final class WeightedFeature extends GeneratedMessageV3 with WeightedFeatureOrBuilder
Represents a weighted feature that is encoded as a combination of raw base features. The `weight_feature` should be a float feature with identical shape as the `feature`. This is useful for representing weights associated with categorical tokens (e.g. a TFIDF weight associated with each token). TODO(b/142122960): Handle WeightedCategorical end to end in TFX (validation, TFX Unit Testing, etc)
Protobuf type tensorflow.metadata.v0.WeightedFeature
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- WeightedFeature.java
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- def getDefaultInstanceForType(): WeightedFeature
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- def getDescriptorForType(): Descriptor
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- def getFeature(): Path
Path of a base feature to be weighted. Required.
Path of a base feature to be weighted. Required.
optional .tensorflow.metadata.v0.Path feature = 2;
- returns
The feature.
- Definition Classes
- WeightedFeature → WeightedFeatureOrBuilder
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- @Override()
- def getFeatureOrBuilder(): PathOrBuilder
Path of a base feature to be weighted. Required.
Path of a base feature to be weighted. Required.
optional .tensorflow.metadata.v0.Path feature = 2;
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- WeightedFeature → WeightedFeatureOrBuilder
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- def getField(field: FieldDescriptor): AnyRef
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- def getInitializationErrorString(): String
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- 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 = 4;
- returns
The lifecycleStage.
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- WeightedFeature → WeightedFeatureOrBuilder
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- def getName(): String
Name for the weighted feature. This should not clash with other features in the same schema.
Name for the weighted feature. This should not clash with other features in the same schema.
optional string name = 1;
- returns
The name.
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- WeightedFeature → WeightedFeatureOrBuilder
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- def getNameBytes(): ByteString
Name for the weighted feature. This should not clash with other features in the same schema.
Name for the weighted feature. This should not clash with other features in the same schema.
optional string name = 1;
- returns
The bytes for name.
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- WeightedFeature → WeightedFeatureOrBuilder
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- def getOneofFieldDescriptor(oneof: OneofDescriptor): FieldDescriptor
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- def getParserForType(): Parser[WeightedFeature]
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- def getRepeatedField(field: FieldDescriptor, index: Int): AnyRef
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- def getRepeatedFieldCount(field: FieldDescriptor): Int
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- def getSerializedSize(): Int
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- def getUnknownFields(): UnknownFieldSet
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- def getWeightFeature(): Path
Path of weight feature to associate with the base feature. Must be same shape as feature. Required.
Path of weight feature to associate with the base feature. Must be same shape as feature. Required.
optional .tensorflow.metadata.v0.Path weight_feature = 3;
- returns
The weightFeature.
- Definition Classes
- WeightedFeature → WeightedFeatureOrBuilder
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- @Override()
- def getWeightFeatureOrBuilder(): PathOrBuilder
Path of weight feature to associate with the base feature. Must be same shape as feature. Required.
Path of weight feature to associate with the base feature. Must be same shape as feature. Required.
optional .tensorflow.metadata.v0.Path weight_feature = 3;
- Definition Classes
- WeightedFeature → WeightedFeatureOrBuilder
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- @Override()
- def hasFeature(): Boolean
Path of a base feature to be weighted. Required.
Path of a base feature to be weighted. Required.
optional .tensorflow.metadata.v0.Path feature = 2;
- returns
Whether the feature field is set.
- Definition Classes
- WeightedFeature → WeightedFeatureOrBuilder
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- @Override()
- def hasField(field: FieldDescriptor): Boolean
- Definition Classes
- GeneratedMessageV3 → MessageOrBuilder
- 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 = 4;
- returns
Whether the lifecycleStage field is set.
- Definition Classes
- WeightedFeature → WeightedFeatureOrBuilder
- Annotations
- @Override()
- def hasName(): Boolean
Name for the weighted feature. This should not clash with other features in the same schema.
Name for the weighted feature. This should not clash with other features in the same schema.
optional string name = 1;
- returns
Whether the name field is set.
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- WeightedFeature → WeightedFeatureOrBuilder
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- @Override()
- def hasOneof(oneof: OneofDescriptor): Boolean
- Definition Classes
- GeneratedMessageV3 → AbstractMessage → MessageOrBuilder
- def hasWeightFeature(): Boolean
Path of weight feature to associate with the base feature. Must be same shape as feature. Required.
Path of weight feature to associate with the base feature. Must be same shape as feature. Required.
optional .tensorflow.metadata.v0.Path weight_feature = 3;
- returns
Whether the weightFeature field is set.
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- WeightedFeature → WeightedFeatureOrBuilder
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