COMPLETION_ESTIMATE.md

⏱️ Training Completion Time Estimate

Current Status

Last Updated: $(date)

Progress Summary

Model	Status	Progress	Time Remaining
XGBoost	✅ COMPLETED	300/300 (100%)	-
CatBoost	🔄 IN PROGRESS	16/300 (5.3%)	~6 hours
LightGBM	⏳ WAITING	0/300 (0%)	~4.7 hours
Final Eval	⏳ WAITING	-	~15 minutes

Time Breakdown

CatBoost Optimization

• Current: Trial 16/300
• Remaining: 284 trials
• Average time per trial: ~1.26 minutes (75 seconds)
• Estimated remaining: 356 minutes (6 hours)

LightGBM Optimization

• Total trials: 300
• Estimated time per trial: ~0.94 minutes (56 seconds, 25% faster than CatBoost)
• Estimated total: 282 minutes (4.7 hours)

Final Evaluation

• Estimated time: ~15 minutes

Total Estimate

Total Remaining Time: 653 minutes (10.9 hours)

Estimated Completion: Approximately 10-11 hours from now

(Note: Actual completion time may vary based on trial complexity and system performance)

How to Check Progress

Run these commands to monitor progress:

# Quick status check
./check_training.sh

# Watch live logs
docker logs -f heart-optimization-v2

# Check container stats
docker stats heart-optimization-v2

Current Best Scores

• XGBoost Best: 0.842463 (Trial #224)
• CatBoost Best: 0.837881 (Trial #15) [in progress]
• LightGBM Best: TBD