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checklist #1

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7 of 12 tasks
gau-nernst opened this issue Dec 22, 2021 · 0 comments
Open
7 of 12 tasks

checklist #1

gau-nernst opened this issue Dec 22, 2021 · 0 comments

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@gau-nernst
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gau-nernst commented Dec 22, 2021 •
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TODO

Backbones

Training

  • (Low priority) JPEG GPU decoding to alleviate CPU bottleneck in data loading for small models link
    • May break torchvision.transforms and Lightning
  • (Low priority) Model EMA
  • Use DataModule to separate data from LightningModule for better readability
  • Channels-last memory layout link
    • Good performance gain (RTX3090, with fp16 training). For Darknet-53, 1.4 it/s (w/ JIT) -> 2 it/s (w/o JIT, channels-last)
    • JIT + channels-last is not good: 1.3it/s
  • WebDataset
  • (Currently not possible) DALI pipeline
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