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[Feature] Support model ema with EMAHook #201

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rentainhe merged 4 commits into from
Feb 7, 2023
Merged

[Feature] Support model ema with EMAHook #201

rentainhe merged 4 commits into from
Feb 7, 2023

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@rentainhe rentainhe commented Feb 6, 2023 •
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TODO

  • Support EMAHook as d2go.
  • Testing DINO-R50-4scale-12ep with ModelEMA: 49.4AP.

Note

If you set train.model_ema.enabled=True, after each eval_period, detrex will conduct two evalution on normal model and its ema version.

Usage

  • To enabled model ema training:
python tools/train_net.py --config-file projects/dino/configs/dino_r50_4scale_12ep.py \
                          --num-gpus 8 \
                          --resume \
                          train.model_ema.enabled=True \
  • Testing model with ema states when eval-only:
python tools/train_net.py --config-file projects/dino/configs/dino_r50_4scale_12ep.py \
                          --num-gpus 8 \
                          --resume \
                          train.model_ema.enabled=True \
                          train.model_ema.use_ema_weights_for_eval_only=True \

@rentainhe rentainhe changed the title Support EMAHook [Features] Support EMAHook Feb 6, 2023
@rentainhe rentainhe changed the title [Features] Support EMAHook [Features] Support model ema with EMAHook Feb 6, 2023
@rentainhe rentainhe requested a review from SlongLiu February 6, 2023 03:24
@rentainhe rentainhe changed the title [Features] Support model ema with EMAHook [Feature] Support model ema with EMAHook Feb 7, 2023
@rentainhe rentainhe merged commit 6ebb36d into main Feb 7, 2023
@rentainhe rentainhe deleted the support_model_ema branch February 7, 2023 17:36
Lontoone pushed a commit to Lontoone/detrex that referenced this pull request Jan 8, 2024
@rentainhe
[Feature] Support model ema with EMAHook (IDEA-Research#201)
2244371 
* add ema hook

* refine ema usage

* refine code

* update ema links
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@zengzhaoyang zengzhaoyang Awaiting requested review from zengzhaoyang

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@SlongLiu SlongLiu SlongLiu approved these changes

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@rentainhe @SlongLiu