TensorFlow.NET/src/TensorFlowNET.Core/Protobuf/Function.cs

// <auto-generated>
//     Generated by the protocol buffer compiler.  DO NOT EDIT!
//     source: tensorflow/core/framework/function.proto
// </auto-generated>
#pragma warning disable 1591, 0612, 3021, 8981
#region Designer generated code

using pb = global::Google.Protobuf;
using pbc = global::Google.Protobuf.Collections;
using pbr = global::Google.Protobuf.Reflection;
using scg = global::System.Collections.Generic;
namespace Tensorflow {

  /// <summary>Holder for reflection information generated from tensorflow/core/framework/function.proto</summary>
  public static partial class FunctionReflection {

    #region Descriptor
    /// <summary>File descriptor for tensorflow/core/framework/function.proto</summary>
    public static pbr::FileDescriptor Descriptor {
      get { return descriptor; }
    }
    private static pbr::FileDescriptor descriptor;

    static FunctionReflection() {
      byte[] descriptorData = global::System.Convert.FromBase64String(
          string.Concat(
            "Cih0ZW5zb3JmbG93L2NvcmUvZnJhbWV3b3JrL2Z1bmN0aW9uLnByb3RvEgp0",
            "ZW5zb3JmbG93Gip0ZW5zb3JmbG93L2NvcmUvZnJhbWV3b3JrL2F0dHJfdmFs",
            "dWUucHJvdG8aKHRlbnNvcmZsb3cvY29yZS9mcmFtZXdvcmsvbm9kZV9kZWYu",
            "cHJvdG8aJnRlbnNvcmZsb3cvY29yZS9mcmFtZXdvcmsvb3BfZGVmLnByb3Rv",
            "IqgBChJGdW5jdGlvbkRlZkxpYnJhcnkSKQoIZnVuY3Rpb24YASADKAsyFy50",
            "ZW5zb3JmbG93LkZ1bmN0aW9uRGVmEikKCGdyYWRpZW50GAIgAygLMhcudGVu",
            "c29yZmxvdy5HcmFkaWVudERlZhI8ChRyZWdpc3RlcmVkX2dyYWRpZW50cxgD",
            "IAMoCzIeLnRlbnNvcmZsb3cuUmVnaXN0ZXJlZEdyYWRpZW50IsQGCgtGdW5j",
            "dGlvbkRlZhIkCglzaWduYXR1cmUYASABKAsyES50ZW5zb3JmbG93Lk9wRGVm",
            "Ei8KBGF0dHIYBSADKAsyIS50ZW5zb3JmbG93LkZ1bmN0aW9uRGVmLkF0dHJF",
            "bnRyeRI2CghhcmdfYXR0chgHIAMoCzIkLnRlbnNvcmZsb3cuRnVuY3Rpb25E",
            "ZWYuQXJnQXR0ckVudHJ5ElAKFnJlc291cmNlX2FyZ191bmlxdWVfaWQYCCAD",
            "KAsyMC50ZW5zb3JmbG93LkZ1bmN0aW9uRGVmLlJlc291cmNlQXJnVW5pcXVl",
            "SWRFbnRyeRIlCghub2RlX2RlZhgDIAMoCzITLnRlbnNvcmZsb3cuTm9kZURl",
            "ZhItCgNyZXQYBCADKAsyIC50ZW5zb3JmbG93LkZ1bmN0aW9uRGVmLlJldEVu",
            "dHJ5EjwKC2NvbnRyb2xfcmV0GAYgAygLMicudGVuc29yZmxvdy5GdW5jdGlv",
            "bkRlZi5Db250cm9sUmV0RW50cnkaQgoJQXR0ckVudHJ5EgsKA2tleRgBIAEo",
            "CRIkCgV2YWx1ZRgCIAEoCzIVLnRlbnNvcmZsb3cuQXR0clZhbHVlOgI4ARqI",
            "AQoIQXJnQXR0cnMSOAoEYXR0chgBIAMoCzIqLnRlbnNvcmZsb3cuRnVuY3Rp",
            "b25EZWYuQXJnQXR0cnMuQXR0ckVudHJ5GkIKCUF0dHJFbnRyeRILCgNrZXkY",
            "ASABKAkSJAoFdmFsdWUYAiABKAsyFS50ZW5zb3JmbG93LkF0dHJWYWx1ZToC",
            "OAEaUAoMQXJnQXR0ckVudHJ5EgsKA2tleRgBIAEoDRIvCgV2YWx1ZRgCIAEo",
            "CzIgLnRlbnNvcmZsb3cuRnVuY3Rpb25EZWYuQXJnQXR0cnM6AjgBGjoKGFJl",
            "c291cmNlQXJnVW5pcXVlSWRFbnRyeRILCgNrZXkYASABKA0SDQoFdmFsdWUY",
            "AiABKA06AjgBGioKCFJldEVudHJ5EgsKA2tleRgBIAEoCRINCgV2YWx1ZRgC",
            "IAEoCToCOAEaMQoPQ29udHJvbFJldEVudHJ5EgsKA2tleRgBIAEoCRINCgV2",
            "YWx1ZRgCIAEoCToCOAFKBAgCEAMiOwoLR3JhZGllbnREZWYSFQoNZnVuY3Rp",
            "b25fbmFtZRgBIAEoCRIVCg1ncmFkaWVudF9mdW5jGAIgASgJIkcKElJlZ2lz",
            "dGVyZWRHcmFkaWVudBIVCg1ncmFkaWVudF9mdW5jGAEgASgJEhoKEnJlZ2lz",
            "dGVyZWRfb3BfdHlwZRgCIAEoCUKAAQoYb3JnLnRlbnNvcmZsb3cuZnJhbWV3",
            "b3JrQg5GdW5jdGlvblByb3Rvc1ABWk9naXRodWIuY29tL3RlbnNvcmZsb3cv",
            "dGVuc29yZmxvdy90ZW5zb3JmbG93L2dvL2NvcmUvZnJhbWV3b3JrL2Z1bmN0",
            "aW9uX2dvX3Byb3Rv+AEBYgZwcm90bzM="));
      descriptor = pbr::FileDescriptor.FromGeneratedCode(descriptorData,
          new pbr::FileDescriptor[] { global::Tensorflow.AttrValueReflection.Descriptor, global::Tensorflow.NodeDefReflection.Descriptor, global::Tensorflow.OpDefReflection.Descriptor, },
          new pbr::GeneratedClrTypeInfo(null, null, new pbr::GeneratedClrTypeInfo[] {
            new pbr::GeneratedClrTypeInfo(typeof(global::Tensorflow.FunctionDefLibrary), global::Tensorflow.FunctionDefLibrary.Parser, new[]{ "Function", "Gradient", "RegisteredGradients" }, null, null, null, null),
            new pbr::GeneratedClrTypeInfo(typeof(global::Tensorflow.FunctionDef), global::Tensorflow.FunctionDef.Parser, new[]{ "Signature", "Attr", "ArgAttr", "ResourceArgUniqueId", "NodeDef", "Ret", "ControlRet" }, null, null, null, new pbr::GeneratedClrTypeInfo[] { null, new pbr::GeneratedClrTypeInfo(typeof(global::Tensorflow.FunctionDef.Types.ArgAttrs), global::Tensorflow.FunctionDef.Types.ArgAttrs.Parser, new[]{ "Attr" }, null, null, null, new pbr::GeneratedClrTypeInfo[] { null, }),
            null, null, null, null, }),
            new pbr::GeneratedClrTypeInfo(typeof(global::Tensorflow.GradientDef), global::Tensorflow.GradientDef.Parser, new[]{ "FunctionName", "GradientFunc" }, null, null, null, null),
            new pbr::GeneratedClrTypeInfo(typeof(global::Tensorflow.RegisteredGradient), global::Tensorflow.RegisteredGradient.Parser, new[]{ "GradientFunc", "RegisteredOpType" }, null, null, null, null)
          }));
    }
    #endregion

  }
  #region Messages
  /// <summary>
  /// A library is a set of named functions.
  /// </summary>
  public sealed partial class FunctionDefLibrary : pb::IMessage<FunctionDefLibrary>
  #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      , pb::IBufferMessage
  #endif
  {
    private static readonly pb::MessageParser<FunctionDefLibrary> _parser = new pb::MessageParser<FunctionDefLibrary>(() => new FunctionDefLibrary());
    private pb::UnknownFieldSet _unknownFields;
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public static pb::MessageParser<FunctionDefLibrary> Parser { get { return _parser; } }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public static pbr::MessageDescriptor Descriptor {
      get { return global::Tensorflow.FunctionReflection.Descriptor.MessageTypes[0]; }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    pbr::MessageDescriptor pb::IMessage.Descriptor {
      get { return Descriptor; }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public FunctionDefLibrary() {
      OnConstruction();
    }

    partial void OnConstruction();

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public FunctionDefLibrary(FunctionDefLibrary other) : this() {
      function_ = other.function_.Clone();
      gradient_ = other.gradient_.Clone();
      registeredGradients_ = other.registeredGradients_.Clone();
      _unknownFields = pb::UnknownFieldSet.Clone(other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public FunctionDefLibrary Clone() {
      return new FunctionDefLibrary(this);
    }

    /// <summary>Field number for the "function" field.</summary>
    public const int FunctionFieldNumber = 1;
    private static readonly pb::FieldCodec<global::Tensorflow.FunctionDef> _repeated_function_codec
        = pb::FieldCodec.ForMessage(10, global::Tensorflow.FunctionDef.Parser);
    private readonly pbc::RepeatedField<global::Tensorflow.FunctionDef> function_ = new pbc::RepeatedField<global::Tensorflow.FunctionDef>();
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public pbc::RepeatedField<global::Tensorflow.FunctionDef> Function {
      get { return function_; }
    }

    /// <summary>Field number for the "gradient" field.</summary>
    public const int GradientFieldNumber = 2;
    private static readonly pb::FieldCodec<global::Tensorflow.GradientDef> _repeated_gradient_codec
        = pb::FieldCodec.ForMessage(18, global::Tensorflow.GradientDef.Parser);
    private readonly pbc::RepeatedField<global::Tensorflow.GradientDef> gradient_ = new pbc::RepeatedField<global::Tensorflow.GradientDef>();
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public pbc::RepeatedField<global::Tensorflow.GradientDef> Gradient {
      get { return gradient_; }
    }

    /// <summary>Field number for the "registered_gradients" field.</summary>
    public const int RegisteredGradientsFieldNumber = 3;
    private static readonly pb::FieldCodec<global::Tensorflow.RegisteredGradient> _repeated_registeredGradients_codec
        = pb::FieldCodec.ForMessage(26, global::Tensorflow.RegisteredGradient.Parser);
    private readonly pbc::RepeatedField<global::Tensorflow.RegisteredGradient> registeredGradients_ = new pbc::RepeatedField<global::Tensorflow.RegisteredGradient>();
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public pbc::RepeatedField<global::Tensorflow.RegisteredGradient> RegisteredGradients {
      get { return registeredGradients_; }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override bool Equals(object other) {
      return Equals(other as FunctionDefLibrary);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public bool Equals(FunctionDefLibrary other) {
      if (ReferenceEquals(other, null)) {
        return false;
      }
      if (ReferenceEquals(other, this)) {
        return true;
      }
      if(!function_.Equals(other.function_)) return false;
      if(!gradient_.Equals(other.gradient_)) return false;
      if(!registeredGradients_.Equals(other.registeredGradients_)) return false;
      return Equals(_unknownFields, other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override int GetHashCode() {
      int hash = 1;
      hash ^= function_.GetHashCode();
      hash ^= gradient_.GetHashCode();
      hash ^= registeredGradients_.GetHashCode();
      if (_unknownFields != null) {
        hash ^= _unknownFields.GetHashCode();
      }
      return hash;
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override string ToString() {
      return pb::JsonFormatter.ToDiagnosticString(this);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void WriteTo(pb::CodedOutputStream output) {
    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      output.WriteRawMessage(this);
    #else
      function_.WriteTo(output, _repeated_function_codec);
      gradient_.WriteTo(output, _repeated_gradient_codec);
      registeredGradients_.WriteTo(output, _repeated_registeredGradients_codec);
      if (_unknownFields != null) {
        _unknownFields.WriteTo(output);
      }
    #endif
    }

    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    void pb::IBufferMessage.InternalWriteTo(ref pb::WriteContext output) {
      function_.WriteTo(ref output, _repeated_function_codec);
      gradient_.WriteTo(ref output, _repeated_gradient_codec);
      registeredGradients_.WriteTo(ref output, _repeated_registeredGradients_codec);
      if (_unknownFields != null) {
        _unknownFields.WriteTo(ref output);
      }
    }
    #endif

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public int CalculateSize() {
      int size = 0;
      size += function_.CalculateSize(_repeated_function_codec);
      size += gradient_.CalculateSize(_repeated_gradient_codec);
      size += registeredGradients_.CalculateSize(_repeated_registeredGradients_codec);
      if (_unknownFields != null) {
        size += _unknownFields.CalculateSize();
      }
      return size;
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void MergeFrom(FunctionDefLibrary other) {
      if (other == null) {
        return;
      }
      function_.Add(other.function_);
      gradient_.Add(other.gradient_);
      registeredGradients_.Add(other.registeredGradients_);
      _unknownFields = pb::UnknownFieldSet.MergeFrom(_unknownFields, other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void MergeFrom(pb::CodedInputStream input) {
    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      input.ReadRawMessage(this);
    #else
      uint tag;
      while ((tag = input.ReadTag()) != 0) {
        switch(tag) {
          default:
            _unknownFields = pb::UnknownFieldSet.MergeFieldFrom(_unknownFields, input);
            break;
          case 10: {
            function_.AddEntriesFrom(input, _repeated_function_codec);
            break;
          }
          case 18: {
            gradient_.AddEntriesFrom(input, _repeated_gradient_codec);
            break;
          }
          case 26: {
            registeredGradients_.AddEntriesFrom(input, _repeated_registeredGradients_codec);
            break;
          }
        }
      }
    #endif
    }

    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    void pb::IBufferMessage.InternalMergeFrom(ref pb::ParseContext input) {
      uint tag;
      while ((tag = input.ReadTag()) != 0) {
        switch(tag) {
          default:
            _unknownFields = pb::UnknownFieldSet.MergeFieldFrom(_unknownFields, ref input);
            break;
          case 10: {
            function_.AddEntriesFrom(ref input, _repeated_function_codec);
            break;
          }
          case 18: {
            gradient_.AddEntriesFrom(ref input, _repeated_gradient_codec);
            break;
          }
          case 26: {
            registeredGradients_.AddEntriesFrom(ref input, _repeated_registeredGradients_codec);
            break;
          }
        }
      }
    }
    #endif

  }

  /// <summary>
  /// A function can be instantiated when the runtime can bind every attr
  /// with a value. When a GraphDef has a call to a function, it must
  /// have binding for every attr defined in the signature.
  ///
  /// TODO(zhifengc):
  ///   * device spec, etc.
  /// </summary>
  public sealed partial class FunctionDef : pb::IMessage<FunctionDef>
  #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      , pb::IBufferMessage
  #endif
  {
    private static readonly pb::MessageParser<FunctionDef> _parser = new pb::MessageParser<FunctionDef>(() => new FunctionDef());
    private pb::UnknownFieldSet _unknownFields;
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public static pb::MessageParser<FunctionDef> Parser { get { return _parser; } }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public static pbr::MessageDescriptor Descriptor {
      get { return global::Tensorflow.FunctionReflection.Descriptor.MessageTypes[1]; }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    pbr::MessageDescriptor pb::IMessage.Descriptor {
      get { return Descriptor; }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public FunctionDef() {
      OnConstruction();
    }

    partial void OnConstruction();

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public FunctionDef(FunctionDef other) : this() {
      signature_ = other.signature_ != null ? other.signature_.Clone() : null;
      attr_ = other.attr_.Clone();
      argAttr_ = other.argAttr_.Clone();
      resourceArgUniqueId_ = other.resourceArgUniqueId_.Clone();
      nodeDef_ = other.nodeDef_.Clone();
      ret_ = other.ret_.Clone();
      controlRet_ = other.controlRet_.Clone();
      _unknownFields = pb::UnknownFieldSet.Clone(other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public FunctionDef Clone() {
      return new FunctionDef(this);
    }

    /// <summary>Field number for the "signature" field.</summary>
    public const int SignatureFieldNumber = 1;
    private global::Tensorflow.OpDef signature_;
    /// <summary>
    /// The definition of the function's name, arguments, return values,
    /// attrs etc.
    /// </summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public global::Tensorflow.OpDef Signature {
      get { return signature_; }
      set {
        signature_ = value;
      }
    }

    /// <summary>Field number for the "attr" field.</summary>
    public const int AttrFieldNumber = 5;
    private static readonly pbc::MapField<string, global::Tensorflow.AttrValue>.Codec _map_attr_codec
        = new pbc::MapField<string, global::Tensorflow.AttrValue>.Codec(pb::FieldCodec.ForString(10, ""), pb::FieldCodec.ForMessage(18, global::Tensorflow.AttrValue.Parser), 42);
    private readonly pbc::MapField<string, global::Tensorflow.AttrValue> attr_ = new pbc::MapField<string, global::Tensorflow.AttrValue>();
    /// <summary>
    /// Attributes specific to this function definition.
    /// </summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public pbc::MapField<string, global::Tensorflow.AttrValue> Attr {
      get { return attr_; }
    }

    /// <summary>Field number for the "arg_attr" field.</summary>
    public const int ArgAttrFieldNumber = 7;
    private static readonly pbc::MapField<uint, global::Tensorflow.FunctionDef.Types.ArgAttrs>.Codec _map_argAttr_codec
        = new pbc::MapField<uint, global::Tensorflow.FunctionDef.Types.ArgAttrs>.Codec(pb::FieldCodec.ForUInt32(8, 0), pb::FieldCodec.ForMessage(18, global::Tensorflow.FunctionDef.Types.ArgAttrs.Parser), 58);
    private readonly pbc::MapField<uint, global::Tensorflow.FunctionDef.Types.ArgAttrs> argAttr_ = new pbc::MapField<uint, global::Tensorflow.FunctionDef.Types.ArgAttrs>();
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public pbc::MapField<uint, global::Tensorflow.FunctionDef.Types.ArgAttrs> ArgAttr {
      get { return argAttr_; }
    }

    /// <summary>Field number for the "resource_arg_unique_id" field.</summary>
    public const int ResourceArgUniqueIdFieldNumber = 8;
    private static readonly pbc::MapField<uint, uint>.Codec _map_resourceArgUniqueId_codec
        = new pbc::MapField<uint, uint>.Codec(pb::FieldCodec.ForUInt32(8, 0), pb::FieldCodec.ForUInt32(16, 0), 66);
    private readonly pbc::MapField<uint, uint> resourceArgUniqueId_ = new pbc::MapField<uint, uint>();
    /// <summary>
    /// Unique IDs for each resource argument, used to track aliasing resources. If
    /// Argument A and Argument B alias each other, then
    /// resource_arg_unique_ids[A.index] == resource_arg_unique_ids[B.index].
    ///
    /// If this field is empty, none of the arguments could alias; otherwise, every
    /// resource argument should have an entry in this field.
    ///
    /// When instantiated, the unique IDs will be attached to the _Arg nodes'
    /// "_resource_arg_unique_id" attribute.
    /// </summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public pbc::MapField<uint, uint> ResourceArgUniqueId {
      get { return resourceArgUniqueId_; }
    }

    /// <summary>Field number for the "node_def" field.</summary>
    public const int NodeDefFieldNumber = 3;
    private static readonly pb::FieldCodec<global::Tensorflow.NodeDef> _repeated_nodeDef_codec
        = pb::FieldCodec.ForMessage(26, global::Tensorflow.NodeDef.Parser);
    private readonly pbc::RepeatedField<global::Tensorflow.NodeDef> nodeDef_ = new pbc::RepeatedField<global::Tensorflow.NodeDef>();
    /// <summary>
    /// By convention, "op" in node_def is resolved by consulting with a
    /// user-defined library first. If not resolved, "func" is assumed to
    /// be a builtin op.
    /// </summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public pbc::RepeatedField<global::Tensorflow.NodeDef> NodeDef {
      get { return nodeDef_; }
    }

    /// <summary>Field number for the "ret" field.</summary>
    public const int RetFieldNumber = 4;
    private static readonly pbc::MapField<string, string>.Codec _map_ret_codec
        = new pbc::MapField<string, string>.Codec(pb::FieldCodec.ForString(10, ""), pb::FieldCodec.ForString(18, ""), 34);
    private readonly pbc::MapField<string, string> ret_ = new pbc::MapField<string, string>();
    /// <summary>
    /// A mapping from the output arg names from `signature` to the
    /// outputs from `node_def` that should be returned by the function.
    /// </summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public pbc::MapField<string, string> Ret {
      get { return ret_; }
    }

    /// <summary>Field number for the "control_ret" field.</summary>
    public const int ControlRetFieldNumber = 6;
    private static readonly pbc::MapField<string, string>.Codec _map_controlRet_codec
        = new pbc::MapField<string, string>.Codec(pb::FieldCodec.ForString(10, ""), pb::FieldCodec.ForString(18, ""), 50);
    private readonly pbc::MapField<string, string> controlRet_ = new pbc::MapField<string, string>();
    /// <summary>
    /// A mapping from control output names from `signature` to node names in
    /// `node_def` which should be control outputs of this function.
    /// </summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public pbc::MapField<string, string> ControlRet {
      get { return controlRet_; }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override bool Equals(object other) {
      return Equals(other as FunctionDef);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public bool Equals(FunctionDef other) {
      if (ReferenceEquals(other, null)) {
        return false;
      }
      if (ReferenceEquals(other, this)) {
        return true;
      }
      if (!object.Equals(Signature, other.Signature)) return false;
      if (!Attr.Equals(other.Attr)) return false;
      if (!ArgAttr.Equals(other.ArgAttr)) return false;
      if (!ResourceArgUniqueId.Equals(other.ResourceArgUniqueId)) return false;
      if(!nodeDef_.Equals(other.nodeDef_)) return false;
      if (!Ret.Equals(other.Ret)) return false;
      if (!ControlRet.Equals(other.ControlRet)) return false;
      return Equals(_unknownFields, other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override int GetHashCode() {
      int hash = 1;
      if (signature_ != null) hash ^= Signature.GetHashCode();
      hash ^= Attr.GetHashCode();
      hash ^= ArgAttr.GetHashCode();
      hash ^= ResourceArgUniqueId.GetHashCode();
      hash ^= nodeDef_.GetHashCode();
      hash ^= Ret.GetHashCode();
      hash ^= ControlRet.GetHashCode();
      if (_unknownFields != null) {
        hash ^= _unknownFields.GetHashCode();
      }
      return hash;
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override string ToString() {
      return pb::JsonFormatter.ToDiagnosticString(this);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void WriteTo(pb::CodedOutputStream output) {
    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      output.WriteRawMessage(this);
    #else
      if (signature_ != null) {
        output.WriteRawTag(10);
        output.WriteMessage(Signature);
      }
      nodeDef_.WriteTo(output, _repeated_nodeDef_codec);
      ret_.WriteTo(output, _map_ret_codec);
      attr_.WriteTo(output, _map_attr_codec);
      controlRet_.WriteTo(output, _map_controlRet_codec);
      argAttr_.WriteTo(output, _map_argAttr_codec);
      resourceArgUniqueId_.WriteTo(output, _map_resourceArgUniqueId_codec);
      if (_unknownFields != null) {
        _unknownFields.WriteTo(output);
      }
    #endif
    }

    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    void pb::IBufferMessage.InternalWriteTo(ref pb::WriteContext output) {
      if (signature_ != null) {
        output.WriteRawTag(10);
        output.WriteMessage(Signature);
      }
      nodeDef_.WriteTo(ref output, _repeated_nodeDef_codec);
      ret_.WriteTo(ref output, _map_ret_codec);
      attr_.WriteTo(ref output, _map_attr_codec);
      controlRet_.WriteTo(ref output, _map_controlRet_codec);
      argAttr_.WriteTo(ref output, _map_argAttr_codec);
      resourceArgUniqueId_.WriteTo(ref output, _map_resourceArgUniqueId_codec);
      if (_unknownFields != null) {
        _unknownFields.WriteTo(ref output);
      }
    }
    #endif

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public int CalculateSize() {
      int size = 0;
      if (signature_ != null) {
        size += 1 + pb::CodedOutputStream.ComputeMessageSize(Signature);
      }
      size += attr_.CalculateSize(_map_attr_codec);
      size += argAttr_.CalculateSize(_map_argAttr_codec);
      size += resourceArgUniqueId_.CalculateSize(_map_resourceArgUniqueId_codec);
      size += nodeDef_.CalculateSize(_repeated_nodeDef_codec);
      size += ret_.CalculateSize(_map_ret_codec);
      size += controlRet_.CalculateSize(_map_controlRet_codec);
      if (_unknownFields != null) {
        size += _unknownFields.CalculateSize();
      }
      return size;
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void MergeFrom(FunctionDef other) {
      if (other == null) {
        return;
      }
      if (other.signature_ != null) {
        if (signature_ == null) {
          Signature = new global::Tensorflow.OpDef();
        }
        Signature.MergeFrom(other.Signature);
      }
      attr_.MergeFrom(other.attr_);
      argAttr_.MergeFrom(other.argAttr_);
      resourceArgUniqueId_.MergeFrom(other.resourceArgUniqueId_);
      nodeDef_.Add(other.nodeDef_);
      ret_.MergeFrom(other.ret_);
      controlRet_.MergeFrom(other.controlRet_);
      _unknownFields = pb::UnknownFieldSet.MergeFrom(_unknownFields, other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void MergeFrom(pb::CodedInputStream input) {
    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      input.ReadRawMessage(this);
    #else
      uint tag;
      while ((tag = input.ReadTag()) != 0) {
        switch(tag) {
          default:
            _unknownFields = pb::UnknownFieldSet.MergeFieldFrom(_unknownFields, input);
            break;
          case 10: {
            if (signature_ == null) {
              Signature = new global::Tensorflow.OpDef();
            }
            input.ReadMessage(Signature);
            break;
          }
          case 26: {
            nodeDef_.AddEntriesFrom(input, _repeated_nodeDef_codec);
            break;
          }
          case 34: {
            ret_.AddEntriesFrom(input, _map_ret_codec);
            break;
          }
          case 42: {
            attr_.AddEntriesFrom(input, _map_attr_codec);
            break;
          }
          case 50: {
            controlRet_.AddEntriesFrom(input, _map_controlRet_codec);
            break;
          }
          case 58: {
            argAttr_.AddEntriesFrom(input, _map_argAttr_codec);
            break;
          }
          case 66: {
            resourceArgUniqueId_.AddEntriesFrom(input, _map_resourceArgUniqueId_codec);
            break;
          }
        }
      }
    #endif
    }

    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    void pb::IBufferMessage.InternalMergeFrom(ref pb::ParseContext input) {
      uint tag;
      while ((tag = input.ReadTag()) != 0) {
        switch(tag) {
          default:
            _unknownFields = pb::UnknownFieldSet.MergeFieldFrom(_unknownFields, ref input);
            break;
          case 10: {
            if (signature_ == null) {
              Signature = new global::Tensorflow.OpDef();
            }
            input.ReadMessage(Signature);
            break;
          }
          case 26: {
            nodeDef_.AddEntriesFrom(ref input, _repeated_nodeDef_codec);
            break;
          }
          case 34: {
            ret_.AddEntriesFrom(ref input, _map_ret_codec);
            break;
          }
          case 42: {
            attr_.AddEntriesFrom(ref input, _map_attr_codec);
            break;
          }
          case 50: {
            controlRet_.AddEntriesFrom(ref input, _map_controlRet_codec);
            break;
          }
          case 58: {
            argAttr_.AddEntriesFrom(ref input, _map_argAttr_codec);
            break;
          }
          case 66: {
            resourceArgUniqueId_.AddEntriesFrom(ref input, _map_resourceArgUniqueId_codec);
            break;
          }
        }
      }
    }
    #endif

    #region Nested types
    /// <summary>Container for nested types declared in the FunctionDef message type.</summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public static partial class Types {
      /// <summary>
      /// Attributes for function arguments. These attributes are the same set of
      /// valid attributes as to _Arg nodes.
      /// </summary>
      public sealed partial class ArgAttrs : pb::IMessage<ArgAttrs>
      #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
          , pb::IBufferMessage
      #endif
      {
        private static readonly pb::MessageParser<ArgAttrs> _parser = new pb::MessageParser<ArgAttrs>(() => new ArgAttrs());
        private pb::UnknownFieldSet _unknownFields;
        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public static pb::MessageParser<ArgAttrs> Parser { get { return _parser; } }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public static pbr::MessageDescriptor Descriptor {
          get { return global::Tensorflow.FunctionDef.Descriptor.NestedTypes[1]; }
        }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        pbr::MessageDescriptor pb::IMessage.Descriptor {
          get { return Descriptor; }
        }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public ArgAttrs() {
          OnConstruction();
        }

        partial void OnConstruction();

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public ArgAttrs(ArgAttrs other) : this() {
          attr_ = other.attr_.Clone();
          _unknownFields = pb::UnknownFieldSet.Clone(other._unknownFields);
        }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public ArgAttrs Clone() {
          return new ArgAttrs(this);
        }

        /// <summary>Field number for the "attr" field.</summary>
        public const int AttrFieldNumber = 1;
        private static readonly pbc::MapField<string, global::Tensorflow.AttrValue>.Codec _map_attr_codec
            = new pbc::MapField<string, global::Tensorflow.AttrValue>.Codec(pb::FieldCodec.ForString(10, ""), pb::FieldCodec.ForMessage(18, global::Tensorflow.AttrValue.Parser), 10);
        private readonly pbc::MapField<string, global::Tensorflow.AttrValue> attr_ = new pbc::MapField<string, global::Tensorflow.AttrValue>();
        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public pbc::MapField<string, global::Tensorflow.AttrValue> Attr {
          get { return attr_; }
        }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public override bool Equals(object other) {
          return Equals(other as ArgAttrs);
        }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public bool Equals(ArgAttrs other) {
          if (ReferenceEquals(other, null)) {
            return false;
          }
          if (ReferenceEquals(other, this)) {
            return true;
          }
          if (!Attr.Equals(other.Attr)) return false;
          return Equals(_unknownFields, other._unknownFields);
        }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public override int GetHashCode() {
          int hash = 1;
          hash ^= Attr.GetHashCode();
          if (_unknownFields != null) {
            hash ^= _unknownFields.GetHashCode();
          }
          return hash;
        }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public override string ToString() {
          return pb::JsonFormatter.ToDiagnosticString(this);
        }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public void WriteTo(pb::CodedOutputStream output) {
        #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
          output.WriteRawMessage(this);
        #else
          attr_.WriteTo(output, _map_attr_codec);
          if (_unknownFields != null) {
            _unknownFields.WriteTo(output);
          }
        #endif
        }

        #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        void pb::IBufferMessage.InternalWriteTo(ref pb::WriteContext output) {
          attr_.WriteTo(ref output, _map_attr_codec);
          if (_unknownFields != null) {
            _unknownFields.WriteTo(ref output);
          }
        }
        #endif

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public int CalculateSize() {
          int size = 0;
          size += attr_.CalculateSize(_map_attr_codec);
          if (_unknownFields != null) {
            size += _unknownFields.CalculateSize();
          }
          return size;
        }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public void MergeFrom(ArgAttrs other) {
          if (other == null) {
            return;
          }
          attr_.MergeFrom(other.attr_);
          _unknownFields = pb::UnknownFieldSet.MergeFrom(_unknownFields, other._unknownFields);
        }

        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        public void MergeFrom(pb::CodedInputStream input) {
        #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
          input.ReadRawMessage(this);
        #else
          uint tag;
          while ((tag = input.ReadTag()) != 0) {
            switch(tag) {
              default:
                _unknownFields = pb::UnknownFieldSet.MergeFieldFrom(_unknownFields, input);
                break;
              case 10: {
                attr_.AddEntriesFrom(input, _map_attr_codec);
                break;
              }
            }
          }
        #endif
        }

        #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
        [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
        [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
        void pb::IBufferMessage.InternalMergeFrom(ref pb::ParseContext input) {
          uint tag;
          while ((tag = input.ReadTag()) != 0) {
            switch(tag) {
              default:
                _unknownFields = pb::UnknownFieldSet.MergeFieldFrom(_unknownFields, ref input);
                break;
              case 10: {
                attr_.AddEntriesFrom(ref input, _map_attr_codec);
                break;
              }
            }
          }
        }
        #endif

      }

    }
    #endregion

  }

  /// <summary>
  /// GradientDef defines the gradient function of a function defined in
  /// a function library.
  ///
  /// A gradient function g (specified by gradient_func) for a function f
  /// (specified by function_name) must follow the following:
  ///
  /// The function 'f' must be a numerical function which takes N inputs
  /// and produces M outputs. Its gradient function 'g', which is a
  /// function taking N + M inputs and produces N outputs.
  ///
  /// I.e. if we have
  ///    (y1, y2, ..., y_M) = f(x1, x2, ..., x_N),
  /// then, g is
  ///    (dL/dx1, dL/dx2, ..., dL/dx_N) = g(x1, x2, ..., x_N,
  ///                                      dL/dy1, dL/dy2, ..., dL/dy_M),
  /// where L is a scalar-value function of (x1, x2, ..., xN) (e.g., the
  /// loss function). dL/dx_i is the partial derivative of L with respect
  /// to x_i.
  /// </summary>
  public sealed partial class GradientDef : pb::IMessage<GradientDef>
  #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      , pb::IBufferMessage
  #endif
  {
    private static readonly pb::MessageParser<GradientDef> _parser = new pb::MessageParser<GradientDef>(() => new GradientDef());
    private pb::UnknownFieldSet _unknownFields;
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public static pb::MessageParser<GradientDef> Parser { get { return _parser; } }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public static pbr::MessageDescriptor Descriptor {
      get { return global::Tensorflow.FunctionReflection.Descriptor.MessageTypes[2]; }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    pbr::MessageDescriptor pb::IMessage.Descriptor {
      get { return Descriptor; }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public GradientDef() {
      OnConstruction();
    }

    partial void OnConstruction();

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public GradientDef(GradientDef other) : this() {
      functionName_ = other.functionName_;
      gradientFunc_ = other.gradientFunc_;
      _unknownFields = pb::UnknownFieldSet.Clone(other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public GradientDef Clone() {
      return new GradientDef(this);
    }

    /// <summary>Field number for the "function_name" field.</summary>
    public const int FunctionNameFieldNumber = 1;
    private string functionName_ = "";
    /// <summary>
    /// The function name.
    /// </summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public string FunctionName {
      get { return functionName_; }
      set {
        functionName_ = pb::ProtoPreconditions.CheckNotNull(value, "value");
      }
    }

    /// <summary>Field number for the "gradient_func" field.</summary>
    public const int GradientFuncFieldNumber = 2;
    private string gradientFunc_ = "";
    /// <summary>
    /// The gradient function's name.
    /// </summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public string GradientFunc {
      get { return gradientFunc_; }
      set {
        gradientFunc_ = pb::ProtoPreconditions.CheckNotNull(value, "value");
      }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override bool Equals(object other) {
      return Equals(other as GradientDef);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public bool Equals(GradientDef other) {
      if (ReferenceEquals(other, null)) {
        return false;
      }
      if (ReferenceEquals(other, this)) {
        return true;
      }
      if (FunctionName != other.FunctionName) return false;
      if (GradientFunc != other.GradientFunc) return false;
      return Equals(_unknownFields, other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override int GetHashCode() {
      int hash = 1;
      if (FunctionName.Length != 0) hash ^= FunctionName.GetHashCode();
      if (GradientFunc.Length != 0) hash ^= GradientFunc.GetHashCode();
      if (_unknownFields != null) {
        hash ^= _unknownFields.GetHashCode();
      }
      return hash;
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override string ToString() {
      return pb::JsonFormatter.ToDiagnosticString(this);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void WriteTo(pb::CodedOutputStream output) {
    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      output.WriteRawMessage(this);
    #else
      if (FunctionName.Length != 0) {
        output.WriteRawTag(10);
        output.WriteString(FunctionName);
      }
      if (GradientFunc.Length != 0) {
        output.WriteRawTag(18);
        output.WriteString(GradientFunc);
      }
      if (_unknownFields != null) {
        _unknownFields.WriteTo(output);
      }
    #endif
    }

    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    void pb::IBufferMessage.InternalWriteTo(ref pb::WriteContext output) {
      if (FunctionName.Length != 0) {
        output.WriteRawTag(10);
        output.WriteString(FunctionName);
      }
      if (GradientFunc.Length != 0) {
        output.WriteRawTag(18);
        output.WriteString(GradientFunc);
      }
      if (_unknownFields != null) {
        _unknownFields.WriteTo(ref output);
      }
    }
    #endif

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public int CalculateSize() {
      int size = 0;
      if (FunctionName.Length != 0) {
        size += 1 + pb::CodedOutputStream.ComputeStringSize(FunctionName);
      }
      if (GradientFunc.Length != 0) {
        size += 1 + pb::CodedOutputStream.ComputeStringSize(GradientFunc);
      }
      if (_unknownFields != null) {
        size += _unknownFields.CalculateSize();
      }
      return size;
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void MergeFrom(GradientDef other) {
      if (other == null) {
        return;
      }
      if (other.FunctionName.Length != 0) {
        FunctionName = other.FunctionName;
      }
      if (other.GradientFunc.Length != 0) {
        GradientFunc = other.GradientFunc;
      }
      _unknownFields = pb::UnknownFieldSet.MergeFrom(_unknownFields, other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void MergeFrom(pb::CodedInputStream input) {
    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      input.ReadRawMessage(this);
    #else
      uint tag;
      while ((tag = input.ReadTag()) != 0) {
        switch(tag) {
          default:
            _unknownFields = pb::UnknownFieldSet.MergeFieldFrom(_unknownFields, input);
            break;
          case 10: {
            FunctionName = input.ReadString();
            break;
          }
          case 18: {
            GradientFunc = input.ReadString();
            break;
          }
        }
      }
    #endif
    }

    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    void pb::IBufferMessage.InternalMergeFrom(ref pb::ParseContext input) {
      uint tag;
      while ((tag = input.ReadTag()) != 0) {
        switch(tag) {
          default:
            _unknownFields = pb::UnknownFieldSet.MergeFieldFrom(_unknownFields, ref input);
            break;
          case 10: {
            FunctionName = input.ReadString();
            break;
          }
          case 18: {
            GradientFunc = input.ReadString();
            break;
          }
        }
      }
    }
    #endif

  }

  /// <summary>
  /// RegisteredGradient stores a gradient function that is registered in the
  /// gradients library and used in the ops of a function in the function library.
  /// Unlike GradientDef, these gradients are identified by op type, and not
  /// directly linked to any function.
  /// </summary>
  public sealed partial class RegisteredGradient : pb::IMessage<RegisteredGradient>
  #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      , pb::IBufferMessage
  #endif
  {
    private static readonly pb::MessageParser<RegisteredGradient> _parser = new pb::MessageParser<RegisteredGradient>(() => new RegisteredGradient());
    private pb::UnknownFieldSet _unknownFields;
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public static pb::MessageParser<RegisteredGradient> Parser { get { return _parser; } }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public static pbr::MessageDescriptor Descriptor {
      get { return global::Tensorflow.FunctionReflection.Descriptor.MessageTypes[3]; }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    pbr::MessageDescriptor pb::IMessage.Descriptor {
      get { return Descriptor; }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public RegisteredGradient() {
      OnConstruction();
    }

    partial void OnConstruction();

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public RegisteredGradient(RegisteredGradient other) : this() {
      gradientFunc_ = other.gradientFunc_;
      registeredOpType_ = other.registeredOpType_;
      _unknownFields = pb::UnknownFieldSet.Clone(other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public RegisteredGradient Clone() {
      return new RegisteredGradient(this);
    }

    /// <summary>Field number for the "gradient_func" field.</summary>
    public const int GradientFuncFieldNumber = 1;
    private string gradientFunc_ = "";
    /// <summary>
    /// The gradient function's name.
    /// </summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public string GradientFunc {
      get { return gradientFunc_; }
      set {
        gradientFunc_ = pb::ProtoPreconditions.CheckNotNull(value, "value");
      }
    }

    /// <summary>Field number for the "registered_op_type" field.</summary>
    public const int RegisteredOpTypeFieldNumber = 2;
    private string registeredOpType_ = "";
    /// <summary>
    /// The gradient function's registered op type.
    /// </summary>
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public string RegisteredOpType {
      get { return registeredOpType_; }
      set {
        registeredOpType_ = pb::ProtoPreconditions.CheckNotNull(value, "value");
      }
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override bool Equals(object other) {
      return Equals(other as RegisteredGradient);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public bool Equals(RegisteredGradient other) {
      if (ReferenceEquals(other, null)) {
        return false;
      }
      if (ReferenceEquals(other, this)) {
        return true;
      }
      if (GradientFunc != other.GradientFunc) return false;
      if (RegisteredOpType != other.RegisteredOpType) return false;
      return Equals(_unknownFields, other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override int GetHashCode() {
      int hash = 1;
      if (GradientFunc.Length != 0) hash ^= GradientFunc.GetHashCode();
      if (RegisteredOpType.Length != 0) hash ^= RegisteredOpType.GetHashCode();
      if (_unknownFields != null) {
        hash ^= _unknownFields.GetHashCode();
      }
      return hash;
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public override string ToString() {
      return pb::JsonFormatter.ToDiagnosticString(this);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void WriteTo(pb::CodedOutputStream output) {
    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      output.WriteRawMessage(this);
    #else
      if (GradientFunc.Length != 0) {
        output.WriteRawTag(10);
        output.WriteString(GradientFunc);
      }
      if (RegisteredOpType.Length != 0) {
        output.WriteRawTag(18);
        output.WriteString(RegisteredOpType);
      }
      if (_unknownFields != null) {
        _unknownFields.WriteTo(output);
      }
    #endif
    }

    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    void pb::IBufferMessage.InternalWriteTo(ref pb::WriteContext output) {
      if (GradientFunc.Length != 0) {
        output.WriteRawTag(10);
        output.WriteString(GradientFunc);
      }
      if (RegisteredOpType.Length != 0) {
        output.WriteRawTag(18);
        output.WriteString(RegisteredOpType);
      }
      if (_unknownFields != null) {
        _unknownFields.WriteTo(ref output);
      }
    }
    #endif

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public int CalculateSize() {
      int size = 0;
      if (GradientFunc.Length != 0) {
        size += 1 + pb::CodedOutputStream.ComputeStringSize(GradientFunc);
      }
      if (RegisteredOpType.Length != 0) {
        size += 1 + pb::CodedOutputStream.ComputeStringSize(RegisteredOpType);
      }
      if (_unknownFields != null) {
        size += _unknownFields.CalculateSize();
      }
      return size;
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void MergeFrom(RegisteredGradient other) {
      if (other == null) {
        return;
      }
      if (other.GradientFunc.Length != 0) {
        GradientFunc = other.GradientFunc;
      }
      if (other.RegisteredOpType.Length != 0) {
        RegisteredOpType = other.RegisteredOpType;
      }
      _unknownFields = pb::UnknownFieldSet.MergeFrom(_unknownFields, other._unknownFields);
    }

    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    public void MergeFrom(pb::CodedInputStream input) {
    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
      input.ReadRawMessage(this);
    #else
      uint tag;
      while ((tag = input.ReadTag()) != 0) {
        switch(tag) {
          default:
            _unknownFields = pb::UnknownFieldSet.MergeFieldFrom(_unknownFields, input);
            break;
          case 10: {
            GradientFunc = input.ReadString();
            break;
          }
          case 18: {
            RegisteredOpType = input.ReadString();
            break;
          }
        }
      }
    #endif
    }

    #if !GOOGLE_PROTOBUF_REFSTRUCT_COMPATIBILITY_MODE
    [global::System.Diagnostics.DebuggerNonUserCodeAttribute]
    [global::System.CodeDom.Compiler.GeneratedCode("protoc", null)]
    void pb::IBufferMessage.InternalMergeFrom(ref pb::ParseContext input) {
      uint tag;
      while ((tag = input.ReadTag()) != 0) {
        switch(tag) {
          default:
            _unknownFields = pb::UnknownFieldSet.MergeFieldFrom(_unknownFields, ref input);
            break;
          case 10: {
            GradientFunc = input.ReadString();
            break;
          }
          case 18: {
            RegisteredOpType = input.ReadString();
            break;
          }
        }
      }
    }
    #endif

  }

  #endregion

}

#endregion Designer generated code