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public enum FeatureView.IndexConfig.DistanceMeasureType extends Enum<FeatureView.IndexConfig.DistanceMeasureType> implements ProtocolMessageEnum
The distance measure used in nearest neighbor search.
Protobuf enum google.cloud.aiplatform.v1.FeatureView.IndexConfig.DistanceMeasureType
Implements
ProtocolMessageEnumStatic Fields | |
---|---|
Name | Description |
COSINE_DISTANCE | Cosine Distance. Defined as 1 - cosine similarity. We strongly suggest using DOT_PRODUCT_DISTANCE + UNIT_L2_NORM instead of COSINE distance. Our algorithms have been more optimized for DOT_PRODUCT distance which, when combined with UNIT_L2_NORM, is mathematically equivalent to COSINE distance and results in the same ranking. |
COSINE_DISTANCE_VALUE | Cosine Distance. Defined as 1 - cosine similarity. We strongly suggest using DOT_PRODUCT_DISTANCE + UNIT_L2_NORM instead of COSINE distance. Our algorithms have been more optimized for DOT_PRODUCT distance which, when combined with UNIT_L2_NORM, is mathematically equivalent to COSINE distance and results in the same ranking. |
DISTANCE_MEASURE_TYPE_UNSPECIFIED | Should not be set. |
DISTANCE_MEASURE_TYPE_UNSPECIFIED_VALUE | Should not be set. |
DOT_PRODUCT_DISTANCE | Dot Product Distance. Defined as a negative of the dot product. |
DOT_PRODUCT_DISTANCE_VALUE | Dot Product Distance. Defined as a negative of the dot product. |
SQUARED_L2_DISTANCE | Euclidean (L_2) Distance. |
SQUARED_L2_DISTANCE_VALUE | Euclidean (L_2) Distance. |
UNRECOGNIZED |
Static Methods | |
---|---|
Name | Description |
forNumber(int value) | |
getDescriptor() | |
internalGetValueMap() | |
valueOf(Descriptors.EnumValueDescriptor desc) | |
valueOf(int value) | Deprecated. Use #forNumber(int) instead. |
valueOf(String name) | |
values() |
Methods | |
---|---|
Name | Description |
getDescriptorForType() | |
getNumber() | |
getValueDescriptor() |