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✨ MapperAsyncIterDataPipe for applying custom async functions #9

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merged 4 commits into from
Aug 3, 2023

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@weiji14 weiji14 commented Aug 1, 2023

An asynchronous iterable-style DataPipe for applying a custom asynchronous function over an asynchronous iterable! Uses asyncio.TaskGroup from Python 3.11+ to run several tasks concurrently.

Preview at https://bambooflow--9.org.readthedocs.build/en/9/api.html#bambooflow.datapipes.Mapper

Rationale:

  • Parallelism/Multi-processing is suited for CPU-bound
  • Concurrency is suited for tasks with a lot of waiting e.g. IO-bound
  • Asyncio is cooperative multi-tasking, a better form of concurrency than threading
  • Asynchronous is one take on the future of dataloading - Future of torchdata and dataloading pytorch/data#1196

TODO:

  • Initial implementation
  • Add unit test
  • Handle task exceptions using except*

References:

An asynchronous iterable-style DataPipe for applying a custom asynchronous function over an asynchronous iterable! Uses asyncio.TaskGroup from Python 3.11+ to run several tasks concurrently. Included a doctest, added a new section in the API docs under 'Mapping DataPipes', and set show_toc_level to 3 to make it show in the right sidebar.
@weiji14 weiji14 added the feature New feature or request label Aug 1, 2023
@weiji14 weiji14 added this to the 0.1.0 milestone Aug 1, 2023
@weiji14 weiji14 self-assigned this Aug 1, 2023
weiji14 added 3 commits August 3, 2023 15:29
Ensure that tasks are processed concurrently, included a timer to double check that all 3 tasks (made up of 2 sub-tasks) complete in 0.5 seconds instead of 1.5 seconds!
To better handle errors from tasks in a TaskGroup, wrap the TaskGroup context manager in a try-except* clause following PEP 654 Exception Groups. Based on the nice examples from https://github.com/jrfk/talk/tree/main/EuroPython2023. Added a unit test to ensure that a ValueError raised in 1 out of 3 tasks can be nicely captured and raised to attention.
Mention PEP0654 so that people know what an ExceptionGroup is, and how it could be handled.
@weiji14 weiji14 marked this pull request as ready for review August 3, 2023 06:23
@weiji14 weiji14 merged commit e17af34 into main Aug 3, 2023
@weiji14 weiji14 deleted the asynciterdatapipe/mapper branch August 3, 2023 06:25
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