Package com.google.cloud.aiplatform.v1

Class ActiveLearningConfig

java.lang.Object
com.google.protobuf.AbstractMessageLite
com.google.protobuf.AbstractMessage
com.google.protobuf.GeneratedMessage
com.google.cloud.aiplatform.v1.ActiveLearningConfig
All Implemented Interfaces:
ActiveLearningConfigOrBuilder, com.google.protobuf.Message, com.google.protobuf.MessageLite, com.google.protobuf.MessageLiteOrBuilder, com.google.protobuf.MessageOrBuilder, Serializable
@Generated public final class ActiveLearningConfig extends com.google.protobuf.GeneratedMessage 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:

  • Field Details

    • MAX_DATA_ITEM_COUNT_FIELD_NUMBER

      public static final int MAX_DATA_ITEM_COUNT_FIELD_NUMBER
      See Also:

    • MAX_DATA_ITEM_PERCENTAGE_FIELD_NUMBER

      public static final int MAX_DATA_ITEM_PERCENTAGE_FIELD_NUMBER
      See Also:

    • SAMPLE_CONFIG_FIELD_NUMBER

      public static final int SAMPLE_CONFIG_FIELD_NUMBER
      See Also:

    • TRAINING_CONFIG_FIELD_NUMBER

      public static final int TRAINING_CONFIG_FIELD_NUMBER
      See Also:

  • Method Details

    • getDescriptor

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

    • internalGetFieldAccessorTable

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

    • getHumanLabelingBudgetCase

      public ActiveLearningConfig.HumanLabelingBudgetCase getHumanLabelingBudgetCase()
      Specified by:
      getHumanLabelingBudgetCase in interface ActiveLearningConfigOrBuilder

    • 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.

    • getMaxDataItemCount

      public long getMaxDataItemCount()
       Max number of human labeled DataItems.
      int64 max_data_item_count = 1;
      Specified by:
      getMaxDataItemCount in interface ActiveLearningConfigOrBuilder
      Returns:
      The maxDataItemCount.

    • 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.GeneratedMessage

    • 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.GeneratedMessage
      Throws:
      IOException

    • getSerializedSize

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

    • 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

    • parseFrom

      public static ActiveLearningConfig parseFrom(InputStream input) throws IOException
      Throws:
      IOException

    • parseFrom

      public static ActiveLearningConfig parseFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException
      Throws:
      IOException

    • parseDelimitedFrom

      public static ActiveLearningConfig parseDelimitedFrom(InputStream input) throws IOException
      Throws:
      IOException

    • parseDelimitedFrom

      public static ActiveLearningConfig parseDelimitedFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException
      Throws:
      IOException

    • parseFrom

      public static ActiveLearningConfig parseFrom(com.google.protobuf.CodedInputStream input) throws IOException
      Throws:
      IOException

    • parseFrom

      public static ActiveLearningConfig parseFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry) throws IOException
      Throws:
      IOException

    • newBuilderForType

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

    • newBuilder

      public static ActiveLearningConfig.Builder newBuilder()

    • newBuilder

      public static ActiveLearningConfig.Builder newBuilder(ActiveLearningConfig prototype)

    • 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.AbstractMessage.BuilderParent parent)
      Overrides:
      newBuilderForType in class com.google.protobuf.AbstractMessage

    • getDefaultInstance

      public static ActiveLearningConfig getDefaultInstance()

    • parser

      public static com.google.protobuf.Parser<ActiveLearningConfig> parser()

    • 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.GeneratedMessage

    • getDefaultInstanceForType

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