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Execution time
As part of the comparison between NVFlare and Flower, a method of evaluation involved the analysis of execution time across 4-core and 1-core settings. This approach aimed to assess both the degree of parallelism and the overall speed of the frameworks in completing assigned tasks. The entire analysis was conducted using the DAVE Embedded Systems SBC ORCA embedded device presented earlier, reflecting scenarios in industrial or corporate contexts where not all cores might be available within an FL architecture due to other ongoing tasks. In such cases, there might be only one core available for utilization. The reduction of cores from 4 to 1 was done by means of a kernel-level setting of the cores via the command line parameter <code>maxcpus=1</code>. The setup used for this test was the following:
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! Framework
! # clients
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