final class SparseFeature extends GeneratedMessageV3 with SparseFeatureOrBuilder
A sparse feature represents a sparse tensor that is encoded with a combination of raw features, namely index features and a value feature. Each index feature defines a list of indices in a different dimension.
Protobuf type tensorflow.metadata.v0.SparseFeature
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- SparseFeature.java
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- final def getClass(): Class[_ <: AnyRef]
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- @native()
- def getDefaultInstanceForType(): SparseFeature
- Definition Classes
- SparseFeature → MessageOrBuilder → MessageLiteOrBuilder
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- @Override()
- def getDenseShape(): FixedShape
Shape of the sparse tensor that this SparseFeature represents. Currently not supported. TODO(b/109669962): Consider deriving this from the referred features.
Shape of the sparse tensor that this SparseFeature represents. Currently not supported. TODO(b/109669962): Consider deriving this from the referred features.
optional .tensorflow.metadata.v0.FixedShape dense_shape = 5;
- returns
The denseShape.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getDenseShapeOrBuilder(): FixedShapeOrBuilder
Shape of the sparse tensor that this SparseFeature represents. Currently not supported. TODO(b/109669962): Consider deriving this from the referred features.
Shape of the sparse tensor that this SparseFeature represents. Currently not supported. TODO(b/109669962): Consider deriving this from the referred features.
optional .tensorflow.metadata.v0.FixedShape dense_shape = 5;
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
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- @Override()
- def getDescriptorForType(): Descriptor
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- GeneratedMessageV3 → MessageOrBuilder
- def getField(field: FieldDescriptor): AnyRef
- Definition Classes
- GeneratedMessageV3 → MessageOrBuilder
- def getIndexFeature(index: Int): IndexFeature
Features that represent indexes. Should be integers >= 0.
Features that represent indexes. Should be integers >= 0.
repeated .tensorflow.metadata.v0.SparseFeature.IndexFeature index_feature = 6;
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getIndexFeatureCount(): Int
Features that represent indexes. Should be integers >= 0.
Features that represent indexes. Should be integers >= 0.
repeated .tensorflow.metadata.v0.SparseFeature.IndexFeature index_feature = 6;
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getIndexFeatureList(): List[IndexFeature]
Features that represent indexes. Should be integers >= 0.
Features that represent indexes. Should be integers >= 0.
repeated .tensorflow.metadata.v0.SparseFeature.IndexFeature index_feature = 6;
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getIndexFeatureOrBuilder(index: Int): IndexFeatureOrBuilder
Features that represent indexes. Should be integers >= 0.
Features that represent indexes. Should be integers >= 0.
repeated .tensorflow.metadata.v0.SparseFeature.IndexFeature index_feature = 6;
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getIndexFeatureOrBuilderList(): List[_ <: IndexFeatureOrBuilder]
Features that represent indexes. Should be integers >= 0.
Features that represent indexes. Should be integers >= 0.
repeated .tensorflow.metadata.v0.SparseFeature.IndexFeature index_feature = 6;
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getInitializationErrorString(): String
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- AbstractMessage → MessageOrBuilder
- def getIsSorted(): Boolean
If true then the index values are already sorted lexicographically.
If true then the index values are already sorted lexicographically.
optional bool is_sorted = 8;
- returns
The isSorted.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getLifecycleStage(): LifecycleStage
The lifecycle_stage determines where a feature is expected to be used, and therefore how important issues with it are.
The lifecycle_stage determines where a feature is expected to be used, and therefore how important issues with it are.
optional .tensorflow.metadata.v0.LifecycleStage lifecycle_stage = 7;
- returns
The lifecycleStage.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getName(): String
Name for the sparse feature. This should not clash with other features in the same schema.
Name for the sparse feature. This should not clash with other features in the same schema.
optional string name = 1;
- returns
The name.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getNameBytes(): ByteString
Name for the sparse feature. This should not clash with other features in the same schema.
Name for the sparse feature. This should not clash with other features in the same schema.
optional string name = 1;
- returns
The bytes for name.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getOneofFieldDescriptor(oneof: OneofDescriptor): FieldDescriptor
- Definition Classes
- GeneratedMessageV3 → AbstractMessage → MessageOrBuilder
- def getParserForType(): Parser[SparseFeature]
- Definition Classes
- SparseFeature → GeneratedMessageV3 → Message → MessageLite
- Annotations
- @Override()
- def getRepeatedField(field: FieldDescriptor, index: Int): AnyRef
- Definition Classes
- GeneratedMessageV3 → MessageOrBuilder
- def getRepeatedFieldCount(field: FieldDescriptor): Int
- Definition Classes
- GeneratedMessageV3 → MessageOrBuilder
- def getSerializedSize(): Int
- Definition Classes
- SparseFeature → GeneratedMessageV3 → AbstractMessage → MessageLite
- Annotations
- @Override()
- def getUnknownFields(): UnknownFieldSet
- Definition Classes
- GeneratedMessageV3 → MessageOrBuilder
- def getValueFeature(): ValueFeature
required
required
optional .tensorflow.metadata.v0.SparseFeature.ValueFeature value_feature = 9;
- returns
The valueFeature.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def getValueFeatureOrBuilder(): ValueFeatureOrBuilder
required
required
optional .tensorflow.metadata.v0.SparseFeature.ValueFeature value_feature = 9;
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def hasDenseShape(): Boolean
Shape of the sparse tensor that this SparseFeature represents. Currently not supported. TODO(b/109669962): Consider deriving this from the referred features.
Shape of the sparse tensor that this SparseFeature represents. Currently not supported. TODO(b/109669962): Consider deriving this from the referred features.
optional .tensorflow.metadata.v0.FixedShape dense_shape = 5;
- returns
Whether the denseShape field is set.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def hasField(field: FieldDescriptor): Boolean
- Definition Classes
- GeneratedMessageV3 → MessageOrBuilder
- def hasIsSorted(): Boolean
If true then the index values are already sorted lexicographically.
If true then the index values are already sorted lexicographically.
optional bool is_sorted = 8;
- returns
Whether the isSorted field is set.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def hasLifecycleStage(): Boolean
The lifecycle_stage determines where a feature is expected to be used, and therefore how important issues with it are.
The lifecycle_stage determines where a feature is expected to be used, and therefore how important issues with it are.
optional .tensorflow.metadata.v0.LifecycleStage lifecycle_stage = 7;
- returns
Whether the lifecycleStage field is set.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def hasName(): Boolean
Name for the sparse feature. This should not clash with other features in the same schema.
Name for the sparse feature. This should not clash with other features in the same schema.
optional string name = 1;
- returns
Whether the name field is set.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override()
- def hasOneof(oneof: OneofDescriptor): Boolean
- Definition Classes
- GeneratedMessageV3 → AbstractMessage → MessageOrBuilder
- def hasValueFeature(): Boolean
required
required
optional .tensorflow.metadata.v0.SparseFeature.ValueFeature value_feature = 9;
- returns
Whether the valueFeature field is set.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
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- @Override()
- def hashCode(): Int
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- SparseFeature → AbstractMessage → Message → AnyRef → Any
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- SparseFeature → GeneratedMessageV3
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- SparseFeature → Message → MessageLite
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- def toByteArray(): Array[Byte]
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Deprecated Value Members
- def getDeprecated(): Boolean
This field is no longer supported. Instead, use: lifecycle_stage: DEPRECATED TODO(b/111450258): remove this.
This field is no longer supported. Instead, use: lifecycle_stage: DEPRECATED TODO(b/111450258): remove this.
optional bool deprecated = 2 [deprecated = true];
- returns
The deprecated.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override() @Deprecated
- Deprecated
- def getPresence(): FeaturePresence
Constraints on the presence of this feature in examples. Deprecated, this is inferred by the referred features.
Constraints on the presence of this feature in examples. Deprecated, this is inferred by the referred features.
optional .tensorflow.metadata.v0.FeaturePresence presence = 4 [deprecated = true];
- returns
The presence.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override() @Deprecated
- Deprecated
- def getPresenceOrBuilder(): FeaturePresenceOrBuilder
Constraints on the presence of this feature in examples. Deprecated, this is inferred by the referred features.
Constraints on the presence of this feature in examples. Deprecated, this is inferred by the referred features.
optional .tensorflow.metadata.v0.FeaturePresence presence = 4 [deprecated = true];
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override() @Deprecated
- Deprecated
- def getType(): FeatureType
Type of value feature. Deprecated, this is inferred by the referred features.
Type of value feature. Deprecated, this is inferred by the referred features.
optional .tensorflow.metadata.v0.FeatureType type = 10 [deprecated = true];
- returns
The type.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override() @Deprecated
- Deprecated
- def hasDeprecated(): Boolean
This field is no longer supported. Instead, use: lifecycle_stage: DEPRECATED TODO(b/111450258): remove this.
This field is no longer supported. Instead, use: lifecycle_stage: DEPRECATED TODO(b/111450258): remove this.
optional bool deprecated = 2 [deprecated = true];
- returns
Whether the deprecated field is set.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override() @Deprecated
- Deprecated
- def hasPresence(): Boolean
Constraints on the presence of this feature in examples. Deprecated, this is inferred by the referred features.
Constraints on the presence of this feature in examples. Deprecated, this is inferred by the referred features.
optional .tensorflow.metadata.v0.FeaturePresence presence = 4 [deprecated = true];
- returns
Whether the presence field is set.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override() @Deprecated
- Deprecated
- def hasType(): Boolean
Type of value feature. Deprecated, this is inferred by the referred features.
Type of value feature. Deprecated, this is inferred by the referred features.
optional .tensorflow.metadata.v0.FeatureType type = 10 [deprecated = true];
- returns
Whether the type field is set.
- Definition Classes
- SparseFeature → SparseFeatureOrBuilder
- Annotations
- @Override() @Deprecated
- Deprecated
- def internalGetMapField(fieldNumber: Int): MapField[_ <: AnyRef, _ <: AnyRef]
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- protected[protobuf]
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