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:
```bash
# 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