chore: remove scikit-optimize dependency
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# Hyperopt
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# Hyperopt
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This page explains how to tune your strategy by finding the optimal
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This page explains how to tune your strategy by finding the optimal
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parameters, a process called hyperparameter optimization. The bot uses algorithms included in the `scikit-optimize` package to accomplish this.
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parameters, a process called hyperparameter optimization. The bot uses algorithms included in the `optuna` package to accomplish this.
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The search will burn all your CPU cores, make your laptop sound like a fighter jet and still take a long time.
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The search will burn all your CPU cores, make your laptop sound like a fighter jet and still take a long time.
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In general, the search for best parameters starts with a few random combinations (see [below](#reproducible-results) for more details) and then uses one of optuna's sampler algorithms (currently NSGAIIISampler) to quickly find a combination of parameters in the search hyperspace that minimizes the value of the [loss function](#loss-functions).
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In general, the search for best parameters starts with a few random combinations (see [below](#reproducible-results) for more details) and then uses one of optuna's sampler algorithms (currently NSGAIIISampler) to quickly find a combination of parameters in the search hyperspace that minimizes the value of the [loss function](#loss-functions).
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@@ -79,7 +79,6 @@ plot = ["plotly>=4.0"]
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hyperopt = [
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hyperopt = [
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"scipy",
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"scipy",
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"scikit-learn",
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"scikit-learn",
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"ft-scikit-optimize>=0.9.2",
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"filelock",
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"filelock",
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]
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]
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freqai = [
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freqai = [
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@@ -4,7 +4,6 @@
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# Required for hyperopt
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# Required for hyperopt
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scipy==1.15.2
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scipy==1.15.2
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scikit-learn==1.6.1
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scikit-learn==1.6.1
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ft-scikit-optimize==0.9.2
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filelock==3.18.0
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filelock==3.18.0
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optuna==4.2.1
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optuna==4.2.1
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cmaes==0.11.1
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cmaes==0.11.1
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