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Running the application
In order to have reproducible and reliable results, some measures were taken:
* The inference was repeated several times and the average execution time was computed
* All the files required to run the test—the executable, the image files, etc.—are stored on a [https://www.jamescoyle.net/how-to/943-create-a-ram-disk-in-linux tmpfs RAM disk ] in order to make file system/storage medium overhead neglectable.
Two new C++ applications were developed for the trained, optimized, and compiled neural network model as illustrated in the steps above:
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