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AsyncTime

Calculating time with and without async

  • By the results, I can say that GIL is working, doing the same work in 6 Threads than in one is not faster.
  • But multiprocessing time differs. We can see that calculating not very hard calculations by multiprocessing is even slower, but with rather big and hard calculations are faster.

Results

  • one - No async
  • t2 - Threading, 2 threads
  • t6 - Threading, 6 threads
  • mp_2 - Multiprocessing, 2 processes
  • mp_6 - Multiprocessing, 6 processes
  • async_6 - Asyncio, 6 threads

Here we can see that main thread, Threading and asyncio have the same time, when multiprocessing calculations are faster.

Alt text

     't2'faster than 'one' by 1.0035262095048139
     't6'faster than 'one' by 1.002758486863281
   'mp_2'faster than 'one' by 1.835098695624356
   'mp_6'faster than 'one' by 4.227536785628979
'async_6'faster than 'one' by 0.9837159203216934

So async is not really faster, even slower threading has no opportunities in calculations Multiprocessing is faster.

This picture shows, that multiprocessing have like equal calculation time for small-med numbers , where others have the linear dependence

Alt text

I would love to get your ideas in Issues/PRs/Discussions

Feel free to provide your opinion <3

@Nikita Trubitsyn

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