# Arsitektur AI — Smart Trading Bot > Dokumentasi lengkap semua komponen AI dan sistem pendukung. **[ARSITEKTUR LENGKAP (1 Dokumen)](00-ARSITEKTUR-LENGKAP.md)** — Seluruh arsitektur bot dalam 1 file komprehensif: pipeline data, 11 filter entry, 10 kondisi exit, 4 lapis proteksi risiko, AI/ML engine, SMC, position lifecycle, auto-retraining, database, konfigurasi, dan error handling. --- ## Daftar Komponen ### Inti AI & Analisis | # | Komponen | File Source | Fungsi | |---|----------|------------|--------| | 1 | [HMM Regime Detector](01-HMM-Regime-Detector.md) | `src/regime_detector.py` | Deteksi kondisi pasar (radar cuaca) | | 2 | [XGBoost Signal Predictor](02-XGBoost-Signal-Predictor.md) | `src/ml_model.py` | Prediksi arah harga (navigator AI) | | 3 | [SMC Analyzer](03-SMC-Analyzer.md) | `src/smc_polars.py` | Analisis struktur pasar institusi (peta jalan) | | 4 | [Feature Engineering](04-Feature-Engineering.md) | `src/feature_eng.py` | Pengolahan data mentah ke fitur ML (alat ukur) | ### Proteksi & Manajemen Risiko | # | Komponen | File Source | Fungsi | |---|----------|------------|--------| | 5 | [Risk Management](05-Risk-Management.md) | `src/smart_risk_manager.py` | Perlindungan modal (sabuk pengaman) | | 6 | [Session Filter](06-Session-Filter.md) | `src/session_filter.py` | Pengaturan waktu trading (jadwal kerja) | | 7 | [Stop Loss (S/L)](07-Stop-Loss.md) | Multi-file | Proteksi 4 lapis dari kerugian | | 8 | [Take Profit (T/P)](08-Take-Profit.md) | Multi-file | Pengambilan profit cerdas 6 layer | ### Proses Trading | # | Komponen | File Source | Fungsi | |---|----------|------------|--------| | 9 | [Entry Trade](09-Entry-Trade.md) | `main_live.py` | Proses masuk posisi (11 filter) | | 10 | [Exit Trade](10-Exit-Trade.md) | `main_live.py` | Proses keluar posisi (10 kondisi) | ### Koneksi & Konfigurasi | # | Komponen | File Source | Fungsi | |---|----------|------------|--------| | 16 | [MT5 Connector](16-MT5-Connector.md) | `src/mt5_connector.py` | Jembatan ke broker MT5 (auto-reconnect) | | 17 | [Configuration](17-Configuration.md) | `src/config.py` | Konfigurasi terpusat (6 sub-config) | ### Pendukung | # | Komponen | File Source | Fungsi | |---|----------|------------|--------| | 11 | [News Agent](11-News-Agent.md) | `src/news_agent.py` | Monitoring berita ekonomi | | 12 | [Telegram Notifications](12-Telegram-Notifications.md) | `src/telegram_notifier.py` | Notifikasi real-time ke Telegram | | 18 | [Trade Logger](18-Trade-Logger.md) | `src/trade_logger.py` | Pencatatan trade dual-storage (DB + CSV) | | 19 | [Position Manager](19-Position-Manager.md) | `src/position_manager.py` | Manajemen posisi aktif (trailing, breakeven) | | 20 | [Risk Engine](20-Risk-Engine.md) | `src/risk_engine.py` | Mesin risiko & circuit breaker (Kelly Criterion) | | 21 | [Database](21-Database.md) | `src/db/` | PostgreSQL integration (6 repository) | ### Training & Validasi | # | Komponen | File Source | Fungsi | |---|----------|------------|--------| | 13 | [Auto Trainer](13-Auto-Trainer.md) | `src/auto_trainer.py` | Retraining model otomatis (pelatih malam) | | 14 | [Backtest](14-Backtest.md) | `backtests/backtest_live_sync.py` | Simulasi trading 100% sync dengan live | | 15 | [Dynamic Confidence](15-Dynamic-Confidence.md) | `src/dynamic_confidence.py` | Penyesuaian threshold otomatis (termometer) | | 22 | [Train Models](22-Train-Models.md) | `train_models.py` | Script training awal (HMM + XGBoost) | ### Orchestrator | # | Komponen | File Source | Fungsi | |---|----------|------------|--------| | 23 | [Main Live Orchestrator](23-Main-Live-Orchestrator.md) | `main_live.py` | Otak pusat bot, koordinasi semua komponen | --- ## Pipeline Lengkap ``` Raw OHLCV dari MT5 | v [Feature Engineering] -> 40+ fitur numerik (RSI, ATR, MACD, BB, EMA, ...) | v [SMC Analyzer] -> Swing, FVG, OB, BOS, CHoCH, Liquidity | + Signal (entry, SL ATR-based, TP ATR-capped) | +---+---+ | | v v [HMM] [XGBoost] Regime Signal | | +---+---+ | v [Signal Combination] -> SMC + ML harus setuju | v [News Agent] -> Monitor berita (tidak blocking) | v [Session Filter] -> Cek waktu boleh trading? | v [ENTRY TRADE] -> 11 filter harus PASS: | Session, Risk Mode, SMC Signal, ML Confirm, | ML Agree, Quality, Confirmation 2x, Pullback, | Cooldown, Position Limit, Lot Size | v [Risk Management] -> Hitung lot aman, apply multiplier | v [Execute Order] -> Kirim ke MT5 dengan broker SL & TP | v [Telegram] -> Notifikasi trade open | v [EXIT MONITORING] -> Setiap 1 detik, 10 kondisi exit: | Smart TP, Early Exit, Golden Hold, ML Reversal, | Max Loss, Stall, Daily Limit, Weekend, Time-based, Hold | v [Close Position] -> Record result, update risk, notify ``` --- ## Ringkasan Peran Setiap Komponen | Komponen | Pertanyaan yang Dijawab | |----------|------------------------| | Feature Engineering | "Data mentah ini berarti apa?" | | SMC Analyzer | "Dimana institusi besar trading? Entry/SL/TP dimana?" | | HMM | "Kondisi pasar bagaimana sekarang?" | | XGBoost | "Harga akan naik atau turun?" | | Session Filter | "Sekarang waktu yang tepat untuk trading?" | | News Agent | "Ada berita high-impact yang perlu diperhatikan?" | | Risk Management | "Berapa besar boleh trading? Sudah aman?" | | Stop Loss | "Bagaimana melindungi dari kerugian?" | | Take Profit | "Kapan mengambil profit?" | | Entry Trade | "Apakah semua syarat terpenuhi untuk masuk?" | | Exit Trade | "Apakah sudah waktunya keluar?" | | Telegram | "Apa yang sedang terjadi?" | | Auto Trainer | "Apakah model AI masih akurat? Perlu dilatih ulang?" | | Backtest | "Apakah strategi ini profitable di data historis?" | | Dynamic Confidence | "Seberapa selektif bot harus trading saat ini?" | | MT5 Connector | "Bagaimana bot terhubung ke broker dan mengirim order?" | | Configuration | "Bagaimana semua parameter dikonfigurasi?" | | Trade Logger | "Dimana semua data trade disimpan?" | | Position Manager | "Bagaimana posisi terbuka dikelola secara aktif?" | | Risk Engine | "Berapa ukuran lot yang aman? Sudah lewat batas harian?" | | Database | "Bagaimana data persisten disimpan dan di-query?" | | Train Models | "Bagaimana model AI dilatih pertama kali?" | | Main Live | "Siapa yang mengorkestrasi semua komponen?" |