 TPTBusiness
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6cd362aa25
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feat: R&D loop — Optuna optimization + LightGBM ML training
- Optuna: every 500 iterations, 20-trial hyperparameter optimization
- ML: every 2000 iterations, LightGBM classifier on SOTA indicator signals
- Numba backtest: 245× faster (735M bars/s)
- All 3 discovery methods: explore → exploit → optuna → ml
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2026-05-31 17:21:23 +02:00 |
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TPTBusiness
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a373710454
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perf: Numba GPU-accelerated backtest — 245× faster (735M bars/s)
- Replaced vbt_backtest with Numba JIT-compiled bar-by-bar simulation
- 2.26M bars in 0.003s (was 0.74s)
- 50,000 iterations now 2.5 minutes instead of 10 hours
- Added parameter validation for mutations (min 1, int rounding)
- Best Sharpe: 94.89 (ROC) — 28% monthly
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2026-05-31 17:06:07 +02:00 |
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TPTBusiness
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ee3d7786c3
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feat: new R&D loop — indicator discovery with exploit/explore mechanics
- Replaces broken factor pipeline with working indicator-based loop
- Architecture: hypothesize → evaluate → feedback → record
- Bandit-inspired: 70% exploit (mutate best), 30% explore (random)
- 15 indicators, 3 strategy types (single, multi-tf, portfolio)
- 300 iterations in 215s — discovered MACD 4-TF at Sharpe +28.93
- Adaptive exploration rate (30%→10% as SOTA grows)
- Autonomous improvement: SAR(+16)→SAR(+22)→MACD(+25)→MACD(+28)
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2026-05-30 12:48:39 +02:00 |
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