Characterizing and diagnosing out of memory errors in MapReduce applications

We evaluated Mprof through diagnosing 28 real-world OOM errors in diverse MapReduce applications. Our evaluation shows that Mprof can accurately identify the root causes of 23 OOM errors, and partly identify the root causes of the other 5 OOM errors.