Package com.google.cloud.aiplatform.v1

Class ActiveLearningConfig

  • All Implemented Interfaces:
    ActiveLearningConfigOrBuilder, com.google.protobuf.Message, com.google.protobuf.MessageLite, com.google.protobuf.MessageLiteOrBuilder, com.google.protobuf.MessageOrBuilder, Serializable
    public final class ActiveLearningConfig
extends com.google.protobuf.GeneratedMessageV3
implements ActiveLearningConfigOrBuilder
     Parameters that configure the active learning pipeline. Active learning will
  label the data incrementally by several iterations. For every iteration, it
  will select a batch of data based on the sampling strategy.
    Protobuf type google.cloud.aiplatform.v1.ActiveLearningConfig
    See Also:
    Serialized Form

    • Field Detail

      • MAX_DATA_ITEM_COUNT_FIELD_NUMBER

        public static final int MAX_DATA_ITEM_COUNT_FIELD_NUMBER
        See Also:
        Constant Field Values

      • MAX_DATA_ITEM_PERCENTAGE_FIELD_NUMBER

        public static final int MAX_DATA_ITEM_PERCENTAGE_FIELD_NUMBER
        See Also:
        Constant Field Values

      • SAMPLE_CONFIG_FIELD_NUMBER

        public static final int SAMPLE_CONFIG_FIELD_NUMBER
        See Also:
        Constant Field Values

      • TRAINING_CONFIG_FIELD_NUMBER

        public static final int TRAINING_CONFIG_FIELD_NUMBER
        See Also:
        Constant Field Values

    • Method Detail

      • newInstance

        protected Object newInstance​(com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter unused)
        Overrides:
        newInstance in class com.google.protobuf.GeneratedMessageV3

      • getDescriptor

        public static final com.google.protobuf.Descriptors.Descriptor getDescriptor()

      • internalGetFieldAccessorTable

        protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()
        Specified by:
        internalGetFieldAccessorTable in class com.google.protobuf.GeneratedMessageV3

      • hasMaxDataItemCount

        public boolean hasMaxDataItemCount()
         Max number of human labeled DataItems.
        int64 max_data_item_count = 1;
        Specified by:
        hasMaxDataItemCount in interface ActiveLearningConfigOrBuilder
        Returns:
        Whether the maxDataItemCount field is set.

      • hasMaxDataItemPercentage

        public boolean hasMaxDataItemPercentage()
         Max percent of total DataItems for human labeling.
        int32 max_data_item_percentage = 2;
        Specified by:
        hasMaxDataItemPercentage in interface ActiveLearningConfigOrBuilder
        Returns:
        Whether the maxDataItemPercentage field is set.

      • getMaxDataItemPercentage

        public int getMaxDataItemPercentage()
         Max percent of total DataItems for human labeling.
        int32 max_data_item_percentage = 2;
        Specified by:
        getMaxDataItemPercentage in interface ActiveLearningConfigOrBuilder
        Returns:
        The maxDataItemPercentage.

      • hasSampleConfig

        public boolean hasSampleConfig()
         Active learning data sampling config. For every active learning labeling
 iteration, it will select a batch of data based on the sampling strategy.
        .google.cloud.aiplatform.v1.SampleConfig sample_config = 3;
        Specified by:
        hasSampleConfig in interface ActiveLearningConfigOrBuilder
        Returns:
        Whether the sampleConfig field is set.

      • getSampleConfig

        public SampleConfig getSampleConfig()
         Active learning data sampling config. For every active learning labeling
 iteration, it will select a batch of data based on the sampling strategy.
        .google.cloud.aiplatform.v1.SampleConfig sample_config = 3;
        Specified by:
        getSampleConfig in interface ActiveLearningConfigOrBuilder
        Returns:
        The sampleConfig.

      • getSampleConfigOrBuilder

        public SampleConfigOrBuilder getSampleConfigOrBuilder()
         Active learning data sampling config. For every active learning labeling
 iteration, it will select a batch of data based on the sampling strategy.
        .google.cloud.aiplatform.v1.SampleConfig sample_config = 3;
        Specified by:
        getSampleConfigOrBuilder in interface ActiveLearningConfigOrBuilder

      • hasTrainingConfig

        public boolean hasTrainingConfig()
         CMLE training config. For every active learning labeling iteration, system
 will train a machine learning model on CMLE. The trained model will be used
 by data sampling algorithm to select DataItems.
        .google.cloud.aiplatform.v1.TrainingConfig training_config = 4;
        Specified by:
        hasTrainingConfig in interface ActiveLearningConfigOrBuilder
        Returns:
        Whether the trainingConfig field is set.

      • getTrainingConfig

        public TrainingConfig getTrainingConfig()
         CMLE training config. For every active learning labeling iteration, system
 will train a machine learning model on CMLE. The trained model will be used
 by data sampling algorithm to select DataItems.
        .google.cloud.aiplatform.v1.TrainingConfig training_config = 4;
        Specified by:
        getTrainingConfig in interface ActiveLearningConfigOrBuilder
        Returns:
        The trainingConfig.

      • getTrainingConfigOrBuilder

        public TrainingConfigOrBuilder getTrainingConfigOrBuilder()
         CMLE training config. For every active learning labeling iteration, system
 will train a machine learning model on CMLE. The trained model will be used
 by data sampling algorithm to select DataItems.
        .google.cloud.aiplatform.v1.TrainingConfig training_config = 4;
        Specified by:
        getTrainingConfigOrBuilder in interface ActiveLearningConfigOrBuilder

      • isInitialized

        public final boolean isInitialized()
        Specified by:
        isInitialized in interface com.google.protobuf.MessageLiteOrBuilder
        Overrides:
        isInitialized in class com.google.protobuf.GeneratedMessageV3

      • writeTo

        public void writeTo​(com.google.protobuf.CodedOutputStream output)
             throws IOException
        Specified by:
        writeTo in interface com.google.protobuf.MessageLite
        Overrides:
        writeTo in class com.google.protobuf.GeneratedMessageV3
        Throws:
        IOException

      • getSerializedSize

        public int getSerializedSize()
        Specified by:
        getSerializedSize in interface com.google.protobuf.MessageLite
        Overrides:
        getSerializedSize in class com.google.protobuf.GeneratedMessageV3

      • equals

        public boolean equals​(Object obj)
        Specified by:
        equals in interface com.google.protobuf.Message
        Overrides:
        equals in class com.google.protobuf.AbstractMessage

      • hashCode

        public int hashCode()
        Specified by:
        hashCode in interface com.google.protobuf.Message
        Overrides:
        hashCode in class com.google.protobuf.AbstractMessage

      • parseFrom

        public static ActiveLearningConfig parseFrom​(ByteBuffer data)
                                      throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • parseFrom

        public static ActiveLearningConfig parseFrom​(ByteBuffer data,
                                             com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                      throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • parseFrom

        public static ActiveLearningConfig parseFrom​(com.google.protobuf.ByteString data)
                                      throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • parseFrom

        public static ActiveLearningConfig parseFrom​(com.google.protobuf.ByteString data,
                                             com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                      throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • parseFrom

        public static ActiveLearningConfig parseFrom​(byte[] data)
                                      throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • parseFrom

        public static ActiveLearningConfig parseFrom​(byte[] data,
                                             com.google.protobuf.ExtensionRegistryLite extensionRegistry)
                                      throws com.google.protobuf.InvalidProtocolBufferException
        Throws:
        com.google.protobuf.InvalidProtocolBufferException

      • newBuilderForType

        public ActiveLearningConfig.Builder newBuilderForType()
        Specified by:
        newBuilderForType in interface com.google.protobuf.Message
        Specified by:
        newBuilderForType in interface com.google.protobuf.MessageLite

      • toBuilder

        public ActiveLearningConfig.Builder toBuilder()
        Specified by:
        toBuilder in interface com.google.protobuf.Message
        Specified by:
        toBuilder in interface com.google.protobuf.MessageLite

      • newBuilderForType

        protected ActiveLearningConfig.Builder newBuilderForType​(com.google.protobuf.GeneratedMessageV3.BuilderParent parent)
        Specified by:
        newBuilderForType in class com.google.protobuf.GeneratedMessageV3

      • getParserForType

        public com.google.protobuf.Parser<ActiveLearningConfig> getParserForType()
        Specified by:
        getParserForType in interface com.google.protobuf.Message
        Specified by:
        getParserForType in interface com.google.protobuf.MessageLite
        Overrides:
        getParserForType in class com.google.protobuf.GeneratedMessageV3

      • getDefaultInstanceForType

        public ActiveLearningConfig getDefaultInstanceForType()
        Specified by:
        getDefaultInstanceForType in interface com.google.protobuf.MessageLiteOrBuilder
        Specified by:
        getDefaultInstanceForType in interface com.google.protobuf.MessageOrBuilder