Package com.google.cloud.aiplatform.v1.schema.trainingjob.definition

Class AutoMlImageClassificationInputs

java.lang.Object
com.google.protobuf.AbstractMessageLite
com.google.protobuf.AbstractMessage
com.google.protobuf.GeneratedMessage
com.google.cloud.aiplatform.v1.schema.trainingjob.definition.AutoMlImageClassificationInputs
All Implemented Interfaces:
AutoMlImageClassificationInputsOrBuilder, com.google.protobuf.Message, com.google.protobuf.MessageLite, com.google.protobuf.MessageLiteOrBuilder, com.google.protobuf.MessageOrBuilder, Serializable
@Generated public final class AutoMlImageClassificationInputs extends com.google.protobuf.GeneratedMessage implements AutoMlImageClassificationInputsOrBuilder
Protobuf type google.cloud.aiplatform.v1.schema.trainingjob.definition.AutoMlImageClassificationInputs
See Also:

  • Field Details

    • MODEL_TYPE_FIELD_NUMBER

      public static final int MODEL_TYPE_FIELD_NUMBER
      See Also:

    • BASE_MODEL_ID_FIELD_NUMBER

      public static final int BASE_MODEL_ID_FIELD_NUMBER
      See Also:

    • BUDGET_MILLI_NODE_HOURS_FIELD_NUMBER

      public static final int BUDGET_MILLI_NODE_HOURS_FIELD_NUMBER
      See Also:

    • DISABLE_EARLY_STOPPING_FIELD_NUMBER

      public static final int DISABLE_EARLY_STOPPING_FIELD_NUMBER
      See Also:

    • MULTI_LABEL_FIELD_NUMBER

      public static final int MULTI_LABEL_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

    • getModelTypeValue

      public int getModelTypeValue()
      .google.cloud.aiplatform.v1.schema.trainingjob.definition.AutoMlImageClassificationInputs.ModelType model_type = 1;
      Specified by:
      getModelTypeValue in interface AutoMlImageClassificationInputsOrBuilder
      Returns:
      The enum numeric value on the wire for modelType.

    • getModelType

      public AutoMlImageClassificationInputs.ModelType getModelType()
      .google.cloud.aiplatform.v1.schema.trainingjob.definition.AutoMlImageClassificationInputs.ModelType model_type = 1;
      Specified by:
      getModelType in interface AutoMlImageClassificationInputsOrBuilder
      Returns:
      The modelType.

    • getBaseModelId

      public String getBaseModelId()
       The ID of the `base` model. If it is specified, the new model will be
 trained based on the `base` model. Otherwise, the new model will be
 trained from scratch. The `base` model must be in the same
 Project and Location as the new Model to train, and have the same
 modelType.
      string base_model_id = 2;
      Specified by:
      getBaseModelId in interface AutoMlImageClassificationInputsOrBuilder
      Returns:
      The baseModelId.

    • getBaseModelIdBytes

      public com.google.protobuf.ByteString getBaseModelIdBytes()
       The ID of the `base` model. If it is specified, the new model will be
 trained based on the `base` model. Otherwise, the new model will be
 trained from scratch. The `base` model must be in the same
 Project and Location as the new Model to train, and have the same
 modelType.
      string base_model_id = 2;
      Specified by:
      getBaseModelIdBytes in interface AutoMlImageClassificationInputsOrBuilder
      Returns:
      The bytes for baseModelId.

    • getBudgetMilliNodeHours

      public long getBudgetMilliNodeHours()
       The training budget of creating this model, expressed in milli node
 hours i.e. 1,000 value in this field means 1 node hour. The actual
 metadata.costMilliNodeHours will be equal or less than this value.
 If further model training ceases to provide any improvements, it will
 stop without using the full budget and the metadata.successfulStopReason
 will be `model-converged`.
 Note, node_hour  = actual_hour * number_of_nodes_involved.
 For modelType `cloud`(default), the budget must be between 8,000
 and 800,000 milli node hours, inclusive. The default value is 192,000
 which represents one day in wall time, considering 8 nodes are used.
 For model types `mobile-tf-low-latency-1`, `mobile-tf-versatile-1`,
 `mobile-tf-high-accuracy-1`, the training budget must be between
 1,000 and 100,000 milli node hours, inclusive.
 The default value is 24,000 which represents one day in wall time on a
 single node that is used.
      int64 budget_milli_node_hours = 3;
      Specified by:
      getBudgetMilliNodeHours in interface AutoMlImageClassificationInputsOrBuilder
      Returns:
      The budgetMilliNodeHours.

    • getDisableEarlyStopping

      public boolean getDisableEarlyStopping()
       Use the entire training budget. This disables the early stopping feature.
 When false the early stopping feature is enabled, which means that
 AutoML Image Classification might stop training before the entire
 training budget has been used.
      bool disable_early_stopping = 4;
      Specified by:
      getDisableEarlyStopping in interface AutoMlImageClassificationInputsOrBuilder
      Returns:
      The disableEarlyStopping.

    • getMultiLabel

      public boolean getMultiLabel()
       If false, a single-label (multi-class) Model will be trained (i.e.
 assuming that for each image just up to one annotation may be
 applicable). If true, a multi-label Model will be trained (i.e.
 assuming that for each image multiple annotations may be applicable).
      bool multi_label = 5;
      Specified by:
      getMultiLabel in interface AutoMlImageClassificationInputsOrBuilder
      Returns:
      The multiLabel.

    • 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 AutoMlImageClassificationInputs parseFrom(ByteBuffer data) throws com.google.protobuf.InvalidProtocolBufferException
      Throws:
      com.google.protobuf.InvalidProtocolBufferException

    • parseFrom

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

    • parseFrom

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

    • parseFrom

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

    • parseFrom

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

    • parseFrom

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

    • parseFrom

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

    • parseFrom

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

    • parseDelimitedFrom

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

    • parseDelimitedFrom

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

    • parseFrom

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

    • parseFrom

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

    • newBuilderForType

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

    • newBuilder

      public static AutoMlImageClassificationInputs.Builder newBuilder()

    • newBuilder

      public static AutoMlImageClassificationInputs.Builder newBuilder(AutoMlImageClassificationInputs prototype)

    • toBuilder

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

    • newBuilderForType

      protected AutoMlImageClassificationInputs.Builder newBuilderForType(com.google.protobuf.AbstractMessage.BuilderParent parent)
      Overrides:
      newBuilderForType in class com.google.protobuf.AbstractMessage

    • getDefaultInstance

      public static AutoMlImageClassificationInputs getDefaultInstance()

    • parser

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

    • getParserForType

      public com.google.protobuf.Parser<AutoMlImageClassificationInputs> 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 AutoMlImageClassificationInputs getDefaultInstanceForType()
      Specified by:
      getDefaultInstanceForType in interface com.google.protobuf.MessageLiteOrBuilder
      Specified by:
      getDefaultInstanceForType in interface com.google.protobuf.MessageOrBuilder