Template Pytorch-Lightning Hydra Wandb Docker
The code in this repository is based on pytorch/examples.
Template Design
Configurations written in yaml
are in configs
directory.
You can easily overwrite these configurations through command line arguments.
Instllation
1. sh scripts/docker/build.sh
Run Training
# single run with default settings
poetry run python main.py
# single run
poetry run python main.py gpus=[0,1,2,3] batch_size=128 trainer.accelerator=ddp trainer.precision=16 optimizer=sgd scheduler.step_size=1
# multi runs
poetry run python main.py -m optimizer=adam,rmsprop,sgd trainer.precision=16,32 scheduler.step_size=1
Start Mlflow Server
mlflow ui
# access http://127.0.0.1:5000
Run Formatter
pysen run format