cascading.pipe
Class HashJoin

java.lang.Object
  cascading.pipe.Pipe
      cascading.pipe.Splice
          cascading.pipe.HashJoin

All Implemented Interfaces:

FlowElement, Traceable, Serializable

public class HashJoin
extends Splice

The HashJoin pipe allows for two or more tuple streams to join into a single stream via a Joiner when all but one tuple stream is considered small enough to fit into memory.

When planned onto MapReduce, this is effectively a non-blocking "asymmetrical join" or "replicated join", where the left-most side will not block (accumulate into memory) in order to complete the join, but the right-most sides will. See below...

No aggregations can be performed with a HashJoin pipe as there is no guarantee all value will be associated with a given grouping key. In fact, an Aggregator would see the same grouping many times with a partial set of values.

For every incoming Pipe instance, a Fields instance must be specified that denotes the field names or positions that should be joined with the other given Pipe instances. If the incoming Pipe instances declare one or more field with the same name, the declaredFields must be given to name the outgoing Tuple stream fields to overcome field name collisions.

By default HashJoin performs an inner join via the InnerJoin Joiner class.

Self joins can be achieved by using a constructor that takes a single Pipe and a numSelfJoins value. A value of 1 for numSelfJoins will join the Pipe with itself once. Note that a self join will block until all data is accumulated thus the stream must be reasonably small.

Note "outer" joins on the left most side will not behave as expected. All observed keys on the right most sides will be emitted with null for the left most stream, thus when running distributed, duplicate values will emerge from every Map task split on the MapReduce platform.

HashJoin does not scale well to large data sizes and thus requires streams with more data on the left hand side to join with more sparse data on the right hand side. That is, always attempt to effect M x N joins where M is large and N is small, instead of where M is small and N is large. Right hand side streams will be accumulated, and spilled to disk if the collection reaches a specific threshold when using Hadoop.

If spills are happening, consider increasing the spill thresholds, see SpillableTupleMap.

If one of the right hand side streams starts larger than memory but is filtered (likely by a Filter implementation) down to the point it fits into memory, it may be useful to use a Checkpoint Pipe to persist the stream and force a new FlowStep (MapReduce job) to read the data from disk, instead of applying the filter redundantly. This will minimize the amount of data "replicated" across the network.

See the TupleCollectionFactory and TupleMapFactory for a means to use alternative spillable types.

See Also:

InnerJoin, OuterJoin, LeftJoin, RightJoin, MixedJoin, Fields, SpillableTupleMap, Serialized Form

Field Summary

Fields inherited from class cascading.pipe.Splice

declaredFields, keyFieldsMap, resultGroupFields, sortFieldsMap

Fields inherited from class cascading.pipe.Pipe

configDef, name, parent, previous, stepConfigDef

Constructor Summary

HashJoin(Pipe[] pipes, Fields[] joinFields, Fields declaredFields, Joiner joiner)
Constructor HashJoin creates a new Join instance.

HashJoin(Pipe pipe, Fields joinFields, int numSelfJoins, Fields declaredFields)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(Pipe pipe, Fields joinFields, int numSelfJoins, Fields declaredFields, Joiner joiner)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(Pipe pipe, Fields joinFields, int numSelfJoins, Joiner joiner)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(Pipe lhs, Fields lhsJoinFields, Pipe rhs, Fields rhsJoinFields)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(Pipe lhs, Fields lhsJoinFields, Pipe rhs, Fields rhsJoinFields, Fields declaredFields)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(Pipe lhs, Fields lhsJoinFields, Pipe rhs, Fields rhsJoinFields, Fields declaredFields, Joiner joiner)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(Pipe lhs, Fields lhsJoinFields, Pipe rhs, Fields rhsJoinFields, Joiner joiner)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(String joinName, Pipe[] pipes, Fields[] joinFields, Fields declaredFields, Joiner joiner)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(String joinName, Pipe pipe, Fields joinFields, int numSelfJoins, Fields declaredFields)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(String joinName, Pipe pipe, Fields joinFields, int numSelfJoins, Fields declaredFields, Joiner joiner)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(String joinName, Pipe pipe, Fields joinFields, int numSelfJoins, Joiner joiner)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(String joinName, Pipe lhs, Fields lhsJoinFields, Pipe rhs, Fields rhsJoinFields)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(String joinName, Pipe lhs, Fields lhsJoinFields, Pipe rhs, Fields rhsJoinFields, Fields declaredFields)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(String joinName, Pipe lhs, Fields lhsJoinFields, Pipe rhs, Fields rhsJoinFields, Fields declaredFields, Joiner joiner)
Constructor HashJoin creates a new HashJoin instance.

HashJoin(String joinName, Pipe lhs, Fields lhsJoinFields, Pipe rhs, Fields rhsJoinFields, Joiner joiner)
Constructor HashJoin creates a new HashJoin instance.

Method Summary

Methods inherited from class cascading.pipe.Splice

equals, getDeclaredFields, getJoinDeclaredFields, getJoiner, getKeySelectors, getName, getNumSelfJoins, getPipePos, getPrevious, getSortingSelectors, hashCode, isCoGroup, isEquivalentTo, isGroupBy, isJoin, isMerge, isSorted, isSortReversed, outgoingScopeFor, printInternal, resolveIncomingOperationPassThroughFields, toString

Methods inherited from class cascading.pipe.Pipe

getConfigDef, getHeads, getParent, getStepConfigDef, getTrace, hasConfigDef, hasStepConfigDef, id, named, names, pipes, print, resolveIncomingOperationArgumentFields, setParent

Methods inherited from class java.lang.Object

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

Constructor Detail

HashJoin

@ConstructorProperties(value={"joinName","lhs","lhsJoinFields","rhs","rhsJoinFields"})
public HashJoin(String joinName,
                                           Pipe lhs,
                                           Fields lhsJoinFields,
                                           Pipe rhs,
                                           Fields rhsJoinFields)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

joinName -

lhs -

lhsJoinFields -

rhs -

rhsJoinFields -

HashJoin

@ConstructorProperties(value={"joinName","lhs","lhsJoinFields","rhs","rhsJoinFields","joiner"})
public HashJoin(String joinName,
                                           Pipe lhs,
                                           Fields lhsJoinFields,
                                           Pipe rhs,
                                           Fields rhsJoinFields,
                                           Joiner joiner)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

joinName -

lhs -

lhsJoinFields -

rhs -

rhsJoinFields -

joiner -

HashJoin

@ConstructorProperties(value={"joinName","lhs","lhsJoinFields","rhs","rhsJoinFields","declaredFields"})
public HashJoin(String joinName,
                                           Pipe lhs,
                                           Fields lhsJoinFields,
                                           Pipe rhs,
                                           Fields rhsJoinFields,
                                           Fields declaredFields)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

joinName -

lhs -

lhsJoinFields -

rhs -

rhsJoinFields -

declaredFields -

HashJoin

@ConstructorProperties(value={"joinName","lhs","lhsJoinFields","rhs","rhsJoinFields","declaredFields","joiner"})
public HashJoin(String joinName,
                                           Pipe lhs,
                                           Fields lhsJoinFields,
                                           Pipe rhs,
                                           Fields rhsJoinFields,
                                           Fields declaredFields,
                                           Joiner joiner)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

joinName -

lhs -

lhsJoinFields -

rhs -

rhsJoinFields -

declaredFields -

joiner -

HashJoin

@ConstructorProperties(value={"joinName","pipe","joinFields","numSelfJoins","declaredFields","joiner"})
public HashJoin(String joinName,
                                           Pipe pipe,
                                           Fields joinFields,
                                           int numSelfJoins,
                                           Fields declaredFields,
                                           Joiner joiner)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

joinName -

pipe -

joinFields -

numSelfJoins -

declaredFields -

joiner -

HashJoin

@ConstructorProperties(value={"joinName","pipe","joinFields","numSelfJoins","declaredFields"})
public HashJoin(String joinName,
                                           Pipe pipe,
                                           Fields joinFields,
                                           int numSelfJoins,
                                           Fields declaredFields)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

joinName -

pipe -

joinFields -

numSelfJoins -

declaredFields -

HashJoin

@ConstructorProperties(value={"joinName","pipe","joinFields","numSelfJoins","joiner"})
public HashJoin(String joinName,
                                           Pipe pipe,
                                           Fields joinFields,
                                           int numSelfJoins,
                                           Joiner joiner)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

joinName -

pipe -

joinFields -

numSelfJoins -

joiner -

HashJoin

@ConstructorProperties(value={"joinName","pipes","joinFields","declaredFields","joiner"})
public HashJoin(String joinName,
                                           Pipe[] pipes,
                                           Fields[] joinFields,
                                           Fields declaredFields,
                                           Joiner joiner)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

joinName -

pipes -

joinFields -

declaredFields -

joiner -

HashJoin

@ConstructorProperties(value={"lhs","lhsJoinFields","rhs","rhsJoinFields"})
public HashJoin(Pipe lhs,
                                           Fields lhsJoinFields,
                                           Pipe rhs,
                                           Fields rhsJoinFields)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

lhs -

lhsJoinFields -

rhs -

rhsJoinFields -

HashJoin

@ConstructorProperties(value={"lhs","lhsJoinFields","rhs","rhsJoinFields","joiner"})
public HashJoin(Pipe lhs,
                                           Fields lhsJoinFields,
                                           Pipe rhs,
                                           Fields rhsJoinFields,
                                           Joiner joiner)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

lhs -

lhsJoinFields -

rhs -

rhsJoinFields -

joiner -

HashJoin

@ConstructorProperties(value={"lhs","lhsJoinFields","rhs","rhsJoinFields","declaredFields"})
public HashJoin(Pipe lhs,
                                           Fields lhsJoinFields,
                                           Pipe rhs,
                                           Fields rhsJoinFields,
                                           Fields declaredFields)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

lhs -

lhsJoinFields -

rhs -

rhsJoinFields -

declaredFields -

HashJoin

@ConstructorProperties(value={"lhs","lhsJoinFields","rhs","rhsJoinFields","declaredFields","joiner"})
public HashJoin(Pipe lhs,
                                           Fields lhsJoinFields,
                                           Pipe rhs,
                                           Fields rhsJoinFields,
                                           Fields declaredFields,
                                           Joiner joiner)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

lhs -

lhsJoinFields -

rhs -

rhsJoinFields -

declaredFields -

joiner -

HashJoin

@ConstructorProperties(value={"pipe","joinFields","numSelfJoins","declaredFields","joiner"})
public HashJoin(Pipe pipe,
                                           Fields joinFields,
                                           int numSelfJoins,
                                           Fields declaredFields,
                                           Joiner joiner)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

pipe -

joinFields -

numSelfJoins -

declaredFields -

joiner -

HashJoin

@ConstructorProperties(value={"pipe","joinFields","numSelfJoins","declaredFields"})
public HashJoin(Pipe pipe,
                                           Fields joinFields,
                                           int numSelfJoins,
                                           Fields declaredFields)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

pipe -

joinFields -

numSelfJoins -

declaredFields -

HashJoin

@ConstructorProperties(value={"pipe","joinFields","numSelfJoins","joiner"})
public HashJoin(Pipe pipe,
                                           Fields joinFields,
                                           int numSelfJoins,
                                           Joiner joiner)

Constructor HashJoin creates a new HashJoin instance.

Parameters:

pipe -

joinFields -

numSelfJoins -

joiner -

HashJoin

@ConstructorProperties(value={"pipes","joinFields","declaredFields","joiner"})
public HashJoin(Pipe[] pipes,
                                           Fields[] joinFields,
                                           Fields declaredFields,
                                           Joiner joiner)

Constructor HashJoin creates a new Join instance.

Parameters:

pipes -

joinFields -

declaredFields -

joiner -