Yes, the issue appears to be due to the 2GB block size limitation. I am hence looking for (user, product) block sizing suggestions to work around the block size limitation.
On Sun, Nov 30, 2014 at 3:01 PM, Sean Owen <so...@cloudera.com> wrote: > (It won't be that, since you see that the error occur when reading a > block from disk. I think this is an instance of the 2GB block size > limitation.) > > On Sun, Nov 30, 2014 at 4:36 AM, Ganelin, Ilya > <ilya.gane...@capitalone.com> wrote: > > Hi Bharath – I’m unsure if this is your problem but the > > MatrixFactorizationModel in MLLIB which is the underlying component for > ALS > > expects your User/Product fields to be integers. Specifically, the input > to > > ALS is an RDD[Rating] and Rating is an (Int, Int, Double). I am > wondering if > > perhaps one of your identifiers exceeds MAX_INT, could you write a quick > > check for that? > > > > I have been running a very similar use case to yours (with more > constrained > > hardware resources) and I haven’t seen this exact problem but I’m sure > we’ve > > seen similar issues. Please let me know if you have other questions. > > > > From: Bharath Ravi Kumar <reachb...@gmail.com> > > Date: Thursday, November 27, 2014 at 1:30 PM > > To: "user@spark.apache.org" <user@spark.apache.org> > > Subject: ALS failure with size > Integer.MAX_VALUE > > > > We're training a recommender with ALS in mllib 1.1 against a dataset of > 150M > > users and 4.5K items, with the total number of training records being 1.2 > > Billion (~30GB data). The input data is spread across 1200 partitions on > > HDFS. For the training, rank=10, and we've configured {number of user > data > > blocks = number of item data blocks}. The number of user/item blocks was > > varied between 50 to 1200. Irrespective of the block size (e.g. at 1200 > > blocks each), there are atleast a couple of tasks that end up shuffle > > reading > 9.7G each in the aggregate stage (ALS.scala:337) and failing > with > > the following exception: > > > > java.lang.IllegalArgumentException: Size exceeds Integer.MAX_VALUE > > at sun.nio.ch.FileChannelImpl.map(FileChannelImpl.java:745) > > at > org.apache.spark.storage.DiskStore.getBytes(DiskStore.scala:108) > > at > org.apache.spark.storage.DiskStore.getValues(DiskStore.scala:124) > > at > > > org.apache.spark.storage.BlockManager.getLocalFromDisk(BlockManager.scala:332) > > at > > > org.apache.spark.storage.BlockFetcherIterator$BasicBlockFetcherIterator$$anonfun$getLocalBlocks$1.apply(BlockFetcherIterator.scala:204) > > >