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Finally we profiled everything again to ensure that our optimizations would show a performance increase. We noticed a large increase decrease in the execution time after the optimizations and were satisfied with the outcome.
[[File:gpu optimized.png]]
The source code for our final assignment can be viewed on [https://github.com/mdbell/GPUAssignment GitHub]
