• Home
• org.nd4j
• nd4j-api
• 1.0.0-beta
• source code
• AttrValue.java

×

Project download

Many resources are needed to download a project. Please understand that we have to compensate our server costs. Thank you in advance.
Project price only 1 $

You can buy this project and download/modify it how often you want.

org.tensorflow.framework.AttrValue Maven / Gradle / Ivy

// Generated by the protocol buffer compiler.  DO NOT EDIT!
// source: tensorflow/core/framework/attr_value.proto

package org.tensorflow.framework;

/**
 * 
 * Protocol buffer representing the value for an attr used to configure an Op.
 * Comment indicates the corresponding attr type.  Only the field matching the
 * attr type may be filled.
 * 
 *
 * Protobuf type {@code tensorflow.AttrValue}
 */
public  final class AttrValue extends
    com.github.os72.protobuf351.GeneratedMessageV3 implements
    // @@protoc_insertion_point(message_implements:tensorflow.AttrValue)
    AttrValueOrBuilder {
private static final long serialVersionUID = 0L;
  // Use AttrValue.newBuilder() to construct.
  private AttrValue(com.github.os72.protobuf351.GeneratedMessageV3.Builder builder) {
    super(builder);
  }
  private AttrValue() {
  }

  @java.lang.Override
  public final com.github.os72.protobuf351.UnknownFieldSet
  getUnknownFields() {
    return this.unknownFields;
  }
  private AttrValue(
      com.github.os72.protobuf351.CodedInputStream input,
      com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
      throws com.github.os72.protobuf351.InvalidProtocolBufferException {
    this();
    if (extensionRegistry == null) {
      throw new java.lang.NullPointerException();
    }
    int mutable_bitField0_ = 0;
    com.github.os72.protobuf351.UnknownFieldSet.Builder unknownFields =
        com.github.os72.protobuf351.UnknownFieldSet.newBuilder();
    try {
      boolean done = false;
      while (!done) {
        int tag = input.readTag();
        switch (tag) {
          case 0:
            done = true;
            break;
          default: {
            if (!parseUnknownFieldProto3(
                input, unknownFields, extensionRegistry, tag)) {
              done = true;
            }
            break;
          }
          case 10: {
            org.tensorflow.framework.AttrValue.ListValue.Builder subBuilder = null;
            if (valueCase_ == 1) {
              subBuilder = ((org.tensorflow.framework.AttrValue.ListValue) value_).toBuilder();
            }
            value_ =
                input.readMessage(org.tensorflow.framework.AttrValue.ListValue.parser(), extensionRegistry);
            if (subBuilder != null) {
              subBuilder.mergeFrom((org.tensorflow.framework.AttrValue.ListValue) value_);
              value_ = subBuilder.buildPartial();
            }
            valueCase_ = 1;
            break;
          }
          case 18: {
            valueCase_ = 2;
            value_ = input.readBytes();
            break;
          }
          case 24: {
            valueCase_ = 3;
            value_ = input.readInt64();
            break;
          }
          case 37: {
            valueCase_ = 4;
            value_ = input.readFloat();
            break;
          }
          case 40: {
            valueCase_ = 5;
            value_ = input.readBool();
            break;
          }
          case 48: {
            int rawValue = input.readEnum();
            valueCase_ = 6;
            value_ = rawValue;
            break;
          }
          case 58: {
            org.tensorflow.framework.TensorShapeProto.Builder subBuilder = null;
            if (valueCase_ == 7) {
              subBuilder = ((org.tensorflow.framework.TensorShapeProto) value_).toBuilder();
            }
            value_ =
                input.readMessage(org.tensorflow.framework.TensorShapeProto.parser(), extensionRegistry);
            if (subBuilder != null) {
              subBuilder.mergeFrom((org.tensorflow.framework.TensorShapeProto) value_);
              value_ = subBuilder.buildPartial();
            }
            valueCase_ = 7;
            break;
          }
          case 66: {
            org.tensorflow.framework.TensorProto.Builder subBuilder = null;
            if (valueCase_ == 8) {
              subBuilder = ((org.tensorflow.framework.TensorProto) value_).toBuilder();
            }
            value_ =
                input.readMessage(org.tensorflow.framework.TensorProto.parser(), extensionRegistry);
            if (subBuilder != null) {
              subBuilder.mergeFrom((org.tensorflow.framework.TensorProto) value_);
              value_ = subBuilder.buildPartial();
            }
            valueCase_ = 8;
            break;
          }
          case 74: {
            java.lang.String s = input.readStringRequireUtf8();
            valueCase_ = 9;
            value_ = s;
            break;
          }
          case 82: {
            org.tensorflow.framework.NameAttrList.Builder subBuilder = null;
            if (valueCase_ == 10) {
              subBuilder = ((org.tensorflow.framework.NameAttrList) value_).toBuilder();
            }
            value_ =
                input.readMessage(org.tensorflow.framework.NameAttrList.parser(), extensionRegistry);
            if (subBuilder != null) {
              subBuilder.mergeFrom((org.tensorflow.framework.NameAttrList) value_);
              value_ = subBuilder.buildPartial();
            }
            valueCase_ = 10;
            break;
          }
        }
      }
    } catch (com.github.os72.protobuf351.InvalidProtocolBufferException e) {
      throw e.setUnfinishedMessage(this);
    } catch (java.io.IOException e) {
      throw new com.github.os72.protobuf351.InvalidProtocolBufferException(
          e).setUnfinishedMessage(this);
    } finally {
      this.unknownFields = unknownFields.build();
      makeExtensionsImmutable();
    }
  }
  public static final com.github.os72.protobuf351.Descriptors.Descriptor
      getDescriptor() {
    return org.tensorflow.framework.AttrValueProtos.internal_static_tensorflow_AttrValue_descriptor;
  }

  protected com.github.os72.protobuf351.GeneratedMessageV3.FieldAccessorTable
      internalGetFieldAccessorTable() {
    return org.tensorflow.framework.AttrValueProtos.internal_static_tensorflow_AttrValue_fieldAccessorTable
        .ensureFieldAccessorsInitialized(
            org.tensorflow.framework.AttrValue.class, org.tensorflow.framework.AttrValue.Builder.class);
  }

  public interface ListValueOrBuilder extends
      // @@protoc_insertion_point(interface_extends:tensorflow.AttrValue.ListValue)
      com.github.os72.protobuf351.MessageOrBuilder {

    /**
     * 
     * "list(string)"
     * 
     *
     * repeated bytes s = 2;
     */
    java.util.List getSList();
    /**
     * 
     * "list(string)"
     * 
     *
     * repeated bytes s = 2;
     */
    int getSCount();
    /**
     * 
     * "list(string)"
     * 
     *
     * repeated bytes s = 2;
     */
    com.github.os72.protobuf351.ByteString getS(int index);

    /**
     * 
     * "list(int)"
     * 
     *
     * repeated int64 i = 3 [packed = true];
     */
    java.util.List getIList();
    /**
     * 
     * "list(int)"
     * 
     *
     * repeated int64 i = 3 [packed = true];
     */
    int getICount();
    /**
     * 
     * "list(int)"
     * 
     *
     * repeated int64 i = 3 [packed = true];
     */
    long getI(int index);

    /**
     * 
     * "list(float)"
     * 
     *
     * repeated float f = 4 [packed = true];
     */
    java.util.List getFList();
    /**
     * 
     * "list(float)"
     * 
     *
     * repeated float f = 4 [packed = true];
     */
    int getFCount();
    /**
     * 
     * "list(float)"
     * 
     *
     * repeated float f = 4 [packed = true];
     */
    float getF(int index);

    /**
     * 
     * "list(bool)"
     * 
     *
     * repeated bool b = 5 [packed = true];
     */
    java.util.List getBList();
    /**
     * 
     * "list(bool)"
     * 
     *
     * repeated bool b = 5 [packed = true];
     */
    int getBCount();
    /**
     * 
     * "list(bool)"
     * 
     *
     * repeated bool b = 5 [packed = true];
     */
    boolean getB(int index);

    /**
     * 
     * "list(type)"
     * 
     *
     * repeated .tensorflow.DataType type = 6 [packed = true];
     */
    java.util.List getTypeList();
    /**
     * 
     * "list(type)"
     * 
     *
     * repeated .tensorflow.DataType type = 6 [packed = true];
     */
    int getTypeCount();
    /**
     * 
     * "list(type)"
     * 
     *
     * repeated .tensorflow.DataType type = 6 [packed = true];
     */
    org.tensorflow.framework.DataType getType(int index);
    /**
     * 
     * "list(type)"
     * 
     *
     * repeated .tensorflow.DataType type = 6 [packed = true];
     */
    java.util.List
    getTypeValueList();
    /**
     * 
     * "list(type)"
     * 
     *
     * repeated .tensorflow.DataType type = 6 [packed = true];
     */
    int getTypeValue(int index);

    /**
     * 
     * "list(shape)"
     * 
     *
     * repeated .tensorflow.TensorShapeProto shape = 7;
     */
    java.util.List 
        getShapeList();
    /**
     * 
     * "list(shape)"
     * 
     *
     * repeated .tensorflow.TensorShapeProto shape = 7;
     */
    org.tensorflow.framework.TensorShapeProto getShape(int index);
    /**
     * 
     * "list(shape)"
     * 
     *
     * repeated .tensorflow.TensorShapeProto shape = 7;
     */
    int getShapeCount();
    /**
     * 
     * "list(shape)"
     * 
     *
     * repeated .tensorflow.TensorShapeProto shape = 7;
     */
    java.util.List 
        getShapeOrBuilderList();
    /**
     * 
     * "list(shape)"
     * 
     *
     * repeated .tensorflow.TensorShapeProto shape = 7;
     */
    org.tensorflow.framework.TensorShapeProtoOrBuilder getShapeOrBuilder(
        int index);

    /**
     * 
     * "list(tensor)"
     * 
     *
     * repeated .tensorflow.TensorProto tensor = 8;
     */
    java.util.List 
        getTensorList();
    /**
     * 
     * "list(tensor)"
     * 
     *
     * repeated .tensorflow.TensorProto tensor = 8;
     */
    org.tensorflow.framework.TensorProto getTensor(int index);
    /**
     * 
     * "list(tensor)"
     * 
     *
     * repeated .tensorflow.TensorProto tensor = 8;
     */
    int getTensorCount();
    /**
     * 
     * "list(tensor)"
     * 
     *
     * repeated .tensorflow.TensorProto tensor = 8;
     */
    java.util.List 
        getTensorOrBuilderList();
    /**
     * 
     * "list(tensor)"
     * 
     *
     * repeated .tensorflow.TensorProto tensor = 8;
     */
    org.tensorflow.framework.TensorProtoOrBuilder getTensorOrBuilder(
        int index);

    /**
     * 
     * "list(attr)"
     * 
     *
     * repeated .tensorflow.NameAttrList func = 9;
     */
    java.util.List 
        getFuncList();
    /**
     * 
     * "list(attr)"
     * 
     *
     * repeated .tensorflow.NameAttrList func = 9;
     */
    org.tensorflow.framework.NameAttrList getFunc(int index);
    /**
     * 
     * "list(attr)"
     * 
     *
     * repeated .tensorflow.NameAttrList func = 9;
     */
    int getFuncCount();
    /**
     * 
     * "list(attr)"
     * 
     *
     * repeated .tensorflow.NameAttrList func = 9;
     */
    java.util.List 
        getFuncOrBuilderList();
    /**
     * 
     * "list(attr)"
     * 
     *
     * repeated .tensorflow.NameAttrList func = 9;
     */
    org.tensorflow.framework.NameAttrListOrBuilder getFuncOrBuilder(
        int index);
  }
  /**
   * 
   * LINT.IfChange
   * 
   *
   * Protobuf type {@code tensorflow.AttrValue.ListValue}
   */
  public  static final class ListValue extends
      com.github.os72.protobuf351.GeneratedMessageV3 implements
      // @@protoc_insertion_point(message_implements:tensorflow.AttrValue.ListValue)
      ListValueOrBuilder {
  private static final long serialVersionUID = 0L;
    // Use ListValue.newBuilder() to construct.
    private ListValue(com.github.os72.protobuf351.GeneratedMessageV3.Builder builder) {
      super(builder);
    }
    private ListValue() {
      s_ = java.util.Collections.emptyList();
      i_ = java.util.Collections.emptyList();
      f_ = java.util.Collections.emptyList();
      b_ = java.util.Collections.emptyList();
      type_ = java.util.Collections.emptyList();
      shape_ = java.util.Collections.emptyList();
      tensor_ = java.util.Collections.emptyList();
      func_ = java.util.Collections.emptyList();
    }

    @java.lang.Override
    public final com.github.os72.protobuf351.UnknownFieldSet
    getUnknownFields() {
      return this.unknownFields;
    }
    private ListValue(
        com.github.os72.protobuf351.CodedInputStream input,
        com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
        throws com.github.os72.protobuf351.InvalidProtocolBufferException {
      this();
      if (extensionRegistry == null) {
        throw new java.lang.NullPointerException();
      }
      int mutable_bitField0_ = 0;
      com.github.os72.protobuf351.UnknownFieldSet.Builder unknownFields =
          com.github.os72.protobuf351.UnknownFieldSet.newBuilder();
      try {
        boolean done = false;
        while (!done) {
          int tag = input.readTag();
          switch (tag) {
            case 0:
              done = true;
              break;
            default: {
              if (!parseUnknownFieldProto3(
                  input, unknownFields, extensionRegistry, tag)) {
                done = true;
              }
              break;
            }
            case 18: {
              if (!((mutable_bitField0_ & 0x00000001) == 0x00000001)) {
                s_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000001;
              }
              s_.add(input.readBytes());
              break;
            }
            case 24: {
              if (!((mutable_bitField0_ & 0x00000002) == 0x00000002)) {
                i_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000002;
              }
              i_.add(input.readInt64());
              break;
            }
            case 26: {
              int length = input.readRawVarint32();
              int limit = input.pushLimit(length);
              if (!((mutable_bitField0_ & 0x00000002) == 0x00000002) && input.getBytesUntilLimit() > 0) {
                i_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000002;
              }
              while (input.getBytesUntilLimit() > 0) {
                i_.add(input.readInt64());
              }
              input.popLimit(limit);
              break;
            }
            case 37: {
              if (!((mutable_bitField0_ & 0x00000004) == 0x00000004)) {
                f_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000004;
              }
              f_.add(input.readFloat());
              break;
            }
            case 34: {
              int length = input.readRawVarint32();
              int limit = input.pushLimit(length);
              if (!((mutable_bitField0_ & 0x00000004) == 0x00000004) && input.getBytesUntilLimit() > 0) {
                f_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000004;
              }
              while (input.getBytesUntilLimit() > 0) {
                f_.add(input.readFloat());
              }
              input.popLimit(limit);
              break;
            }
            case 40: {
              if (!((mutable_bitField0_ & 0x00000008) == 0x00000008)) {
                b_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000008;
              }
              b_.add(input.readBool());
              break;
            }
            case 42: {
              int length = input.readRawVarint32();
              int limit = input.pushLimit(length);
              if (!((mutable_bitField0_ & 0x00000008) == 0x00000008) && input.getBytesUntilLimit() > 0) {
                b_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000008;
              }
              while (input.getBytesUntilLimit() > 0) {
                b_.add(input.readBool());
              }
              input.popLimit(limit);
              break;
            }
            case 48: {
              int rawValue = input.readEnum();
              if (!((mutable_bitField0_ & 0x00000010) == 0x00000010)) {
                type_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000010;
              }
              type_.add(rawValue);
              break;
            }
            case 50: {
              int length = input.readRawVarint32();
              int oldLimit = input.pushLimit(length);
              while(input.getBytesUntilLimit() > 0) {
                int rawValue = input.readEnum();
                if (!((mutable_bitField0_ & 0x00000010) == 0x00000010)) {
                  type_ = new java.util.ArrayList();
                  mutable_bitField0_ |= 0x00000010;
                }
                type_.add(rawValue);
              }
              input.popLimit(oldLimit);
              break;
            }
            case 58: {
              if (!((mutable_bitField0_ & 0x00000020) == 0x00000020)) {
                shape_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000020;
              }
              shape_.add(
                  input.readMessage(org.tensorflow.framework.TensorShapeProto.parser(), extensionRegistry));
              break;
            }
            case 66: {
              if (!((mutable_bitField0_ & 0x00000040) == 0x00000040)) {
                tensor_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000040;
              }
              tensor_.add(
                  input.readMessage(org.tensorflow.framework.TensorProto.parser(), extensionRegistry));
              break;
            }
            case 74: {
              if (!((mutable_bitField0_ & 0x00000080) == 0x00000080)) {
                func_ = new java.util.ArrayList();
                mutable_bitField0_ |= 0x00000080;
              }
              func_.add(
                  input.readMessage(org.tensorflow.framework.NameAttrList.parser(), extensionRegistry));
              break;
            }
          }
        }
      } catch (com.github.os72.protobuf351.InvalidProtocolBufferException e) {
        throw e.setUnfinishedMessage(this);
      } catch (java.io.IOException e) {
        throw new com.github.os72.protobuf351.InvalidProtocolBufferException(
            e).setUnfinishedMessage(this);
      } finally {
        if (((mutable_bitField0_ & 0x00000001) == 0x00000001)) {
          s_ = java.util.Collections.unmodifiableList(s_);
        }
        if (((mutable_bitField0_ & 0x00000002) == 0x00000002)) {
          i_ = java.util.Collections.unmodifiableList(i_);
        }
        if (((mutable_bitField0_ & 0x00000004) == 0x00000004)) {
          f_ = java.util.Collections.unmodifiableList(f_);
        }
        if (((mutable_bitField0_ & 0x00000008) == 0x00000008)) {
          b_ = java.util.Collections.unmodifiableList(b_);
        }
        if (((mutable_bitField0_ & 0x00000010) == 0x00000010)) {
          type_ = java.util.Collections.unmodifiableList(type_);
        }
        if (((mutable_bitField0_ & 0x00000020) == 0x00000020)) {
          shape_ = java.util.Collections.unmodifiableList(shape_);
        }
        if (((mutable_bitField0_ & 0x00000040) == 0x00000040)) {
          tensor_ = java.util.Collections.unmodifiableList(tensor_);
        }
        if (((mutable_bitField0_ & 0x00000080) == 0x00000080)) {
          func_ = java.util.Collections.unmodifiableList(func_);
        }
        this.unknownFields = unknownFields.build();
        makeExtensionsImmutable();
      }
    }
    public static final com.github.os72.protobuf351.Descriptors.Descriptor
        getDescriptor() {
      return org.tensorflow.framework.AttrValueProtos.internal_static_tensorflow_AttrValue_ListValue_descriptor;
    }

    protected com.github.os72.protobuf351.GeneratedMessageV3.FieldAccessorTable
        internalGetFieldAccessorTable() {
      return org.tensorflow.framework.AttrValueProtos.internal_static_tensorflow_AttrValue_ListValue_fieldAccessorTable
          .ensureFieldAccessorsInitialized(
              org.tensorflow.framework.AttrValue.ListValue.class, org.tensorflow.framework.AttrValue.ListValue.Builder.class);
    }

    public static final int S_FIELD_NUMBER = 2;
    private java.util.List s_;
    /**
     * 
     * "list(string)"
     * 
     *
     * repeated bytes s = 2;
     */
    public java.util.List
        getSList() {
      return s_;
    }
    /**
     * 
     * "list(string)"
     * 
     *
     * repeated bytes s = 2;
     */
    public int getSCount() {
      return s_.size();
    }
    /**
     * 
     * "list(string)"
     * 
     *
     * repeated bytes s = 2;
     */
    public com.github.os72.protobuf351.ByteString getS(int index) {
      return s_.get(index);
    }

    public static final int I_FIELD_NUMBER = 3;
    private java.util.List i_;
    /**
     * 
     * "list(int)"
     * 
     *
     * repeated int64 i = 3 [packed = true];
     */
    public java.util.List
        getIList() {
      return i_;
    }
    /**
     * 
     * "list(int)"
     * 
     *
     * repeated int64 i = 3 [packed = true];
     */
    public int getICount() {
      return i_.size();
    }
    /**
     * 
     * "list(int)"
     * 
     *
     * repeated int64 i = 3 [packed = true];
     */
    public long getI(int index) {
      return i_.get(index);
    }
    private int iMemoizedSerializedSize = -1;

    public static final int F_FIELD_NUMBER = 4;
    private java.util.List f_;
    /**
     * 
     * "list(float)"
     * 
     *
     * repeated float f = 4 [packed = true];
     */
    public java.util.List
        getFList() {
      return f_;
    }
    /**
     * 
     * "list(float)"
     * 
     *
     * repeated float f = 4 [packed = true];
     */
    public int getFCount() {
      return f_.size();
    }
    /**
     * 
     * "list(float)"
     * 
     *
     * repeated float f = 4 [packed = true];
     */
    public float getF(int index) {
      return f_.get(index);
    }
    private int fMemoizedSerializedSize = -1;

    public static final int B_FIELD_NUMBER = 5;
    private java.util.List b_;
    /**
     * 
     * "list(bool)"
     * 
     *
     * repeated bool b = 5 [packed = true];
     */
    public java.util.List
        getBList() {
      return b_;
    }
    /**
     * 
     * "list(bool)"
     * 
     *
     * repeated bool b = 5 [packed = true];
     */
    public int getBCount() {
      return b_.size();
    }
    /**
     * 
     * "list(bool)"
     * 
     *
     * repeated bool b = 5 [packed = true];
     */
    public boolean getB(int index) {
      return b_.get(index);
    }
    private int bMemoizedSerializedSize = -1;

    public static final int TYPE_FIELD_NUMBER = 6;
    private java.util.List type_;
    private static final com.github.os72.protobuf351.Internal.ListAdapter.Converter<
        java.lang.Integer, org.tensorflow.framework.DataType> type_converter_ =
            new com.github.os72.protobuf351.Internal.ListAdapter.Converter<
                java.lang.Integer, org.tensorflow.framework.DataType>() {
              public org.tensorflow.framework.DataType convert(java.lang.Integer from) {
                org.tensorflow.framework.DataType result = org.tensorflow.framework.DataType.valueOf(from);
                return result == null ? org.tensorflow.framework.DataType.UNRECOGNIZED : result;
              }
            };
    /**
     * 
     * "list(type)"
     * 
     *
     * repeated .tensorflow.DataType type = 6 [packed = true];
     */
    public java.util.List getTypeList() {
      return new com.github.os72.protobuf351.Internal.ListAdapter<
          java.lang.Integer, org.tensorflow.framework.DataType>(type_, type_converter_);
    }
    /**
     * 
     * "list(type)"
     * 
     *
     * repeated .tensorflow.DataType type = 6 [packed = true];
     */
    public int getTypeCount() {
      return type_.size();
    }
    /**
     * 
     * "list(type)"
     * 
     *
     * repeated .tensorflow.DataType type = 6 [packed = true];
     */
    public org.tensorflow.framework.DataType getType(int index) {
      return type_converter_.convert(type_.get(index));
    }
    /**
     * 
     * "list(type)"
     * 
     *
     * repeated .tensorflow.DataType type = 6 [packed = true];
     */
    public java.util.List
    getTypeValueList() {
      return type_;
    }
    /**
     * 
     * "list(type)"
     * 
     *
     * repeated .tensorflow.DataType type = 6 [packed = true];
     */
    public int getTypeValue(int index) {
      return type_.get(index);
    }
    private int typeMemoizedSerializedSize;

    public static final int SHAPE_FIELD_NUMBER = 7;
    private java.util.List shape_;
    /**
     * 
     * "list(shape)"
     * 
     *
     * repeated .tensorflow.TensorShapeProto shape = 7;
     */
    public java.util.List getShapeList() {
      return shape_;
    }
    /**
     * 
     * "list(shape)"
     * 
     *
     * repeated .tensorflow.TensorShapeProto shape = 7;
     */
    public java.util.List 
        getShapeOrBuilderList() {
      return shape_;
    }
    /**
     * 
     * "list(shape)"
     * 
     *
     * repeated .tensorflow.TensorShapeProto shape = 7;
     */
    public int getShapeCount() {
      return shape_.size();
    }
    /**
     * 
     * "list(shape)"
     * 
     *
     * repeated .tensorflow.TensorShapeProto shape = 7;
     */
    public org.tensorflow.framework.TensorShapeProto getShape(int index) {
      return shape_.get(index);
    }
    /**
     * 
     * "list(shape)"
     * 
     *
     * repeated .tensorflow.TensorShapeProto shape = 7;
     */
    public org.tensorflow.framework.TensorShapeProtoOrBuilder getShapeOrBuilder(
        int index) {
      return shape_.get(index);
    }

    public static final int TENSOR_FIELD_NUMBER = 8;
    private java.util.List tensor_;
    /**
     * 
     * "list(tensor)"
     * 
     *
     * repeated .tensorflow.TensorProto tensor = 8;
     */
    public java.util.List getTensorList() {
      return tensor_;
    }
    /**
     * 
     * "list(tensor)"
     * 
     *
     * repeated .tensorflow.TensorProto tensor = 8;
     */
    public java.util.List 
        getTensorOrBuilderList() {
      return tensor_;
    }
    /**
     * 
     * "list(tensor)"
     * 
     *
     * repeated .tensorflow.TensorProto tensor = 8;
     */
    public int getTensorCount() {
      return tensor_.size();
    }
    /**
     * 
     * "list(tensor)"
     * 
     *
     * repeated .tensorflow.TensorProto tensor = 8;
     */
    public org.tensorflow.framework.TensorProto getTensor(int index) {
      return tensor_.get(index);
    }
    /**
     * 
     * "list(tensor)"
     * 
     *
     * repeated .tensorflow.TensorProto tensor = 8;
     */
    public org.tensorflow.framework.TensorProtoOrBuilder getTensorOrBuilder(
        int index) {
      return tensor_.get(index);
    }

    public static final int FUNC_FIELD_NUMBER = 9;
    private java.util.List func_;
    /**
     * 
     * "list(attr)"
     * 
     *
     * repeated .tensorflow.NameAttrList func = 9;
     */
    public java.util.List getFuncList() {
      return func_;
    }
    /**
     * 
     * "list(attr)"
     * 
     *
     * repeated .tensorflow.NameAttrList func = 9;
     */
    public java.util.List 
        getFuncOrBuilderList() {
      return func_;
    }
    /**
     * 
     * "list(attr)"
     * 
     *
     * repeated .tensorflow.NameAttrList func = 9;
     */
    public int getFuncCount() {
      return func_.size();
    }
    /**
     * 
     * "list(attr)"
     * 
     *
     * repeated .tensorflow.NameAttrList func = 9;
     */
    public org.tensorflow.framework.NameAttrList getFunc(int index) {
      return func_.get(index);
    }
    /**
     * 
     * "list(attr)"
     * 
     *
     * repeated .tensorflow.NameAttrList func = 9;
     */
    public org.tensorflow.framework.NameAttrListOrBuilder getFuncOrBuilder(
        int index) {
      return func_.get(index);
    }

    private byte memoizedIsInitialized = -1;
    public final boolean isInitialized() {
      byte isInitialized = memoizedIsInitialized;
      if (isInitialized == 1) return true;
      if (isInitialized == 0) return false;

      memoizedIsInitialized = 1;
      return true;
    }

    public void writeTo(com.github.os72.protobuf351.CodedOutputStream output)
                        throws java.io.IOException {
      getSerializedSize();
      for (int i = 0; i < s_.size(); i++) {
        output.writeBytes(2, s_.get(i));
      }
      if (getIList().size() > 0) {
        output.writeUInt32NoTag(26);
        output.writeUInt32NoTag(iMemoizedSerializedSize);
      }
      for (int i = 0; i < i_.size(); i++) {
        output.writeInt64NoTag(i_.get(i));
      }
      if (getFList().size() > 0) {
        output.writeUInt32NoTag(34);
        output.writeUInt32NoTag(fMemoizedSerializedSize);
      }
      for (int i = 0; i < f_.size(); i++) {
        output.writeFloatNoTag(f_.get(i));
      }
      if (getBList().size() > 0) {
        output.writeUInt32NoTag(42);
        output.writeUInt32NoTag(bMemoizedSerializedSize);
      }
      for (int i = 0; i < b_.size(); i++) {
        output.writeBoolNoTag(b_.get(i));
      }
      if (getTypeList().size() > 0) {
        output.writeUInt32NoTag(50);
        output.writeUInt32NoTag(typeMemoizedSerializedSize);
      }
      for (int i = 0; i < type_.size(); i++) {
        output.writeEnumNoTag(type_.get(i));
      }
      for (int i = 0; i < shape_.size(); i++) {
        output.writeMessage(7, shape_.get(i));
      }
      for (int i = 0; i < tensor_.size(); i++) {
        output.writeMessage(8, tensor_.get(i));
      }
      for (int i = 0; i < func_.size(); i++) {
        output.writeMessage(9, func_.get(i));
      }
      unknownFields.writeTo(output);
    }

    public int getSerializedSize() {
      int size = memoizedSize;
      if (size != -1) return size;

      size = 0;
      {
        int dataSize = 0;
        for (int i = 0; i < s_.size(); i++) {
          dataSize += com.github.os72.protobuf351.CodedOutputStream
            .computeBytesSizeNoTag(s_.get(i));
        }
        size += dataSize;
        size += 1 * getSList().size();
      }
      {
        int dataSize = 0;
        for (int i = 0; i < i_.size(); i++) {
          dataSize += com.github.os72.protobuf351.CodedOutputStream
            .computeInt64SizeNoTag(i_.get(i));
        }
        size += dataSize;
        if (!getIList().isEmpty()) {
          size += 1;
          size += com.github.os72.protobuf351.CodedOutputStream
              .computeInt32SizeNoTag(dataSize);
        }
        iMemoizedSerializedSize = dataSize;
      }
      {
        int dataSize = 0;
        dataSize = 4 * getFList().size();
        size += dataSize;
        if (!getFList().isEmpty()) {
          size += 1;
          size += com.github.os72.protobuf351.CodedOutputStream
              .computeInt32SizeNoTag(dataSize);
        }
        fMemoizedSerializedSize = dataSize;
      }
      {
        int dataSize = 0;
        dataSize = 1 * getBList().size();
        size += dataSize;
        if (!getBList().isEmpty()) {
          size += 1;
          size += com.github.os72.protobuf351.CodedOutputStream
              .computeInt32SizeNoTag(dataSize);
        }
        bMemoizedSerializedSize = dataSize;
      }
      {
        int dataSize = 0;
        for (int i = 0; i < type_.size(); i++) {
          dataSize += com.github.os72.protobuf351.CodedOutputStream
            .computeEnumSizeNoTag(type_.get(i));
        }
        size += dataSize;
        if (!getTypeList().isEmpty()) {  size += 1;
          size += com.github.os72.protobuf351.CodedOutputStream
            .computeUInt32SizeNoTag(dataSize);
        }typeMemoizedSerializedSize = dataSize;
      }
      for (int i = 0; i < shape_.size(); i++) {
        size += com.github.os72.protobuf351.CodedOutputStream
          .computeMessageSize(7, shape_.get(i));
      }
      for (int i = 0; i < tensor_.size(); i++) {
        size += com.github.os72.protobuf351.CodedOutputStream
          .computeMessageSize(8, tensor_.get(i));
      }
      for (int i = 0; i < func_.size(); i++) {
        size += com.github.os72.protobuf351.CodedOutputStream
          .computeMessageSize(9, func_.get(i));
      }
      size += unknownFields.getSerializedSize();
      memoizedSize = size;
      return size;
    }

    @java.lang.Override
    public boolean equals(final java.lang.Object obj) {
      if (obj == this) {
       return true;
      }
      if (!(obj instanceof org.tensorflow.framework.AttrValue.ListValue)) {
        return super.equals(obj);
      }
      org.tensorflow.framework.AttrValue.ListValue other = (org.tensorflow.framework.AttrValue.ListValue) obj;

      boolean result = true;
      result = result && getSList()
          .equals(other.getSList());
      result = result && getIList()
          .equals(other.getIList());
      result = result && getFList()
          .equals(other.getFList());
      result = result && getBList()
          .equals(other.getBList());
      result = result && type_.equals(other.type_);
      result = result && getShapeList()
          .equals(other.getShapeList());
      result = result && getTensorList()
          .equals(other.getTensorList());
      result = result && getFuncList()
          .equals(other.getFuncList());
      result = result && unknownFields.equals(other.unknownFields);
      return result;
    }

    @java.lang.Override
    public int hashCode() {
      if (memoizedHashCode != 0) {
        return memoizedHashCode;
      }
      int hash = 41;
      hash = (19 * hash) + getDescriptor().hashCode();
      if (getSCount() > 0) {
        hash = (37 * hash) + S_FIELD_NUMBER;
        hash = (53 * hash) + getSList().hashCode();
      }
      if (getICount() > 0) {
        hash = (37 * hash) + I_FIELD_NUMBER;
        hash = (53 * hash) + getIList().hashCode();
      }
      if (getFCount() > 0) {
        hash = (37 * hash) + F_FIELD_NUMBER;
        hash = (53 * hash) + getFList().hashCode();
      }
      if (getBCount() > 0) {
        hash = (37 * hash) + B_FIELD_NUMBER;
        hash = (53 * hash) + getBList().hashCode();
      }
      if (getTypeCount() > 0) {
        hash = (37 * hash) + TYPE_FIELD_NUMBER;
        hash = (53 * hash) + type_.hashCode();
      }
      if (getShapeCount() > 0) {
        hash = (37 * hash) + SHAPE_FIELD_NUMBER;
        hash = (53 * hash) + getShapeList().hashCode();
      }
      if (getTensorCount() > 0) {
        hash = (37 * hash) + TENSOR_FIELD_NUMBER;
        hash = (53 * hash) + getTensorList().hashCode();
      }
      if (getFuncCount() > 0) {
        hash = (37 * hash) + FUNC_FIELD_NUMBER;
        hash = (53 * hash) + getFuncList().hashCode();
      }
      hash = (29 * hash) + unknownFields.hashCode();
      memoizedHashCode = hash;
      return hash;
    }

    public static org.tensorflow.framework.AttrValue.ListValue parseFrom(
        java.nio.ByteBuffer data)
        throws com.github.os72.protobuf351.InvalidProtocolBufferException {
      return PARSER.parseFrom(data);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseFrom(
        java.nio.ByteBuffer data,
        com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
        throws com.github.os72.protobuf351.InvalidProtocolBufferException {
      return PARSER.parseFrom(data, extensionRegistry);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseFrom(
        com.github.os72.protobuf351.ByteString data)
        throws com.github.os72.protobuf351.InvalidProtocolBufferException {
      return PARSER.parseFrom(data);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseFrom(
        com.github.os72.protobuf351.ByteString data,
        com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
        throws com.github.os72.protobuf351.InvalidProtocolBufferException {
      return PARSER.parseFrom(data, extensionRegistry);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseFrom(byte[] data)
        throws com.github.os72.protobuf351.InvalidProtocolBufferException {
      return PARSER.parseFrom(data);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseFrom(
        byte[] data,
        com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
        throws com.github.os72.protobuf351.InvalidProtocolBufferException {
      return PARSER.parseFrom(data, extensionRegistry);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseFrom(java.io.InputStream input)
        throws java.io.IOException {
      return com.github.os72.protobuf351.GeneratedMessageV3
          .parseWithIOException(PARSER, input);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseFrom(
        java.io.InputStream input,
        com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
        throws java.io.IOException {
      return com.github.os72.protobuf351.GeneratedMessageV3
          .parseWithIOException(PARSER, input, extensionRegistry);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseDelimitedFrom(java.io.InputStream input)
        throws java.io.IOException {
      return com.github.os72.protobuf351.GeneratedMessageV3
          .parseDelimitedWithIOException(PARSER, input);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseDelimitedFrom(
        java.io.InputStream input,
        com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
        throws java.io.IOException {
      return com.github.os72.protobuf351.GeneratedMessageV3
          .parseDelimitedWithIOException(PARSER, input, extensionRegistry);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseFrom(
        com.github.os72.protobuf351.CodedInputStream input)
        throws java.io.IOException {
      return com.github.os72.protobuf351.GeneratedMessageV3
          .parseWithIOException(PARSER, input);
    }
    public static org.tensorflow.framework.AttrValue.ListValue parseFrom(
        com.github.os72.protobuf351.CodedInputStream input,
        com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
        throws java.io.IOException {
      return com.github.os72.protobuf351.GeneratedMessageV3
          .parseWithIOException(PARSER, input, extensionRegistry);
    }

    public Builder newBuilderForType() { return newBuilder(); }
    public static Builder newBuilder() {
      return DEFAULT_INSTANCE.toBuilder();
    }
    public static Builder newBuilder(org.tensorflow.framework.AttrValue.ListValue prototype) {
      return DEFAULT_INSTANCE.toBuilder().mergeFrom(prototype);
    }
    public Builder toBuilder() {
      return this == DEFAULT_INSTANCE
          ? new Builder() : new Builder().mergeFrom(this);
    }

    @java.lang.Override
    protected Builder newBuilderForType(
        com.github.os72.protobuf351.GeneratedMessageV3.BuilderParent parent) {
      Builder builder = new Builder(parent);
      return builder;
    }
    /**
     * 
     * LINT.IfChange
     * 
     *
     * Protobuf type {@code tensorflow.AttrValue.ListValue}
     */
    public static final class Builder extends
        com.github.os72.protobuf351.GeneratedMessageV3.Builder implements
        // @@protoc_insertion_point(builder_implements:tensorflow.AttrValue.ListValue)
        org.tensorflow.framework.AttrValue.ListValueOrBuilder {
      public static final com.github.os72.protobuf351.Descriptors.Descriptor
          getDescriptor() {
        return org.tensorflow.framework.AttrValueProtos.internal_static_tensorflow_AttrValue_ListValue_descriptor;
      }

      protected com.github.os72.protobuf351.GeneratedMessageV3.FieldAccessorTable
          internalGetFieldAccessorTable() {
        return org.tensorflow.framework.AttrValueProtos.internal_static_tensorflow_AttrValue_ListValue_fieldAccessorTable
            .ensureFieldAccessorsInitialized(
                org.tensorflow.framework.AttrValue.ListValue.class, org.tensorflow.framework.AttrValue.ListValue.Builder.class);
      }

      // Construct using org.tensorflow.framework.AttrValue.ListValue.newBuilder()
      private Builder() {
        maybeForceBuilderInitialization();
      }

      private Builder(
          com.github.os72.protobuf351.GeneratedMessageV3.BuilderParent parent) {
        super(parent);
        maybeForceBuilderInitialization();
      }
      private void maybeForceBuilderInitialization() {
        if (com.github.os72.protobuf351.GeneratedMessageV3
                .alwaysUseFieldBuilders) {
          getShapeFieldBuilder();
          getTensorFieldBuilder();
          getFuncFieldBuilder();
        }
      }
      public Builder clear() {
        super.clear();
        s_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000001);
        i_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000002);
        f_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000004);
        b_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000008);
        type_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000010);
        if (shapeBuilder_ == null) {
          shape_ = java.util.Collections.emptyList();
          bitField0_ = (bitField0_ & ~0x00000020);
        } else {
          shapeBuilder_.clear();
        }
        if (tensorBuilder_ == null) {
          tensor_ = java.util.Collections.emptyList();
          bitField0_ = (bitField0_ & ~0x00000040);
        } else {
          tensorBuilder_.clear();
        }
        if (funcBuilder_ == null) {
          func_ = java.util.Collections.emptyList();
          bitField0_ = (bitField0_ & ~0x00000080);
        } else {
          funcBuilder_.clear();
        }
        return this;
      }

      public com.github.os72.protobuf351.Descriptors.Descriptor
          getDescriptorForType() {
        return org.tensorflow.framework.AttrValueProtos.internal_static_tensorflow_AttrValue_ListValue_descriptor;
      }

      public org.tensorflow.framework.AttrValue.ListValue getDefaultInstanceForType() {
        return org.tensorflow.framework.AttrValue.ListValue.getDefaultInstance();
      }

      public org.tensorflow.framework.AttrValue.ListValue build() {
        org.tensorflow.framework.AttrValue.ListValue result = buildPartial();
        if (!result.isInitialized()) {
          throw newUninitializedMessageException(result);
        }
        return result;
      }

      public org.tensorflow.framework.AttrValue.ListValue buildPartial() {
        org.tensorflow.framework.AttrValue.ListValue result = new org.tensorflow.framework.AttrValue.ListValue(this);
        int from_bitField0_ = bitField0_;
        if (((bitField0_ & 0x00000001) == 0x00000001)) {
          s_ = java.util.Collections.unmodifiableList(s_);
          bitField0_ = (bitField0_ & ~0x00000001);
        }
        result.s_ = s_;
        if (((bitField0_ & 0x00000002) == 0x00000002)) {
          i_ = java.util.Collections.unmodifiableList(i_);
          bitField0_ = (bitField0_ & ~0x00000002);
        }
        result.i_ = i_;
        if (((bitField0_ & 0x00000004) == 0x00000004)) {
          f_ = java.util.Collections.unmodifiableList(f_);
          bitField0_ = (bitField0_ & ~0x00000004);
        }
        result.f_ = f_;
        if (((bitField0_ & 0x00000008) == 0x00000008)) {
          b_ = java.util.Collections.unmodifiableList(b_);
          bitField0_ = (bitField0_ & ~0x00000008);
        }
        result.b_ = b_;
        if (((bitField0_ & 0x00000010) == 0x00000010)) {
          type_ = java.util.Collections.unmodifiableList(type_);
          bitField0_ = (bitField0_ & ~0x00000010);
        }
        result.type_ = type_;
        if (shapeBuilder_ == null) {
          if (((bitField0_ & 0x00000020) == 0x00000020)) {
            shape_ = java.util.Collections.unmodifiableList(shape_);
            bitField0_ = (bitField0_ & ~0x00000020);
          }
          result.shape_ = shape_;
        } else {
          result.shape_ = shapeBuilder_.build();
        }
        if (tensorBuilder_ == null) {
          if (((bitField0_ & 0x00000040) == 0x00000040)) {
            tensor_ = java.util.Collections.unmodifiableList(tensor_);
            bitField0_ = (bitField0_ & ~0x00000040);
          }
          result.tensor_ = tensor_;
        } else {
          result.tensor_ = tensorBuilder_.build();
        }
        if (funcBuilder_ == null) {
          if (((bitField0_ & 0x00000080) == 0x00000080)) {
            func_ = java.util.Collections.unmodifiableList(func_);
            bitField0_ = (bitField0_ & ~0x00000080);
          }
          result.func_ = func_;
        } else {
          result.func_ = funcBuilder_.build();
        }
        onBuilt();
        return result;
      }

      public Builder clone() {
        return (Builder) super.clone();
      }
      public Builder setField(
          com.github.os72.protobuf351.Descriptors.FieldDescriptor field,
          java.lang.Object value) {
        return (Builder) super.setField(field, value);
      }
      public Builder clearField(
          com.github.os72.protobuf351.Descriptors.FieldDescriptor field) {
        return (Builder) super.clearField(field);
      }
      public Builder clearOneof(
          com.github.os72.protobuf351.Descriptors.OneofDescriptor oneof) {
        return (Builder) super.clearOneof(oneof);
      }
      public Builder setRepeatedField(
          com.github.os72.protobuf351.Descriptors.FieldDescriptor field,
          int index, java.lang.Object value) {
        return (Builder) super.setRepeatedField(field, index, value);
      }
      public Builder addRepeatedField(
          com.github.os72.protobuf351.Descriptors.FieldDescriptor field,
          java.lang.Object value) {
        return (Builder) super.addRepeatedField(field, value);
      }
      public Builder mergeFrom(com.github.os72.protobuf351.Message other) {
        if (other instanceof org.tensorflow.framework.AttrValue.ListValue) {
          return mergeFrom((org.tensorflow.framework.AttrValue.ListValue)other);
        } else {
          super.mergeFrom(other);
          return this;
        }
      }

      public Builder mergeFrom(org.tensorflow.framework.AttrValue.ListValue other) {
        if (other == org.tensorflow.framework.AttrValue.ListValue.getDefaultInstance()) return this;
        if (!other.s_.isEmpty()) {
          if (s_.isEmpty()) {
            s_ = other.s_;
            bitField0_ = (bitField0_ & ~0x00000001);
          } else {
            ensureSIsMutable();
            s_.addAll(other.s_);
          }
          onChanged();
        }
        if (!other.i_.isEmpty()) {
          if (i_.isEmpty()) {
            i_ = other.i_;
            bitField0_ = (bitField0_ & ~0x00000002);
          } else {
            ensureIIsMutable();
            i_.addAll(other.i_);
          }
          onChanged();
        }
        if (!other.f_.isEmpty()) {
          if (f_.isEmpty()) {
            f_ = other.f_;
            bitField0_ = (bitField0_ & ~0x00000004);
          } else {
            ensureFIsMutable();
            f_.addAll(other.f_);
          }
          onChanged();
        }
        if (!other.b_.isEmpty()) {
          if (b_.isEmpty()) {
            b_ = other.b_;
            bitField0_ = (bitField0_ & ~0x00000008);
          } else {
            ensureBIsMutable();
            b_.addAll(other.b_);
          }
          onChanged();
        }
        if (!other.type_.isEmpty()) {
          if (type_.isEmpty()) {
            type_ = other.type_;
            bitField0_ = (bitField0_ & ~0x00000010);
          } else {
            ensureTypeIsMutable();
            type_.addAll(other.type_);
          }
          onChanged();
        }
        if (shapeBuilder_ == null) {
          if (!other.shape_.isEmpty()) {
            if (shape_.isEmpty()) {
              shape_ = other.shape_;
              bitField0_ = (bitField0_ & ~0x00000020);
            } else {
              ensureShapeIsMutable();
              shape_.addAll(other.shape_);
            }
            onChanged();
          }
        } else {
          if (!other.shape_.isEmpty()) {
            if (shapeBuilder_.isEmpty()) {
              shapeBuilder_.dispose();
              shapeBuilder_ = null;
              shape_ = other.shape_;
              bitField0_ = (bitField0_ & ~0x00000020);
              shapeBuilder_ = 
                com.github.os72.protobuf351.GeneratedMessageV3.alwaysUseFieldBuilders ?
                   getShapeFieldBuilder() : null;
            } else {
              shapeBuilder_.addAllMessages(other.shape_);
            }
          }
        }
        if (tensorBuilder_ == null) {
          if (!other.tensor_.isEmpty()) {
            if (tensor_.isEmpty()) {
              tensor_ = other.tensor_;
              bitField0_ = (bitField0_ & ~0x00000040);
            } else {
              ensureTensorIsMutable();
              tensor_.addAll(other.tensor_);
            }
            onChanged();
          }
        } else {
          if (!other.tensor_.isEmpty()) {
            if (tensorBuilder_.isEmpty()) {
              tensorBuilder_.dispose();
              tensorBuilder_ = null;
              tensor_ = other.tensor_;
              bitField0_ = (bitField0_ & ~0x00000040);
              tensorBuilder_ = 
                com.github.os72.protobuf351.GeneratedMessageV3.alwaysUseFieldBuilders ?
                   getTensorFieldBuilder() : null;
            } else {
              tensorBuilder_.addAllMessages(other.tensor_);
            }
          }
        }
        if (funcBuilder_ == null) {
          if (!other.func_.isEmpty()) {
            if (func_.isEmpty()) {
              func_ = other.func_;
              bitField0_ = (bitField0_ & ~0x00000080);
            } else {
              ensureFuncIsMutable();
              func_.addAll(other.func_);
            }
            onChanged();
          }
        } else {
          if (!other.func_.isEmpty()) {
            if (funcBuilder_.isEmpty()) {
              funcBuilder_.dispose();
              funcBuilder_ = null;
              func_ = other.func_;
              bitField0_ = (bitField0_ & ~0x00000080);
              funcBuilder_ = 
                com.github.os72.protobuf351.GeneratedMessageV3.alwaysUseFieldBuilders ?
                   getFuncFieldBuilder() : null;
            } else {
              funcBuilder_.addAllMessages(other.func_);
            }
          }
        }
        this.mergeUnknownFields(other.unknownFields);
        onChanged();
        return this;
      }

      public final boolean isInitialized() {
        return true;
      }

      public Builder mergeFrom(
          com.github.os72.protobuf351.CodedInputStream input,
          com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
          throws java.io.IOException {
        org.tensorflow.framework.AttrValue.ListValue parsedMessage = null;
        try {
          parsedMessage = PARSER.parsePartialFrom(input, extensionRegistry);
        } catch (com.github.os72.protobuf351.InvalidProtocolBufferException e) {
          parsedMessage = (org.tensorflow.framework.AttrValue.ListValue) e.getUnfinishedMessage();
          throw e.unwrapIOException();
        } finally {
          if (parsedMessage != null) {
            mergeFrom(parsedMessage);
          }
        }
        return this;
      }
      private int bitField0_;

      private java.util.List s_ = java.util.Collections.emptyList();
      private void ensureSIsMutable() {
        if (!((bitField0_ & 0x00000001) == 0x00000001)) {
          s_ = new java.util.ArrayList(s_);
          bitField0_ |= 0x00000001;
         }
      }
      /**
       * 
       * "list(string)"
       * 
       *
       * repeated bytes s = 2;
       */
      public java.util.List
          getSList() {
        return java.util.Collections.unmodifiableList(s_);
      }
      /**
       * 
       * "list(string)"
       * 
       *
       * repeated bytes s = 2;
       */
      public int getSCount() {
        return s_.size();
      }
      /**
       * 
       * "list(string)"
       * 
       *
       * repeated bytes s = 2;
       */
      public com.github.os72.protobuf351.ByteString getS(int index) {
        return s_.get(index);
      }
      /**
       * 
       * "list(string)"
       * 
       *
       * repeated bytes s = 2;
       */
      public Builder setS(
          int index, com.github.os72.protobuf351.ByteString value) {
        if (value == null) {
    throw new NullPointerException();
  }
  ensureSIsMutable();
        s_.set(index, value);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(string)"
       * 
       *
       * repeated bytes s = 2;
       */
      public Builder addS(com.github.os72.protobuf351.ByteString value) {
        if (value == null) {
    throw new NullPointerException();
  }
  ensureSIsMutable();
        s_.add(value);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(string)"
       * 
       *
       * repeated bytes s = 2;
       */
      public Builder addAllS(
          java.lang.Iterable values) {
        ensureSIsMutable();
        com.github.os72.protobuf351.AbstractMessageLite.Builder.addAll(
            values, s_);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(string)"
       * 
       *
       * repeated bytes s = 2;
       */
      public Builder clearS() {
        s_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000001);
        onChanged();
        return this;
      }

      private java.util.List i_ = java.util.Collections.emptyList();
      private void ensureIIsMutable() {
        if (!((bitField0_ & 0x00000002) == 0x00000002)) {
          i_ = new java.util.ArrayList(i_);
          bitField0_ |= 0x00000002;
         }
      }
      /**
       * 
       * "list(int)"
       * 
       *
       * repeated int64 i = 3 [packed = true];
       */
      public java.util.List
          getIList() {
        return java.util.Collections.unmodifiableList(i_);
      }
      /**
       * 
       * "list(int)"
       * 
       *
       * repeated int64 i = 3 [packed = true];
       */
      public int getICount() {
        return i_.size();
      }
      /**
       * 
       * "list(int)"
       * 
       *
       * repeated int64 i = 3 [packed = true];
       */
      public long getI(int index) {
        return i_.get(index);
      }
      /**
       * 
       * "list(int)"
       * 
       *
       * repeated int64 i = 3 [packed = true];
       */
      public Builder setI(
          int index, long value) {
        ensureIIsMutable();
        i_.set(index, value);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(int)"
       * 
       *
       * repeated int64 i = 3 [packed = true];
       */
      public Builder addI(long value) {
        ensureIIsMutable();
        i_.add(value);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(int)"
       * 
       *
       * repeated int64 i = 3 [packed = true];
       */
      public Builder addAllI(
          java.lang.Iterable values) {
        ensureIIsMutable();
        com.github.os72.protobuf351.AbstractMessageLite.Builder.addAll(
            values, i_);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(int)"
       * 
       *
       * repeated int64 i = 3 [packed = true];
       */
      public Builder clearI() {
        i_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000002);
        onChanged();
        return this;
      }

      private java.util.List f_ = java.util.Collections.emptyList();
      private void ensureFIsMutable() {
        if (!((bitField0_ & 0x00000004) == 0x00000004)) {
          f_ = new java.util.ArrayList(f_);
          bitField0_ |= 0x00000004;
         }
      }
      /**
       * 
       * "list(float)"
       * 
       *
       * repeated float f = 4 [packed = true];
       */
      public java.util.List
          getFList() {
        return java.util.Collections.unmodifiableList(f_);
      }
      /**
       * 
       * "list(float)"
       * 
       *
       * repeated float f = 4 [packed = true];
       */
      public int getFCount() {
        return f_.size();
      }
      /**
       * 
       * "list(float)"
       * 
       *
       * repeated float f = 4 [packed = true];
       */
      public float getF(int index) {
        return f_.get(index);
      }
      /**
       * 
       * "list(float)"
       * 
       *
       * repeated float f = 4 [packed = true];
       */
      public Builder setF(
          int index, float value) {
        ensureFIsMutable();
        f_.set(index, value);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(float)"
       * 
       *
       * repeated float f = 4 [packed = true];
       */
      public Builder addF(float value) {
        ensureFIsMutable();
        f_.add(value);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(float)"
       * 
       *
       * repeated float f = 4 [packed = true];
       */
      public Builder addAllF(
          java.lang.Iterable values) {
        ensureFIsMutable();
        com.github.os72.protobuf351.AbstractMessageLite.Builder.addAll(
            values, f_);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(float)"
       * 
       *
       * repeated float f = 4 [packed = true];
       */
      public Builder clearF() {
        f_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000004);
        onChanged();
        return this;
      }

      private java.util.List b_ = java.util.Collections.emptyList();
      private void ensureBIsMutable() {
        if (!((bitField0_ & 0x00000008) == 0x00000008)) {
          b_ = new java.util.ArrayList(b_);
          bitField0_ |= 0x00000008;
         }
      }
      /**
       * 
       * "list(bool)"
       * 
       *
       * repeated bool b = 5 [packed = true];
       */
      public java.util.List
          getBList() {
        return java.util.Collections.unmodifiableList(b_);
      }
      /**
       * 
       * "list(bool)"
       * 
       *
       * repeated bool b = 5 [packed = true];
       */
      public int getBCount() {
        return b_.size();
      }
      /**
       * 
       * "list(bool)"
       * 
       *
       * repeated bool b = 5 [packed = true];
       */
      public boolean getB(int index) {
        return b_.get(index);
      }
      /**
       * 
       * "list(bool)"
       * 
       *
       * repeated bool b = 5 [packed = true];
       */
      public Builder setB(
          int index, boolean value) {
        ensureBIsMutable();
        b_.set(index, value);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(bool)"
       * 
       *
       * repeated bool b = 5 [packed = true];
       */
      public Builder addB(boolean value) {
        ensureBIsMutable();
        b_.add(value);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(bool)"
       * 
       *
       * repeated bool b = 5 [packed = true];
       */
      public Builder addAllB(
          java.lang.Iterable values) {
        ensureBIsMutable();
        com.github.os72.protobuf351.AbstractMessageLite.Builder.addAll(
            values, b_);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(bool)"
       * 
       *
       * repeated bool b = 5 [packed = true];
       */
      public Builder clearB() {
        b_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000008);
        onChanged();
        return this;
      }

      private java.util.List type_ =
        java.util.Collections.emptyList();
      private void ensureTypeIsMutable() {
        if (!((bitField0_ & 0x00000010) == 0x00000010)) {
          type_ = new java.util.ArrayList(type_);
          bitField0_ |= 0x00000010;
        }
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public java.util.List getTypeList() {
        return new com.github.os72.protobuf351.Internal.ListAdapter<
            java.lang.Integer, org.tensorflow.framework.DataType>(type_, type_converter_);
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public int getTypeCount() {
        return type_.size();
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public org.tensorflow.framework.DataType getType(int index) {
        return type_converter_.convert(type_.get(index));
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public Builder setType(
          int index, org.tensorflow.framework.DataType value) {
        if (value == null) {
          throw new NullPointerException();
        }
        ensureTypeIsMutable();
        type_.set(index, value.getNumber());
        onChanged();
        return this;
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public Builder addType(org.tensorflow.framework.DataType value) {
        if (value == null) {
          throw new NullPointerException();
        }
        ensureTypeIsMutable();
        type_.add(value.getNumber());
        onChanged();
        return this;
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public Builder addAllType(
          java.lang.Iterable values) {
        ensureTypeIsMutable();
        for (org.tensorflow.framework.DataType value : values) {
          type_.add(value.getNumber());
        }
        onChanged();
        return this;
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public Builder clearType() {
        type_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000010);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public java.util.List
      getTypeValueList() {
        return java.util.Collections.unmodifiableList(type_);
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public int getTypeValue(int index) {
        return type_.get(index);
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public Builder setTypeValue(
          int index, int value) {
        ensureTypeIsMutable();
        type_.set(index, value);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public Builder addTypeValue(int value) {
        ensureTypeIsMutable();
        type_.add(value);
        onChanged();
        return this;
      }
      /**
       * 
       * "list(type)"
       * 
       *
       * repeated .tensorflow.DataType type = 6 [packed = true];
       */
      public Builder addAllTypeValue(
          java.lang.Iterable values) {
        ensureTypeIsMutable();
        for (int value : values) {
          type_.add(value);
        }
        onChanged();
        return this;
      }

      private java.util.List shape_ =
        java.util.Collections.emptyList();
      private void ensureShapeIsMutable() {
        if (!((bitField0_ & 0x00000020) == 0x00000020)) {
          shape_ = new java.util.ArrayList(shape_);
          bitField0_ |= 0x00000020;
         }
      }

      private com.github.os72.protobuf351.RepeatedFieldBuilderV3<
          org.tensorflow.framework.TensorShapeProto, org.tensorflow.framework.TensorShapeProto.Builder, org.tensorflow.framework.TensorShapeProtoOrBuilder> shapeBuilder_;

      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public java.util.List getShapeList() {
        if (shapeBuilder_ == null) {
          return java.util.Collections.unmodifiableList(shape_);
        } else {
          return shapeBuilder_.getMessageList();
        }
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public int getShapeCount() {
        if (shapeBuilder_ == null) {
          return shape_.size();
        } else {
          return shapeBuilder_.getCount();
        }
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public org.tensorflow.framework.TensorShapeProto getShape(int index) {
        if (shapeBuilder_ == null) {
          return shape_.get(index);
        } else {
          return shapeBuilder_.getMessage(index);
        }
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public Builder setShape(
          int index, org.tensorflow.framework.TensorShapeProto value) {
        if (shapeBuilder_ == null) {
          if (value == null) {
            throw new NullPointerException();
          }
          ensureShapeIsMutable();
          shape_.set(index, value);
          onChanged();
        } else {
          shapeBuilder_.setMessage(index, value);
        }
        return this;
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public Builder setShape(
          int index, org.tensorflow.framework.TensorShapeProto.Builder builderForValue) {
        if (shapeBuilder_ == null) {
          ensureShapeIsMutable();
          shape_.set(index, builderForValue.build());
          onChanged();
        } else {
          shapeBuilder_.setMessage(index, builderForValue.build());
        }
        return this;
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public Builder addShape(org.tensorflow.framework.TensorShapeProto value) {
        if (shapeBuilder_ == null) {
          if (value == null) {
            throw new NullPointerException();
          }
          ensureShapeIsMutable();
          shape_.add(value);
          onChanged();
        } else {
          shapeBuilder_.addMessage(value);
        }
        return this;
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public Builder addShape(
          int index, org.tensorflow.framework.TensorShapeProto value) {
        if (shapeBuilder_ == null) {
          if (value == null) {
            throw new NullPointerException();
          }
          ensureShapeIsMutable();
          shape_.add(index, value);
          onChanged();
        } else {
          shapeBuilder_.addMessage(index, value);
        }
        return this;
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public Builder addShape(
          org.tensorflow.framework.TensorShapeProto.Builder builderForValue) {
        if (shapeBuilder_ == null) {
          ensureShapeIsMutable();
          shape_.add(builderForValue.build());
          onChanged();
        } else {
          shapeBuilder_.addMessage(builderForValue.build());
        }
        return this;
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public Builder addShape(
          int index, org.tensorflow.framework.TensorShapeProto.Builder builderForValue) {
        if (shapeBuilder_ == null) {
          ensureShapeIsMutable();
          shape_.add(index, builderForValue.build());
          onChanged();
        } else {
          shapeBuilder_.addMessage(index, builderForValue.build());
        }
        return this;
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public Builder addAllShape(
          java.lang.Iterable values) {
        if (shapeBuilder_ == null) {
          ensureShapeIsMutable();
          com.github.os72.protobuf351.AbstractMessageLite.Builder.addAll(
              values, shape_);
          onChanged();
        } else {
          shapeBuilder_.addAllMessages(values);
        }
        return this;
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public Builder clearShape() {
        if (shapeBuilder_ == null) {
          shape_ = java.util.Collections.emptyList();
          bitField0_ = (bitField0_ & ~0x00000020);
          onChanged();
        } else {
          shapeBuilder_.clear();
        }
        return this;
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public Builder removeShape(int index) {
        if (shapeBuilder_ == null) {
          ensureShapeIsMutable();
          shape_.remove(index);
          onChanged();
        } else {
          shapeBuilder_.remove(index);
        }
        return this;
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public org.tensorflow.framework.TensorShapeProto.Builder getShapeBuilder(
          int index) {
        return getShapeFieldBuilder().getBuilder(index);
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public org.tensorflow.framework.TensorShapeProtoOrBuilder getShapeOrBuilder(
          int index) {
        if (shapeBuilder_ == null) {
          return shape_.get(index);  } else {
          return shapeBuilder_.getMessageOrBuilder(index);
        }
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public java.util.List 
           getShapeOrBuilderList() {
        if (shapeBuilder_ != null) {
          return shapeBuilder_.getMessageOrBuilderList();
        } else {
          return java.util.Collections.unmodifiableList(shape_);
        }
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public org.tensorflow.framework.TensorShapeProto.Builder addShapeBuilder() {
        return getShapeFieldBuilder().addBuilder(
            org.tensorflow.framework.TensorShapeProto.getDefaultInstance());
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public org.tensorflow.framework.TensorShapeProto.Builder addShapeBuilder(
          int index) {
        return getShapeFieldBuilder().addBuilder(
            index, org.tensorflow.framework.TensorShapeProto.getDefaultInstance());
      }
      /**
       * 
       * "list(shape)"
       * 
       *
       * repeated .tensorflow.TensorShapeProto shape = 7;
       */
      public java.util.List 
           getShapeBuilderList() {
        return getShapeFieldBuilder().getBuilderList();
      }
      private com.github.os72.protobuf351.RepeatedFieldBuilderV3<
          org.tensorflow.framework.TensorShapeProto, org.tensorflow.framework.TensorShapeProto.Builder, org.tensorflow.framework.TensorShapeProtoOrBuilder> 
          getShapeFieldBuilder() {
        if (shapeBuilder_ == null) {
          shapeBuilder_ = new com.github.os72.protobuf351.RepeatedFieldBuilderV3<
              org.tensorflow.framework.TensorShapeProto, org.tensorflow.framework.TensorShapeProto.Builder, org.tensorflow.framework.TensorShapeProtoOrBuilder>(
                  shape_,
                  ((bitField0_ & 0x00000020) == 0x00000020),
                  getParentForChildren(),
                  isClean());
          shape_ = null;
        }
        return shapeBuilder_;
      }

      private java.util.List tensor_ =
        java.util.Collections.emptyList();
      private void ensureTensorIsMutable() {
        if (!((bitField0_ & 0x00000040) == 0x00000040)) {
          tensor_ = new java.util.ArrayList(tensor_);
          bitField0_ |= 0x00000040;
         }
      }

      private com.github.os72.protobuf351.RepeatedFieldBuilderV3<
          org.tensorflow.framework.TensorProto, org.tensorflow.framework.TensorProto.Builder, org.tensorflow.framework.TensorProtoOrBuilder> tensorBuilder_;

      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public java.util.List getTensorList() {
        if (tensorBuilder_ == null) {
          return java.util.Collections.unmodifiableList(tensor_);
        } else {
          return tensorBuilder_.getMessageList();
        }
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public int getTensorCount() {
        if (tensorBuilder_ == null) {
          return tensor_.size();
        } else {
          return tensorBuilder_.getCount();
        }
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public org.tensorflow.framework.TensorProto getTensor(int index) {
        if (tensorBuilder_ == null) {
          return tensor_.get(index);
        } else {
          return tensorBuilder_.getMessage(index);
        }
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public Builder setTensor(
          int index, org.tensorflow.framework.TensorProto value) {
        if (tensorBuilder_ == null) {
          if (value == null) {
            throw new NullPointerException();
          }
          ensureTensorIsMutable();
          tensor_.set(index, value);
          onChanged();
        } else {
          tensorBuilder_.setMessage(index, value);
        }
        return this;
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public Builder setTensor(
          int index, org.tensorflow.framework.TensorProto.Builder builderForValue) {
        if (tensorBuilder_ == null) {
          ensureTensorIsMutable();
          tensor_.set(index, builderForValue.build());
          onChanged();
        } else {
          tensorBuilder_.setMessage(index, builderForValue.build());
        }
        return this;
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public Builder addTensor(org.tensorflow.framework.TensorProto value) {
        if (tensorBuilder_ == null) {
          if (value == null) {
            throw new NullPointerException();
          }
          ensureTensorIsMutable();
          tensor_.add(value);
          onChanged();
        } else {
          tensorBuilder_.addMessage(value);
        }
        return this;
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public Builder addTensor(
          int index, org.tensorflow.framework.TensorProto value) {
        if (tensorBuilder_ == null) {
          if (value == null) {
            throw new NullPointerException();
          }
          ensureTensorIsMutable();
          tensor_.add(index, value);
          onChanged();
        } else {
          tensorBuilder_.addMessage(index, value);
        }
        return this;
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public Builder addTensor(
          org.tensorflow.framework.TensorProto.Builder builderForValue) {
        if (tensorBuilder_ == null) {
          ensureTensorIsMutable();
          tensor_.add(builderForValue.build());
          onChanged();
        } else {
          tensorBuilder_.addMessage(builderForValue.build());
        }
        return this;
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public Builder addTensor(
          int index, org.tensorflow.framework.TensorProto.Builder builderForValue) {
        if (tensorBuilder_ == null) {
          ensureTensorIsMutable();
          tensor_.add(index, builderForValue.build());
          onChanged();
        } else {
          tensorBuilder_.addMessage(index, builderForValue.build());
        }
        return this;
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public Builder addAllTensor(
          java.lang.Iterable values) {
        if (tensorBuilder_ == null) {
          ensureTensorIsMutable();
          com.github.os72.protobuf351.AbstractMessageLite.Builder.addAll(
              values, tensor_);
          onChanged();
        } else {
          tensorBuilder_.addAllMessages(values);
        }
        return this;
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public Builder clearTensor() {
        if (tensorBuilder_ == null) {
          tensor_ = java.util.Collections.emptyList();
          bitField0_ = (bitField0_ & ~0x00000040);
          onChanged();
        } else {
          tensorBuilder_.clear();
        }
        return this;
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public Builder removeTensor(int index) {
        if (tensorBuilder_ == null) {
          ensureTensorIsMutable();
          tensor_.remove(index);
          onChanged();
        } else {
          tensorBuilder_.remove(index);
        }
        return this;
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public org.tensorflow.framework.TensorProto.Builder getTensorBuilder(
          int index) {
        return getTensorFieldBuilder().getBuilder(index);
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public org.tensorflow.framework.TensorProtoOrBuilder getTensorOrBuilder(
          int index) {
        if (tensorBuilder_ == null) {
          return tensor_.get(index);  } else {
          return tensorBuilder_.getMessageOrBuilder(index);
        }
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public java.util.List 
           getTensorOrBuilderList() {
        if (tensorBuilder_ != null) {
          return tensorBuilder_.getMessageOrBuilderList();
        } else {
          return java.util.Collections.unmodifiableList(tensor_);
        }
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public org.tensorflow.framework.TensorProto.Builder addTensorBuilder() {
        return getTensorFieldBuilder().addBuilder(
            org.tensorflow.framework.TensorProto.getDefaultInstance());
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public org.tensorflow.framework.TensorProto.Builder addTensorBuilder(
          int index) {
        return getTensorFieldBuilder().addBuilder(
            index, org.tensorflow.framework.TensorProto.getDefaultInstance());
      }
      /**
       * 
       * "list(tensor)"
       * 
       *
       * repeated .tensorflow.TensorProto tensor = 8;
       */
      public java.util.List 
           getTensorBuilderList() {
        return getTensorFieldBuilder().getBuilderList();
      }
      private com.github.os72.protobuf351.RepeatedFieldBuilderV3<
          org.tensorflow.framework.TensorProto, org.tensorflow.framework.TensorProto.Builder, org.tensorflow.framework.TensorProtoOrBuilder> 
          getTensorFieldBuilder() {
        if (tensorBuilder_ == null) {
          tensorBuilder_ = new com.github.os72.protobuf351.RepeatedFieldBuilderV3<
              org.tensorflow.framework.TensorProto, org.tensorflow.framework.TensorProto.Builder, org.tensorflow.framework.TensorProtoOrBuilder>(
                  tensor_,
                  ((bitField0_ & 0x00000040) == 0x00000040),
                  getParentForChildren(),
                  isClean());
          tensor_ = null;
        }
        return tensorBuilder_;
      }

      private java.util.List func_ =
        java.util.Collections.emptyList();
      private void ensureFuncIsMutable() {
        if (!((bitField0_ & 0x00000080) == 0x00000080)) {
          func_ = new java.util.ArrayList(func_);
          bitField0_ |= 0x00000080;
         }
      }

      private com.github.os72.protobuf351.RepeatedFieldBuilderV3<
          org.tensorflow.framework.NameAttrList, org.tensorflow.framework.NameAttrList.Builder, org.tensorflow.framework.NameAttrListOrBuilder> funcBuilder_;

      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public java.util.List getFuncList() {
        if (funcBuilder_ == null) {
          return java.util.Collections.unmodifiableList(func_);
        } else {
          return funcBuilder_.getMessageList();
        }
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public int getFuncCount() {
        if (funcBuilder_ == null) {
          return func_.size();
        } else {
          return funcBuilder_.getCount();
        }
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public org.tensorflow.framework.NameAttrList getFunc(int index) {
        if (funcBuilder_ == null) {
          return func_.get(index);
        } else {
          return funcBuilder_.getMessage(index);
        }
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public Builder setFunc(
          int index, org.tensorflow.framework.NameAttrList value) {
        if (funcBuilder_ == null) {
          if (value == null) {
            throw new NullPointerException();
          }
          ensureFuncIsMutable();
          func_.set(index, value);
          onChanged();
        } else {
          funcBuilder_.setMessage(index, value);
        }
        return this;
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public Builder setFunc(
          int index, org.tensorflow.framework.NameAttrList.Builder builderForValue) {
        if (funcBuilder_ == null) {
          ensureFuncIsMutable();
          func_.set(index, builderForValue.build());
          onChanged();
        } else {
          funcBuilder_.setMessage(index, builderForValue.build());
        }
        return this;
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public Builder addFunc(org.tensorflow.framework.NameAttrList value) {
        if (funcBuilder_ == null) {
          if (value == null) {
            throw new NullPointerException();
          }
          ensureFuncIsMutable();
          func_.add(value);
          onChanged();
        } else {
          funcBuilder_.addMessage(value);
        }
        return this;
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public Builder addFunc(
          int index, org.tensorflow.framework.NameAttrList value) {
        if (funcBuilder_ == null) {
          if (value == null) {
            throw new NullPointerException();
          }
          ensureFuncIsMutable();
          func_.add(index, value);
          onChanged();
        } else {
          funcBuilder_.addMessage(index, value);
        }
        return this;
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public Builder addFunc(
          org.tensorflow.framework.NameAttrList.Builder builderForValue) {
        if (funcBuilder_ == null) {
          ensureFuncIsMutable();
          func_.add(builderForValue.build());
          onChanged();
        } else {
          funcBuilder_.addMessage(builderForValue.build());
        }
        return this;
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public Builder addFunc(
          int index, org.tensorflow.framework.NameAttrList.Builder builderForValue) {
        if (funcBuilder_ == null) {
          ensureFuncIsMutable();
          func_.add(index, builderForValue.build());
          onChanged();
        } else {
          funcBuilder_.addMessage(index, builderForValue.build());
        }
        return this;
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public Builder addAllFunc(
          java.lang.Iterable values) {
        if (funcBuilder_ == null) {
          ensureFuncIsMutable();
          com.github.os72.protobuf351.AbstractMessageLite.Builder.addAll(
              values, func_);
          onChanged();
        } else {
          funcBuilder_.addAllMessages(values);
        }
        return this;
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public Builder clearFunc() {
        if (funcBuilder_ == null) {
          func_ = java.util.Collections.emptyList();
          bitField0_ = (bitField0_ & ~0x00000080);
          onChanged();
        } else {
          funcBuilder_.clear();
        }
        return this;
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public Builder removeFunc(int index) {
        if (funcBuilder_ == null) {
          ensureFuncIsMutable();
          func_.remove(index);
          onChanged();
        } else {
          funcBuilder_.remove(index);
        }
        return this;
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public org.tensorflow.framework.NameAttrList.Builder getFuncBuilder(
          int index) {
        return getFuncFieldBuilder().getBuilder(index);
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public org.tensorflow.framework.NameAttrListOrBuilder getFuncOrBuilder(
          int index) {
        if (funcBuilder_ == null) {
          return func_.get(index);  } else {
          return funcBuilder_.getMessageOrBuilder(index);
        }
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public java.util.List 
           getFuncOrBuilderList() {
        if (funcBuilder_ != null) {
          return funcBuilder_.getMessageOrBuilderList();
        } else {
          return java.util.Collections.unmodifiableList(func_);
        }
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public org.tensorflow.framework.NameAttrList.Builder addFuncBuilder() {
        return getFuncFieldBuilder().addBuilder(
            org.tensorflow.framework.NameAttrList.getDefaultInstance());
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public org.tensorflow.framework.NameAttrList.Builder addFuncBuilder(
          int index) {
        return getFuncFieldBuilder().addBuilder(
            index, org.tensorflow.framework.NameAttrList.getDefaultInstance());
      }
      /**
       * 
       * "list(attr)"
       * 
       *
       * repeated .tensorflow.NameAttrList func = 9;
       */
      public java.util.List 
           getFuncBuilderList() {
        return getFuncFieldBuilder().getBuilderList();
      }
      private com.github.os72.protobuf351.RepeatedFieldBuilderV3<
          org.tensorflow.framework.NameAttrList, org.tensorflow.framework.NameAttrList.Builder, org.tensorflow.framework.NameAttrListOrBuilder> 
          getFuncFieldBuilder() {
        if (funcBuilder_ == null) {
          funcBuilder_ = new com.github.os72.protobuf351.RepeatedFieldBuilderV3<
              org.tensorflow.framework.NameAttrList, org.tensorflow.framework.NameAttrList.Builder, org.tensorflow.framework.NameAttrListOrBuilder>(
                  func_,
                  ((bitField0_ & 0x00000080) == 0x00000080),
                  getParentForChildren(),
                  isClean());
          func_ = null;
        }
        return funcBuilder_;
      }
      public final Builder setUnknownFields(
          final com.github.os72.protobuf351.UnknownFieldSet unknownFields) {
        return super.setUnknownFieldsProto3(unknownFields);
      }

      public final Builder mergeUnknownFields(
          final com.github.os72.protobuf351.UnknownFieldSet unknownFields) {
        return super.mergeUnknownFields(unknownFields);
      }


      // @@protoc_insertion_point(builder_scope:tensorflow.AttrValue.ListValue)
    }

    // @@protoc_insertion_point(class_scope:tensorflow.AttrValue.ListValue)
    private static final org.tensorflow.framework.AttrValue.ListValue DEFAULT_INSTANCE;
    static {
      DEFAULT_INSTANCE = new org.tensorflow.framework.AttrValue.ListValue();
    }

    public static org.tensorflow.framework.AttrValue.ListValue getDefaultInstance() {
      return DEFAULT_INSTANCE;
    }

    private static final com.github.os72.protobuf351.Parser
        PARSER = new com.github.os72.protobuf351.AbstractParser() {
      public ListValue parsePartialFrom(
          com.github.os72.protobuf351.CodedInputStream input,
          com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
          throws com.github.os72.protobuf351.InvalidProtocolBufferException {
        return new ListValue(input, extensionRegistry);
      }
    };

    public static com.github.os72.protobuf351.Parser parser() {
      return PARSER;
    }

    @java.lang.Override
    public com.github.os72.protobuf351.Parser getParserForType() {
      return PARSER;
    }

    public org.tensorflow.framework.AttrValue.ListValue getDefaultInstanceForType() {
      return DEFAULT_INSTANCE;
    }

  }

  private int valueCase_ = 0;
  private java.lang.Object value_;
  public enum ValueCase
      implements com.github.os72.protobuf351.Internal.EnumLite {
    S(2),
    I(3),
    F(4),
    B(5),
    TYPE(6),
    SHAPE(7),
    TENSOR(8),
    LIST(1),
    FUNC(10),
    PLACEHOLDER(9),
    VALUE_NOT_SET(0);
    private final int value;
    private ValueCase(int value) {
      this.value = value;
    }
    /**
     * @deprecated Use {@link #forNumber(int)} instead.
     */
    @java.lang.Deprecated
    public static ValueCase valueOf(int value) {
      return forNumber(value);
    }

    public static ValueCase forNumber(int value) {
      switch (value) {
        case 2: return S;
        case 3: return I;
        case 4: return F;
        case 5: return B;
        case 6: return TYPE;
        case 7: return SHAPE;
        case 8: return TENSOR;
        case 1: return LIST;
        case 10: return FUNC;
        case 9: return PLACEHOLDER;
        case 0: return VALUE_NOT_SET;
        default: return null;
      }
    }
    public int getNumber() {
      return this.value;
    }
  };

  public ValueCase
  getValueCase() {
    return ValueCase.forNumber(
        valueCase_);
  }

  public static final int S_FIELD_NUMBER = 2;
  /**
   * 
   * "string"
   * 
   *
   * bytes s = 2;
   */
  public com.github.os72.protobuf351.ByteString getS() {
    if (valueCase_ == 2) {
      return (com.github.os72.protobuf351.ByteString) value_;
    }
    return com.github.os72.protobuf351.ByteString.EMPTY;
  }

  public static final int I_FIELD_NUMBER = 3;
  /**
   * 
   * "int"
   * 
   *
   * int64 i = 3;
   */
  public long getI() {
    if (valueCase_ == 3) {
      return (java.lang.Long) value_;
    }
    return 0L;
  }

  public static final int F_FIELD_NUMBER = 4;
  /**
   * 
   * "float"
   * 
   *
   * float f = 4;
   */
  public float getF() {
    if (valueCase_ == 4) {
      return (java.lang.Float) value_;
    }
    return 0F;
  }

  public static final int B_FIELD_NUMBER = 5;
  /**
   * 
   * "bool"
   * 
   *
   * bool b = 5;
   */
  public boolean getB() {
    if (valueCase_ == 5) {
      return (java.lang.Boolean) value_;
    }
    return false;
  }

  public static final int TYPE_FIELD_NUMBER = 6;
  /**
   * 
   * "type"
   * 
   *
   * .tensorflow.DataType type = 6;
   */
  public int getTypeValue() {
    if (valueCase_ == 6) {
      return (java.lang.Integer) value_;
    }
    return 0;
  }
  /**
   * 
   * "type"
   * 
   *
   * .tensorflow.DataType type = 6;
   */
  public org.tensorflow.framework.DataType getType() {
    if (valueCase_ == 6) {
      org.tensorflow.framework.DataType result = org.tensorflow.framework.DataType.valueOf(
          (java.lang.Integer) value_);
      return result == null ? org.tensorflow.framework.DataType.UNRECOGNIZED : result;
    }
    return org.tensorflow.framework.DataType.DT_INVALID;
  }

  public static final int SHAPE_FIELD_NUMBER = 7;
  /**
   * 
   * "shape"
   * 
   *
   * .tensorflow.TensorShapeProto shape = 7;
   */
  public boolean hasShape() {
    return valueCase_ == 7;
  }
  /**
   * 
   * "shape"
   * 
   *
   * .tensorflow.TensorShapeProto shape = 7;
   */
  public org.tensorflow.framework.TensorShapeProto getShape() {
    if (valueCase_ == 7) {
       return (org.tensorflow.framework.TensorShapeProto) value_;
    }
    return org.tensorflow.framework.TensorShapeProto.getDefaultInstance();
  }
  /**
   * 
   * "shape"
   * 
   *
   * .tensorflow.TensorShapeProto shape = 7;
   */
  public org.tensorflow.framework.TensorShapeProtoOrBuilder getShapeOrBuilder() {
    if (valueCase_ == 7) {
       return (org.tensorflow.framework.TensorShapeProto) value_;
    }
    return org.tensorflow.framework.TensorShapeProto.getDefaultInstance();
  }

  public static final int TENSOR_FIELD_NUMBER = 8;
  /**
   * 
   * "tensor"
   * 
   *
   * .tensorflow.TensorProto tensor = 8;
   */
  public boolean hasTensor() {
    return valueCase_ == 8;
  }
  /**
   * 
   * "tensor"
   * 
   *
   * .tensorflow.TensorProto tensor = 8;
   */
  public org.tensorflow.framework.TensorProto getTensor() {
    if (valueCase_ == 8) {
       return (org.tensorflow.framework.TensorProto) value_;
    }
    return org.tensorflow.framework.TensorProto.getDefaultInstance();
  }
  /**
   * 
   * "tensor"
   * 
   *
   * .tensorflow.TensorProto tensor = 8;
   */
  public org.tensorflow.framework.TensorProtoOrBuilder getTensorOrBuilder() {
    if (valueCase_ == 8) {
       return (org.tensorflow.framework.TensorProto) value_;
    }
    return org.tensorflow.framework.TensorProto.getDefaultInstance();
  }

  public static final int LIST_FIELD_NUMBER = 1;
  /**
   * 
   * any "list(...)"
   * 
   *
   * .tensorflow.AttrValue.ListValue list = 1;
   */
  public boolean hasList() {
    return valueCase_ == 1;
  }
  /**
   * 
   * any "list(...)"
   * 
   *
   * .tensorflow.AttrValue.ListValue list = 1;
   */
  public org.tensorflow.framework.AttrValue.ListValue getList() {
    if (valueCase_ == 1) {
       return (org.tensorflow.framework.AttrValue.ListValue) value_;
    }
    return org.tensorflow.framework.AttrValue.ListValue.getDefaultInstance();
  }
  /**
   * 
   * any "list(...)"
   * 
   *
   * .tensorflow.AttrValue.ListValue list = 1;
   */
  public org.tensorflow.framework.AttrValue.ListValueOrBuilder getListOrBuilder() {
    if (valueCase_ == 1) {
       return (org.tensorflow.framework.AttrValue.ListValue) value_;
    }
    return org.tensorflow.framework.AttrValue.ListValue.getDefaultInstance();
  }

  public static final int FUNC_FIELD_NUMBER = 10;
  /**
   * 
   * "func" represents a function. func.name is a function's name or
   * a primitive op's name. func.attr.first is the name of an attr
   * defined for that function. func.attr.second is the value for
   * that attr in the instantiation.
   * 
   *
   * .tensorflow.NameAttrList func = 10;
   */
  public boolean hasFunc() {
    return valueCase_ == 10;
  }
  /**
   * 
   * "func" represents a function. func.name is a function's name or
   * a primitive op's name. func.attr.first is the name of an attr
   * defined for that function. func.attr.second is the value for
   * that attr in the instantiation.
   * 
   *
   * .tensorflow.NameAttrList func = 10;
   */
  public org.tensorflow.framework.NameAttrList getFunc() {
    if (valueCase_ == 10) {
       return (org.tensorflow.framework.NameAttrList) value_;
    }
    return org.tensorflow.framework.NameAttrList.getDefaultInstance();
  }
  /**
   * 
   * "func" represents a function. func.name is a function's name or
   * a primitive op's name. func.attr.first is the name of an attr
   * defined for that function. func.attr.second is the value for
   * that attr in the instantiation.
   * 
   *
   * .tensorflow.NameAttrList func = 10;
   */
  public org.tensorflow.framework.NameAttrListOrBuilder getFuncOrBuilder() {
    if (valueCase_ == 10) {
       return (org.tensorflow.framework.NameAttrList) value_;
    }
    return org.tensorflow.framework.NameAttrList.getDefaultInstance();
  }

  public static final int PLACEHOLDER_FIELD_NUMBER = 9;
  /**
   * 
   * This is a placeholder only used in nodes defined inside a
   * function.  It indicates the attr value will be supplied when
   * the function is instantiated.  For example, let us suppose a
   * node "N" in function "FN". "N" has an attr "A" with value
   * placeholder = "foo". When FN is instantiated with attr "foo"
   * set to "bar", the instantiated node N's attr A will have been
   * given the value "bar".
   * 
   *
   * string placeholder = 9;
   */
  public java.lang.String getPlaceholder() {
    java.lang.Object ref = "";
    if (valueCase_ == 9) {
      ref = value_;
    }
    if (ref instanceof java.lang.String) {
      return (java.lang.String) ref;
    } else {
      com.github.os72.protobuf351.ByteString bs = 
          (com.github.os72.protobuf351.ByteString) ref;
      java.lang.String s = bs.toStringUtf8();
      if (valueCase_ == 9) {
        value_ = s;
      }
      return s;
    }
  }
  /**
   * 
   * This is a placeholder only used in nodes defined inside a
   * function.  It indicates the attr value will be supplied when
   * the function is instantiated.  For example, let us suppose a
   * node "N" in function "FN". "N" has an attr "A" with value
   * placeholder = "foo". When FN is instantiated with attr "foo"
   * set to "bar", the instantiated node N's attr A will have been
   * given the value "bar".
   * 
   *
   * string placeholder = 9;
   */
  public com.github.os72.protobuf351.ByteString
      getPlaceholderBytes() {
    java.lang.Object ref = "";
    if (valueCase_ == 9) {
      ref = value_;
    }
    if (ref instanceof java.lang.String) {
      com.github.os72.protobuf351.ByteString b = 
          com.github.os72.protobuf351.ByteString.copyFromUtf8(
              (java.lang.String) ref);
      if (valueCase_ == 9) {
        value_ = b;
      }
      return b;
    } else {
      return (com.github.os72.protobuf351.ByteString) ref;
    }
  }

  private byte memoizedIsInitialized = -1;
  public final boolean isInitialized() {
    byte isInitialized = memoizedIsInitialized;
    if (isInitialized == 1) return true;
    if (isInitialized == 0) return false;

    memoizedIsInitialized = 1;
    return true;
  }

  public void writeTo(com.github.os72.protobuf351.CodedOutputStream output)
                      throws java.io.IOException {
    if (valueCase_ == 1) {
      output.writeMessage(1, (org.tensorflow.framework.AttrValue.ListValue) value_);
    }
    if (valueCase_ == 2) {
      output.writeBytes(
          2, (com.github.os72.protobuf351.ByteString) value_);
    }
    if (valueCase_ == 3) {
      output.writeInt64(
          3, (long)((java.lang.Long) value_));
    }
    if (valueCase_ == 4) {
      output.writeFloat(
          4, (float)((java.lang.Float) value_));
    }
    if (valueCase_ == 5) {
      output.writeBool(
          5, (boolean)((java.lang.Boolean) value_));
    }
    if (valueCase_ == 6) {
      output.writeEnum(6, ((java.lang.Integer) value_));
    }
    if (valueCase_ == 7) {
      output.writeMessage(7, (org.tensorflow.framework.TensorShapeProto) value_);
    }
    if (valueCase_ == 8) {
      output.writeMessage(8, (org.tensorflow.framework.TensorProto) value_);
    }
    if (valueCase_ == 9) {
      com.github.os72.protobuf351.GeneratedMessageV3.writeString(output, 9, value_);
    }
    if (valueCase_ == 10) {
      output.writeMessage(10, (org.tensorflow.framework.NameAttrList) value_);
    }
    unknownFields.writeTo(output);
  }

  public int getSerializedSize() {
    int size = memoizedSize;
    if (size != -1) return size;

    size = 0;
    if (valueCase_ == 1) {
      size += com.github.os72.protobuf351.CodedOutputStream
        .computeMessageSize(1, (org.tensorflow.framework.AttrValue.ListValue) value_);
    }
    if (valueCase_ == 2) {
      size += com.github.os72.protobuf351.CodedOutputStream
        .computeBytesSize(
            2, (com.github.os72.protobuf351.ByteString) value_);
    }
    if (valueCase_ == 3) {
      size += com.github.os72.protobuf351.CodedOutputStream
        .computeInt64Size(
            3, (long)((java.lang.Long) value_));
    }
    if (valueCase_ == 4) {
      size += com.github.os72.protobuf351.CodedOutputStream
        .computeFloatSize(
            4, (float)((java.lang.Float) value_));
    }
    if (valueCase_ == 5) {
      size += com.github.os72.protobuf351.CodedOutputStream
        .computeBoolSize(
            5, (boolean)((java.lang.Boolean) value_));
    }
    if (valueCase_ == 6) {
      size += com.github.os72.protobuf351.CodedOutputStream
        .computeEnumSize(6, ((java.lang.Integer) value_));
    }
    if (valueCase_ == 7) {
      size += com.github.os72.protobuf351.CodedOutputStream
        .computeMessageSize(7, (org.tensorflow.framework.TensorShapeProto) value_);
    }
    if (valueCase_ == 8) {
      size += com.github.os72.protobuf351.CodedOutputStream
        .computeMessageSize(8, (org.tensorflow.framework.TensorProto) value_);
    }
    if (valueCase_ == 9) {
      size += com.github.os72.protobuf351.GeneratedMessageV3.computeStringSize(9, value_);
    }
    if (valueCase_ == 10) {
      size += com.github.os72.protobuf351.CodedOutputStream
        .computeMessageSize(10, (org.tensorflow.framework.NameAttrList) value_);
    }
    size += unknownFields.getSerializedSize();
    memoizedSize = size;
    return size;
  }

  @java.lang.Override
  public boolean equals(final java.lang.Object obj) {
    if (obj == this) {
     return true;
    }
    if (!(obj instanceof org.tensorflow.framework.AttrValue)) {
      return super.equals(obj);
    }
    org.tensorflow.framework.AttrValue other = (org.tensorflow.framework.AttrValue) obj;

    boolean result = true;
    result = result && getValueCase().equals(
        other.getValueCase());
    if (!result) return false;
    switch (valueCase_) {
      case 2:
        result = result && getS()
            .equals(other.getS());
        break;
      case 3:
        result = result && (getI()
            == other.getI());
        break;
      case 4:
        result = result && (
            java.lang.Float.floatToIntBits(getF())
            == java.lang.Float.floatToIntBits(
                other.getF()));
        break;
      case 5:
        result = result && (getB()
            == other.getB());
        break;
      case 6:
        result = result && getTypeValue()
            == other.getTypeValue();
        break;
      case 7:
        result = result && getShape()
            .equals(other.getShape());
        break;
      case 8:
        result = result && getTensor()
            .equals(other.getTensor());
        break;
      case 1:
        result = result && getList()
            .equals(other.getList());
        break;
      case 10:
        result = result && getFunc()
            .equals(other.getFunc());
        break;
      case 9:
        result = result && getPlaceholder()
            .equals(other.getPlaceholder());
        break;
      case 0:
      default:
    }
    result = result && unknownFields.equals(other.unknownFields);
    return result;
  }

  @java.lang.Override
  public int hashCode() {
    if (memoizedHashCode != 0) {
      return memoizedHashCode;
    }
    int hash = 41;
    hash = (19 * hash) + getDescriptor().hashCode();
    switch (valueCase_) {
      case 2:
        hash = (37 * hash) + S_FIELD_NUMBER;
        hash = (53 * hash) + getS().hashCode();
        break;
      case 3:
        hash = (37 * hash) + I_FIELD_NUMBER;
        hash = (53 * hash) + com.github.os72.protobuf351.Internal.hashLong(
            getI());
        break;
      case 4:
        hash = (37 * hash) + F_FIELD_NUMBER;
        hash = (53 * hash) + java.lang.Float.floatToIntBits(
            getF());
        break;
      case 5:
        hash = (37 * hash) + B_FIELD_NUMBER;
        hash = (53 * hash) + com.github.os72.protobuf351.Internal.hashBoolean(
            getB());
        break;
      case 6:
        hash = (37 * hash) + TYPE_FIELD_NUMBER;
        hash = (53 * hash) + getTypeValue();
        break;
      case 7:
        hash = (37 * hash) + SHAPE_FIELD_NUMBER;
        hash = (53 * hash) + getShape().hashCode();
        break;
      case 8:
        hash = (37 * hash) + TENSOR_FIELD_NUMBER;
        hash = (53 * hash) + getTensor().hashCode();
        break;
      case 1:
        hash = (37 * hash) + LIST_FIELD_NUMBER;
        hash = (53 * hash) + getList().hashCode();
        break;
      case 10:
        hash = (37 * hash) + FUNC_FIELD_NUMBER;
        hash = (53 * hash) + getFunc().hashCode();
        break;
      case 9:
        hash = (37 * hash) + PLACEHOLDER_FIELD_NUMBER;
        hash = (53 * hash) + getPlaceholder().hashCode();
        break;
      case 0:
      default:
    }
    hash = (29 * hash) + unknownFields.hashCode();
    memoizedHashCode = hash;
    return hash;
  }

  public static org.tensorflow.framework.AttrValue parseFrom(
      java.nio.ByteBuffer data)
      throws com.github.os72.protobuf351.InvalidProtocolBufferException {
    return PARSER.parseFrom(data);
  }
  public static org.tensorflow.framework.AttrValue parseFrom(
      java.nio.ByteBuffer data,
      com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
      throws com.github.os72.protobuf351.InvalidProtocolBufferException {
    return PARSER.parseFrom(data, extensionRegistry);
  }
  public static org.tensorflow.framework.AttrValue parseFrom(
      com.github.os72.protobuf351.ByteString data)
      throws com.github.os72.protobuf351.InvalidProtocolBufferException {
    return PARSER.parseFrom(data);
  }
  public static org.tensorflow.framework.AttrValue parseFrom(
      com.github.os72.protobuf351.ByteString data,
      com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
      throws com.github.os72.protobuf351.InvalidProtocolBufferException {
    return PARSER.parseFrom(data, extensionRegistry);
  }
  public static org.tensorflow.framework.AttrValue parseFrom(byte[] data)
      throws com.github.os72.protobuf351.InvalidProtocolBufferException {
    return PARSER.parseFrom(data);
  }
  public static org.tensorflow.framework.AttrValue parseFrom(
      byte[] data,
      com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
      throws com.github.os72.protobuf351.InvalidProtocolBufferException {
    return PARSER.parseFrom(data, extensionRegistry);
  }
  public static org.tensorflow.framework.AttrValue parseFrom(java.io.InputStream input)
      throws java.io.IOException {
    return com.github.os72.protobuf351.GeneratedMessageV3
        .parseWithIOException(PARSER, input);
  }
  public static org.tensorflow.framework.AttrValue parseFrom(
      java.io.InputStream input,
      com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
      throws java.io.IOException {
    return com.github.os72.protobuf351.GeneratedMessageV3
        .parseWithIOException(PARSER, input, extensionRegistry);
  }
  public static org.tensorflow.framework.AttrValue parseDelimitedFrom(java.io.InputStream input)
      throws java.io.IOException {
    return com.github.os72.protobuf351.GeneratedMessageV3
        .parseDelimitedWithIOException(PARSER, input);
  }
  public static org.tensorflow.framework.AttrValue parseDelimitedFrom(
      java.io.InputStream input,
      com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
      throws java.io.IOException {
    return com.github.os72.protobuf351.GeneratedMessageV3
        .parseDelimitedWithIOException(PARSER, input, extensionRegistry);
  }
  public static org.tensorflow.framework.AttrValue parseFrom(
      com.github.os72.protobuf351.CodedInputStream input)
      throws java.io.IOException {
    return com.github.os72.protobuf351.GeneratedMessageV3
        .parseWithIOException(PARSER, input);
  }
  public static org.tensorflow.framework.AttrValue parseFrom(
      com.github.os72.protobuf351.CodedInputStream input,
      com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
      throws java.io.IOException {
    return com.github.os72.protobuf351.GeneratedMessageV3
        .parseWithIOException(PARSER, input, extensionRegistry);
  }

  public Builder newBuilderForType() { return newBuilder(); }
  public static Builder newBuilder() {
    return DEFAULT_INSTANCE.toBuilder();
  }
  public static Builder newBuilder(org.tensorflow.framework.AttrValue prototype) {
    return DEFAULT_INSTANCE.toBuilder().mergeFrom(prototype);
  }
  public Builder toBuilder() {
    return this == DEFAULT_INSTANCE
        ? new Builder() : new Builder().mergeFrom(this);
  }

  @java.lang.Override
  protected Builder newBuilderForType(
      com.github.os72.protobuf351.GeneratedMessageV3.BuilderParent parent) {
    Builder builder = new Builder(parent);
    return builder;
  }
  /**
   * 
   * Protocol buffer representing the value for an attr used to configure an Op.
   * Comment indicates the corresponding attr type.  Only the field matching the
   * attr type may be filled.
   * 
   *
   * Protobuf type {@code tensorflow.AttrValue}
   */
  public static final class Builder extends
      com.github.os72.protobuf351.GeneratedMessageV3.Builder implements
      // @@protoc_insertion_point(builder_implements:tensorflow.AttrValue)
      org.tensorflow.framework.AttrValueOrBuilder {
    public static final com.github.os72.protobuf351.Descriptors.Descriptor
        getDescriptor() {
      return org.tensorflow.framework.AttrValueProtos.internal_static_tensorflow_AttrValue_descriptor;
    }

    protected com.github.os72.protobuf351.GeneratedMessageV3.FieldAccessorTable
        internalGetFieldAccessorTable() {
      return org.tensorflow.framework.AttrValueProtos.internal_static_tensorflow_AttrValue_fieldAccessorTable
          .ensureFieldAccessorsInitialized(
              org.tensorflow.framework.AttrValue.class, org.tensorflow.framework.AttrValue.Builder.class);
    }

    // Construct using org.tensorflow.framework.AttrValue.newBuilder()
    private Builder() {
      maybeForceBuilderInitialization();
    }

    private Builder(
        com.github.os72.protobuf351.GeneratedMessageV3.BuilderParent parent) {
      super(parent);
      maybeForceBuilderInitialization();
    }
    private void maybeForceBuilderInitialization() {
      if (com.github.os72.protobuf351.GeneratedMessageV3
              .alwaysUseFieldBuilders) {
      }
    }
    public Builder clear() {
      super.clear();
      valueCase_ = 0;
      value_ = null;
      return this;
    }

    public com.github.os72.protobuf351.Descriptors.Descriptor
        getDescriptorForType() {
      return org.tensorflow.framework.AttrValueProtos.internal_static_tensorflow_AttrValue_descriptor;
    }

    public org.tensorflow.framework.AttrValue getDefaultInstanceForType() {
      return org.tensorflow.framework.AttrValue.getDefaultInstance();
    }

    public org.tensorflow.framework.AttrValue build() {
      org.tensorflow.framework.AttrValue result = buildPartial();
      if (!result.isInitialized()) {
        throw newUninitializedMessageException(result);
      }
      return result;
    }

    public org.tensorflow.framework.AttrValue buildPartial() {
      org.tensorflow.framework.AttrValue result = new org.tensorflow.framework.AttrValue(this);
      if (valueCase_ == 2) {
        result.value_ = value_;
      }
      if (valueCase_ == 3) {
        result.value_ = value_;
      }
      if (valueCase_ == 4) {
        result.value_ = value_;
      }
      if (valueCase_ == 5) {
        result.value_ = value_;
      }
      if (valueCase_ == 6) {
        result.value_ = value_;
      }
      if (valueCase_ == 7) {
        if (shapeBuilder_ == null) {
          result.value_ = value_;
        } else {
          result.value_ = shapeBuilder_.build();
        }
      }
      if (valueCase_ == 8) {
        if (tensorBuilder_ == null) {
          result.value_ = value_;
        } else {
          result.value_ = tensorBuilder_.build();
        }
      }
      if (valueCase_ == 1) {
        if (listBuilder_ == null) {
          result.value_ = value_;
        } else {
          result.value_ = listBuilder_.build();
        }
      }
      if (valueCase_ == 10) {
        if (funcBuilder_ == null) {
          result.value_ = value_;
        } else {
          result.value_ = funcBuilder_.build();
        }
      }
      if (valueCase_ == 9) {
        result.value_ = value_;
      }
      result.valueCase_ = valueCase_;
      onBuilt();
      return result;
    }

    public Builder clone() {
      return (Builder) super.clone();
    }
    public Builder setField(
        com.github.os72.protobuf351.Descriptors.FieldDescriptor field,
        java.lang.Object value) {
      return (Builder) super.setField(field, value);
    }
    public Builder clearField(
        com.github.os72.protobuf351.Descriptors.FieldDescriptor field) {
      return (Builder) super.clearField(field);
    }
    public Builder clearOneof(
        com.github.os72.protobuf351.Descriptors.OneofDescriptor oneof) {
      return (Builder) super.clearOneof(oneof);
    }
    public Builder setRepeatedField(
        com.github.os72.protobuf351.Descriptors.FieldDescriptor field,
        int index, java.lang.Object value) {
      return (Builder) super.setRepeatedField(field, index, value);
    }
    public Builder addRepeatedField(
        com.github.os72.protobuf351.Descriptors.FieldDescriptor field,
        java.lang.Object value) {
      return (Builder) super.addRepeatedField(field, value);
    }
    public Builder mergeFrom(com.github.os72.protobuf351.Message other) {
      if (other instanceof org.tensorflow.framework.AttrValue) {
        return mergeFrom((org.tensorflow.framework.AttrValue)other);
      } else {
        super.mergeFrom(other);
        return this;
      }
    }

    public Builder mergeFrom(org.tensorflow.framework.AttrValue other) {
      if (other == org.tensorflow.framework.AttrValue.getDefaultInstance()) return this;
      switch (other.getValueCase()) {
        case S: {
          setS(other.getS());
          break;
        }
        case I: {
          setI(other.getI());
          break;
        }
        case F: {
          setF(other.getF());
          break;
        }
        case B: {
          setB(other.getB());
          break;
        }
        case TYPE: {
          setTypeValue(other.getTypeValue());
          break;
        }
        case SHAPE: {
          mergeShape(other.getShape());
          break;
        }
        case TENSOR: {
          mergeTensor(other.getTensor());
          break;
        }
        case LIST: {
          mergeList(other.getList());
          break;
        }
        case FUNC: {
          mergeFunc(other.getFunc());
          break;
        }
        case PLACEHOLDER: {
          valueCase_ = 9;
          value_ = other.value_;
          onChanged();
          break;
        }
        case VALUE_NOT_SET: {
          break;
        }
      }
      this.mergeUnknownFields(other.unknownFields);
      onChanged();
      return this;
    }

    public final boolean isInitialized() {
      return true;
    }

    public Builder mergeFrom(
        com.github.os72.protobuf351.CodedInputStream input,
        com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
        throws java.io.IOException {
      org.tensorflow.framework.AttrValue parsedMessage = null;
      try {
        parsedMessage = PARSER.parsePartialFrom(input, extensionRegistry);
      } catch (com.github.os72.protobuf351.InvalidProtocolBufferException e) {
        parsedMessage = (org.tensorflow.framework.AttrValue) e.getUnfinishedMessage();
        throw e.unwrapIOException();
      } finally {
        if (parsedMessage != null) {
          mergeFrom(parsedMessage);
        }
      }
      return this;
    }
    private int valueCase_ = 0;
    private java.lang.Object value_;
    public ValueCase
        getValueCase() {
      return ValueCase.forNumber(
          valueCase_);
    }

    public Builder clearValue() {
      valueCase_ = 0;
      value_ = null;
      onChanged();
      return this;
    }


    /**
     * 
     * "string"
     * 
     *
     * bytes s = 2;
     */
    public com.github.os72.protobuf351.ByteString getS() {
      if (valueCase_ == 2) {
        return (com.github.os72.protobuf351.ByteString) value_;
      }
      return com.github.os72.protobuf351.ByteString.EMPTY;
    }
    /**
     * 
     * "string"
     * 
     *
     * bytes s = 2;
     */
    public Builder setS(com.github.os72.protobuf351.ByteString value) {
      if (value == null) {
    throw new NullPointerException();
  }
  valueCase_ = 2;
      value_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * "string"
     * 
     *
     * bytes s = 2;
     */
    public Builder clearS() {
      if (valueCase_ == 2) {
        valueCase_ = 0;
        value_ = null;
        onChanged();
      }
      return this;
    }

    /**
     * 
     * "int"
     * 
     *
     * int64 i = 3;
     */
    public long getI() {
      if (valueCase_ == 3) {
        return (java.lang.Long) value_;
      }
      return 0L;
    }
    /**
     * 
     * "int"
     * 
     *
     * int64 i = 3;
     */
    public Builder setI(long value) {
      valueCase_ = 3;
      value_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * "int"
     * 
     *
     * int64 i = 3;
     */
    public Builder clearI() {
      if (valueCase_ == 3) {
        valueCase_ = 0;
        value_ = null;
        onChanged();
      }
      return this;
    }

    /**
     * 
     * "float"
     * 
     *
     * float f = 4;
     */
    public float getF() {
      if (valueCase_ == 4) {
        return (java.lang.Float) value_;
      }
      return 0F;
    }
    /**
     * 
     * "float"
     * 
     *
     * float f = 4;
     */
    public Builder setF(float value) {
      valueCase_ = 4;
      value_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * "float"
     * 
     *
     * float f = 4;
     */
    public Builder clearF() {
      if (valueCase_ == 4) {
        valueCase_ = 0;
        value_ = null;
        onChanged();
      }
      return this;
    }

    /**
     * 
     * "bool"
     * 
     *
     * bool b = 5;
     */
    public boolean getB() {
      if (valueCase_ == 5) {
        return (java.lang.Boolean) value_;
      }
      return false;
    }
    /**
     * 
     * "bool"
     * 
     *
     * bool b = 5;
     */
    public Builder setB(boolean value) {
      valueCase_ = 5;
      value_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * "bool"
     * 
     *
     * bool b = 5;
     */
    public Builder clearB() {
      if (valueCase_ == 5) {
        valueCase_ = 0;
        value_ = null;
        onChanged();
      }
      return this;
    }

    /**
     * 
     * "type"
     * 
     *
     * .tensorflow.DataType type = 6;
     */
    public int getTypeValue() {
      if (valueCase_ == 6) {
        return ((java.lang.Integer) value_).intValue();
      }
      return 0;
    }
    /**
     * 
     * "type"
     * 
     *
     * .tensorflow.DataType type = 6;
     */
    public Builder setTypeValue(int value) {
      valueCase_ = 6;
      value_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * "type"
     * 
     *
     * .tensorflow.DataType type = 6;
     */
    public org.tensorflow.framework.DataType getType() {
      if (valueCase_ == 6) {
        org.tensorflow.framework.DataType result = org.tensorflow.framework.DataType.valueOf(
            (java.lang.Integer) value_);
        return result == null ? org.tensorflow.framework.DataType.UNRECOGNIZED : result;
      }
      return org.tensorflow.framework.DataType.DT_INVALID;
    }
    /**
     * 
     * "type"
     * 
     *
     * .tensorflow.DataType type = 6;
     */
    public Builder setType(org.tensorflow.framework.DataType value) {
      if (value == null) {
        throw new NullPointerException();
      }
      valueCase_ = 6;
      value_ = value.getNumber();
      onChanged();
      return this;
    }
    /**
     * 
     * "type"
     * 
     *
     * .tensorflow.DataType type = 6;
     */
    public Builder clearType() {
      if (valueCase_ == 6) {
        valueCase_ = 0;
        value_ = null;
        onChanged();
      }
      return this;
    }

    private com.github.os72.protobuf351.SingleFieldBuilderV3<
        org.tensorflow.framework.TensorShapeProto, org.tensorflow.framework.TensorShapeProto.Builder, org.tensorflow.framework.TensorShapeProtoOrBuilder> shapeBuilder_;
    /**
     * 
     * "shape"
     * 
     *
     * .tensorflow.TensorShapeProto shape = 7;
     */
    public boolean hasShape() {
      return valueCase_ == 7;
    }
    /**
     * 
     * "shape"
     * 
     *
     * .tensorflow.TensorShapeProto shape = 7;
     */
    public org.tensorflow.framework.TensorShapeProto getShape() {
      if (shapeBuilder_ == null) {
        if (valueCase_ == 7) {
          return (org.tensorflow.framework.TensorShapeProto) value_;
        }
        return org.tensorflow.framework.TensorShapeProto.getDefaultInstance();
      } else {
        if (valueCase_ == 7) {
          return shapeBuilder_.getMessage();
        }
        return org.tensorflow.framework.TensorShapeProto.getDefaultInstance();
      }
    }
    /**
     * 
     * "shape"
     * 
     *
     * .tensorflow.TensorShapeProto shape = 7;
     */
    public Builder setShape(org.tensorflow.framework.TensorShapeProto value) {
      if (shapeBuilder_ == null) {
        if (value == null) {
          throw new NullPointerException();
        }
        value_ = value;
        onChanged();
      } else {
        shapeBuilder_.setMessage(value);
      }
      valueCase_ = 7;
      return this;
    }
    /**
     * 
     * "shape"
     * 
     *
     * .tensorflow.TensorShapeProto shape = 7;
     */
    public Builder setShape(
        org.tensorflow.framework.TensorShapeProto.Builder builderForValue) {
      if (shapeBuilder_ == null) {
        value_ = builderForValue.build();
        onChanged();
      } else {
        shapeBuilder_.setMessage(builderForValue.build());
      }
      valueCase_ = 7;
      return this;
    }
    /**
     * 
     * "shape"
     * 
     *
     * .tensorflow.TensorShapeProto shape = 7;
     */
    public Builder mergeShape(org.tensorflow.framework.TensorShapeProto value) {
      if (shapeBuilder_ == null) {
        if (valueCase_ == 7 &&
            value_ != org.tensorflow.framework.TensorShapeProto.getDefaultInstance()) {
          value_ = org.tensorflow.framework.TensorShapeProto.newBuilder((org.tensorflow.framework.TensorShapeProto) value_)
              .mergeFrom(value).buildPartial();
        } else {
          value_ = value;
        }
        onChanged();
      } else {
        if (valueCase_ == 7) {
          shapeBuilder_.mergeFrom(value);
        }
        shapeBuilder_.setMessage(value);
      }
      valueCase_ = 7;
      return this;
    }
    /**
     * 
     * "shape"
     * 
     *
     * .tensorflow.TensorShapeProto shape = 7;
     */
    public Builder clearShape() {
      if (shapeBuilder_ == null) {
        if (valueCase_ == 7) {
          valueCase_ = 0;
          value_ = null;
          onChanged();
        }
      } else {
        if (valueCase_ == 7) {
          valueCase_ = 0;
          value_ = null;
        }
        shapeBuilder_.clear();
      }
      return this;
    }
    /**
     * 
     * "shape"
     * 
     *
     * .tensorflow.TensorShapeProto shape = 7;
     */
    public org.tensorflow.framework.TensorShapeProto.Builder getShapeBuilder() {
      return getShapeFieldBuilder().getBuilder();
    }
    /**
     * 
     * "shape"
     * 
     *
     * .tensorflow.TensorShapeProto shape = 7;
     */
    public org.tensorflow.framework.TensorShapeProtoOrBuilder getShapeOrBuilder() {
      if ((valueCase_ == 7) && (shapeBuilder_ != null)) {
        return shapeBuilder_.getMessageOrBuilder();
      } else {
        if (valueCase_ == 7) {
          return (org.tensorflow.framework.TensorShapeProto) value_;
        }
        return org.tensorflow.framework.TensorShapeProto.getDefaultInstance();
      }
    }
    /**
     * 
     * "shape"
     * 
     *
     * .tensorflow.TensorShapeProto shape = 7;
     */
    private com.github.os72.protobuf351.SingleFieldBuilderV3<
        org.tensorflow.framework.TensorShapeProto, org.tensorflow.framework.TensorShapeProto.Builder, org.tensorflow.framework.TensorShapeProtoOrBuilder> 
        getShapeFieldBuilder() {
      if (shapeBuilder_ == null) {
        if (!(valueCase_ == 7)) {
          value_ = org.tensorflow.framework.TensorShapeProto.getDefaultInstance();
        }
        shapeBuilder_ = new com.github.os72.protobuf351.SingleFieldBuilderV3<
            org.tensorflow.framework.TensorShapeProto, org.tensorflow.framework.TensorShapeProto.Builder, org.tensorflow.framework.TensorShapeProtoOrBuilder>(
                (org.tensorflow.framework.TensorShapeProto) value_,
                getParentForChildren(),
                isClean());
        value_ = null;
      }
      valueCase_ = 7;
      onChanged();;
      return shapeBuilder_;
    }

    private com.github.os72.protobuf351.SingleFieldBuilderV3<
        org.tensorflow.framework.TensorProto, org.tensorflow.framework.TensorProto.Builder, org.tensorflow.framework.TensorProtoOrBuilder> tensorBuilder_;
    /**
     * 
     * "tensor"
     * 
     *
     * .tensorflow.TensorProto tensor = 8;
     */
    public boolean hasTensor() {
      return valueCase_ == 8;
    }
    /**
     * 
     * "tensor"
     * 
     *
     * .tensorflow.TensorProto tensor = 8;
     */
    public org.tensorflow.framework.TensorProto getTensor() {
      if (tensorBuilder_ == null) {
        if (valueCase_ == 8) {
          return (org.tensorflow.framework.TensorProto) value_;
        }
        return org.tensorflow.framework.TensorProto.getDefaultInstance();
      } else {
        if (valueCase_ == 8) {
          return tensorBuilder_.getMessage();
        }
        return org.tensorflow.framework.TensorProto.getDefaultInstance();
      }
    }
    /**
     * 
     * "tensor"
     * 
     *
     * .tensorflow.TensorProto tensor = 8;
     */
    public Builder setTensor(org.tensorflow.framework.TensorProto value) {
      if (tensorBuilder_ == null) {
        if (value == null) {
          throw new NullPointerException();
        }
        value_ = value;
        onChanged();
      } else {
        tensorBuilder_.setMessage(value);
      }
      valueCase_ = 8;
      return this;
    }
    /**
     * 
     * "tensor"
     * 
     *
     * .tensorflow.TensorProto tensor = 8;
     */
    public Builder setTensor(
        org.tensorflow.framework.TensorProto.Builder builderForValue) {
      if (tensorBuilder_ == null) {
        value_ = builderForValue.build();
        onChanged();
      } else {
        tensorBuilder_.setMessage(builderForValue.build());
      }
      valueCase_ = 8;
      return this;
    }
    /**
     * 
     * "tensor"
     * 
     *
     * .tensorflow.TensorProto tensor = 8;
     */
    public Builder mergeTensor(org.tensorflow.framework.TensorProto value) {
      if (tensorBuilder_ == null) {
        if (valueCase_ == 8 &&
            value_ != org.tensorflow.framework.TensorProto.getDefaultInstance()) {
          value_ = org.tensorflow.framework.TensorProto.newBuilder((org.tensorflow.framework.TensorProto) value_)
              .mergeFrom(value).buildPartial();
        } else {
          value_ = value;
        }
        onChanged();
      } else {
        if (valueCase_ == 8) {
          tensorBuilder_.mergeFrom(value);
        }
        tensorBuilder_.setMessage(value);
      }
      valueCase_ = 8;
      return this;
    }
    /**
     * 
     * "tensor"
     * 
     *
     * .tensorflow.TensorProto tensor = 8;
     */
    public Builder clearTensor() {
      if (tensorBuilder_ == null) {
        if (valueCase_ == 8) {
          valueCase_ = 0;
          value_ = null;
          onChanged();
        }
      } else {
        if (valueCase_ == 8) {
          valueCase_ = 0;
          value_ = null;
        }
        tensorBuilder_.clear();
      }
      return this;
    }
    /**
     * 
     * "tensor"
     * 
     *
     * .tensorflow.TensorProto tensor = 8;
     */
    public org.tensorflow.framework.TensorProto.Builder getTensorBuilder() {
      return getTensorFieldBuilder().getBuilder();
    }
    /**
     * 
     * "tensor"
     * 
     *
     * .tensorflow.TensorProto tensor = 8;
     */
    public org.tensorflow.framework.TensorProtoOrBuilder getTensorOrBuilder() {
      if ((valueCase_ == 8) && (tensorBuilder_ != null)) {
        return tensorBuilder_.getMessageOrBuilder();
      } else {
        if (valueCase_ == 8) {
          return (org.tensorflow.framework.TensorProto) value_;
        }
        return org.tensorflow.framework.TensorProto.getDefaultInstance();
      }
    }
    /**
     * 
     * "tensor"
     * 
     *
     * .tensorflow.TensorProto tensor = 8;
     */
    private com.github.os72.protobuf351.SingleFieldBuilderV3<
        org.tensorflow.framework.TensorProto, org.tensorflow.framework.TensorProto.Builder, org.tensorflow.framework.TensorProtoOrBuilder> 
        getTensorFieldBuilder() {
      if (tensorBuilder_ == null) {
        if (!(valueCase_ == 8)) {
          value_ = org.tensorflow.framework.TensorProto.getDefaultInstance();
        }
        tensorBuilder_ = new com.github.os72.protobuf351.SingleFieldBuilderV3<
            org.tensorflow.framework.TensorProto, org.tensorflow.framework.TensorProto.Builder, org.tensorflow.framework.TensorProtoOrBuilder>(
                (org.tensorflow.framework.TensorProto) value_,
                getParentForChildren(),
                isClean());
        value_ = null;
      }
      valueCase_ = 8;
      onChanged();;
      return tensorBuilder_;
    }

    private com.github.os72.protobuf351.SingleFieldBuilderV3<
        org.tensorflow.framework.AttrValue.ListValue, org.tensorflow.framework.AttrValue.ListValue.Builder, org.tensorflow.framework.AttrValue.ListValueOrBuilder> listBuilder_;
    /**
     * 
     * any "list(...)"
     * 
     *
     * .tensorflow.AttrValue.ListValue list = 1;
     */
    public boolean hasList() {
      return valueCase_ == 1;
    }
    /**
     * 
     * any "list(...)"
     * 
     *
     * .tensorflow.AttrValue.ListValue list = 1;
     */
    public org.tensorflow.framework.AttrValue.ListValue getList() {
      if (listBuilder_ == null) {
        if (valueCase_ == 1) {
          return (org.tensorflow.framework.AttrValue.ListValue) value_;
        }
        return org.tensorflow.framework.AttrValue.ListValue.getDefaultInstance();
      } else {
        if (valueCase_ == 1) {
          return listBuilder_.getMessage();
        }
        return org.tensorflow.framework.AttrValue.ListValue.getDefaultInstance();
      }
    }
    /**
     * 
     * any "list(...)"
     * 
     *
     * .tensorflow.AttrValue.ListValue list = 1;
     */
    public Builder setList(org.tensorflow.framework.AttrValue.ListValue value) {
      if (listBuilder_ == null) {
        if (value == null) {
          throw new NullPointerException();
        }
        value_ = value;
        onChanged();
      } else {
        listBuilder_.setMessage(value);
      }
      valueCase_ = 1;
      return this;
    }
    /**
     * 
     * any "list(...)"
     * 
     *
     * .tensorflow.AttrValue.ListValue list = 1;
     */
    public Builder setList(
        org.tensorflow.framework.AttrValue.ListValue.Builder builderForValue) {
      if (listBuilder_ == null) {
        value_ = builderForValue.build();
        onChanged();
      } else {
        listBuilder_.setMessage(builderForValue.build());
      }
      valueCase_ = 1;
      return this;
    }
    /**
     * 
     * any "list(...)"
     * 
     *
     * .tensorflow.AttrValue.ListValue list = 1;
     */
    public Builder mergeList(org.tensorflow.framework.AttrValue.ListValue value) {
      if (listBuilder_ == null) {
        if (valueCase_ == 1 &&
            value_ != org.tensorflow.framework.AttrValue.ListValue.getDefaultInstance()) {
          value_ = org.tensorflow.framework.AttrValue.ListValue.newBuilder((org.tensorflow.framework.AttrValue.ListValue) value_)
              .mergeFrom(value).buildPartial();
        } else {
          value_ = value;
        }
        onChanged();
      } else {
        if (valueCase_ == 1) {
          listBuilder_.mergeFrom(value);
        }
        listBuilder_.setMessage(value);
      }
      valueCase_ = 1;
      return this;
    }
    /**
     * 
     * any "list(...)"
     * 
     *
     * .tensorflow.AttrValue.ListValue list = 1;
     */
    public Builder clearList() {
      if (listBuilder_ == null) {
        if (valueCase_ == 1) {
          valueCase_ = 0;
          value_ = null;
          onChanged();
        }
      } else {
        if (valueCase_ == 1) {
          valueCase_ = 0;
          value_ = null;
        }
        listBuilder_.clear();
      }
      return this;
    }
    /**
     * 
     * any "list(...)"
     * 
     *
     * .tensorflow.AttrValue.ListValue list = 1;
     */
    public org.tensorflow.framework.AttrValue.ListValue.Builder getListBuilder() {
      return getListFieldBuilder().getBuilder();
    }
    /**
     * 
     * any "list(...)"
     * 
     *
     * .tensorflow.AttrValue.ListValue list = 1;
     */
    public org.tensorflow.framework.AttrValue.ListValueOrBuilder getListOrBuilder() {
      if ((valueCase_ == 1) && (listBuilder_ != null)) {
        return listBuilder_.getMessageOrBuilder();
      } else {
        if (valueCase_ == 1) {
          return (org.tensorflow.framework.AttrValue.ListValue) value_;
        }
        return org.tensorflow.framework.AttrValue.ListValue.getDefaultInstance();
      }
    }
    /**
     * 
     * any "list(...)"
     * 
     *
     * .tensorflow.AttrValue.ListValue list = 1;
     */
    private com.github.os72.protobuf351.SingleFieldBuilderV3<
        org.tensorflow.framework.AttrValue.ListValue, org.tensorflow.framework.AttrValue.ListValue.Builder, org.tensorflow.framework.AttrValue.ListValueOrBuilder> 
        getListFieldBuilder() {
      if (listBuilder_ == null) {
        if (!(valueCase_ == 1)) {
          value_ = org.tensorflow.framework.AttrValue.ListValue.getDefaultInstance();
        }
        listBuilder_ = new com.github.os72.protobuf351.SingleFieldBuilderV3<
            org.tensorflow.framework.AttrValue.ListValue, org.tensorflow.framework.AttrValue.ListValue.Builder, org.tensorflow.framework.AttrValue.ListValueOrBuilder>(
                (org.tensorflow.framework.AttrValue.ListValue) value_,
                getParentForChildren(),
                isClean());
        value_ = null;
      }
      valueCase_ = 1;
      onChanged();;
      return listBuilder_;
    }

    private com.github.os72.protobuf351.SingleFieldBuilderV3<
        org.tensorflow.framework.NameAttrList, org.tensorflow.framework.NameAttrList.Builder, org.tensorflow.framework.NameAttrListOrBuilder> funcBuilder_;
    /**
     * 
     * "func" represents a function. func.name is a function's name or
     * a primitive op's name. func.attr.first is the name of an attr
     * defined for that function. func.attr.second is the value for
     * that attr in the instantiation.
     * 
     *
     * .tensorflow.NameAttrList func = 10;
     */
    public boolean hasFunc() {
      return valueCase_ == 10;
    }
    /**
     * 
     * "func" represents a function. func.name is a function's name or
     * a primitive op's name. func.attr.first is the name of an attr
     * defined for that function. func.attr.second is the value for
     * that attr in the instantiation.
     * 
     *
     * .tensorflow.NameAttrList func = 10;
     */
    public org.tensorflow.framework.NameAttrList getFunc() {
      if (funcBuilder_ == null) {
        if (valueCase_ == 10) {
          return (org.tensorflow.framework.NameAttrList) value_;
        }
        return org.tensorflow.framework.NameAttrList.getDefaultInstance();
      } else {
        if (valueCase_ == 10) {
          return funcBuilder_.getMessage();
        }
        return org.tensorflow.framework.NameAttrList.getDefaultInstance();
      }
    }
    /**
     * 
     * "func" represents a function. func.name is a function's name or
     * a primitive op's name. func.attr.first is the name of an attr
     * defined for that function. func.attr.second is the value for
     * that attr in the instantiation.
     * 
     *
     * .tensorflow.NameAttrList func = 10;
     */
    public Builder setFunc(org.tensorflow.framework.NameAttrList value) {
      if (funcBuilder_ == null) {
        if (value == null) {
          throw new NullPointerException();
        }
        value_ = value;
        onChanged();
      } else {
        funcBuilder_.setMessage(value);
      }
      valueCase_ = 10;
      return this;
    }
    /**
     * 
     * "func" represents a function. func.name is a function's name or
     * a primitive op's name. func.attr.first is the name of an attr
     * defined for that function. func.attr.second is the value for
     * that attr in the instantiation.
     * 
     *
     * .tensorflow.NameAttrList func = 10;
     */
    public Builder setFunc(
        org.tensorflow.framework.NameAttrList.Builder builderForValue) {
      if (funcBuilder_ == null) {
        value_ = builderForValue.build();
        onChanged();
      } else {
        funcBuilder_.setMessage(builderForValue.build());
      }
      valueCase_ = 10;
      return this;
    }
    /**
     * 
     * "func" represents a function. func.name is a function's name or
     * a primitive op's name. func.attr.first is the name of an attr
     * defined for that function. func.attr.second is the value for
     * that attr in the instantiation.
     * 
     *
     * .tensorflow.NameAttrList func = 10;
     */
    public Builder mergeFunc(org.tensorflow.framework.NameAttrList value) {
      if (funcBuilder_ == null) {
        if (valueCase_ == 10 &&
            value_ != org.tensorflow.framework.NameAttrList.getDefaultInstance()) {
          value_ = org.tensorflow.framework.NameAttrList.newBuilder((org.tensorflow.framework.NameAttrList) value_)
              .mergeFrom(value).buildPartial();
        } else {
          value_ = value;
        }
        onChanged();
      } else {
        if (valueCase_ == 10) {
          funcBuilder_.mergeFrom(value);
        }
        funcBuilder_.setMessage(value);
      }
      valueCase_ = 10;
      return this;
    }
    /**
     * 
     * "func" represents a function. func.name is a function's name or
     * a primitive op's name. func.attr.first is the name of an attr
     * defined for that function. func.attr.second is the value for
     * that attr in the instantiation.
     * 
     *
     * .tensorflow.NameAttrList func = 10;
     */
    public Builder clearFunc() {
      if (funcBuilder_ == null) {
        if (valueCase_ == 10) {
          valueCase_ = 0;
          value_ = null;
          onChanged();
        }
      } else {
        if (valueCase_ == 10) {
          valueCase_ = 0;
          value_ = null;
        }
        funcBuilder_.clear();
      }
      return this;
    }
    /**
     * 
     * "func" represents a function. func.name is a function's name or
     * a primitive op's name. func.attr.first is the name of an attr
     * defined for that function. func.attr.second is the value for
     * that attr in the instantiation.
     * 
     *
     * .tensorflow.NameAttrList func = 10;
     */
    public org.tensorflow.framework.NameAttrList.Builder getFuncBuilder() {
      return getFuncFieldBuilder().getBuilder();
    }
    /**
     * 
     * "func" represents a function. func.name is a function's name or
     * a primitive op's name. func.attr.first is the name of an attr
     * defined for that function. func.attr.second is the value for
     * that attr in the instantiation.
     * 
     *
     * .tensorflow.NameAttrList func = 10;
     */
    public org.tensorflow.framework.NameAttrListOrBuilder getFuncOrBuilder() {
      if ((valueCase_ == 10) && (funcBuilder_ != null)) {
        return funcBuilder_.getMessageOrBuilder();
      } else {
        if (valueCase_ == 10) {
          return (org.tensorflow.framework.NameAttrList) value_;
        }
        return org.tensorflow.framework.NameAttrList.getDefaultInstance();
      }
    }
    /**
     * 
     * "func" represents a function. func.name is a function's name or
     * a primitive op's name. func.attr.first is the name of an attr
     * defined for that function. func.attr.second is the value for
     * that attr in the instantiation.
     * 
     *
     * .tensorflow.NameAttrList func = 10;
     */
    private com.github.os72.protobuf351.SingleFieldBuilderV3<
        org.tensorflow.framework.NameAttrList, org.tensorflow.framework.NameAttrList.Builder, org.tensorflow.framework.NameAttrListOrBuilder> 
        getFuncFieldBuilder() {
      if (funcBuilder_ == null) {
        if (!(valueCase_ == 10)) {
          value_ = org.tensorflow.framework.NameAttrList.getDefaultInstance();
        }
        funcBuilder_ = new com.github.os72.protobuf351.SingleFieldBuilderV3<
            org.tensorflow.framework.NameAttrList, org.tensorflow.framework.NameAttrList.Builder, org.tensorflow.framework.NameAttrListOrBuilder>(
                (org.tensorflow.framework.NameAttrList) value_,
                getParentForChildren(),
                isClean());
        value_ = null;
      }
      valueCase_ = 10;
      onChanged();;
      return funcBuilder_;
    }

    /**
     * 
     * This is a placeholder only used in nodes defined inside a
     * function.  It indicates the attr value will be supplied when
     * the function is instantiated.  For example, let us suppose a
     * node "N" in function "FN". "N" has an attr "A" with value
     * placeholder = "foo". When FN is instantiated with attr "foo"
     * set to "bar", the instantiated node N's attr A will have been
     * given the value "bar".
     * 
     *
     * string placeholder = 9;
     */
    public java.lang.String getPlaceholder() {
      java.lang.Object ref = "";
      if (valueCase_ == 9) {
        ref = value_;
      }
      if (!(ref instanceof java.lang.String)) {
        com.github.os72.protobuf351.ByteString bs =
            (com.github.os72.protobuf351.ByteString) ref;
        java.lang.String s = bs.toStringUtf8();
        if (valueCase_ == 9) {
          value_ = s;
        }
        return s;
      } else {
        return (java.lang.String) ref;
      }
    }
    /**
     * 
     * This is a placeholder only used in nodes defined inside a
     * function.  It indicates the attr value will be supplied when
     * the function is instantiated.  For example, let us suppose a
     * node "N" in function "FN". "N" has an attr "A" with value
     * placeholder = "foo". When FN is instantiated with attr "foo"
     * set to "bar", the instantiated node N's attr A will have been
     * given the value "bar".
     * 
     *
     * string placeholder = 9;
     */
    public com.github.os72.protobuf351.ByteString
        getPlaceholderBytes() {
      java.lang.Object ref = "";
      if (valueCase_ == 9) {
        ref = value_;
      }
      if (ref instanceof String) {
        com.github.os72.protobuf351.ByteString b = 
            com.github.os72.protobuf351.ByteString.copyFromUtf8(
                (java.lang.String) ref);
        if (valueCase_ == 9) {
          value_ = b;
        }
        return b;
      } else {
        return (com.github.os72.protobuf351.ByteString) ref;
      }
    }
    /**
     * 
     * This is a placeholder only used in nodes defined inside a
     * function.  It indicates the attr value will be supplied when
     * the function is instantiated.  For example, let us suppose a
     * node "N" in function "FN". "N" has an attr "A" with value
     * placeholder = "foo". When FN is instantiated with attr "foo"
     * set to "bar", the instantiated node N's attr A will have been
     * given the value "bar".
     * 
     *
     * string placeholder = 9;
     */
    public Builder setPlaceholder(
        java.lang.String value) {
      if (value == null) {
    throw new NullPointerException();
  }
  valueCase_ = 9;
      value_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * This is a placeholder only used in nodes defined inside a
     * function.  It indicates the attr value will be supplied when
     * the function is instantiated.  For example, let us suppose a
     * node "N" in function "FN". "N" has an attr "A" with value
     * placeholder = "foo". When FN is instantiated with attr "foo"
     * set to "bar", the instantiated node N's attr A will have been
     * given the value "bar".
     * 
     *
     * string placeholder = 9;
     */
    public Builder clearPlaceholder() {
      if (valueCase_ == 9) {
        valueCase_ = 0;
        value_ = null;
        onChanged();
      }
      return this;
    }
    /**
     * 
     * This is a placeholder only used in nodes defined inside a
     * function.  It indicates the attr value will be supplied when
     * the function is instantiated.  For example, let us suppose a
     * node "N" in function "FN". "N" has an attr "A" with value
     * placeholder = "foo". When FN is instantiated with attr "foo"
     * set to "bar", the instantiated node N's attr A will have been
     * given the value "bar".
     * 
     *
     * string placeholder = 9;
     */
    public Builder setPlaceholderBytes(
        com.github.os72.protobuf351.ByteString value) {
      if (value == null) {
    throw new NullPointerException();
  }
  checkByteStringIsUtf8(value);
      valueCase_ = 9;
      value_ = value;
      onChanged();
      return this;
    }
    public final Builder setUnknownFields(
        final com.github.os72.protobuf351.UnknownFieldSet unknownFields) {
      return super.setUnknownFieldsProto3(unknownFields);
    }

    public final Builder mergeUnknownFields(
        final com.github.os72.protobuf351.UnknownFieldSet unknownFields) {
      return super.mergeUnknownFields(unknownFields);
    }


    // @@protoc_insertion_point(builder_scope:tensorflow.AttrValue)
  }

  // @@protoc_insertion_point(class_scope:tensorflow.AttrValue)
  private static final org.tensorflow.framework.AttrValue DEFAULT_INSTANCE;
  static {
    DEFAULT_INSTANCE = new org.tensorflow.framework.AttrValue();
  }

  public static org.tensorflow.framework.AttrValue getDefaultInstance() {
    return DEFAULT_INSTANCE;
  }

  private static final com.github.os72.protobuf351.Parser
      PARSER = new com.github.os72.protobuf351.AbstractParser() {
    public AttrValue parsePartialFrom(
        com.github.os72.protobuf351.CodedInputStream input,
        com.github.os72.protobuf351.ExtensionRegistryLite extensionRegistry)
        throws com.github.os72.protobuf351.InvalidProtocolBufferException {
      return new AttrValue(input, extensionRegistry);
    }
  };

  public static com.github.os72.protobuf351.Parser parser() {
    return PARSER;
  }

  @java.lang.Override
  public com.github.os72.protobuf351.Parser getParserForType() {
    return PARSER;
  }

  public org.tensorflow.framework.AttrValue getDefaultInstanceForType() {
    return DEFAULT_INSTANCE;
  }

}