live模式freqai参数使用精确计算训练, 其他模式使用简易入门训练参数
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@ -75,7 +75,7 @@
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"freqaimodel": "LightGBMMultiTargetRegressor",
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"purge_old_models": 2,
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"identifier": "test58",
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"train_period_days": 18,
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"train_period_days": 12,
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"backtest_period_days": 2,
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"live_retrain_hours": 2,
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"outlier_detection": {
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@ -89,19 +89,18 @@
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"include_timeframes": [
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"3m",
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"15m",
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"30m",
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"1h"
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],
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"include_corr_pairlist": [
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"ETH/USDT",
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"BTC/USDT",
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"SOL/USDT"
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],
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"outlier_protection_percentage": 0.1,
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"label_period_candles": 100,
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"include_shifted_candles": 6,
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"include_shifted_candles": 3,
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"DI_threshold": 0.5,
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"weight_factor": 0.9,
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"principal_component_analysis": true,
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"principal_component_analysis": false,
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"use_SVM_to_remove_outliers": true,
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"indicator_periods_candles": [
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10,
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@ -112,14 +111,14 @@
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},
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"data_split_parameters": {
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"test_size": 0.15,
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"shuffle": false
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"shuffle": false
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},
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"model_training_parameters": {
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"n_estimators": 800,
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"n_estimators": 600,
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"learning_rate": 0.02,
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"num_leaves": 80,
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"max_depth": 15,
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"min_data_in_leaf": 12,
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"num_leaves": 60,
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"max_depth": 12,
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"min_data_in_leaf": 15,
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"feature_fraction": 0.8,
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"bagging_fraction": 0.8,
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"bagging_freq": 5,
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@ -77,6 +77,66 @@
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"price_side": "other",
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"use_order_book": false
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},
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"freqai": {
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"enabled": true,
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"data_kitchen": {
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"fillna": "ffill"
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},
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"freqaimodel": "LightGBMMultiTargetRegressor",
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"purge_old_models": 2,
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"identifier": "test58",
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"train_period_days": 18,
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"backtest_period_days": 2,
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"live_retrain_hours": 2,
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"outlier_detection": {
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"method": "IsolationForest",
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"contamination": 0.1
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},
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"feature_selection": {
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"method": "recursive_elimination"
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},
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"feature_parameters": {
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"include_timeframes": [
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"3m",
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"15m",
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"30m",
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"1h"
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],
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"include_corr_pairlist": [
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"ETH/USDT",
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"SOL/USDT"
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],
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"outlier_protection_percentage": 0.1,
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"label_period_candles": 100,
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"include_shifted_candles": 6,
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"DI_threshold": 0.5,
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"weight_factor": 0.9,
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"principal_component_analysis": false,
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"use_SVM_to_remove_outliers": true,
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"indicator_periods_candles": [
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10,
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20,
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50,
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100
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],
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"plot_feature_importances": 10
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},
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"data_split_parameters": {
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"test_size": 0.15,
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"shuffle": false
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},
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"model_training_parameters": {
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"n_estimators": 800,
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"learning_rate": 0.02,
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"num_leaves": 80,
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"max_depth": 15,
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"min_data_in_leaf": 12,
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"feature_fraction": 0.8,
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"bagging_fraction": 0.8,
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"bagging_freq": 5,
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"verbose": -1
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}
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},
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"fee": 0.0008,
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"api_server": {
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"enabled": true,
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