Package org.apache.datasketches.common
Enum Family
- java.lang.Object
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- java.lang.Enum<Family>
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- org.apache.datasketches.common.Family
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- All Implemented Interfaces:
Serializable
,Comparable<Family>
public enum Family extends Enum<Family>
Defines the various families of sketch and set operation classes. A family defines a set of classes that share fundamental algorithms and behaviors. The classes within a family may still differ by how they are stored and accessed. For example, internally there are separate classes for the QuickSelect sketch algorithm that operate on the Java heap and off-heap. Not all of these families have parallel forms on and off-heap but are included for completeness.- Author:
- Lee Rhodes
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Enum Constant Summary
Enum Constants Enum Constant Description A_NOT_B
The A and not B family is an operation for the Theta Sketch Framework of sketches.ALPHA
The Alpha Sketch family is a member of the Theta Sketch Framework of sketches and is best suited for real-time processes where both the updating of the sketch and getting the estimate is performed directly on the sketch.BLOOMFILTER
Bloom FilterCOMPACT
The Compact Sketch family is a member of the Theta Sketch Framework of sketches.COUNTMIN
CountMin SketchCPC
Compressed Probabilistic Counting (CPC) SketchEBPPS
Exact and Bounded, Probability Proportional to Size (EBPPS)FREQUENCY
The Frequency family of sketches.HLL
The HLL family of sketches.INTERSECTION
The Intersection family is an operation for the Theta Sketch Framework of sketches.KLL
KLL quantiles sketchQUANTILES
The Quantiles family of sketches.QUICKSELECT
The QuickSelect Sketch family is a member of the Theta Sketch Framework of sketches and is the workhorse of the Theta Sketch Families and can be constructed for either on-heap or off-heap operation.REQ
Relative Error Quantiles SketchRESERVOIR
The Reservoir family of sketches.RESERVOIR_UNION
The reservoir sampling family of Union operations.TDIGEST
t-Digest for estimating quantiles and ranksTUPLE
The Tuple family of sketches is a large family of sketches that are extensions of the Theta Sketch Framework.UNION
The Union family is an operation for the Theta Sketch Framework of sketches.VAROPT
The VarOpt family of sketches.VAROPT_UNION
The VarOpt family of sketches.
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Method Summary
All Methods Static Methods Instance Methods Concrete Methods Modifier and Type Method Description void
checkFamilyID(int id)
String
getFamilyName()
Returns the name for this familyint
getID()
Returns the byte ID for this familyint
getMaxPreLongs()
Returns the maximum preamble size for this family in longsint
getMinPreLongs()
Returns the minimum preamble size for this family in longsstatic Family
idToFamily(int id)
Returns the Family given the IDstatic Family
stringToFamily(String famName)
Returns the Family given the family nameString
toString()
static Family
valueOf(String name)
Returns the enum constant of this type with the specified name.static Family[]
values()
Returns an array containing the constants of this enum type, in the order they are declared.
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Enum Constant Detail
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ALPHA
public static final Family ALPHA
The Alpha Sketch family is a member of the Theta Sketch Framework of sketches and is best suited for real-time processes where both the updating of the sketch and getting the estimate is performed directly on the sketch. In this situation the AlphaSketch has roughly a 30% improvement (~1/sqrt(2*k)) in its error distribution as compared to the QuickSelect (or similar KMV-derived) sketches.If the AlphaSketch is fed into any SetOperation, the error distribution reverts back to the normal QuickSelect/KMV error distribution (~1/sqrt(k)). For this reason, the AlphaSketch does not have a sister class for off-heap operation. The Alpha Sketch has a roughly 30% faster overall update time as compared to the QuickSelect sketch family.
The Alpha Sketch is created using the UpdateSketch.builder(). See Alpha TCF and Theta Sketch Framework
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QUICKSELECT
public static final Family QUICKSELECT
The QuickSelect Sketch family is a member of the Theta Sketch Framework of sketches and is the workhorse of the Theta Sketch Families and can be constructed for either on-heap or off-heap operation. The QuickSelect Sketch is created using the UpdateSketch.builder(). See Quick Select TCF
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COMPACT
public static final Family COMPACT
The Compact Sketch family is a member of the Theta Sketch Framework of sketches. The are read-only and cannot be updated, but can participate in any of the Set Operations. The compact sketches are never created directly with a constructor or Builder. Instead they are created as a result of the compact() method of an UpdateSketch or as a result of a getSketchSamples() of a SetOperation.
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UNION
public static final Family UNION
The Union family is an operation for the Theta Sketch Framework of sketches. The Union is constructed using the SetOperation.builder().
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INTERSECTION
public static final Family INTERSECTION
The Intersection family is an operation for the Theta Sketch Framework of sketches. The Intersection is constructed using the SetOperation.builder().
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A_NOT_B
public static final Family A_NOT_B
The A and not B family is an operation for the Theta Sketch Framework of sketches. The AnotB operation is constructed using the SetOperation.builder().
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HLL
public static final Family HLL
The HLL family of sketches. (Not part of TSF.)
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QUANTILES
public static final Family QUANTILES
The Quantiles family of sketches. (Not part of TSF.)
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TUPLE
public static final Family TUPLE
The Tuple family of sketches is a large family of sketches that are extensions of the Theta Sketch Framework.
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FREQUENCY
public static final Family FREQUENCY
The Frequency family of sketches. (Not part of TSF.)
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RESERVOIR
public static final Family RESERVOIR
The Reservoir family of sketches. (Not part of TSF.)
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RESERVOIR_UNION
public static final Family RESERVOIR_UNION
The reservoir sampling family of Union operations. (Not part of TSF.)
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VAROPT
public static final Family VAROPT
The VarOpt family of sketches. (Not part of TSF.)
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VAROPT_UNION
public static final Family VAROPT_UNION
The VarOpt family of sketches. (Not part of TSF.)
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KLL
public static final Family KLL
KLL quantiles sketch
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CPC
public static final Family CPC
Compressed Probabilistic Counting (CPC) Sketch
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REQ
public static final Family REQ
Relative Error Quantiles Sketch
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COUNTMIN
public static final Family COUNTMIN
CountMin Sketch
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EBPPS
public static final Family EBPPS
Exact and Bounded, Probability Proportional to Size (EBPPS)
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TDIGEST
public static final Family TDIGEST
t-Digest for estimating quantiles and ranks
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BLOOMFILTER
public static final Family BLOOMFILTER
Bloom Filter
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Method Detail
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values
public static Family[] values()
Returns an array containing the constants of this enum type, in the order they are declared. This method may be used to iterate over the constants as follows:for (Family c : Family.values()) System.out.println(c);
- Returns:
- an array containing the constants of this enum type, in the order they are declared
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valueOf
public static Family valueOf(String name)
Returns the enum constant of this type with the specified name. The string must match exactly an identifier used to declare an enum constant in this type. (Extraneous whitespace characters are not permitted.)- Parameters:
name
- the name of the enum constant to be returned.- Returns:
- the enum constant with the specified name
- Throws:
IllegalArgumentException
- if this enum type has no constant with the specified nameNullPointerException
- if the argument is null
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getID
public int getID()
Returns the byte ID for this family- Returns:
- the byte ID for this family
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checkFamilyID
public void checkFamilyID(int id)
- Parameters:
id
- the given id, a value < 128.
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getFamilyName
public String getFamilyName()
Returns the name for this family- Returns:
- the name for this family
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getMinPreLongs
public int getMinPreLongs()
Returns the minimum preamble size for this family in longs- Returns:
- the minimum preamble size for this family in longs
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getMaxPreLongs
public int getMaxPreLongs()
Returns the maximum preamble size for this family in longs- Returns:
- the maximum preamble size for this family in longs
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idToFamily
public static Family idToFamily(int id)
Returns the Family given the ID- Parameters:
id
- the given ID- Returns:
- the Family given the ID
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