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Train

Training

  • wrap your train.py with sagemaker.pytorch.PyTorch and aws will train your trian.py on sepcify ec2 type device
  • training entry point: code/train.py

Deploy

  • code/inference.py
    • deploy 的 entry_ponit

example

  • pytorch_sagemaker.ipynb
  • example inculde train/deploy
    • deploy from attached job(just trained): Success
    • deploy from re-attached job: Fail

Tunnuing

  • wrap sagemaker.pytorch.PyTorch into sagemaker.tuner.HyperparameterTuner and aws will tune your train.py on sepcify ec2 type device

exmple

  • pytorch_sagemaker_tunner.ipynb
  • example include Train/Tune/Analyze/Deploy
    • deploy from best tunning job: Fail
    • deploy from specify tunning jib: Fail

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