<transcript><audio_234>that 100% of the execution time is python with the Gill well running python with with without the Gill is 5% of the running time so this is this is basically 205 20 times faster using 20 threads obviously you use 30 threads it</transcript><transcript><audio_235>will be 30 30 times faster or in another way uh you are doing 30 times the work uh in the same time which which is what you will expect um if you had the G then it will be even slower than single thread which is very badly um but then</transcript><transcript><audio_236>you have different types of programs you can have IO bounded code which will um will not benefit a lot from this because they are basically waiting for the Kel to do something uh and having like multiple threats running is not super super super great here it doesn't really</transcript><transcript><audio_237>matter that much it matters but not a lot then you have CPU bounded like you know executing instructions or nering work on things like that this is going to benefit a lot from a noil work and obviously in reality you will have something mixed right you have some threats that are doing I bound and some</transcript> that 100% of the execution time is python with the Gill well running python with with without the Gill is 5% of the running time so this is this is basically 205 20 times faster using 20 threads obviously you use 30 threads it will be 30 30 times faster or in another way uh you are doing 30 times the work uh in the same time which which is what you will expect um if you had the G then it will be even slower than single thread which is very badly um but then you have different types of programs you can have IO bounded code which will um will not benefit a lot from this because they are basically waiting for the Kel to do something uh and having like multiple threats running is not super super super great here it doesn't really matter that much it matters but not a lot then you have CPU bounded like you know executing instructions or nering work on things like that this is going to benefit a lot from a noil work and obviously in reality you will have something mixed right you have some threats that are doing I bound and some
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