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- Fixed test functions to only run when modules executed directly - Added proper __name__ == '__main__' guards to all test calls - Fixed syntax errors from incorrect replacements in Module 13 and 15 - Modules now import properly without executing tests - ProductionBenchmarkingProfiler (Module 14) and ProductionMLSystemProfiler (Module 16) fully working - Other profiler classes present but require full numpy environment to test completely