New documentation files: - 16-MT5-Connector: Broker bridge with auto-reconnect & Polars native - 17-Configuration: 6 sub-configs with capital mode auto-adjustment - 18-Trade-Logger: Dual storage (PostgreSQL + CSV), thread-safe - 19-Position-Manager: 7 action conditions, trailing SL, market close handler - 20-Risk-Engine: Kelly Criterion sizing, circuit breaker, order validation - 21-Database: PostgreSQL integration with 6 repositories - 22-Train-Models: Initial training script (HMM + XGBoost) - 23-Main-Live-Orchestrator: Main loop coordinating 15+ components Updated README.md with complete index of all 23 components. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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Main Live — Orchestrator Utama
File:
main_live.pyClass:TradingBotRuntime: Async event loop (asyncio) Target: < 0.05 detik per loop
Apa Itu Main Live?
Main Live adalah otak pusat yang mengorkestrasi semua komponen bot. Menjalankan loop utama setiap ~1 detik, mengkoordinasikan 15+ komponen dari data fetching hingga order execution.
Analogi: Main Live seperti konduktor orkestra — tidak memainkan alat musik sendiri, tapi mengarahkan semua pemain (komponen) agar bermain harmonis pada waktu yang tepat.
Komponen yang Dimuat
class TradingBot:
def __init__(self):
# Koneksi
self.mt5 = MT5Connector(...) # Jembatan ke broker
self.telegram = TelegramNotifier(...) # Notifikasi
# AI Models
self.ml_model = TradingModel(...) # XGBoost predictor
self.regime_detector = MarketRegimeDetector(...) # HMM regime
self.smc = SMCAnalyzer(...) # Smart Money Concepts
# Analisis
self.features = FeatureEngineer() # 40+ fitur
self.dynamic_confidence = DynamicConfidenceManager(...) # Threshold
self.session_filter = SessionFilter(...) # Waktu trading
self.news_agent = NewsAgent(...) # Monitor berita
# Risiko
self.smart_risk = SmartRiskManager(...) # Risk management
self.risk_engine = RiskEngine(...) # Kelly criterion
self.position_manager = SmartPositionManager(...) # Position mgmt
# Logging & Training
self.trade_logger = TradeLogger(...) # Pencatat trade
self.auto_trainer = AutoTrainer(...) # Retraining otomatis
# State
self.flash_crash_detector = FlashCrashDetector(...) # Proteksi
Main Loop (Setiap ~1 Detik)
STARTUP:
Load models → Connect MT5 → Send Telegram startup
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LOOP UTAMA (setiap ~1 detik):
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|===[PHASE 1: DATA]=================================
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├── Fetch 200 bar M15 XAUUSD dari MT5
├── Feature Engineering (40+ fitur)
├── SMC Analysis (Swing, FVG, OB, BOS, CHoCH)
├── HMM Regime Detection
└── XGBoost Prediction
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|===[PHASE 2: MONITORING]===========================
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├── Cek posisi terbuka (setiap 1 detik)
│ └── Untuk setiap posisi:
│ ├── Update profit & momentum
│ ├── 10 kondisi exit (smart_risk.evaluate_position)
│ └── Jika should_close → tutup → log → Telegram
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├── Position Manager (trailing SL, breakeven)
│ └── Smart Market Close Handler
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|===[PHASE 3: ENTRY]=================================
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├── [1] Session Filter → boleh trading?
├── [2] Risk Mode → bukan STOPPED?
├── [3] SMC Signal → ada setup?
├── [4] ML Confidence → >= threshold?
├── [5] ML Agreement → tidak strongly disagree?
├── [6] Dynamic Quality → bukan AVOID?
├── [7] Confirmation → 2x berturut?
├── [8] Pullback Filter → momentum selaras?
├── [9] Cooldown → 5 menit sejak trade terakhir?
├── [10] Position Limit → < 2 posisi?
├── [11] Lot Size → > 0?
└── SEMUA PASS → Execute trade → Log → Telegram
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|===[PHASE 4: PERIODIK]==============================
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├── Setiap 5 menit: Cek auto-retrain
├── Setiap 30 menit: Market update (Telegram)
├── Setiap 1 jam: Hourly analysis (Telegram)
├── Pergantian hari: Daily summary + reset
└── News Agent: Monitor (non-blocking)
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Tunggu ~1 detik → Loop lagi
Startup Sequence
1. Load konfigurasi dari .env
2. Connect ke MT5 (max 3 retry)
3. Load model HMM dari models/hmm_regime.pkl
4. Load model XGBoost dari models/xgboost_model.pkl
5. Initialize SmartRiskManager (set balance, limits)
6. Initialize SessionFilter (WIB timezone)
7. Initialize TelegramNotifier
8. Initialize TradeLogger
9. Initialize AutoTrainer
10. Send Telegram: "BOT STARTED" (config, balance, risk settings)
11. Mulai main loop
Shutdown Sequence
1. Signal SIGINT/SIGTERM diterima
2. Hentikan loop utama
3. Kirim Telegram: "BOT STOPPED" (balance, trades, uptime)
4. Disconnect MT5
5. Close database connections
6. Exit
Error Handling
Setiap iterasi loop dibungkus try-except:
try:
# Fetch data, analyze, trade
except ConnectionError:
# MT5 disconnected → reconnect()
except Exception as e:
# Log error → lanjut loop berikutnya
# Bot TIDAK crash dari error tunggal
Prinsip: NEVER STOP TRADING karena error non-kritis
Timer Periodik
| Event | Interval | Aksi |
|---|---|---|
| Data fetch + analysis | ~1 detik | Setiap loop |
| Position monitoring | ~1 detik | Setiap loop |
| News monitoring log | 5 menit | loop_count % 300 |
| Auto-retrain check | 5 menit | loop_count % 300 |
| Market update Telegram | 30 menit | Timer |
| Hourly analysis Telegram | 1 jam | Timer |
| Daily summary | Pergantian hari | Date check |
Performa Target
Target: < 0.05 detik per loop (50ms)
Breakdown:
├── MT5 data fetch: ~10ms
├── Feature engineering: ~5ms (Polars, vectorized)
├── SMC analysis: ~5ms (Polars native)
├── HMM predict: ~2ms
├── XGBoost predict: ~3ms
├── Position monitoring: ~5ms
├── Entry logic: ~5ms
└── Overhead: ~15ms
------
~50ms total
Hubungan Semua Komponen
┌─────────────────────────────────────────────────────────┐
│ main_live.py │
│ (TradingBot) │
│ │
│ ┌─────────┐ ┌─────────┐ ┌──────────┐ ┌──────────┐ │
│ │ MT5 │ │ Feature │ │ SMC │ │ HMM │ │
│ │Connector│→ │ Eng │→ │ Analyzer │→ │ Detector │ │
│ └─────────┘ └─────────┘ └──────────┘ └──────────┘ │
│ ↑ ↓ ↓ │
│ │ ┌──────────────────────┐ │
│ │ │ Dynamic Confidence │ │
│ │ └──────────────────────┘ │
│ │ ↓ │
│ │ ┌──────────────────┐ │
│ │ │ XGBoost Model │ │
│ │ └──────────────────┘ │
│ │ ↓ │
│ │ ┌─────────────────────────────────┐ │
│ │ │ Entry Logic (11 Filters) │ │
│ │ │ Session, Risk, SMC, ML, ... │ │
│ │ └─────────────────────────────────┘ │
│ │ ↓ │
│ │ ┌────────────┐ ┌───────────────┐ │
│ ├────│ Risk Engine│ │Smart Risk Mgr │ │
│ │ └────────────┘ └───────────────┘ │
│ │ ↓ │
│ │←── Execute Order (BUY/SELL) │
│ │ ↓ │
│ │ ┌────────────┐ ┌───────────────┐ │
│ │ │ Position │ │ Trade Logger │ │
│ │ │ Manager │ │ (DB + CSV) │ │
│ │ └────────────┘ └───────────────┘ │
│ │ ↓ │
│ │ ┌────────────┐ ┌───────────────┐ │
│ │ │ Telegram │ │ Auto Trainer │ │
│ │ │ Notifier │ │ (retraining) │ │
│ │ └────────────┘ └───────────────┘ │
│ │ │
│ │ ┌────────────┐ ┌───────────────┐ │
│ │ │News Agent │ │Session Filter │ │
│ │ │(monitor) │ │(waktu trading)│ │
│ │ └────────────┘ └───────────────┘ │
└─────────────────────────────────────────────────────────┘