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You can definitely break it down and run sequentially. At the core of graph execution is a call to Java class and the memory utilized by this class (JVM) would be returned back once execution finishes.
If you are using Integrator Server, you could also try updating Max memory available by changing setEnv.bat or setEnv.sh in bin folder.