步骤 1：安装和配置 Astrill
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安装 Astrill
- 使用 pip 安装 Astrill：```bash pip install astroll
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设置项目路径
- 确保安装的项目目录在 Python 3 的路径中。
- 在项目目录中设置项目名称和路径：```bash PYTHONPATH=$PYTHONPATH:./{project_name}
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配置配置文件
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创建或修改
astrill_config.py以设置基本参数：import astroll as ast ast.config.update({ 'version': '1..', 'samples': 1, 'time_range': [219, 223], 'batch_size': 1, 'columns': ['close_price', 'volume', 'ts商'], 'features': ['close_price', 'volume', 'ts商'], 'split': 0.8, 'random_state': 42, 'loss': 'mae', 'n_neighbors': 5, 'loss_threshold': 0.2, 'keep_best': True, 'keep_worst': False, 'keep_median': False, 'keep_mode': False, 'keep_mean': False, 'keep_std': False, 'keep_quartile1': False, 'keep_quartile3': False, 'keep_quartile5': False, 'keep_quartile9': False, 'keep_percentile1': False, 'keep_percentile99': False, 'keep_percentile5': False, 'keep_percentile999': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8': False, 'keep_percentile3': False, 'keep_percentile7': False, 'keep_percentile4': False, 'keep_percentile6': False, 'keep_percentile5': False, 'keep_percentile95': False, 'keep_percentile15': False, 'keep_percentile85': False, 'keep_percentile25': False, 'keep_percentile75': False, 'keep_percentile1': False, 'keep_percentile9': False, 'keep_percentile2': False, 'keep_percentile8':
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