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

Class AutoMlImageClassificationInputs

java.lang.Object

com.google.protobuf.AbstractMessageLite

com.google.protobuf.AbstractMessage

com.google.protobuf.GeneratedMessageV3

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

public final class AutoMlImageClassificationInputs
extends com.google.protobuf.GeneratedMessageV3
implements AutoMlImageClassificationInputsOrBuilder

Protobuf type google.cloud.aiplatform.v1.schema.trainingjob.definition.AutoMlImageClassificationInputs

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	AutoMlImageClassificationInputs.Builder Protobuf type google.cloud.aiplatform.v1.schema.trainingjob.definition.AutoMlImageClassificationInputs
static class	AutoMlImageClassificationInputs.ModelType Protobuf enum google.cloud.aiplatform.v1.schema.trainingjob.definition.AutoMlImageClassificationInputs.ModelType

Nested classes/interfaces inherited from class com.google.protobuf.GeneratedMessageV3

com.google.protobuf.GeneratedMessageV3.BuilderParent, com.google.protobuf.GeneratedMessageV3.ExtendableBuilder<MessageT extends com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT>,BuilderT extends com.google.protobuf.GeneratedMessageV3.ExtendableBuilder<MessageT,BuilderT>>, com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT extends com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT>>, com.google.protobuf.GeneratedMessageV3.ExtendableMessageOrBuilder<MessageT extends com.google.protobuf.GeneratedMessageV3.ExtendableMessage<MessageT>>, com.google.protobuf.GeneratedMessageV3.FieldAccessorTable, com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter

Nested classes/interfaces inherited from class com.google.protobuf.AbstractMessageLite

com.google.protobuf.AbstractMessageLite.InternalOneOfEnum

Field Summary

Fields

Modifier and Type	Field and Description
static int	BASE_MODEL_ID_FIELD_NUMBER
static int	BUDGET_MILLI_NODE_HOURS_FIELD_NUMBER
static int	DISABLE_EARLY_STOPPING_FIELD_NUMBER
static int	MODEL_TYPE_FIELD_NUMBER
static int	MULTI_LABEL_FIELD_NUMBER

Fields inherited from class com.google.protobuf.GeneratedMessageV3

alwaysUseFieldBuilders, unknownFields

Fields inherited from class com.google.protobuf.AbstractMessage

memoizedSize

Fields inherited from class com.google.protobuf.AbstractMessageLite

memoizedHashCode

Method Summary

Modifier and Type	Method and Description
boolean	equals(Object obj)
String	getBaseModelId() The ID of the `base` model.
com.google.protobuf.ByteString	getBaseModelIdBytes() The ID of the `base` model.
long	getBudgetMilliNodeHours() The training budget of creating this model, expressed in milli node hours i.e.
static AutoMlImageClassificationInputs	getDefaultInstance()
AutoMlImageClassificationInputs	getDefaultInstanceForType()
static com.google.protobuf.Descriptors.Descriptor	getDescriptor()
boolean	getDisableEarlyStopping() Use the entire training budget.
AutoMlImageClassificationInputs.ModelType	getModelType() .google.cloud.aiplatform.v1.schema.trainingjob.definition.AutoMlImageClassificationInputs.ModelType model_type = 1;
int	getModelTypeValue() .google.cloud.aiplatform.v1.schema.trainingjob.definition.AutoMlImageClassificationInputs.ModelType model_type = 1;
boolean	getMultiLabel() If false, a single-label (multi-class) Model will be trained (i.e.
com.google.protobuf.Parser<AutoMlImageClassificationInputs>	getParserForType()
int	getSerializedSize()
int	hashCode()
protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable	internalGetFieldAccessorTable()
boolean	isInitialized()
static AutoMlImageClassificationInputs.Builder	newBuilder()
static AutoMlImageClassificationInputs.Builder	newBuilder(AutoMlImageClassificationInputs prototype)
AutoMlImageClassificationInputs.Builder	newBuilderForType()
protected AutoMlImageClassificationInputs.Builder	newBuilderForType(com.google.protobuf.GeneratedMessageV3.BuilderParent parent)
protected Object	newInstance(com.google.protobuf.GeneratedMessageV3.UnusedPrivateParameter unused)
static AutoMlImageClassificationInputs	parseDelimitedFrom(InputStream input)
static AutoMlImageClassificationInputs	parseDelimitedFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static AutoMlImageClassificationInputs	parseFrom(byte[] data)
static AutoMlImageClassificationInputs	parseFrom(byte[] data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static AutoMlImageClassificationInputs	parseFrom(ByteBuffer data)
static AutoMlImageClassificationInputs	parseFrom(ByteBuffer data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static AutoMlImageClassificationInputs	parseFrom(com.google.protobuf.ByteString data)
static AutoMlImageClassificationInputs	parseFrom(com.google.protobuf.ByteString data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static AutoMlImageClassificationInputs	parseFrom(com.google.protobuf.CodedInputStream input)
static AutoMlImageClassificationInputs	parseFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static AutoMlImageClassificationInputs	parseFrom(InputStream input)
static AutoMlImageClassificationInputs	parseFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
static com.google.protobuf.Parser<AutoMlImageClassificationInputs>	parser()
AutoMlImageClassificationInputs.Builder	toBuilder()
void	writeTo(com.google.protobuf.CodedOutputStream output)

Methods inherited from class com.google.protobuf.GeneratedMessageV3

canUseUnsafe, computeStringSize, computeStringSizeNoTag, emptyBooleanList, emptyDoubleList, emptyFloatList, emptyIntList, emptyList, emptyLongList, getAllFields, getDescriptorForType, getField, getOneofFieldDescriptor, getRepeatedField, getRepeatedFieldCount, getUnknownFields, hasField, hasOneof, internalGetMapField, internalGetMapFieldReflection, isStringEmpty, makeExtensionsImmutable, makeMutableCopy, makeMutableCopy, mergeFromAndMakeImmutableInternal, mutableCopy, mutableCopy, mutableCopy, mutableCopy, mutableCopy, newBooleanList, newBuilderForType, newDoubleList, newFloatList, newIntList, newLongList, parseDelimitedWithIOException, parseDelimitedWithIOException, parseUnknownField, parseUnknownFieldProto3, parseWithIOException, parseWithIOException, parseWithIOException, parseWithIOException, serializeBooleanMapTo, serializeIntegerMapTo, serializeLongMapTo, serializeStringMapTo, writeReplace, writeString, writeStringNoTag

Methods inherited from class com.google.protobuf.AbstractMessage

findInitializationErrors, getInitializationErrorString, hashBoolean, hashEnum, hashEnumList, hashFields, hashLong, toString

Methods inherited from class com.google.protobuf.AbstractMessageLite

addAll, addAll, checkByteStringIsUtf8, toByteArray, toByteString, writeDelimitedTo, writeTo

Methods inherited from class java.lang.Object

clone, finalize, getClass, notify, notifyAll, wait, wait, wait

Methods inherited from interface com.google.protobuf.MessageOrBuilder

findInitializationErrors, getAllFields, getDescriptorForType, getField, getInitializationErrorString, getOneofFieldDescriptor, getRepeatedField, getRepeatedFieldCount, getUnknownFields, hasField, hasOneof

Methods inherited from interface com.google.protobuf.MessageLite

toByteArray, toByteString, writeDelimitedTo, writeTo

Field Detail

MODEL_TYPE_FIELD_NUMBER

public static final int MODEL_TYPE_FIELD_NUMBER

See Also:

Constant Field Values

BASE_MODEL_ID_FIELD_NUMBER

public static final int BASE_MODEL_ID_FIELD_NUMBER

See Also:

Constant Field Values

BUDGET_MILLI_NODE_HOURS_FIELD_NUMBER

public static final int BUDGET_MILLI_NODE_HOURS_FIELD_NUMBER

See Also:

Constant Field Values

DISABLE_EARLY_STOPPING_FIELD_NUMBER

public static final int DISABLE_EARLY_STOPPING_FIELD_NUMBER

See Also:

Constant Field Values

MULTI_LABEL_FIELD_NUMBER

public static final int MULTI_LABEL_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

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.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 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.GeneratedMessageV3.BuilderParent parent)

Specified by:

newBuilderForType in class com.google.protobuf.GeneratedMessageV3

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.GeneratedMessageV3

getDefaultInstanceForType

public AutoMlImageClassificationInputs getDefaultInstanceForType()

Specified by:

getDefaultInstanceForType in interface com.google.protobuf.MessageLiteOrBuilder

Specified by:

getDefaultInstanceForType in interface com.google.protobuf.MessageOrBuilder