--- a +++ b/results/README.md @@ -0,0 +1,53 @@ +Results folder. + +Figs and text results of experiments saved here. + +During training, real-time results can be displayed via [tensorboard](https://www.tensorflow.org/tensorboard): + +```powershell +tensorboard --logdir=/results/log/tensorboard/<tb_log_exp_name> +``` + +Logs of hyper-parameter tuning runs are found in `/log` and can similarly be displayed ([RayTune docs](https://docs.ray.io/en/latest/tune/user-guide.html#tune-logging)). + +## Reproducibility Instructions + +To run all experiments from the paper: + +- Main results + + ```posh + uv run main.py --domain_shift "hospital" + uv run main.py --domain_shift "region" + uv run main.py --domain_shift "ward" + uv run main.py --domain_shift "ethnicity" + uv run main.py --domain_shift "ethnicity_coarse" + uv run main.py --domain_shift "age" + ``` + +- Alternative outcome definitions: + + ```posh + uv run main.py --outcome "Shock_4h" + uv run main.py --outcome "Shock_12h" + uv run main.py --outcome "ARF_4h" + uv run main.py --outcome "ARF_12h" + ``` + +- Additional sequential models: + + ```posh + uv run main.py --models "RNN" "GRU" "LSTM" + ``` + +- Regularization experiments: + + ```posh + uv run main.py --dropout + ``` + +- Class incremental experiments: + + ```posh + uv run main.py --class_shift + ```