The parallelize operation accepts as input a data structure in memory. When you call it, you are necessarily operating In the memory space of the driver since that is where user code executes. Until you have an RDD, you can't really operate in a distributed way.
If your files are stores in a distributed file system such as HDFS then you can create an RDD from those directly with sc.textFile(...). Thank you, Ilya Ganelin -----Original Message----- From: shahab [shahab.mok...@gmail.com<mailto:shahab.mok...@gmail.com>] Sent: Thursday, June 25, 2015 12:46 PM Eastern Standard Time To: user@spark.apache.org Subject: Performing sc.paralleize (..) in workers not in the driver program Hi, Apparently, sc.paralleize (..) operation is performed in the driver program not in the workers ! Is it possible to do this in worker process for the sake of scalability? best /Shahab ________________________________________________________ The information contained in this e-mail is confidential and/or proprietary to Capital One and/or its affiliates and may only be used solely in performance of work or services for Capital One. The information transmitted herewith is intended only for use by the individual or entity to which it is addressed. If the reader of this message is not the intended recipient, you are hereby notified that any review, retransmission, dissemination, distribution, copying or other use of, or taking of any action in reliance upon this information is strictly prohibited. If you have received this communication in error, please contact the sender and delete the material from your computer.