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cs525-sp18-g07
spark
Commits
9f20b6b4
Commit
9f20b6b4
authored
14 years ago
by
Matei Zaharia
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Added reduceByKey operation for RDDs containing pairs
parent
34eccedb
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Changes
2
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2 changed files
src/scala/spark/RDD.scala
+33
-2
33 additions, 2 deletions
src/scala/spark/RDD.scala
src/scala/spark/SparkContext.scala
+5
-0
5 additions, 0 deletions
src/scala/spark/SparkContext.scala
with
38 additions
and
2 deletions
src/scala/spark/RDD.scala
+
33
−
2
View file @
9f20b6b4
...
...
@@ -7,6 +7,7 @@ import java.util.Random
import
scala.collection.mutable.ArrayBuffer
import
scala.collection.mutable.Map
import
scala.collection.mutable.HashMap
import
mesos._
...
...
@@ -27,7 +28,12 @@ abstract class RDD[T: ClassManifest](
def
filter
(
f
:
T
=>
Boolean
)
=
new
FilteredRDD
(
this
,
sc
.
clean
(
f
))
def
aggregateSplit
()
=
new
SplitRDD
(
this
)
def
cache
()
=
new
CachedRDD
(
this
)
def
sample
(
withReplacement
:
Boolean
,
frac
:
Double
,
seed
:
Int
)
=
new
SampledRDD
(
this
,
withReplacement
,
frac
,
seed
)
def
sample
(
withReplacement
:
Boolean
,
frac
:
Double
,
seed
:
Int
)
=
new
SampledRDD
(
this
,
withReplacement
,
frac
,
seed
)
def
flatMap
[
U:
ClassManifest
](
f
:
T
=>
Traversable
[
U
])
=
new
FlatMappedRDD
(
this
,
sc
.
clean
(
f
))
def
foreach
(
f
:
T
=>
Unit
)
{
val
cleanF
=
sc
.
clean
(
f
)
...
...
@@ -140,6 +146,16 @@ extends RDD[T](prev.sparkContext) {
override
def
taskStarted
(
split
:
Split
,
slot
:
SlaveOffer
)
=
prev
.
taskStarted
(
split
,
slot
)
}
class
FlatMappedRDD
[
U:
ClassManifest
,
T:
ClassManifest
](
prev
:
RDD
[
T
],
f
:
T
=>
Traversable
[
U
])
extends
RDD
[
U
](
prev
.
sparkContext
)
{
override
def
splits
=
prev
.
splits
override
def
preferredLocations
(
split
:
Split
)
=
prev
.
preferredLocations
(
split
)
override
def
iterator
(
split
:
Split
)
=
prev
.
iterator
(
split
).
toStream
.
flatMap
(
f
).
iterator
override
def
taskStarted
(
split
:
Split
,
slot
:
SlaveOffer
)
=
prev
.
taskStarted
(
split
,
slot
)
}
class
SplitRDD
[
T:
ClassManifest
](
prev
:
RDD
[
T
])
extends
RDD
[
Array
[
T
]](
prev
.
sparkContext
)
{
override
def
splits
=
prev
.
splits
...
...
@@ -281,7 +297,7 @@ extends RDD[T](sc) {
s
.
asInstanceOf
[
UnionSplit
[
T
]].
preferredLocations
()
}
@serializable
class
CartesianSplit
(
val
s1
:
Split
,
val
s2
:
Split
)
extends
Split
{}
@serializable
class
CartesianSplit
(
val
s1
:
Split
,
val
s2
:
Split
)
extends
Split
@serializable
class
CartesianRDD
[
T:
ClassManifest
,
U:ClassManifest
](
...
...
@@ -310,3 +326,18 @@ extends RDD[Pair[T, U]](sc) {
rdd2
.
taskStarted
(
currSplit
.
s2
,
slot
)
}
}
@serializable
class
PairRDDExtras
[
K
,
V
](
rdd
:
RDD
[(
K
,
V
)])
{
def
reduceByKey
(
func
:
(
V
,
V
)
=>
V
)
:
Map
[
K
,
V
]
=
{
def
mergeMaps
(
m1
:
HashMap
[
K
,
V
],
m2
:
HashMap
[
K
,
V
])
:
HashMap
[
K
,
V
]
=
{
for
((
k
,
v
)
<-
m2
)
{
m1
.
get
(
k
)
match
{
case
None
=>
m1
(
k
)
=
v
case
Some
(
w
)
=>
m1
(
k
)
=
func
(
w
,
v
)
}
}
return
m1
}
rdd
.
map
(
pair
=>
HashMap
(
pair
)).
reduce
(
mergeMaps
)
}
}
This diff is collapsed.
Click to expand it.
src/scala/spark/SparkContext.scala
+
5
−
0
View file @
9f20b6b4
...
...
@@ -85,9 +85,14 @@ object SparkContext {
def
add
(
t1
:
Double
,
t2
:
Double
)
:
Double
=
t1
+
t2
def
zero
(
initialValue
:
Double
)
=
0.0
}
implicit
object
IntAccumulatorParam
extends
AccumulatorParam
[
Int
]
{
def
add
(
t1
:
Int
,
t2
:
Int
)
:
Int
=
t1
+
t2
def
zero
(
initialValue
:
Int
)
=
0
}
// TODO: Add AccumulatorParams for other types, e.g. lists and strings
implicit
def
rddToPairRDDExtras
[
K
,
V
](
rdd
:
RDD
[(
K
,
V
)])
=
new
PairRDDExtras
(
rdd
)
}
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