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Fairly recently, the line-profiler project implemented a new way of running the profiler, which is now recommended in their quick-start guide. The method currently used in the lesson, which calls kernprof explicitly, will be removed from line-profiler's guidance at some point in the future, so we should make the switch before then.
See here for the current and legacy versions in line-profiler's quick-start guide.
Robadob
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