From 95c95b71ed31b2971475aec6d7776dc234845d0a Mon Sep 17 00:00:00 2001 From: Liang-Chi Hsieh Date: Tue, 20 Dec 2016 13:12:16 -0800 Subject: [PATCH] [SPARK-18281] [SQL] [PYSPARK] Remove timeout for reading data through socket for local iterator ## What changes were proposed in this pull request? There is a timeout failure when using `rdd.toLocalIterator()` or `df.toLocalIterator()` for a PySpark RDD and DataFrame: df = spark.createDataFrame([[1],[2],[3]]) it = df.toLocalIterator() row = next(it) df2 = df.repartition(1000) # create many empty partitions which increase materialization time so causing timeout it2 = df2.toLocalIterator() row = next(it2) The cause of this issue is, we open a socket to serve the data from JVM side. We set timeout for connection and reading through the socket in Python side. In Python we use a generator to read the data, so we only begin to connect the socket once we start to ask data from it. If we don't consume it immediately, there is connection timeout. In the other side, the materialization time for RDD partitions is unpredictable. So we can't set a timeout for reading data through the socket. Otherwise, it is very possibly to fail. ## How was this patch tested? Added tests into PySpark. Please review http://spark.apache.org/contributing.html before opening a pull request. Author: Liang-Chi Hsieh Closes #16263 from viirya/fix-pyspark-localiterator. --- python/pyspark/rdd.py | 11 +++++------ python/pyspark/tests.py | 12 ++++++++++++ 2 files changed, 17 insertions(+), 6 deletions(-) diff --git a/python/pyspark/rdd.py b/python/pyspark/rdd.py index 9e05da89af..b384b2b507 100644 --- a/python/pyspark/rdd.py +++ b/python/pyspark/rdd.py @@ -135,12 +135,11 @@ def _load_from_socket(port, serializer): break if not sock: raise Exception("could not open socket") - try: - rf = sock.makefile("rb", 65536) - for item in serializer.load_stream(rf): - yield item - finally: - sock.close() + # The RDD materialization time is unpredicable, if we set a timeout for socket reading + # operation, it will very possibly fail. See SPARK-18281. + sock.settimeout(None) + # The socket will be automatically closed when garbage-collected. + return serializer.load_stream(sock.makefile("rb", 65536)) def ignore_unicode_prefix(f): diff --git a/python/pyspark/tests.py b/python/pyspark/tests.py index 89fce8ab25..fe314c54a1 100644 --- a/python/pyspark/tests.py +++ b/python/pyspark/tests.py @@ -502,6 +502,18 @@ class RDDTests(ReusedPySparkTestCase): self.assertEqual(0, self.sc.emptyRDD().sum()) self.assertEqual(6, self.sc.parallelize([1, 2, 3]).sum()) + def test_to_localiterator(self): + from time import sleep + rdd = self.sc.parallelize([1, 2, 3]) + it = rdd.toLocalIterator() + sleep(5) + self.assertEqual([1, 2, 3], sorted(it)) + + rdd2 = rdd.repartition(1000) + it2 = rdd2.toLocalIterator() + sleep(5) + self.assertEqual([1, 2, 3], sorted(it2)) + def test_save_as_textfile_with_unicode(self): # Regression test for SPARK-970 x = u"\u00A1Hola, mundo!"