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• OutputConfig.java

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com.clarifai.grpc.api.OutputConfig Maven / Gradle / Ivy

// Generated by the protocol buffer compiler.  DO NOT EDIT!
// source: proto/clarifai/api/resources.proto

package com.clarifai.grpc.api;

/**
 * 
 * OutputConfig is a collection of parameters controlling either inference or training settings for
 * the given Model. This message will be deprecated over time in favor or infer_params and
 * train_params in OutputInfo which are cleaner and more extensible for many ModelTypes.
 * 
 *
 * Protobuf type {@code clarifai.api.OutputConfig}
 */
public final class OutputConfig extends
    com.google.protobuf.GeneratedMessageV3 implements
    // @@protoc_insertion_point(message_implements:clarifai.api.OutputConfig)
    OutputConfigOrBuilder {
private static final long serialVersionUID = 0L;
  // Use OutputConfig.newBuilder() to construct.
  private OutputConfig(com.google.protobuf.GeneratedMessageV3.Builder builder) {
    super(builder);
  }
  private OutputConfig() {
    existingModelId_ = "";
    language_ = "";
    hyperParameters_ = "";
    selectConcepts_ = java.util.Collections.emptyList();
    embedModelVersionId_ = "";
  }

  @java.lang.Override
  @SuppressWarnings({"unused"})
  protected java.lang.Object newInstance(
      UnusedPrivateParameter unused) {
    return new OutputConfig();
  }

  @java.lang.Override
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  getUnknownFields() {
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  private OutputConfig(
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      com.google.protobuf.ExtensionRegistryLite extensionRegistry)
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    this();
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          case 8: {

            conceptsMutuallyExclusive_ = input.readBool();
            break;
          }
          case 26: {
            java.lang.String s = input.readStringRequireUtf8();

            existingModelId_ = s;
            break;
          }
          case 34: {
            java.lang.String s = input.readStringRequireUtf8();

            language_ = s;
            break;
          }
          case 42: {
            java.lang.String s = input.readStringRequireUtf8();

            hyperParameters_ = s;
            break;
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            minValue_ = input.readFloat();
            break;
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              selectConcepts_ = new java.util.ArrayList();
              mutable_bitField0_ |= 0x00000001;
            }
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                input.readMessage(com.clarifai.grpc.api.Concept.parser(), extensionRegistry));
            break;
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          case 72: {

            trainingTimeout_ = input.readUInt32();
            break;
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          case 80: {

            sampleMs_ = input.readUInt32();
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              subBuilder = hyperParams_.toBuilder();
            }
            hyperParams_ = input.readMessage(com.google.protobuf.Struct.parser(), extensionRegistry);
            if (subBuilder != null) {
              subBuilder.mergeFrom(hyperParams_);
              hyperParams_ = subBuilder.buildPartial();
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      if (((mutable_bitField0_ & 0x00000001) != 0)) {
        selectConcepts_ = java.util.Collections.unmodifiableList(selectConcepts_);
      }
      this.unknownFields = unknownFields.build();
      makeExtensionsImmutable();
    }
  }
  public static final com.google.protobuf.Descriptors.Descriptor
      getDescriptor() {
    return com.clarifai.grpc.api.Resources.internal_static_clarifai_api_OutputConfig_descriptor;
  }

  @java.lang.Override
  protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable
      internalGetFieldAccessorTable() {
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            com.clarifai.grpc.api.OutputConfig.class, com.clarifai.grpc.api.OutputConfig.Builder.class);
  }

  public static final int CONCEPTS_MUTUALLY_EXCLUSIVE_FIELD_NUMBER = 1;
  private boolean conceptsMutuallyExclusive_;
  /**
   * 
   * For custom concept model training: whether the concept predictions must sum to 1.
   * 
   *
   * bool concepts_mutually_exclusive = 1 [deprecated = true];
   * @deprecated clarifai.api.OutputConfig.concepts_mutually_exclusive is deprecated.
   *     See proto/clarifai/api/resources.proto;l=1499
   * @return The conceptsMutuallyExclusive.
   */
  @java.lang.Override
  @java.lang.Deprecated public boolean getConceptsMutuallyExclusive() {
    return conceptsMutuallyExclusive_;
  }

  public static final int EXISTING_MODEL_ID_FIELD_NUMBER = 3;
  private volatile java.lang.Object existingModelId_;
  /**
   * 
   * DEPRECATED: For custom models, this is the base model to use for image embeddings.
   * Default is general model.
   * 
   *
   * string existing_model_id = 3 [deprecated = true];
   * @deprecated clarifai.api.OutputConfig.existing_model_id is deprecated.
   *     See proto/clarifai/api/resources.proto;l=1502
   * @return The existingModelId.
   */
  @java.lang.Override
  @java.lang.Deprecated public java.lang.String getExistingModelId() {
    java.lang.Object ref = existingModelId_;
    if (ref instanceof java.lang.String) {
      return (java.lang.String) ref;
    } else {
      com.google.protobuf.ByteString bs = 
          (com.google.protobuf.ByteString) ref;
      java.lang.String s = bs.toStringUtf8();
      existingModelId_ = s;
      return s;
    }
  }
  /**
   * 
   * DEPRECATED: For custom models, this is the base model to use for image embeddings.
   * Default is general model.
   * 
   *
   * string existing_model_id = 3 [deprecated = true];
   * @deprecated clarifai.api.OutputConfig.existing_model_id is deprecated.
   *     See proto/clarifai/api/resources.proto;l=1502
   * @return The bytes for existingModelId.
   */
  @java.lang.Override
  @java.lang.Deprecated public com.google.protobuf.ByteString
      getExistingModelIdBytes() {
    java.lang.Object ref = existingModelId_;
    if (ref instanceof java.lang.String) {
      com.google.protobuf.ByteString b = 
          com.google.protobuf.ByteString.copyFromUtf8(
              (java.lang.String) ref);
      existingModelId_ = b;
      return b;
    } else {
      return (com.google.protobuf.ByteString) ref;
    }
  }

  public static final int LANGUAGE_FIELD_NUMBER = 4;
  private volatile java.lang.Object language_;
  /**
   * 
   * For concept model predictions: Overrides the default_language for the app in a predict call.
   * 
   *
   * string language = 4;
   * @return The language.
   */
  @java.lang.Override
  public java.lang.String getLanguage() {
    java.lang.Object ref = language_;
    if (ref instanceof java.lang.String) {
      return (java.lang.String) ref;
    } else {
      com.google.protobuf.ByteString bs = 
          (com.google.protobuf.ByteString) ref;
      java.lang.String s = bs.toStringUtf8();
      language_ = s;
      return s;
    }
  }
  /**
   * 
   * For concept model predictions: Overrides the default_language for the app in a predict call.
   * 
   *
   * string language = 4;
   * @return The bytes for language.
   */
  @java.lang.Override
  public com.google.protobuf.ByteString
      getLanguageBytes() {
    java.lang.Object ref = language_;
    if (ref instanceof java.lang.String) {
      com.google.protobuf.ByteString b = 
          com.google.protobuf.ByteString.copyFromUtf8(
              (java.lang.String) ref);
      language_ = b;
      return b;
    } else {
      return (com.google.protobuf.ByteString) ref;
    }
  }

  public static final int HYPER_PARAMETERS_FIELD_NUMBER = 5;
  private volatile java.lang.Object hyperParameters_;
  /**
   * 
   * DEPRECATED: Hyper-parameters for custom training.
   * Use new hyper_params field instead.
   * 
   *
   * string hyper_parameters = 5 [deprecated = true];
   * @deprecated clarifai.api.OutputConfig.hyper_parameters is deprecated.
   *     See proto/clarifai/api/resources.proto;l=1507
   * @return The hyperParameters.
   */
  @java.lang.Override
  @java.lang.Deprecated public java.lang.String getHyperParameters() {
    java.lang.Object ref = hyperParameters_;
    if (ref instanceof java.lang.String) {
      return (java.lang.String) ref;
    } else {
      com.google.protobuf.ByteString bs = 
          (com.google.protobuf.ByteString) ref;
      java.lang.String s = bs.toStringUtf8();
      hyperParameters_ = s;
      return s;
    }
  }
  /**
   * 
   * DEPRECATED: Hyper-parameters for custom training.
   * Use new hyper_params field instead.
   * 
   *
   * string hyper_parameters = 5 [deprecated = true];
   * @deprecated clarifai.api.OutputConfig.hyper_parameters is deprecated.
   *     See proto/clarifai/api/resources.proto;l=1507
   * @return The bytes for hyperParameters.
   */
  @java.lang.Override
  @java.lang.Deprecated public com.google.protobuf.ByteString
      getHyperParametersBytes() {
    java.lang.Object ref = hyperParameters_;
    if (ref instanceof java.lang.String) {
      com.google.protobuf.ByteString b = 
          com.google.protobuf.ByteString.copyFromUtf8(
              (java.lang.String) ref);
      hyperParameters_ = b;
      return b;
    } else {
      return (com.google.protobuf.ByteString) ref;
    }
  }

  public static final int MAX_CONCEPTS_FIELD_NUMBER = 6;
  private int maxConcepts_;
  /**
   * 
   * For concept model predictions:  Maximum number of concepts in result. Defaults to 0 which under
   * the hood will return default of 20. We do a server side default in order to control this
   * feature in the future.
   * 
   *
   * uint32 max_concepts = 6 [(.clarifai.api.utils.cl_show_if_empty) = true];
   * @return The maxConcepts.
   */
  @java.lang.Override
  public int getMaxConcepts() {
    return maxConcepts_;
  }

  public static final int MIN_VALUE_FIELD_NUMBER = 7;
  private float minValue_;
  /**
   * 
   * For concept model predictions: Minimum value of concept's probability score in result.
   * Defaults to 0.0 which means we won't do any thresholding as all probabilities will
   * likely be > 0.0.
   * 
   *
   * float min_value = 7 [(.clarifai.api.utils.cl_show_if_empty) = true];
   * @return The minValue.
   */
  @java.lang.Override
  public float getMinValue() {
    return minValue_;
  }

  public static final int SELECT_CONCEPTS_FIELD_NUMBER = 8;
  private java.util.List selectConcepts_;
  /**
   * 
   * For concept model predictions: Select concepts in result by name or by id
   * 
   *
   * repeated .clarifai.api.Concept select_concepts = 8;
   */
  @java.lang.Override
  public java.util.List getSelectConceptsList() {
    return selectConcepts_;
  }
  /**
   * 
   * For concept model predictions: Select concepts in result by name or by id
   * 
   *
   * repeated .clarifai.api.Concept select_concepts = 8;
   */
  @java.lang.Override
  public java.util.List 
      getSelectConceptsOrBuilderList() {
    return selectConcepts_;
  }
  /**
   * 
   * For concept model predictions: Select concepts in result by name or by id
   * 
   *
   * repeated .clarifai.api.Concept select_concepts = 8;
   */
  @java.lang.Override
  public int getSelectConceptsCount() {
    return selectConcepts_.size();
  }
  /**
   * 
   * For concept model predictions: Select concepts in result by name or by id
   * 
   *
   * repeated .clarifai.api.Concept select_concepts = 8;
   */
  @java.lang.Override
  public com.clarifai.grpc.api.Concept getSelectConcepts(int index) {
    return selectConcepts_.get(index);
  }
  /**
   * 
   * For concept model predictions: Select concepts in result by name or by id
   * 
   *
   * repeated .clarifai.api.Concept select_concepts = 8;
   */
  @java.lang.Override
  public com.clarifai.grpc.api.ConceptOrBuilder getSelectConceptsOrBuilder(
      int index) {
    return selectConcepts_.get(index);
  }

  public static final int TRAINING_TIMEOUT_FIELD_NUMBER = 9;
  private int trainingTimeout_;
  /**
   * 
   * For custom concept model training: Training timeout of the model (in seconds)
   * 
   *
   * uint32 training_timeout = 9;
   * @return The trainingTimeout.
   */
  @java.lang.Override
  public int getTrainingTimeout() {
    return trainingTimeout_;
  }

  public static final int SAMPLE_MS_FIELD_NUMBER = 10;
  private int sampleMs_;
  /**
   * 
   * For model predictions on video: Sample delay for video predicting (1 frame per N milliseconds)
   * 
   *
   * uint32 sample_ms = 10;
   * @return The sampleMs.
   */
  @java.lang.Override
  public int getSampleMs() {
    return sampleMs_;
  }

  public static final int HYPER_PARAMS_FIELD_NUMBER = 13;
  private com.google.protobuf.Struct hyperParams_;
  /**
   * 
   * For custom model training: Hyperparameters for custom training
   * 
   *
   * .google.protobuf.Struct hyper_params = 13;
   * @return Whether the hyperParams field is set.
   */
  @java.lang.Override
  public boolean hasHyperParams() {
    return hyperParams_ != null;
  }
  /**
   * 
   * For custom model training: Hyperparameters for custom training
   * 
   *
   * .google.protobuf.Struct hyper_params = 13;
   * @return The hyperParams.
   */
  @java.lang.Override
  public com.google.protobuf.Struct getHyperParams() {
    return hyperParams_ == null ? com.google.protobuf.Struct.getDefaultInstance() : hyperParams_;
  }
  /**
   * 
   * For custom model training: Hyperparameters for custom training
   * 
   *
   * .google.protobuf.Struct hyper_params = 13;
   */
  @java.lang.Override
  public com.google.protobuf.StructOrBuilder getHyperParamsOrBuilder() {
    return getHyperParams();
  }

  public static final int EMBED_MODEL_VERSION_ID_FIELD_NUMBER = 14;
  private volatile java.lang.Object embedModelVersionId_;
  /**
   * 
   * For custom model training: this is the base model version to use for image embeddings.
   * This has to be one of the embed models in the app workflow.
   * 
   *
   * string embed_model_version_id = 14 [deprecated = true];
   * @deprecated clarifai.api.OutputConfig.embed_model_version_id is deprecated.
   *     See proto/clarifai/api/resources.proto;l=1526
   * @return The embedModelVersionId.
   */
  @java.lang.Override
  @java.lang.Deprecated public java.lang.String getEmbedModelVersionId() {
    java.lang.Object ref = embedModelVersionId_;
    if (ref instanceof java.lang.String) {
      return (java.lang.String) ref;
    } else {
      com.google.protobuf.ByteString bs = 
          (com.google.protobuf.ByteString) ref;
      java.lang.String s = bs.toStringUtf8();
      embedModelVersionId_ = s;
      return s;
    }
  }
  /**
   * 
   * For custom model training: this is the base model version to use for image embeddings.
   * This has to be one of the embed models in the app workflow.
   * 
   *
   * string embed_model_version_id = 14 [deprecated = true];
   * @deprecated clarifai.api.OutputConfig.embed_model_version_id is deprecated.
   *     See proto/clarifai/api/resources.proto;l=1526
   * @return The bytes for embedModelVersionId.
   */
  @java.lang.Override
  @java.lang.Deprecated public com.google.protobuf.ByteString
      getEmbedModelVersionIdBytes() {
    java.lang.Object ref = embedModelVersionId_;
    if (ref instanceof java.lang.String) {
      com.google.protobuf.ByteString b = 
          com.google.protobuf.ByteString.copyFromUtf8(
              (java.lang.String) ref);
      embedModelVersionId_ = b;
      return b;
    } else {
      return (com.google.protobuf.ByteString) ref;
    }
  }

  public static final int FAIL_ON_MISSING_POSITIVE_EXAMPLES_FIELD_NUMBER = 15;
  private boolean failOnMissingPositiveExamples_;
  /**
   * 
   * For custom model training: Use this flag to fail on missing positive examples
   * By default we fill in the missing with random examples
   * 
   *
   * bool fail_on_missing_positive_examples = 15;
   * @return The failOnMissingPositiveExamples.
   */
  @java.lang.Override
  public boolean getFailOnMissingPositiveExamples() {
    return failOnMissingPositiveExamples_;
  }

  public static final int MODEL_METADATA_FIELD_NUMBER = 17;
  private com.google.protobuf.Struct modelMetadata_;
  /**
   * 
   * For custom model training: This is any additional metadata as a JSON object that we want
   * want to persist in the model's output config. This is a useful quick way to set fields for
   * introducing fields for new model types so we don't have to add a new proto field and DB field
   * each time. Please refer to the documentation or model implementation internally for more
   * details on what fields are supported for which models.
   * TODO(zeiler): remove this field after Portal is updated.
   * 
   *
   * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
   * @deprecated clarifai.api.OutputConfig.model_metadata is deprecated.
   *     See proto/clarifai/api/resources.proto;l=1536
   * @return Whether the modelMetadata field is set.
   */
  @java.lang.Override
  @java.lang.Deprecated public boolean hasModelMetadata() {
    return modelMetadata_ != null;
  }
  /**
   * 
   * For custom model training: This is any additional metadata as a JSON object that we want
   * want to persist in the model's output config. This is a useful quick way to set fields for
   * introducing fields for new model types so we don't have to add a new proto field and DB field
   * each time. Please refer to the documentation or model implementation internally for more
   * details on what fields are supported for which models.
   * TODO(zeiler): remove this field after Portal is updated.
   * 
   *
   * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
   * @deprecated clarifai.api.OutputConfig.model_metadata is deprecated.
   *     See proto/clarifai/api/resources.proto;l=1536
   * @return The modelMetadata.
   */
  @java.lang.Override
  @java.lang.Deprecated public com.google.protobuf.Struct getModelMetadata() {
    return modelMetadata_ == null ? com.google.protobuf.Struct.getDefaultInstance() : modelMetadata_;
  }
  /**
   * 
   * For custom model training: This is any additional metadata as a JSON object that we want
   * want to persist in the model's output config. This is a useful quick way to set fields for
   * introducing fields for new model types so we don't have to add a new proto field and DB field
   * each time. Please refer to the documentation or model implementation internally for more
   * details on what fields are supported for which models.
   * TODO(zeiler): remove this field after Portal is updated.
   * 
   *
   * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
   */
  @java.lang.Override
  @java.lang.Deprecated public com.google.protobuf.StructOrBuilder getModelMetadataOrBuilder() {
    return getModelMetadata();
  }

  private byte memoizedIsInitialized = -1;
  @java.lang.Override
  public final boolean isInitialized() {
    byte isInitialized = memoizedIsInitialized;
    if (isInitialized == 1) return true;
    if (isInitialized == 0) return false;

    memoizedIsInitialized = 1;
    return true;
  }

  @java.lang.Override
  public void writeTo(com.google.protobuf.CodedOutputStream output)
                      throws java.io.IOException {
    if (conceptsMutuallyExclusive_ != false) {
      output.writeBool(1, conceptsMutuallyExclusive_);
    }
    if (!com.google.protobuf.GeneratedMessageV3.isStringEmpty(existingModelId_)) {
      com.google.protobuf.GeneratedMessageV3.writeString(output, 3, existingModelId_);
    }
    if (!com.google.protobuf.GeneratedMessageV3.isStringEmpty(language_)) {
      com.google.protobuf.GeneratedMessageV3.writeString(output, 4, language_);
    }
    if (!com.google.protobuf.GeneratedMessageV3.isStringEmpty(hyperParameters_)) {
      com.google.protobuf.GeneratedMessageV3.writeString(output, 5, hyperParameters_);
    }
    if (maxConcepts_ != 0) {
      output.writeUInt32(6, maxConcepts_);
    }
    if (java.lang.Float.floatToRawIntBits(minValue_) != 0) {
      output.writeFloat(7, minValue_);
    }
    for (int i = 0; i < selectConcepts_.size(); i++) {
      output.writeMessage(8, selectConcepts_.get(i));
    }
    if (trainingTimeout_ != 0) {
      output.writeUInt32(9, trainingTimeout_);
    }
    if (sampleMs_ != 0) {
      output.writeUInt32(10, sampleMs_);
    }
    if (hyperParams_ != null) {
      output.writeMessage(13, getHyperParams());
    }
    if (!com.google.protobuf.GeneratedMessageV3.isStringEmpty(embedModelVersionId_)) {
      com.google.protobuf.GeneratedMessageV3.writeString(output, 14, embedModelVersionId_);
    }
    if (failOnMissingPositiveExamples_ != false) {
      output.writeBool(15, failOnMissingPositiveExamples_);
    }
    if (modelMetadata_ != null) {
      output.writeMessage(17, getModelMetadata());
    }
    unknownFields.writeTo(output);
  }

  @java.lang.Override
  public int getSerializedSize() {
    int size = memoizedSize;
    if (size != -1) return size;

    size = 0;
    if (conceptsMutuallyExclusive_ != false) {
      size += com.google.protobuf.CodedOutputStream
        .computeBoolSize(1, conceptsMutuallyExclusive_);
    }
    if (!com.google.protobuf.GeneratedMessageV3.isStringEmpty(existingModelId_)) {
      size += com.google.protobuf.GeneratedMessageV3.computeStringSize(3, existingModelId_);
    }
    if (!com.google.protobuf.GeneratedMessageV3.isStringEmpty(language_)) {
      size += com.google.protobuf.GeneratedMessageV3.computeStringSize(4, language_);
    }
    if (!com.google.protobuf.GeneratedMessageV3.isStringEmpty(hyperParameters_)) {
      size += com.google.protobuf.GeneratedMessageV3.computeStringSize(5, hyperParameters_);
    }
    if (maxConcepts_ != 0) {
      size += com.google.protobuf.CodedOutputStream
        .computeUInt32Size(6, maxConcepts_);
    }
    if (java.lang.Float.floatToRawIntBits(minValue_) != 0) {
      size += com.google.protobuf.CodedOutputStream
        .computeFloatSize(7, minValue_);
    }
    for (int i = 0; i < selectConcepts_.size(); i++) {
      size += com.google.protobuf.CodedOutputStream
        .computeMessageSize(8, selectConcepts_.get(i));
    }
    if (trainingTimeout_ != 0) {
      size += com.google.protobuf.CodedOutputStream
        .computeUInt32Size(9, trainingTimeout_);
    }
    if (sampleMs_ != 0) {
      size += com.google.protobuf.CodedOutputStream
        .computeUInt32Size(10, sampleMs_);
    }
    if (hyperParams_ != null) {
      size += com.google.protobuf.CodedOutputStream
        .computeMessageSize(13, getHyperParams());
    }
    if (!com.google.protobuf.GeneratedMessageV3.isStringEmpty(embedModelVersionId_)) {
      size += com.google.protobuf.GeneratedMessageV3.computeStringSize(14, embedModelVersionId_);
    }
    if (failOnMissingPositiveExamples_ != false) {
      size += com.google.protobuf.CodedOutputStream
        .computeBoolSize(15, failOnMissingPositiveExamples_);
    }
    if (modelMetadata_ != null) {
      size += com.google.protobuf.CodedOutputStream
        .computeMessageSize(17, getModelMetadata());
    }
    size += unknownFields.getSerializedSize();
    memoizedSize = size;
    return size;
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     * @deprecated clarifai.api.OutputConfig.existing_model_id is deprecated.
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     * 
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     * Use new hyper_params field instead.
     * 
     *
     * string hyper_parameters = 5 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.hyper_parameters is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1507
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    @java.lang.Deprecated public java.lang.String getHyperParameters() {
      java.lang.Object ref = hyperParameters_;
      if (!(ref instanceof java.lang.String)) {
        com.google.protobuf.ByteString bs =
            (com.google.protobuf.ByteString) ref;
        java.lang.String s = bs.toStringUtf8();
        hyperParameters_ = s;
        return s;
      } else {
        return (java.lang.String) ref;
      }
    }
    /**
     * 
     * DEPRECATED: Hyper-parameters for custom training.
     * Use new hyper_params field instead.
     * 
     *
     * string hyper_parameters = 5 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.hyper_parameters is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1507
     * @return The bytes for hyperParameters.
     */
    @java.lang.Deprecated public com.google.protobuf.ByteString
        getHyperParametersBytes() {
      java.lang.Object ref = hyperParameters_;
      if (ref instanceof String) {
        com.google.protobuf.ByteString b = 
            com.google.protobuf.ByteString.copyFromUtf8(
                (java.lang.String) ref);
        hyperParameters_ = b;
        return b;
      } else {
        return (com.google.protobuf.ByteString) ref;
      }
    }
    /**
     * 
     * DEPRECATED: Hyper-parameters for custom training.
     * Use new hyper_params field instead.
     * 
     *
     * string hyper_parameters = 5 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.hyper_parameters is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1507
     * @param value The hyperParameters to set.
     * @return This builder for chaining.
     */
    @java.lang.Deprecated public Builder setHyperParameters(
        java.lang.String value) {
      if (value == null) {
    throw new NullPointerException();
  }
  
      hyperParameters_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * DEPRECATED: Hyper-parameters for custom training.
     * Use new hyper_params field instead.
     * 
     *
     * string hyper_parameters = 5 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.hyper_parameters is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1507
     * @return This builder for chaining.
     */
    @java.lang.Deprecated public Builder clearHyperParameters() {
      
      hyperParameters_ = getDefaultInstance().getHyperParameters();
      onChanged();
      return this;
    }
    /**
     * 
     * DEPRECATED: Hyper-parameters for custom training.
     * Use new hyper_params field instead.
     * 
     *
     * string hyper_parameters = 5 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.hyper_parameters is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1507
     * @param value The bytes for hyperParameters to set.
     * @return This builder for chaining.
     */
    @java.lang.Deprecated public Builder setHyperParametersBytes(
        com.google.protobuf.ByteString value) {
      if (value == null) {
    throw new NullPointerException();
  }
  checkByteStringIsUtf8(value);
      
      hyperParameters_ = value;
      onChanged();
      return this;
    }

    private int maxConcepts_ ;
    /**
     * 
     * For concept model predictions:  Maximum number of concepts in result. Defaults to 0 which under
     * the hood will return default of 20. We do a server side default in order to control this
     * feature in the future.
     * 
     *
     * uint32 max_concepts = 6 [(.clarifai.api.utils.cl_show_if_empty) = true];
     * @return The maxConcepts.
     */
    @java.lang.Override
    public int getMaxConcepts() {
      return maxConcepts_;
    }
    /**
     * 
     * For concept model predictions:  Maximum number of concepts in result. Defaults to 0 which under
     * the hood will return default of 20. We do a server side default in order to control this
     * feature in the future.
     * 
     *
     * uint32 max_concepts = 6 [(.clarifai.api.utils.cl_show_if_empty) = true];
     * @param value The maxConcepts to set.
     * @return This builder for chaining.
     */
    public Builder setMaxConcepts(int value) {
      
      maxConcepts_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * For concept model predictions:  Maximum number of concepts in result. Defaults to 0 which under
     * the hood will return default of 20. We do a server side default in order to control this
     * feature in the future.
     * 
     *
     * uint32 max_concepts = 6 [(.clarifai.api.utils.cl_show_if_empty) = true];
     * @return This builder for chaining.
     */
    public Builder clearMaxConcepts() {
      
      maxConcepts_ = 0;
      onChanged();
      return this;
    }

    private float minValue_ ;
    /**
     * 
     * For concept model predictions: Minimum value of concept's probability score in result.
     * Defaults to 0.0 which means we won't do any thresholding as all probabilities will
     * likely be > 0.0.
     * 
     *
     * float min_value = 7 [(.clarifai.api.utils.cl_show_if_empty) = true];
     * @return The minValue.
     */
    @java.lang.Override
    public float getMinValue() {
      return minValue_;
    }
    /**
     * 
     * For concept model predictions: Minimum value of concept's probability score in result.
     * Defaults to 0.0 which means we won't do any thresholding as all probabilities will
     * likely be > 0.0.
     * 
     *
     * float min_value = 7 [(.clarifai.api.utils.cl_show_if_empty) = true];
     * @param value The minValue to set.
     * @return This builder for chaining.
     */
    public Builder setMinValue(float value) {
      
      minValue_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * For concept model predictions: Minimum value of concept's probability score in result.
     * Defaults to 0.0 which means we won't do any thresholding as all probabilities will
     * likely be > 0.0.
     * 
     *
     * float min_value = 7 [(.clarifai.api.utils.cl_show_if_empty) = true];
     * @return This builder for chaining.
     */
    public Builder clearMinValue() {
      
      minValue_ = 0F;
      onChanged();
      return this;
    }

    private java.util.List selectConcepts_ =
      java.util.Collections.emptyList();
    private void ensureSelectConceptsIsMutable() {
      if (!((bitField0_ & 0x00000001) != 0)) {
        selectConcepts_ = new java.util.ArrayList(selectConcepts_);
        bitField0_ |= 0x00000001;
       }
    }

    private com.google.protobuf.RepeatedFieldBuilderV3<
        com.clarifai.grpc.api.Concept, com.clarifai.grpc.api.Concept.Builder, com.clarifai.grpc.api.ConceptOrBuilder> selectConceptsBuilder_;

    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public java.util.List getSelectConceptsList() {
      if (selectConceptsBuilder_ == null) {
        return java.util.Collections.unmodifiableList(selectConcepts_);
      } else {
        return selectConceptsBuilder_.getMessageList();
      }
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public int getSelectConceptsCount() {
      if (selectConceptsBuilder_ == null) {
        return selectConcepts_.size();
      } else {
        return selectConceptsBuilder_.getCount();
      }
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public com.clarifai.grpc.api.Concept getSelectConcepts(int index) {
      if (selectConceptsBuilder_ == null) {
        return selectConcepts_.get(index);
      } else {
        return selectConceptsBuilder_.getMessage(index);
      }
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public Builder setSelectConcepts(
        int index, com.clarifai.grpc.api.Concept value) {
      if (selectConceptsBuilder_ == null) {
        if (value == null) {
          throw new NullPointerException();
        }
        ensureSelectConceptsIsMutable();
        selectConcepts_.set(index, value);
        onChanged();
      } else {
        selectConceptsBuilder_.setMessage(index, value);
      }
      return this;
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public Builder setSelectConcepts(
        int index, com.clarifai.grpc.api.Concept.Builder builderForValue) {
      if (selectConceptsBuilder_ == null) {
        ensureSelectConceptsIsMutable();
        selectConcepts_.set(index, builderForValue.build());
        onChanged();
      } else {
        selectConceptsBuilder_.setMessage(index, builderForValue.build());
      }
      return this;
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public Builder addSelectConcepts(com.clarifai.grpc.api.Concept value) {
      if (selectConceptsBuilder_ == null) {
        if (value == null) {
          throw new NullPointerException();
        }
        ensureSelectConceptsIsMutable();
        selectConcepts_.add(value);
        onChanged();
      } else {
        selectConceptsBuilder_.addMessage(value);
      }
      return this;
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public Builder addSelectConcepts(
        int index, com.clarifai.grpc.api.Concept value) {
      if (selectConceptsBuilder_ == null) {
        if (value == null) {
          throw new NullPointerException();
        }
        ensureSelectConceptsIsMutable();
        selectConcepts_.add(index, value);
        onChanged();
      } else {
        selectConceptsBuilder_.addMessage(index, value);
      }
      return this;
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public Builder addSelectConcepts(
        com.clarifai.grpc.api.Concept.Builder builderForValue) {
      if (selectConceptsBuilder_ == null) {
        ensureSelectConceptsIsMutable();
        selectConcepts_.add(builderForValue.build());
        onChanged();
      } else {
        selectConceptsBuilder_.addMessage(builderForValue.build());
      }
      return this;
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public Builder addSelectConcepts(
        int index, com.clarifai.grpc.api.Concept.Builder builderForValue) {
      if (selectConceptsBuilder_ == null) {
        ensureSelectConceptsIsMutable();
        selectConcepts_.add(index, builderForValue.build());
        onChanged();
      } else {
        selectConceptsBuilder_.addMessage(index, builderForValue.build());
      }
      return this;
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public Builder addAllSelectConcepts(
        java.lang.Iterable values) {
      if (selectConceptsBuilder_ == null) {
        ensureSelectConceptsIsMutable();
        com.google.protobuf.AbstractMessageLite.Builder.addAll(
            values, selectConcepts_);
        onChanged();
      } else {
        selectConceptsBuilder_.addAllMessages(values);
      }
      return this;
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public Builder clearSelectConcepts() {
      if (selectConceptsBuilder_ == null) {
        selectConcepts_ = java.util.Collections.emptyList();
        bitField0_ = (bitField0_ & ~0x00000001);
        onChanged();
      } else {
        selectConceptsBuilder_.clear();
      }
      return this;
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public Builder removeSelectConcepts(int index) {
      if (selectConceptsBuilder_ == null) {
        ensureSelectConceptsIsMutable();
        selectConcepts_.remove(index);
        onChanged();
      } else {
        selectConceptsBuilder_.remove(index);
      }
      return this;
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public com.clarifai.grpc.api.Concept.Builder getSelectConceptsBuilder(
        int index) {
      return getSelectConceptsFieldBuilder().getBuilder(index);
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public com.clarifai.grpc.api.ConceptOrBuilder getSelectConceptsOrBuilder(
        int index) {
      if (selectConceptsBuilder_ == null) {
        return selectConcepts_.get(index);  } else {
        return selectConceptsBuilder_.getMessageOrBuilder(index);
      }
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public java.util.List 
         getSelectConceptsOrBuilderList() {
      if (selectConceptsBuilder_ != null) {
        return selectConceptsBuilder_.getMessageOrBuilderList();
      } else {
        return java.util.Collections.unmodifiableList(selectConcepts_);
      }
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public com.clarifai.grpc.api.Concept.Builder addSelectConceptsBuilder() {
      return getSelectConceptsFieldBuilder().addBuilder(
          com.clarifai.grpc.api.Concept.getDefaultInstance());
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public com.clarifai.grpc.api.Concept.Builder addSelectConceptsBuilder(
        int index) {
      return getSelectConceptsFieldBuilder().addBuilder(
          index, com.clarifai.grpc.api.Concept.getDefaultInstance());
    }
    /**
     * 
     * For concept model predictions: Select concepts in result by name or by id
     * 
     *
     * repeated .clarifai.api.Concept select_concepts = 8;
     */
    public java.util.List 
         getSelectConceptsBuilderList() {
      return getSelectConceptsFieldBuilder().getBuilderList();
    }
    private com.google.protobuf.RepeatedFieldBuilderV3<
        com.clarifai.grpc.api.Concept, com.clarifai.grpc.api.Concept.Builder, com.clarifai.grpc.api.ConceptOrBuilder> 
        getSelectConceptsFieldBuilder() {
      if (selectConceptsBuilder_ == null) {
        selectConceptsBuilder_ = new com.google.protobuf.RepeatedFieldBuilderV3<
            com.clarifai.grpc.api.Concept, com.clarifai.grpc.api.Concept.Builder, com.clarifai.grpc.api.ConceptOrBuilder>(
                selectConcepts_,
                ((bitField0_ & 0x00000001) != 0),
                getParentForChildren(),
                isClean());
        selectConcepts_ = null;
      }
      return selectConceptsBuilder_;
    }

    private int trainingTimeout_ ;
    /**
     * 
     * For custom concept model training: Training timeout of the model (in seconds)
     * 
     *
     * uint32 training_timeout = 9;
     * @return The trainingTimeout.
     */
    @java.lang.Override
    public int getTrainingTimeout() {
      return trainingTimeout_;
    }
    /**
     * 
     * For custom concept model training: Training timeout of the model (in seconds)
     * 
     *
     * uint32 training_timeout = 9;
     * @param value The trainingTimeout to set.
     * @return This builder for chaining.
     */
    public Builder setTrainingTimeout(int value) {
      
      trainingTimeout_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * For custom concept model training: Training timeout of the model (in seconds)
     * 
     *
     * uint32 training_timeout = 9;
     * @return This builder for chaining.
     */
    public Builder clearTrainingTimeout() {
      
      trainingTimeout_ = 0;
      onChanged();
      return this;
    }

    private int sampleMs_ ;
    /**
     * 
     * For model predictions on video: Sample delay for video predicting (1 frame per N milliseconds)
     * 
     *
     * uint32 sample_ms = 10;
     * @return The sampleMs.
     */
    @java.lang.Override
    public int getSampleMs() {
      return sampleMs_;
    }
    /**
     * 
     * For model predictions on video: Sample delay for video predicting (1 frame per N milliseconds)
     * 
     *
     * uint32 sample_ms = 10;
     * @param value The sampleMs to set.
     * @return This builder for chaining.
     */
    public Builder setSampleMs(int value) {
      
      sampleMs_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * For model predictions on video: Sample delay for video predicting (1 frame per N milliseconds)
     * 
     *
     * uint32 sample_ms = 10;
     * @return This builder for chaining.
     */
    public Builder clearSampleMs() {
      
      sampleMs_ = 0;
      onChanged();
      return this;
    }

    private com.google.protobuf.Struct hyperParams_;
    private com.google.protobuf.SingleFieldBuilderV3<
        com.google.protobuf.Struct, com.google.protobuf.Struct.Builder, com.google.protobuf.StructOrBuilder> hyperParamsBuilder_;
    /**
     * 
     * For custom model training: Hyperparameters for custom training
     * 
     *
     * .google.protobuf.Struct hyper_params = 13;
     * @return Whether the hyperParams field is set.
     */
    public boolean hasHyperParams() {
      return hyperParamsBuilder_ != null || hyperParams_ != null;
    }
    /**
     * 
     * For custom model training: Hyperparameters for custom training
     * 
     *
     * .google.protobuf.Struct hyper_params = 13;
     * @return The hyperParams.
     */
    public com.google.protobuf.Struct getHyperParams() {
      if (hyperParamsBuilder_ == null) {
        return hyperParams_ == null ? com.google.protobuf.Struct.getDefaultInstance() : hyperParams_;
      } else {
        return hyperParamsBuilder_.getMessage();
      }
    }
    /**
     * 
     * For custom model training: Hyperparameters for custom training
     * 
     *
     * .google.protobuf.Struct hyper_params = 13;
     */
    public Builder setHyperParams(com.google.protobuf.Struct value) {
      if (hyperParamsBuilder_ == null) {
        if (value == null) {
          throw new NullPointerException();
        }
        hyperParams_ = value;
        onChanged();
      } else {
        hyperParamsBuilder_.setMessage(value);
      }

      return this;
    }
    /**
     * 
     * For custom model training: Hyperparameters for custom training
     * 
     *
     * .google.protobuf.Struct hyper_params = 13;
     */
    public Builder setHyperParams(
        com.google.protobuf.Struct.Builder builderForValue) {
      if (hyperParamsBuilder_ == null) {
        hyperParams_ = builderForValue.build();
        onChanged();
      } else {
        hyperParamsBuilder_.setMessage(builderForValue.build());
      }

      return this;
    }
    /**
     * 
     * For custom model training: Hyperparameters for custom training
     * 
     *
     * .google.protobuf.Struct hyper_params = 13;
     */
    public Builder mergeHyperParams(com.google.protobuf.Struct value) {
      if (hyperParamsBuilder_ == null) {
        if (hyperParams_ != null) {
          hyperParams_ =
            com.google.protobuf.Struct.newBuilder(hyperParams_).mergeFrom(value).buildPartial();
        } else {
          hyperParams_ = value;
        }
        onChanged();
      } else {
        hyperParamsBuilder_.mergeFrom(value);
      }

      return this;
    }
    /**
     * 
     * For custom model training: Hyperparameters for custom training
     * 
     *
     * .google.protobuf.Struct hyper_params = 13;
     */
    public Builder clearHyperParams() {
      if (hyperParamsBuilder_ == null) {
        hyperParams_ = null;
        onChanged();
      } else {
        hyperParams_ = null;
        hyperParamsBuilder_ = null;
      }

      return this;
    }
    /**
     * 
     * For custom model training: Hyperparameters for custom training
     * 
     *
     * .google.protobuf.Struct hyper_params = 13;
     */
    public com.google.protobuf.Struct.Builder getHyperParamsBuilder() {
      
      onChanged();
      return getHyperParamsFieldBuilder().getBuilder();
    }
    /**
     * 
     * For custom model training: Hyperparameters for custom training
     * 
     *
     * .google.protobuf.Struct hyper_params = 13;
     */
    public com.google.protobuf.StructOrBuilder getHyperParamsOrBuilder() {
      if (hyperParamsBuilder_ != null) {
        return hyperParamsBuilder_.getMessageOrBuilder();
      } else {
        return hyperParams_ == null ?
            com.google.protobuf.Struct.getDefaultInstance() : hyperParams_;
      }
    }
    /**
     * 
     * For custom model training: Hyperparameters for custom training
     * 
     *
     * .google.protobuf.Struct hyper_params = 13;
     */
    private com.google.protobuf.SingleFieldBuilderV3<
        com.google.protobuf.Struct, com.google.protobuf.Struct.Builder, com.google.protobuf.StructOrBuilder> 
        getHyperParamsFieldBuilder() {
      if (hyperParamsBuilder_ == null) {
        hyperParamsBuilder_ = new com.google.protobuf.SingleFieldBuilderV3<
            com.google.protobuf.Struct, com.google.protobuf.Struct.Builder, com.google.protobuf.StructOrBuilder>(
                getHyperParams(),
                getParentForChildren(),
                isClean());
        hyperParams_ = null;
      }
      return hyperParamsBuilder_;
    }

    private java.lang.Object embedModelVersionId_ = "";
    /**
     * 
     * For custom model training: this is the base model version to use for image embeddings.
     * This has to be one of the embed models in the app workflow.
     * 
     *
     * string embed_model_version_id = 14 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.embed_model_version_id is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1526
     * @return The embedModelVersionId.
     */
    @java.lang.Deprecated public java.lang.String getEmbedModelVersionId() {
      java.lang.Object ref = embedModelVersionId_;
      if (!(ref instanceof java.lang.String)) {
        com.google.protobuf.ByteString bs =
            (com.google.protobuf.ByteString) ref;
        java.lang.String s = bs.toStringUtf8();
        embedModelVersionId_ = s;
        return s;
      } else {
        return (java.lang.String) ref;
      }
    }
    /**
     * 
     * For custom model training: this is the base model version to use for image embeddings.
     * This has to be one of the embed models in the app workflow.
     * 
     *
     * string embed_model_version_id = 14 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.embed_model_version_id is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1526
     * @return The bytes for embedModelVersionId.
     */
    @java.lang.Deprecated public com.google.protobuf.ByteString
        getEmbedModelVersionIdBytes() {
      java.lang.Object ref = embedModelVersionId_;
      if (ref instanceof String) {
        com.google.protobuf.ByteString b = 
            com.google.protobuf.ByteString.copyFromUtf8(
                (java.lang.String) ref);
        embedModelVersionId_ = b;
        return b;
      } else {
        return (com.google.protobuf.ByteString) ref;
      }
    }
    /**
     * 
     * For custom model training: this is the base model version to use for image embeddings.
     * This has to be one of the embed models in the app workflow.
     * 
     *
     * string embed_model_version_id = 14 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.embed_model_version_id is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1526
     * @param value The embedModelVersionId to set.
     * @return This builder for chaining.
     */
    @java.lang.Deprecated public Builder setEmbedModelVersionId(
        java.lang.String value) {
      if (value == null) {
    throw new NullPointerException();
  }
  
      embedModelVersionId_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * For custom model training: this is the base model version to use for image embeddings.
     * This has to be one of the embed models in the app workflow.
     * 
     *
     * string embed_model_version_id = 14 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.embed_model_version_id is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1526
     * @return This builder for chaining.
     */
    @java.lang.Deprecated public Builder clearEmbedModelVersionId() {
      
      embedModelVersionId_ = getDefaultInstance().getEmbedModelVersionId();
      onChanged();
      return this;
    }
    /**
     * 
     * For custom model training: this is the base model version to use for image embeddings.
     * This has to be one of the embed models in the app workflow.
     * 
     *
     * string embed_model_version_id = 14 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.embed_model_version_id is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1526
     * @param value The bytes for embedModelVersionId to set.
     * @return This builder for chaining.
     */
    @java.lang.Deprecated public Builder setEmbedModelVersionIdBytes(
        com.google.protobuf.ByteString value) {
      if (value == null) {
    throw new NullPointerException();
  }
  checkByteStringIsUtf8(value);
      
      embedModelVersionId_ = value;
      onChanged();
      return this;
    }

    private boolean failOnMissingPositiveExamples_ ;
    /**
     * 
     * For custom model training: Use this flag to fail on missing positive examples
     * By default we fill in the missing with random examples
     * 
     *
     * bool fail_on_missing_positive_examples = 15;
     * @return The failOnMissingPositiveExamples.
     */
    @java.lang.Override
    public boolean getFailOnMissingPositiveExamples() {
      return failOnMissingPositiveExamples_;
    }
    /**
     * 
     * For custom model training: Use this flag to fail on missing positive examples
     * By default we fill in the missing with random examples
     * 
     *
     * bool fail_on_missing_positive_examples = 15;
     * @param value The failOnMissingPositiveExamples to set.
     * @return This builder for chaining.
     */
    public Builder setFailOnMissingPositiveExamples(boolean value) {
      
      failOnMissingPositiveExamples_ = value;
      onChanged();
      return this;
    }
    /**
     * 
     * For custom model training: Use this flag to fail on missing positive examples
     * By default we fill in the missing with random examples
     * 
     *
     * bool fail_on_missing_positive_examples = 15;
     * @return This builder for chaining.
     */
    public Builder clearFailOnMissingPositiveExamples() {
      
      failOnMissingPositiveExamples_ = false;
      onChanged();
      return this;
    }

    private com.google.protobuf.Struct modelMetadata_;
    private com.google.protobuf.SingleFieldBuilderV3<
        com.google.protobuf.Struct, com.google.protobuf.Struct.Builder, com.google.protobuf.StructOrBuilder> modelMetadataBuilder_;
    /**
     * 
     * For custom model training: This is any additional metadata as a JSON object that we want
     * want to persist in the model's output config. This is a useful quick way to set fields for
     * introducing fields for new model types so we don't have to add a new proto field and DB field
     * each time. Please refer to the documentation or model implementation internally for more
     * details on what fields are supported for which models.
     * TODO(zeiler): remove this field after Portal is updated.
     * 
     *
     * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.model_metadata is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1536
     * @return Whether the modelMetadata field is set.
     */
    @java.lang.Deprecated public boolean hasModelMetadata() {
      return modelMetadataBuilder_ != null || modelMetadata_ != null;
    }
    /**
     * 
     * For custom model training: This is any additional metadata as a JSON object that we want
     * want to persist in the model's output config. This is a useful quick way to set fields for
     * introducing fields for new model types so we don't have to add a new proto field and DB field
     * each time. Please refer to the documentation or model implementation internally for more
     * details on what fields are supported for which models.
     * TODO(zeiler): remove this field after Portal is updated.
     * 
     *
     * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
     * @deprecated clarifai.api.OutputConfig.model_metadata is deprecated.
     *     See proto/clarifai/api/resources.proto;l=1536
     * @return The modelMetadata.
     */
    @java.lang.Deprecated public com.google.protobuf.Struct getModelMetadata() {
      if (modelMetadataBuilder_ == null) {
        return modelMetadata_ == null ? com.google.protobuf.Struct.getDefaultInstance() : modelMetadata_;
      } else {
        return modelMetadataBuilder_.getMessage();
      }
    }
    /**
     * 
     * For custom model training: This is any additional metadata as a JSON object that we want
     * want to persist in the model's output config. This is a useful quick way to set fields for
     * introducing fields for new model types so we don't have to add a new proto field and DB field
     * each time. Please refer to the documentation or model implementation internally for more
     * details on what fields are supported for which models.
     * TODO(zeiler): remove this field after Portal is updated.
     * 
     *
     * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
     */
    @java.lang.Deprecated public Builder setModelMetadata(com.google.protobuf.Struct value) {
      if (modelMetadataBuilder_ == null) {
        if (value == null) {
          throw new NullPointerException();
        }
        modelMetadata_ = value;
        onChanged();
      } else {
        modelMetadataBuilder_.setMessage(value);
      }

      return this;
    }
    /**
     * 
     * For custom model training: This is any additional metadata as a JSON object that we want
     * want to persist in the model's output config. This is a useful quick way to set fields for
     * introducing fields for new model types so we don't have to add a new proto field and DB field
     * each time. Please refer to the documentation or model implementation internally for more
     * details on what fields are supported for which models.
     * TODO(zeiler): remove this field after Portal is updated.
     * 
     *
     * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
     */
    @java.lang.Deprecated public Builder setModelMetadata(
        com.google.protobuf.Struct.Builder builderForValue) {
      if (modelMetadataBuilder_ == null) {
        modelMetadata_ = builderForValue.build();
        onChanged();
      } else {
        modelMetadataBuilder_.setMessage(builderForValue.build());
      }

      return this;
    }
    /**
     * 
     * For custom model training: This is any additional metadata as a JSON object that we want
     * want to persist in the model's output config. This is a useful quick way to set fields for
     * introducing fields for new model types so we don't have to add a new proto field and DB field
     * each time. Please refer to the documentation or model implementation internally for more
     * details on what fields are supported for which models.
     * TODO(zeiler): remove this field after Portal is updated.
     * 
     *
     * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
     */
    @java.lang.Deprecated public Builder mergeModelMetadata(com.google.protobuf.Struct value) {
      if (modelMetadataBuilder_ == null) {
        if (modelMetadata_ != null) {
          modelMetadata_ =
            com.google.protobuf.Struct.newBuilder(modelMetadata_).mergeFrom(value).buildPartial();
        } else {
          modelMetadata_ = value;
        }
        onChanged();
      } else {
        modelMetadataBuilder_.mergeFrom(value);
      }

      return this;
    }
    /**
     * 
     * For custom model training: This is any additional metadata as a JSON object that we want
     * want to persist in the model's output config. This is a useful quick way to set fields for
     * introducing fields for new model types so we don't have to add a new proto field and DB field
     * each time. Please refer to the documentation or model implementation internally for more
     * details on what fields are supported for which models.
     * TODO(zeiler): remove this field after Portal is updated.
     * 
     *
     * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
     */
    @java.lang.Deprecated public Builder clearModelMetadata() {
      if (modelMetadataBuilder_ == null) {
        modelMetadata_ = null;
        onChanged();
      } else {
        modelMetadata_ = null;
        modelMetadataBuilder_ = null;
      }

      return this;
    }
    /**
     * 
     * For custom model training: This is any additional metadata as a JSON object that we want
     * want to persist in the model's output config. This is a useful quick way to set fields for
     * introducing fields for new model types so we don't have to add a new proto field and DB field
     * each time. Please refer to the documentation or model implementation internally for more
     * details on what fields are supported for which models.
     * TODO(zeiler): remove this field after Portal is updated.
     * 
     *
     * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
     */
    @java.lang.Deprecated public com.google.protobuf.Struct.Builder getModelMetadataBuilder() {
      
      onChanged();
      return getModelMetadataFieldBuilder().getBuilder();
    }
    /**
     * 
     * For custom model training: This is any additional metadata as a JSON object that we want
     * want to persist in the model's output config. This is a useful quick way to set fields for
     * introducing fields for new model types so we don't have to add a new proto field and DB field
     * each time. Please refer to the documentation or model implementation internally for more
     * details on what fields are supported for which models.
     * TODO(zeiler): remove this field after Portal is updated.
     * 
     *
     * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
     */
    @java.lang.Deprecated public com.google.protobuf.StructOrBuilder getModelMetadataOrBuilder() {
      if (modelMetadataBuilder_ != null) {
        return modelMetadataBuilder_.getMessageOrBuilder();
      } else {
        return modelMetadata_ == null ?
            com.google.protobuf.Struct.getDefaultInstance() : modelMetadata_;
      }
    }
    /**
     * 
     * For custom model training: This is any additional metadata as a JSON object that we want
     * want to persist in the model's output config. This is a useful quick way to set fields for
     * introducing fields for new model types so we don't have to add a new proto field and DB field
     * each time. Please refer to the documentation or model implementation internally for more
     * details on what fields are supported for which models.
     * TODO(zeiler): remove this field after Portal is updated.
     * 
     *
     * .google.protobuf.Struct model_metadata = 17 [deprecated = true];
     */
    private com.google.protobuf.SingleFieldBuilderV3<
        com.google.protobuf.Struct, com.google.protobuf.Struct.Builder, com.google.protobuf.StructOrBuilder> 
        getModelMetadataFieldBuilder() {
      if (modelMetadataBuilder_ == null) {
        modelMetadataBuilder_ = new com.google.protobuf.SingleFieldBuilderV3<
            com.google.protobuf.Struct, com.google.protobuf.Struct.Builder, com.google.protobuf.StructOrBuilder>(
                getModelMetadata(),
                getParentForChildren(),
                isClean());
        modelMetadata_ = null;
      }
      return modelMetadataBuilder_;
    }
    @java.lang.Override
    public final Builder setUnknownFields(
        final com.google.protobuf.UnknownFieldSet unknownFields) {
      return super.setUnknownFields(unknownFields);
    }

    @java.lang.Override
    public final Builder mergeUnknownFields(
        final com.google.protobuf.UnknownFieldSet unknownFields) {
      return super.mergeUnknownFields(unknownFields);
    }


    // @@protoc_insertion_point(builder_scope:clarifai.api.OutputConfig)
  }

  // @@protoc_insertion_point(class_scope:clarifai.api.OutputConfig)
  private static final com.clarifai.grpc.api.OutputConfig DEFAULT_INSTANCE;
  static {
    DEFAULT_INSTANCE = new com.clarifai.grpc.api.OutputConfig();
  }

  public static com.clarifai.grpc.api.OutputConfig getDefaultInstance() {
    return DEFAULT_INSTANCE;
  }

  private static final com.google.protobuf.Parser
      PARSER = new com.google.protobuf.AbstractParser() {
    @java.lang.Override
    public OutputConfig parsePartialFrom(
        com.google.protobuf.CodedInputStream input,
        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
        throws com.google.protobuf.InvalidProtocolBufferException {
      return new OutputConfig(input, extensionRegistry);
    }
  };

  public static com.google.protobuf.Parser parser() {
    return PARSER;
  }

  @java.lang.Override
  public com.google.protobuf.Parser getParserForType() {
    return PARSER;
  }

  @java.lang.Override
  public com.clarifai.grpc.api.OutputConfig getDefaultInstanceForType() {
    return DEFAULT_INSTANCE;
  }

}