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Evaluation Results
PushT Environment
| Method | Avg Sum Reward | Avg Max Reward | Success % | Eval Time (s) | Eval Ep Time (s) |
|---|---|---|---|---|---|
| DOT | 98.61 | 0.927 | 67.3% | 949.14 | 0.949 |
| Diffusion PushT | 104.84 | 0.955 | 65.4% | 730.87 | 1.462 |
| vqbet_pusht | 87.22 | 0.817 | 57.0% | 465.85 | 0.932 |
PushT Keypoints Environment
| Method | Avg Sum Reward | Avg Max Reward | Success % | Eval Time (s) | Eval Ep Time (s) |
|---|---|---|---|---|---|
| Diffusion | 101.66 | 0.969 | 71.0% | 63.35 | 0.127 |
| DOT | 129.63 | 0.921 | 44.7% | 382.24 | 0.382 |
PushT Training
- Policy: DOT
- Dataset:
lerobot/pusht - Environment: PushT-v0
- Batch Size: 24
- Training Steps: 1,000,000
- Logging: Every 1,000 steps
- Evaluation Frequency: Every 10,000 steps
- Checkpoint Saving: Every 50,000 steps
- Random Seed: 100,000
- Workers: 24
- Mixed Precision (AMP): Enabled
- Device: CUDA
PushT Keypoints Training
- Policy: DOT
- Dataset:
lerobot/pusht_keypoints - Environment: PushT-v0
- Batch Size: 24
- Training Steps: 1,000,000
- Logging: Every 1,000 steps
- Evaluation Frequency: Every 10,000 steps
- Checkpoint Saving: Every 50,000 steps
- Random Seed: 100,000
- Workers: 24
- Mixed Precision (AMP): Enabled
- Device: CUDA
- Training Horizon: 30
- Inference Horizon: 30
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