跳到主要內容

Feature Iteration Run #983: zz_sylvain

Status: completed | Started: 2026-07-26 04:34:21 | Ended: 2026-07-26 04:35:54

📊 Iterations

Iter Y Label Model Warm Proxy Parent FS Feature DSL DSL Valid Baseline PF Modified PF Scalar Score t-stat p-value Cohen's d Result Reason
1 C8 gradient_boosting — — #7 k_iter1_i_rsi_k_close_atr_norm_i_ema o_pct_change_12 * (1 - i_rsi(k_close, 1… ❌ 0.000 0.000 0.0000 0.000 1.000 0.000 ❌ REJECT quality_gate: NaN ratio 1.000 exceeds 0.3
2 C8 gradient_boosting — — #7 k_loop_iter_2_b78bf7 k_high.pct_change(12) * (1 + hl_range) … ✅ 1.947 2.709 2.4413 0.000 0.003 0.716 ❌ REJECT max_drawdown_delta -0.0268 < -0.02
3 C8 gradient_boosting — — #7 k_iter3_k_high_pct_change_hl_range_i_rsi k_high.pct_change(12) * (1 + hl_range) … ❌ 0.000 0.000 0.0000 0.000 1.000 0.000 ❌ REJECT quality_gate: NaN ratio 1.000 exceeds 0.3

📄 Report Markdown

# 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**: 92.76s
> **Total accepted**: 0
> **Total rejected**: 3

## Iterations 詳情

### Iteration 1
- DSL: `o_pct_change_12 * (1 - i_rsi(k_close, 14) / 50) / (1 + atr_norm * i_ema(k_volume, 20))` (feature=k_iter1_i_rsi_k_close_atr_norm_i_ema)
- DSL valid: False
- FeatureSet candidate id: None
- baseline PF: 0.000 → modified PF: 0.000
- t_stat: 0.000, p_value: 1.000, cohens_d: 0.000
- scalar_score: 0.0000
- accepted: False, reason: quality_gate: NaN ratio 1.000 exceeds 0.3

### Iteration 2
- DSL: `k_high.pct_change(12) * (1 + hl_range) * (1 - i_macd(k_close, 12, 26, 9) / k_close) * (1 - price_position)` (feature=k_loop_iter_2_b78bf7)
- DSL valid: True
- FeatureSet candidate id: 1256
- baseline PF: 1.947 → modified PF: 2.709
- t_stat: 0.000, p_value: 0.003, cohens_d: 0.716
- scalar_score: 2.4413
- accepted: False, reason: max_drawdown_delta -0.0268 < -0.02

**Metrics summary:**
  - profit_factor: baseline=1.947, modified=2.709, diff=0.762
  - sharpe_ratio: baseline=19.162, modified=27.345, diff=8.183
  - win_rate: baseline=0.600, modified=0.636, diff=0.036
  - max_drawdown: baseline=0.056, modified=0.029, diff=-0.027
  - test_accuracy: baseline=0.992, modified=0.992, diff=-0.001

### Iteration 3
- DSL: `k_high.pct_change(12) * (1 + hl_range) * (1 - i_rsi(k_close, 14) / 100)` (feature=k_iter3_k_high_pct_change_hl_range_i_rsi)
- DSL valid: False
- FeatureSet candidate id: None
- baseline PF: 0.000 → modified PF: 0.000
- t_stat: 0.000, p_value: 1.000, cohens_d: 0.000
- scalar_score: 0.0000
- accepted: False, reason: quality_gate: NaN ratio 1.000 exceeds 0.3

📊 Multi-Objective Metrics

Iteration 1: k_iter1_i_rsi_k_close_atr_norm_i_ema

Y Label: C8 | Parent FS: #7

Objective mode: single

Scalar score: 0.0000

Iteration 2: k_loop_iter_2_b78bf7

Y Label: C8 | Parent FS: #7

Objective mode: scalarize

Scalar score: 2.4413

MetricBaselineModifiedDiff
win_rate 0.600 0.636 0.036
max_drawdown 0.056 0.029 -0.027
sharpe_ratio 19.162 27.345 8.183
profit_factor 1.947 2.709 0.762
test_accuracy 0.992 0.992 -0.001

Iteration 3: k_iter3_k_high_pct_change_hl_range_i_rsi

Y Label: C8 | Parent FS: #7

Objective mode: single

Scalar score: 0.0000

📁 Offline Report

Markdown backup: reports/autoloop/zz_sylvain/20260726_123554.md