dppo/EXPERIMENT_PLAN.md

2.5 KiB

DPPO Validation Status

Environment Testing Progress

Environment Pre-train Fine-tune Validation Result Validation WandB Full Run Status
Gym (MuJoCo)
hopper-medium-v2 Complete Complete 1415.85 Dev Running (3446225)
walker2d-medium-v2 Complete Complete 2977.97 Dev Running (3446226)
halfcheetah-medium-v2 Complete Complete 4058.34 Dev Running (3446227)
Robomimic
lift Complete Complete 69% success Dev Running (3446238)
can Complete Complete 85.89% success Dev Running (3446239)
square Complete Complete 41% success (timeout) Dev Running (3446243)
transport Complete Validation queued (3446147) Pending - Running (3446244)
D3IL
avoid_m1 Complete Complete 87.7 reward Dev Running (3446240)
avoid_m2 Complete Complete 82.46 reward Dev Running (3446241)
avoid_m3 Complete Validation running (3446146) 76.22 reward (step 55k) Dev Running (3446245)

Technical Issues Resolved

  • MuJoCo compilation with Intel compiler (GCC wrapper solution)
  • SLURM job scheduling and resource allocation
  • WandB logging configuration
  • Configuration parameter corrections for D3IL

Phase 2: Full Paper Replication (LAUNCHED)

Full runs submitted on accelerated partition (8hr limit):

  • Gym: hopper (3446225), walker2d (3446226), halfcheetah (3446227)
  • Robomimic: lift (3446238), can (3446239), square (3446243), transport (3446244)
  • D3IL: avoid_m1 (3446240), avoid_m2 (3446241), avoid_m3 (3446245)

Total: 10 full replication runs queued

Next Steps

  1. Monitor full runs progress and extract final results
  2. Generate performance comparison tables vs paper benchmarks
  3. Document final DPPO replication results