Reputation: 8405
Whenever I am trying to execute a simple processing in pyspark, it fails to open the socket.
>>> myRDD = sc.parallelize(range(6), 3)
>>> sc.runJob(myRDD, lambda part: [x * x for x in part])
Above throws exception -
port 53554 , proto 6 , sa ('127.0.0.1', 53554)
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/Volumes/work/bigdata/spark-custom/python/pyspark/context.py", line 917, in runJob
return list(_load_from_socket(port, mappedRDD._jrdd_deserializer))
File "/Volumes/work/bigdata/spark-custom/python/pyspark/rdd.py", line 143, in _load_from_socket
raise Exception("could not open socket")
Exception: could not open socket
>>> 15/08/30 19:03:05 ERROR PythonRDD: Error while sending iterator
java.net.SocketTimeoutException: Accept timed out
at java.net.PlainSocketImpl.socketAccept(Native Method)
at java.net.AbstractPlainSocketImpl.accept(AbstractPlainSocketImpl.java:404)
at java.net.ServerSocket.implAccept(ServerSocket.java:545)
at java.net.ServerSocket.accept(ServerSocket.java:513)
at org.apache.spark.api.python.PythonRDD$$anon$2.run(PythonRDD.scala:613)
I checked through rdd.py _load_from_socket and realised it gets the port , but the server is not even started or sp runJob might be the issue-
port = self._jvm.PythonRDD.runJob(self._jsc.sc(), mappedRDD._jrdd, partitions)
Upvotes: 5
Views: 8104
Reputation: 11
Finally, I solved my problem.
when I started pyspark, I suddenly realized there was a warning which might have a connection with the issue.
WARN Utils:66 - Your hostname, localhost resolves to a loopback address: 127.0.0.1; using 172.16.20.244 instead (on interface en0) 2020-09-27 17:26:10 WARN Utils:66 - Set SPARK_LOCAL_IP if you need to bind to another address
Then I made a change of /etc/hosts, commenting 127.0.0.1 and adding a new line to solve the loopback problem, like this,
#127.0.0.1 localhost
#255.255.255.255 broadcasthost
#:::1 localhost
172.16.20.244 localhost
It worked.
I hope it could help those have a lot of pains solving this problem with the similar warnings.
Upvotes: 1
Reputation: 332
I was having the exact same error, tried JDK 1.7 and it didn't work, then i went and edited the /etc/hosts file and realized i had the following lines
127.0.0.1 mbp.local localhost
127.0.0.1 localhost
Just commented out the line with my computer local name and it worked.
#127.0.0.1 mbp.local localhost
127.0.0.1 localhost
Tested on PySpark 1.6.3 and 2.0.2 with JDK 1.8
Upvotes: 2
Reputation: 8405
Its not the ideal solution but now I am aware of the cause. Pyspark is unable to create jvm socket with JDK 1.8 (64-bit) version, so I just set my java path to jdk 1.7 and it worked.
Upvotes: 4