From: Jérôme Benoit Date: Sat, 3 Jan 2026 23:01:16 +0000 (+0100) Subject: refactor(quickadapter): code cleanups and optimizations X-Git-Url: https://git.piment-noir.org/?a=commitdiff_plain;h=2c4e5d79ac7a6887ddcd067de9d46faae2d9936d;p=freqai-strategies.git refactor(quickadapter): code cleanups and optimizations Signed-off-by: Jérôme Benoit --- diff --git a/quickadapter/user_data/freqaimodels/QuickAdapterRegressorV3.py b/quickadapter/user_data/freqaimodels/QuickAdapterRegressorV3.py index 11688f2..917a009 100644 --- a/quickadapter/user_data/freqaimodels/QuickAdapterRegressorV3.py +++ b/quickadapter/user_data/freqaimodels/QuickAdapterRegressorV3.py @@ -2973,6 +2973,7 @@ class QuickAdapterRegressorV3(BaseRegressionModel): f"Supported: {', '.join(QuickAdapterRegressorV3._OPTUNA_SAMPLERS)}" ) + @lru_cache(maxsize=8) def optuna_samplers_by_namespace( self, namespace: OptunaNamespace ) -> tuple[tuple[OptunaSampler, ...], OptunaSampler]: diff --git a/quickadapter/user_data/strategies/ExtremaWeightingTransformer.py b/quickadapter/user_data/strategies/ExtremaWeightingTransformer.py index 7a611be..a2b76ca 100644 --- a/quickadapter/user_data/strategies/ExtremaWeightingTransformer.py +++ b/quickadapter/user_data/strategies/ExtremaWeightingTransformer.py @@ -208,7 +208,7 @@ class ExtremaWeightingTransformer(BaseTransform): if np.isclose(gamma, 1.0) or not np.isfinite(gamma) or gamma <= 0: return values out = values.copy() - out[mask] = np.power(np.abs(values[mask]), 1.0 / gamma) * np.sign(values[mask]) + out[mask] = np.sign(values[mask]) * np.power(np.abs(values[mask]), 1.0 / gamma) return out def fit(