorSetIdProto} OperatorSetIdProto instance\n     */\n    OperatorSetIdProto.create = function create(properties) {\n      return new OperatorSetIdProto(properties);\n    };\n\n    /**\n     * Encodes the specified OperatorSetIdProto message. Does not implicitly {@link onnx.OperatorSetIdProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.OperatorSetIdProto\n     * @static\n     * @param {onnx.IOperatorSetIdProto} message OperatorSetIdProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    OperatorSetIdProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.domain != null && Object.hasOwnProperty.call(message, 'domain'))\n        writer.uint32(/* id 1, wireType 2 =*/ 10).string(message.domain);\n      if (message.version != null && Object.hasOwnProperty.call(message, 'version'))\n        writer.uint32(/* id 2, wireType 0 =*/ 16).int64(message.version);\n      return writer;\n    };\n\n    /**\n     * Encodes the specified OperatorSetIdProto message, length delimited. Does not implicitly {@link onnx.OperatorSetIdProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.OperatorSetIdProto\n     * @static\n     * @param {onnx.IOperatorSetIdProto} message OperatorSetIdProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    OperatorSetIdProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes an OperatorSetIdProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.OperatorSetIdProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.OperatorSetIdProto} OperatorSetIdProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    OperatorSetIdProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.OperatorSetIdProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            message.domain = reader.string();\n            break;\n          }\n          case 2: {\n            message.version = reader.int64();\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes an OperatorSetIdProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.OperatorSetIdProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.OperatorSetIdProto} OperatorSetIdProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    OperatorSetIdProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies an OperatorSetIdProto message.\n     * @function verify\n     * @memberof onnx.OperatorSetIdProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    OperatorSetIdProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.domain != null && message.hasOwnProperty('domain'))\n        if (!$util.isString(message.domain)) return 'domain: string expected';\n      if (message.version != null && message.hasOwnProperty('version'))\n        if (\n          !$util.isInteger(message.version) &&\n          !(message.version && $util.isInteger(message.version.low) && $util.isInteger(message.version.high))\n        )\n          return 'version: integer|Long expected';\n      return null;\n    };\n\n    /**\n     * Creates an OperatorSetIdProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.OperatorSetIdProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.OperatorSetIdProto} OperatorSetIdProto\n     */\n    OperatorSetIdProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.OperatorSetIdProto) return object;\n      var message = new $root.onnx.OperatorSetIdProto();\n      if (object.domain != null) message.domain = String(object.domain);\n      if (object.version != null)\n        if ($util.Long) (message.version = $util.Long.fromValue(object.version)).unsigned = false;\n        else if (typeof object.version === 'string') message.version = parseInt(object.version, 10);\n        else if (typeof object.version === 'number') message.version = object.version;\n        else if (typeof object.version === 'object')\n          message.version = new $util.LongBits(object.version.low >>> 0, object.version.high >>> 0).toNumber();\n      return message;\n    };\n\n    /**\n     * Creates a plain object from an OperatorSetIdProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.OperatorSetIdProto\n     * @static\n     * @param {onnx.OperatorSetIdProto} message OperatorSetIdProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    OperatorSetIdProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.defaults) {\n        object.domain = '';\n        if ($util.Long) {\n          var long = new $util.Long(0, 0, false);\n          object.version =\n            options.longs === String ? long.toString() : options.longs === Number ? long.toNumber() : long;\n        } else object.version = options.longs === String ? '0' : 0;\n      }\n      if (message.domain != null && message.hasOwnProperty('domain')) object.domain = message.domain;\n      if (message.version != null && message.hasOwnProperty('version'))\n        if (typeof message.version === 'number')\n          object.version = options.longs === String ? String(message.version) : message.version;\n        else\n          object.version =\n            options.longs === String\n              ? $util.Long.prototype.toString.call(message.version)\n              : options.longs === Number\n                ? new $util.LongBits(message.version.low >>> 0, message.version.high >>> 0).toNumber()\n                : message.version;\n      return object;\n    };\n\n    /**\n     * Converts this OperatorSetIdProto to JSON.\n     * @function toJSON\n     * @memberof onnx.OperatorSetIdProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    OperatorSetIdProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for OperatorSetIdProto\n     * @function getTypeUrl\n     * @memberof onnx.OperatorSetIdProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    OperatorSetIdProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.OperatorSetIdProto';\n    };\n\n    return OperatorSetIdProto;\n  })();\n\n  /**\n   * OperatorStatus enum.\n   * @name onnx.OperatorStatus\n   * @enum {number}\n   * @property {number} EXPERIMENTAL=0 EXPERIMENTAL value\n   * @property {number} STABLE=1 STABLE value\n   */\n  onnx.OperatorStatus = (function () {\n    var valuesById = {},\n      values = Object.create(valuesById);\n    values[(valuesById[0] = 'EXPERIMENTAL')] = 0;\n    values[(valuesById[1] = 'STABLE')] = 1;\n    return values;\n  })();\n\n  onnx.FunctionProto = (function () {\n    /**\n     * Properties of a FunctionProto.\n     * @memberof onnx\n     * @interface IFunctionProto\n     * @property {string|null} [name] FunctionProto name\n     * @property {Array.<string>|null} [input] FunctionProto input\n     * @property {Array.<string>|null} [output] FunctionProto output\n     * @property {Array.<string>|null} [attribute] FunctionProto attribute\n     * @property {Array.<onnx.IAttributeProto>|null} [attributeProto] FunctionProto attributeProto\n     * @property {Array.<onnx.INodeProto>|null} [node] FunctionProto node\n     * @property {string|null} [docString] FunctionProto docString\n     * @property {Array.<onnx.IOperatorSetIdProto>|null} [opsetImport] FunctionProto opsetImport\n     * @property {string|null} [domain] FunctionProto domain\n     */\n\n    /**\n     * Constructs a new FunctionProto.\n     * @memberof onnx\n     * @classdesc Represents a FunctionProto.\n     * @implements IFunctionProto\n     * @constructor\n     * @param {onnx.IFunctionProto=} [properties] Properties to set\n     */\n    function FunctionProto(properties) {\n      this.input = [];\n      this.output = [];\n      this.attribute = [];\n      this.attributeProto = [];\n      this.node = [];\n      this.opsetImport = [];\n      if (properties)\n        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)\n          if (properties[keys[i]] != null) this[keys[i]] = properties[keys[i]];\n    }\n\n    /**\n     * FunctionProto name.\n     * @member {string} name\n     * @memberof onnx.FunctionProto\n     * @instance\n     */\n    FunctionProto.prototype.name = '';\n\n    /**\n     * FunctionProto input.\n     * @member {Array.<string>} input\n     * @memberof onnx.FunctionProto\n     * @instance\n     */\n    FunctionProto.prototype.input = $util.emptyArray;\n\n    /**\n     * FunctionProto output.\n     * @member {Array.<string>} output\n     * @memberof onnx.FunctionProto\n     * @instance\n     */\n    FunctionProto.prototype.output = $util.emptyArray;\n\n    /**\n     * FunctionProto attribute.\n     * @member {Array.<string>} attribute\n     * @memberof onnx.FunctionProto\n     * @instance\n     */\n    FunctionProto.prototype.attribute = $util.emptyArray;\n\n    /**\n     * FunctionProto attributeProto.\n     * @member {Array.<onnx.IAttributeProto>} attributeProto\n     * @memberof onnx.FunctionProto\n     * @instance\n     */\n    FunctionProto.prototype.attributeProto = $util.emptyArray;\n\n    /**\n     * FunctionProto node.\n     * @member {Array.<onnx.INodeProto>} node\n     * @memberof onnx.FunctionProto\n     * @instance\n     */\n    FunctionProto.prototype.node = $util.emptyArray;\n\n    /**\n     * FunctionProto docString.\n     * @member {string} docString\n     * @memberof onnx.FunctionProto\n     * @instance\n     */\n    FunctionProto.prototype.docString = '';\n\n    /**\n     * FunctionProto opsetImport.\n     * @member {Array.<onnx.IOperatorSetIdProto>} opsetImport\n     * @memberof onnx.FunctionProto\n     * @instance\n     */\n    FunctionProto.prototype.opsetImport = $util.emptyArray;\n\n    /**\n     * FunctionProto domain.\n     * @member {string} domain\n     * @memberof onnx.FunctionProto\n     * @instance\n     */\n    FunctionProto.prototype.domain = '';\n\n    /**\n     * Creates a new FunctionProto instance using the specified properties.\n     * @function create\n     * @memberof onnx.FunctionProto\n     * @static\n     * @param {onnx.IFunctionProto=} [properties] Properties to set\n     * @returns {onnx.FunctionProto} FunctionProto instance\n     */\n    FunctionProto.create = function create(properties) {\n      return new FunctionProto(properties);\n    };\n\n    /**\n     * Encodes the specified FunctionProto message. Does not implicitly {@link onnx.FunctionProto.verify|verify} messages.\n     * @function encode\n     * @memberof onnx.FunctionProto\n     * @static\n     * @param {onnx.IFunctionProto} message FunctionProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    FunctionProto.encode = function encode(message, writer) {\n      if (!writer) writer = $Writer.create();\n      if (message.name != null && Object.hasOwnProperty.call(message, 'name'))\n        writer.uint32(/* id 1, wireType 2 =*/ 10).string(message.name);\n      if (message.input != null && message.input.length)\n        for (var i = 0; i < message.input.length; ++i)\n          writer.uint32(/* id 4, wireType 2 =*/ 34).string(message.input[i]);\n      if (message.output != null && message.output.length)\n        for (var i = 0; i < message.output.length; ++i)\n          writer.uint32(/* id 5, wireType 2 =*/ 42).string(message.output[i]);\n      if (message.attribute != null && message.attribute.length)\n        for (var i = 0; i < message.attribute.length; ++i)\n          writer.uint32(/* id 6, wireType 2 =*/ 50).string(message.attribute[i]);\n      if (message.node != null && message.node.length)\n        for (var i = 0; i < message.node.length; ++i)\n          $root.onnx.NodeProto.encode(message.node[i], writer.uint32(/* id 7, wireType 2 =*/ 58).fork()).ldelim();\n      if (message.docString != null && Object.hasOwnProperty.call(message, 'docString'))\n        writer.uint32(/* id 8, wireType 2 =*/ 66).string(message.docString);\n      if (message.opsetImport != null && message.opsetImport.length)\n        for (var i = 0; i < message.opsetImport.length; ++i)\n          $root.onnx.OperatorSetIdProto.encode(\n            message.opsetImport[i],\n            writer.uint32(/* id 9, wireType 2 =*/ 74).fork(),\n          ).ldelim();\n      if (message.domain != null && Object.hasOwnProperty.call(message, 'domain'))\n        writer.uint32(/* id 10, wireType 2 =*/ 82).string(message.domain);\n      if (message.attributeProto != null && message.attributeProto.length)\n        for (var i = 0; i < message.attributeProto.length; ++i)\n          $root.onnx.AttributeProto.encode(\n            message.attributeProto[i],\n            writer.uint32(/* id 11, wireType 2 =*/ 90).fork(),\n          ).ldelim();\n      return writer;\n    };\n\n    /**\n     * Encodes the specified FunctionProto message, length delimited. Does not implicitly {@link onnx.FunctionProto.verify|verify} messages.\n     * @function encodeDelimited\n     * @memberof onnx.FunctionProto\n     * @static\n     * @param {onnx.IFunctionProto} message FunctionProto message or plain object to encode\n     * @param {$protobuf.Writer} [writer] Writer to encode to\n     * @returns {$protobuf.Writer} Writer\n     */\n    FunctionProto.encodeDelimited = function encodeDelimited(message, writer) {\n      return this.encode(message, writer).ldelim();\n    };\n\n    /**\n     * Decodes a FunctionProto message from the specified reader or buffer.\n     * @function decode\n     * @memberof onnx.FunctionProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @param {number} [length] Message length if known beforehand\n     * @returns {onnx.FunctionProto} FunctionProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    FunctionProto.decode = function decode(reader, length) {\n      if (!(reader instanceof $Reader)) reader = $Reader.create(reader);\n      var end = length === undefined ? reader.len : reader.pos + length,\n        message = new $root.onnx.FunctionProto();\n      while (reader.pos < end) {\n        var tag = reader.uint32();\n        switch (tag >>> 3) {\n          case 1: {\n            message.name = reader.string();\n            break;\n          }\n          case 4: {\n            if (!(message.input && message.input.length)) message.input = [];\n            message.input.push(reader.string());\n            break;\n          }\n          case 5: {\n            if (!(message.output && message.output.length)) message.output = [];\n            message.output.push(reader.string());\n            break;\n          }\n          case 6: {\n            if (!(message.attribute && message.attribute.length)) message.attribute = [];\n            message.attribute.push(reader.string());\n            break;\n          }\n          case 11: {\n            if (!(message.attributeProto && message.attributeProto.length)) message.attributeProto = [];\n            message.attributeProto.push($root.onnx.AttributeProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 7: {\n            if (!(message.node && message.node.length)) message.node = [];\n            message.node.push($root.onnx.NodeProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 8: {\n            message.docString = reader.string();\n            break;\n          }\n          case 9: {\n            if (!(message.opsetImport && message.opsetImport.length)) message.opsetImport = [];\n            message.opsetImport.push($root.onnx.OperatorSetIdProto.decode(reader, reader.uint32()));\n            break;\n          }\n          case 10: {\n            message.domain = reader.string();\n            break;\n          }\n          default:\n            reader.skipType(tag & 7);\n            break;\n        }\n      }\n      return message;\n    };\n\n    /**\n     * Decodes a FunctionProto message from the specified reader or buffer, length delimited.\n     * @function decodeDelimited\n     * @memberof onnx.FunctionProto\n     * @static\n     * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from\n     * @returns {onnx.FunctionProto} FunctionProto\n     * @throws {Error} If the payload is not a reader or valid buffer\n     * @throws {$protobuf.util.ProtocolError} If required fields are missing\n     */\n    FunctionProto.decodeDelimited = function decodeDelimited(reader) {\n      if (!(reader instanceof $Reader)) reader = new $Reader(reader);\n      return this.decode(reader, reader.uint32());\n    };\n\n    /**\n     * Verifies a FunctionProto message.\n     * @function verify\n     * @memberof onnx.FunctionProto\n     * @static\n     * @param {Object.<string,*>} message Plain object to verify\n     * @returns {string|null} `null` if valid, otherwise the reason why it is not\n     */\n    FunctionProto.verify = function verify(message) {\n      if (typeof message !== 'object' || message === null) return 'object expected';\n      if (message.name != null && message.hasOwnProperty('name'))\n        if (!$util.isString(message.name)) return 'name: string expected';\n      if (message.input != null && message.hasOwnProperty('input')) {\n        if (!Array.isArray(message.input)) return 'input: array expected';\n        for (var i = 0; i < message.input.length; ++i)\n          if (!$util.isString(message.input[i])) return 'input: string[] expected';\n      }\n      if (message.output != null && message.hasOwnProperty('output')) {\n        if (!Array.isArray(message.output)) return 'output: array expected';\n        for (var i = 0; i < message.output.length; ++i)\n          if (!$util.isString(message.output[i])) return 'output: string[] expected';\n      }\n      if (message.attribute != null && message.hasOwnProperty('attribute')) {\n        if (!Array.isArray(message.attribute)) return 'attribute: array expected';\n        for (var i = 0; i < message.attribute.length; ++i)\n          if (!$util.isString(message.attribute[i])) return 'attribute: string[] expected';\n      }\n      if (message.attributeProto != null && message.hasOwnProperty('attributeProto')) {\n        if (!Array.isArray(message.attributeProto)) return 'attributeProto: array expected';\n        for (var i = 0; i < message.attributeProto.length; ++i) {\n          var error = $root.onnx.AttributeProto.verify(message.attributeProto[i]);\n          if (error) return 'attributeProto.' + error;\n        }\n      }\n      if (message.node != null && message.hasOwnProperty('node')) {\n        if (!Array.isArray(message.node)) return 'node: array expected';\n        for (var i = 0; i < message.node.length; ++i) {\n          var error = $root.onnx.NodeProto.verify(message.node[i]);\n          if (error) return 'node.' + error;\n        }\n      }\n      if (message.docString != null && message.hasOwnProperty('docString'))\n        if (!$util.isString(message.docString)) return 'docString: string expected';\n      if (message.opsetImport != null && message.hasOwnProperty('opsetImport')) {\n        if (!Array.isArray(message.opsetImport)) return 'opsetImport: array expected';\n        for (var i = 0; i < message.opsetImport.length; ++i) {\n          var error = $root.onnx.OperatorSetIdProto.verify(message.opsetImport[i]);\n          if (error) return 'opsetImport.' + error;\n        }\n      }\n      if (message.domain != null && message.hasOwnProperty('domain'))\n        if (!$util.isString(message.domain)) return 'domain: string expected';\n      return null;\n    };\n\n    /**\n     * Creates a FunctionProto message from a plain object. Also converts values to their respective internal types.\n     * @function fromObject\n     * @memberof onnx.FunctionProto\n     * @static\n     * @param {Object.<string,*>} object Plain object\n     * @returns {onnx.FunctionProto} FunctionProto\n     */\n    FunctionProto.fromObject = function fromObject(object) {\n      if (object instanceof $root.onnx.FunctionProto) return object;\n      var message = new $root.onnx.FunctionProto();\n      if (object.name != null) message.name = String(object.name);\n      if (object.input) {\n        if (!Array.isArray(object.input)) throw TypeError('.onnx.FunctionProto.input: array expected');\n        message.input = [];\n        for (var i = 0; i < object.input.length; ++i) message.input[i] = String(object.input[i]);\n      }\n      if (object.output) {\n        if (!Array.isArray(object.output)) throw TypeError('.onnx.FunctionProto.output: array expected');\n        message.output = [];\n        for (var i = 0; i < object.output.length; ++i) message.output[i] = String(object.output[i]);\n      }\n      if (object.attribute) {\n        if (!Array.isArray(object.attribute)) throw TypeError('.onnx.FunctionProto.attribute: array expected');\n        message.attribute = [];\n        for (var i = 0; i < object.attribute.length; ++i) message.attribute[i] = String(object.attribute[i]);\n      }\n      if (object.attributeProto) {\n        if (!Array.isArray(object.attributeProto))\n          throw TypeError('.onnx.FunctionProto.attributeProto: array expected');\n        message.attributeProto = [];\n        for (var i = 0; i < object.attributeProto.length; ++i) {\n          if (typeof object.attributeProto[i] !== 'object')\n            throw TypeError('.onnx.FunctionProto.attributeProto: object expected');\n          message.attributeProto[i] = $root.onnx.AttributeProto.fromObject(object.attributeProto[i]);\n        }\n      }\n      if (object.node) {\n        if (!Array.isArray(object.node)) throw TypeError('.onnx.FunctionProto.node: array expected');\n        message.node = [];\n        for (var i = 0; i < object.node.length; ++i) {\n          if (typeof object.node[i] !== 'object') throw TypeError('.onnx.FunctionProto.node: object expected');\n          message.node[i] = $root.onnx.NodeProto.fromObject(object.node[i]);\n        }\n      }\n      if (object.docString != null) message.docString = String(object.docString);\n      if (object.opsetImport) {\n        if (!Array.isArray(object.opsetImport)) throw TypeError('.onnx.FunctionProto.opsetImport: array expected');\n        message.opsetImport = [];\n        for (var i = 0; i < object.opsetImport.length; ++i) {\n          if (typeof object.opsetImport[i] !== 'object')\n            throw TypeError('.onnx.FunctionProto.opsetImport: object expected');\n          message.opsetImport[i] = $root.onnx.OperatorSetIdProto.fromObject(object.opsetImport[i]);\n        }\n      }\n      if (object.domain != null) message.domain = String(object.domain);\n      return message;\n    };\n\n    /**\n     * Creates a plain object from a FunctionProto message. Also converts values to other types if specified.\n     * @function toObject\n     * @memberof onnx.FunctionProto\n     * @static\n     * @param {onnx.FunctionProto} message FunctionProto\n     * @param {$protobuf.IConversionOptions} [options] Conversion options\n     * @returns {Object.<string,*>} Plain object\n     */\n    FunctionProto.toObject = function toObject(message, options) {\n      if (!options) options = {};\n      var object = {};\n      if (options.arrays || options.defaults) {\n        object.input = [];\n        object.output = [];\n        object.attribute = [];\n        object.node = [];\n        object.opsetImport = [];\n        object.attributeProto = [];\n      }\n      if (options.defaults) {\n        object.name = '';\n        object.docString = '';\n        object.domain = '';\n      }\n      if (message.name != null && message.hasOwnProperty('name')) object.name = message.name;\n      if (message.input && message.input.length) {\n        object.input = [];\n        for (var j = 0; j < message.input.length; ++j) object.input[j] = message.input[j];\n      }\n      if (message.output && message.output.length) {\n        object.output = [];\n        for (var j = 0; j < message.output.length; ++j) object.output[j] = message.output[j];\n      }\n      if (message.attribute && message.attribute.length) {\n        object.attribute = [];\n        for (var j = 0; j < message.attribute.length; ++j) object.attribute[j] = message.attribute[j];\n      }\n      if (message.node && message.node.length) {\n        object.node = [];\n        for (var j = 0; j < message.node.length; ++j)\n          object.node[j] = $root.onnx.NodeProto.toObject(message.node[j], options);\n      }\n      if (message.docString != null && message.hasOwnProperty('docString')) object.docString = message.docString;\n      if (message.opsetImport && message.opsetImport.length) {\n        object.opsetImport = [];\n        for (var j = 0; j < message.opsetImport.length; ++j)\n          object.opsetImport[j] = $root.onnx.OperatorSetIdProto.toObject(message.opsetImport[j], options);\n      }\n      if (message.domain != null && message.hasOwnProperty('domain')) object.domain = message.domain;\n      if (message.attributeProto && message.attributeProto.length) {\n        object.attributeProto = [];\n        for (var j = 0; j < message.attributeProto.length; ++j)\n          object.attributeProto[j] = $root.onnx.AttributeProto.toObject(message.attributeProto[j], options);\n      }\n      return object;\n    };\n\n    /**\n     * Converts this FunctionProto to JSON.\n     * @function toJSON\n     * @memberof onnx.FunctionProto\n     * @instance\n     * @returns {Object.<string,*>} JSON object\n     */\n    FunctionProto.prototype.toJSON = function toJSON() {\n      return this.constructor.toObject(this, $protobuf.util.toJSONOptions);\n    };\n\n    /**\n     * Gets the default type url for FunctionProto\n     * @function getTypeUrl\n     * @memberof onnx.FunctionProto\n     * @static\n     * @param {string} [typeUrlPrefix] your custom typeUrlPrefix(default \"type.googleapis.com\")\n     * @returns {string} The default type url\n     */\n    FunctionProto.getTypeUrl = function getTypeUrl(typeUrlPrefix) {\n      if (typeUrlPrefix === undefined) {\n        typeUrlPrefix = 'type.googleapis.com';\n      }\n      return typeUrlPrefix + '/onnx.FunctionProto';\n    };\n\n    return FunctionProto;\n  })();\n\n  return onnx;\n})();\n\n// module.exports = $root;\nexport const onnx = 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