Issues

• Record wall time and peak memory in every artifact manifest

  enhancement
  McDermottHealthAI/MEDS_algorithm_template#26 · Filter by author florian6973 opened on Aug 10, 2026

• Benchmark harness with a SLURM driver: measure, record, commit

  testing
  McDermottHealthAI/MEDS_algorithm_template#25 · Filter by author florian6973 opened on Aug 10, 2026
  1

• Real-data conformance tier: run the chain against the MIMIC-IV demo

  testing
  McDermottHealthAI/MEDS_algorithm_template#24 · Filter by author florian6973 opened on Aug 10, 2026
  1

• probe profile: rendered model.py says compute_loss is used by supervised_train and to branch on has_labels — it is not

  documentation
  McDermottHealthAI/MEDS_algorithm_template#23 · Filter by author florian6973 opened on Aug 4, 2026

• run_predict_step ignores cfg.trainer, so determinism and accelerator do not apply to infer/predict

  bugconfig
  McDermottHealthAI/MEDS_algorithm_template#22 · Filter by author florian6973 opened on Aug 4, 2026

• infer/predict mis-assign every train-split output: run_predict_step pairs schema_df order with a shuffled dataloader

  bug
  McDermottHealthAI/MEDS_algorithm_template#21 · Filter by author florian6973 opened on Aug 4, 2026

• run_chain has no extension point for extra CLI overrides

  McDermottHealthAI/MEDS_algorithm_template#17 · Filter by author florian6973 opened on Aug 3, 2026

• build_signal_dataset has no static measurements, so static_inclusion_mode: INCLUDE crashes the learnability tier

  McDermottHealthAI/MEDS_algorithm_template#16 · Filter by author florian6973 opened on Aug 3, 2026

• BaseLightningModule hardcodes lr_scheduler interval='step', silently breaking epoch-based schedules

  McDermottHealthAI/MEDS_algorithm_template#15 · Filter by author florian6973 opened on Aug 3, 2026

• Best-effort reproducibility by default: determinism flags, CUBLAS workspace, matmul precision

  configenhancement
  McDermottHealthAI/MEDS_algorithm_template#6 · Filter by author florian6973 opened on Aug 2, 2026

• Tracking: live keys and guards blocked on a reference implementation

  blockedtesting
  McDermottHealthAI/MEDS_algorithm_template#7 · Filter by author florian6973 opened on Aug 2, 2026
  2

• Document the live config keys in the generated README

  configdocumentation
  McDermottHealthAI/MEDS_algorithm_template#5 · Filter by author florian6973 opened on Aug 2, 2026
  2

• Cheap torch-free tests for the branches that remain (splits, wrong-type rejection, do_resume)

  configtesting
  McDermottHealthAI/MEDS_algorithm_template#4 · Filter by author florian6973 opened on Aug 2, 2026

• Test coverage for preprocess_data config keys (pipeline, pipeline_overrides, do_reshard)

  configtesting
  McDermottHealthAI/MEDS_algorithm_template#3 · Filter by author florian6973 opened on Aug 2, 2026
  1