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25 changes: 25 additions & 0 deletions python/pyspark/rdd.py
Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,7 @@
from tempfile import NamedTemporaryFile
from threading import Thread
import warnings
from heapq import heappush, heappop, heappushpop

from pyspark.serializers import NoOpSerializer, CartesianDeserializer, \
BatchedSerializer, CloudPickleSerializer, pack_long
Expand Down Expand Up @@ -628,6 +629,30 @@ def mergeMaps(m1, m2):
m1[k] += v
return m1
return self.mapPartitions(countPartition).reduce(mergeMaps)

def top(self, num):
"""
Get the top N elements from a RDD.

Note: It returns the list sorted in ascending order.
>>> sc.parallelize([10, 4, 2, 12, 3]).top(1)
[12]
>>> sc.parallelize([2, 3, 4, 5, 6]).cache().top(2)
[5, 6]
"""
def topIterator(iterator):
q = []
for k in iterator:
if len(q) < num:
heappush(q, k)
else:
heappushpop(q, k)
yield q

def merge(a, b):
return next(topIterator(a + b))

return sorted(self.mapPartitions(topIterator).reduce(merge))

def take(self, num):
"""
Expand Down