Feature Iteration Run #675: zz_sylvain

# AUTOLOOP: zz_sylvain (3 iterations)

> **Phase**: Y4.7 Option B (DSL → Python code → FeatureSet candidate)
> **Target indicator**: zz_sylvain
> **Base feature_set_id**: 7
> **Claim**: (default) Propose a new k_* feature that improves risk-adjusted returns
> **Objective mode**: scalarize
> **Metrics**: ['profit_factor', 'sharpe_ratio', 'win_rate', 'max_drawdown', 'test_accuracy']
> **Total duration**: 129.27s
> **Total accepted**: 3
> **Total rejected**: 0

## Iterations 詳情

### Iteration 1
- DSL: `k_high.pct_change(12) * i_rsi(k_close, 14) / (1 + atr_norm) * (1 - price_position) * (1 - dist_to_high) * (1 - vol_ratio)` (feature=k_loop_iter_1_574c03)
- DSL valid: True
- FeatureSet candidate id: 849
- baseline PF: 1.286 → modified PF: 1.892
- t_stat: 0.000, p_value: 1.000, cohens_d: 0.000
- scalar_score: 3.0122
- accepted: True, reason: accepted

**Metrics summary:**
  - profit_factor: baseline=1.286, modified=1.892, diff=0.606
  - sharpe_ratio: baseline=7.879, modified=19.176, diff=11.297
  - win_rate: baseline=0.553, modified=0.600, diff=0.047
  - max_drawdown: baseline=0.075, modified=0.054, diff=-0.021
  - test_accuracy: baseline=0.986, modified=0.986, diff=0.000

### Iteration 2
- DSL: `k_high.pct_change(12) * i_rsi(k_close, 14) / (1 + atr_norm) * (1 - price_position) * (1 - dist_to_high) * (1 - vol_ratio) * (1 - return_20)` (feature=k_loop_iter_2_817279)
- DSL valid: True
- FeatureSet candidate id: 850
- baseline PF: 1.286 → modified PF: 1.892
- t_stat: 0.000, p_value: 1.000, cohens_d: 0.000
- scalar_score: 3.0122
- accepted: True, reason: accepted

**Metrics summary:**
  - profit_factor: baseline=1.286, modified=1.892, diff=0.606
  - sharpe_ratio: baseline=7.879, modified=19.176, diff=11.297
  - win_rate: baseline=0.553, modified=0.600, diff=0.047
  - max_drawdown: baseline=0.075, modified=0.054, diff=-0.021
  - test_accuracy: baseline=0.986, modified=0.986, diff=0.000

### Iteration 3
- DSL: `k_high.pct_change(12) * i_rsi(k_close, 14) / (1 + atr_norm) * (1 - price_position) * (1 - dist_to_high) / (1 + dist_to_low) * (1 + k_consecutive_shrink)` (feature=k_loop_iter_3_e4c8cb)
- DSL valid: True
- FeatureSet candidate id: 851
- baseline PF: 1.286 → modified PF: 1.892
- t_stat: 0.000, p_value: 1.000, cohens_d: 0.000
- scalar_score: 3.0122
- accepted: True, reason: accepted

**Metrics summary:**
  - profit_factor: baseline=1.286, modified=1.892, diff=0.606
  - sharpe_ratio: baseline=7.879, modified=19.176, diff=11.297
  - win_rate: baseline=0.553, modified=0.600, diff=0.047
  - max_drawdown: baseline=0.075, modified=0.054, diff=-0.021
  - test_accuracy: baseline=0.986, modified=0.986, diff=0.000