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Asynchronous versus synchronous execution
Manage episode 298430836 series 2921809
Treść dostarczona przez PyTorch, Edward Yang, and Team PyTorch. Cała zawartość podcastów, w tym odcinki, grafika i opisy podcastów, jest przesyłana i udostępniana bezpośrednio przez PyTorch, Edward Yang, and Team PyTorch lub jego partnera na platformie podcastów. Jeśli uważasz, że ktoś wykorzystuje Twoje dzieło chronione prawem autorskim bez Twojej zgody, możesz postępować zgodnie z procedurą opisaną tutaj https://pl.player.fm/legal.
CUDA is asynchronous, CPU is synchronous. Making them play well together can be one of the more thorny and easy to get wrong aspects of the PyTorch API. I talk about why non_blocking is difficult to use correctly, a hypothetical "asynchronous CPU" device which would help smooth over some of the API problems and also why it used to be difficult to implement async CPU (but it's not hard anymore!) At the end, I also briefly talk about how async/sync impedance can also show up in unusual places, namely the CUDA caching allocator.
Further reading.
- CUDA semantics which discuss non_blocking somewhat https://pytorch.org/docs/stable/notes/cuda.html
- Issue requesting async cpu https://github.com/pytorch/pytorch/issues/44343
83 odcinków
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Manage episode 298430836 series 2921809
Treść dostarczona przez PyTorch, Edward Yang, and Team PyTorch. Cała zawartość podcastów, w tym odcinki, grafika i opisy podcastów, jest przesyłana i udostępniana bezpośrednio przez PyTorch, Edward Yang, and Team PyTorch lub jego partnera na platformie podcastów. Jeśli uważasz, że ktoś wykorzystuje Twoje dzieło chronione prawem autorskim bez Twojej zgody, możesz postępować zgodnie z procedurą opisaną tutaj https://pl.player.fm/legal.
CUDA is asynchronous, CPU is synchronous. Making them play well together can be one of the more thorny and easy to get wrong aspects of the PyTorch API. I talk about why non_blocking is difficult to use correctly, a hypothetical "asynchronous CPU" device which would help smooth over some of the API problems and also why it used to be difficult to implement async CPU (but it's not hard anymore!) At the end, I also briefly talk about how async/sync impedance can also show up in unusual places, namely the CUDA caching allocator.
Further reading.
- CUDA semantics which discuss non_blocking somewhat https://pytorch.org/docs/stable/notes/cuda.html
- Issue requesting async cpu https://github.com/pytorch/pytorch/issues/44343
83 odcinków
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Podobny do PyTorch Developer Podcast
Africa-focused technology, digital and innovation ecosystem insight and commentary.
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