Created
March 1, 2018 23:49
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object CollectionUtils { | |
implicit class PairRDDLikeOps[K, V](iterable: Iterable[(K, V)]) { | |
def groupByKey(): List[(K, Iterable[V])] = { | |
iterable | |
.groupBy { case (k, _) => k } | |
.mapValues(_.map { case (_, v) => v }) | |
.toList | |
} | |
def reduceByKey(fn: (V, V) => V): List[(K, V)] = { | |
iterable | |
.groupBy { case (k, _) => k } | |
.mapValues(_.map { case (_, v) => v }.reduce(fn)) | |
.toList | |
} | |
def cogroup[O](other: Iterable[(K, O)]): Iterable[(K, (Iterable[V], Iterable[O]))] = { | |
val thisGrouped = iterable.groupByKey().toMap | |
val otherGrouped = other.groupByKey().toMap | |
(thisGrouped.keySet ++ otherGrouped.keySet).map { k => | |
k -> (thisGrouped.getOrElse(k, Nil), otherGrouped.getOrElse(k, Nil)) | |
} | |
} | |
def join[O](other: Iterable[(K, O)]): Iterable[(K, (V, O))] = { | |
cogroup(other).flatMap { case (k, (groupedA, groupedB)) => | |
for { | |
a <- groupedA | |
b <- groupedB | |
} yield (k, (a, b)) | |
} | |
} | |
def leftOuterJoin[O](other: Iterable[(K, O)]): Iterable[(K, (V, Option[O]))] = { | |
cogroup(other).flatMap { case (k, (groupedA, groupedB)) => | |
for { | |
a <- groupedA | |
b <- { | |
if(groupedB.isEmpty) | |
List(None) | |
else | |
groupedB.map(Option.apply) | |
} | |
} yield (k, (a, b)) | |
} | |
} | |
} | |
} |
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