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jeancochrane avatar jeancochrane commented on July 26, 2024

I did a bunch of investigation into taichi in #236. TL;DR:

  • Taichi makes the code more complicated than numba and does not appear to be significantly faster, even with GPU support
  • We could speed up the comps pipeline 2x by simply using a bigger instance type (c5.24xlarge)
  • I am not going to update the pipeline to use a new instance type right now, for a couple of reasons:
    • Performance improvement work is still ongoing, and we may end up improving the algorithm and changing the instance type shortly anyway
    • We may not want to use the same instance type for comps and model training, since their resource requirements are different; we will sort out this design, including the specific instance types for our compute environments, when we work on ccao-data/actions#16 later this year

from model-res-avm.

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