Hadoop Writable interface relies on "public void write(DataOutput out)"
method. It looks like behind DataOutput interface, Hadoop uses DataOutputStream, which uses a simple array under the cover.
When I try to write a lot of data in DataOutput in my reducer, I get:
Caused by: java.lang.OutOfMemoryError: Requested array size exceeds VM limit at java.util.Arrays.copyOf(Arrays.java:3230) at java.io.ByteArrayOutputStream.grow(ByteArrayOutputStream.java:113) at java.io.ByteArrayOutputStream.ensureCapacity(ByteArrayOutputStream.java:93) at java.io.ByteArrayOutputStream.write(ByteArrayOutputStream.java:140) at java.io.DataOutputStream.write(DataOutputStream.java:107) at java.io.FilterOutputStream.write(FilterOutputStream.java:97)
Looks like the system is unable to allocate the continuous array of the requested size. Apparently, increasing the heap size available to the reducer does not help - it is already at 84GB (-Xmx84G)
If I cannot reduce the size of the object that I need to serialize (as the reducer constructs this object by combining the object data), what should I try to work around this problem?