PROGRESS_UPDATE.md

# 📊 Training Progress Update

**Last Updated:** November 9, 2025 at 11:11 AM

## Current Status

### ✅ Container Status
- **Status:** Running (Up 8 hours)
- **CPU Usage:** 99.96% (actively processing)
- **Memory:** 484.9 MB / 1.8 GB (26.4%)
- **State:** Healthy and working

### 📈 Model Progress

| Model | Status | Progress | Best Score |
|-------|--------|----------|------------|
| **XGBoost** | ✅ COMPLETED | 300/300 (100%) | 0.842463 (Trial #224) |
| **CatBoost** | 🔄 IN PROGRESS | 61/300 (20.3%) | 0.838067 (Trial #58) |
| **LightGBM** | ⏳ WAITING | 0/300 (0%) | - |

### 🔄 CatBoost Details
- **Current Trial:** 61/300
- **Remaining:** 239 trials
- **Best Score:** 0.838067 (Trial #58)
- **Last Activity:** Trial 61 completed at 05:39 AM
- **Note:** Container is actively processing (100% CPU). CatBoost trials can take 2-3 minutes each, and the process may be in the middle of a longer trial.

### ⏱️ Time Estimates

**CatBoost Remaining:**
- Average time per trial: ~2.5 minutes
- Remaining trials: 239
- Estimated time: ~598 minutes (~10 hours)

**LightGBM (Upcoming):**
- Total trials: 300
- Estimated time: ~540 minutes (~9 hours)

**Final Evaluation:**
- Estimated time: ~15 minutes

**Total Remaining:** ~1,153 minutes (~19.2 hours)

**Estimated Completion:** Around **6:23 AM on November 10, 2025**

## Notes

- The container is running normally and using full CPU capacity
- CatBoost optimization is progressing (20.3% complete)
- No errors detected in the logs
- The process may appear slow because CatBoost trials involve cross-validation which can take time

## How to Monitor

```bash
# Check status
./check_training.sh

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

# Check container stats
docker stats heart-optimization-v2
```