I will second this. I very rarely used to get out-of-memory errors in 1.3. Now I get these errors all the time. I feel that I could work on 1.3 spark-shell for long periods of time without spark throwing that error, whereas in 1.4 the shell needs to be restarted or gets killed frequently.
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