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21:12:00+00:00","open_rate":138.6,"close_rate":139.0164246369554,"fee_open":0.0015,"fee_close":0.0015,"trade_duration":66,"profit_ratio":0.0,"profit_abs":0.0,"exit_reason":"roi","initial_stop_loss_abs":117.81,"initial_stop_loss_ratio":-0.15,"stop_loss_abs":118.28,"stop_loss_ratio":-0.15,"min_rate":138.37,"max_rate":139.15,"is_open":false,"enter_tag":"long","leverage":1.0,"is_short":false,"open_timestamp":1745093160000,"close_timestamp":1745097120000,"orders":[{"amount":1.082251,"safe_price":138.6,"ft_order_side":"buy","order_filled_timestamp":1745093160000,"ft_is_entry":true,"ft_order_tag":"long","cost":150.2249885829},{"amount":1.082251,"safe_price":139.0164246369554,"ft_order_side":"sell","order_filled_timestamp":1745097120000,"ft_is_entry":false,"ft_order_tag":"roi","cost":150.6763405766393}]}],"locks":[],"best_pair":{"key":"BTC/USDT","trades":17,"profit_mean":0.00031346442796033666,"profit_mean_pct":0.03,"profit_sum":0.005328895275325723,"profit_sum_pct":0.53,"profit_total_abs":0.8005312,"profit_total":0.0008005312,"profit_total_pct":0.08,"duration_avg":"11:49:00","wins":2,"draws":15,"losses":0,"winrate":0.11764705882352941},"worst_pair":{"key":"SOL/USDT","trades":13,"profit_mean":-0.009265517602629976,"profit_mean_pct":-0.93,"profit_sum":-0.12045172883418968,"profit_sum_pct":-12.05,"profit_total_abs":-18.09485869,"profit_total":-0.01809485869,"profit_total_pct":-1.81,"duration_avg":"8:54:00","wins":5,"draws":7,"losses":1,"winrate":0.38461538461538464},"results_per_pair":[{"key":"BTC/USDT","trades":17,"profit_mean":0.00031346442796033666,"profit_mean_pct":0.03,"profit_sum":0.005328895275325723,"profit_sum_pct":0.53,"profit_total_abs":0.8005312,"profit_total":0.0008005312,"profit_total_pct":0.08,"duration_avg":"11:49:00","wins":2,"draws":15,"losses":0,"winrate":0.11764705882352941},{"key":"SOL/USDT","trades":13,"profit_mean":-0.009265517602629976,"profit_mean_pct":-0.93,"profit_sum":-0.12045172883418968,"profit_sum_pct":-12.05,"profit_total_abs":-18.09485869,"profit_total":-0.01809485869,"profit_total_pct":-1.81,"duration_avg":"8:54:00","wins":5,"draws":7,"losses":1,"winrate":0.38461538461538464},{"key":"TOTAL","trades":30,"profit_mean":-0.0038374277852954654,"profit_mean_pct":-0.38,"profit_sum":-0.11512283355886396,"profit_sum_pct":-11.51,"profit_total_abs":-17.294327489999997,"profit_total":-0.017294327489999997,"profit_total_pct":-1.73,"duration_avg":"10:34:00","wins":7,"draws":22,"losses":1,"winrate":0.23333333333333334}],"results_per_enter_tag":[{"key":"long","trades":30,"profit_mean":-0.0038374277852954654,"profit_mean_pct":-0.38,"profit_sum":-0.11512283355886396,"profit_sum_pct":-11.51,"profit_total_abs":-17.294327489999997,"profit_total":-0.017294327489999997,"profit_total_pct":-1.73,"duration_avg":"10:34:00","wins":7,"draws":22,"losses":1,"winrate":0.23333333333333334},{"key":"TOTAL","trades":30,"profit_mean":-0.0038374277852954654,"profit_mean_pct":-0.38,"profit_sum":-0.11512283355886396,"profit_sum_pct":-11.51,"profit_total_abs":-17.294327489999997,"profit_total":-0.017294327489999997,"profit_total_pct":-1.73,"duration_avg":"10:34:00","wins":7,"draws":22,"losses":1,"winrate":0.23333333333333334}],"exit_reason_summary":[{"key":"roi","trades":29,"profit_mean":0.0012015866293261504,"profit_mean_pct":0.12,"profit_sum":0.03484601225045836,"profit_sum_pct":3.48,"profit_total_abs":5.2347379499999995,"profit_total":0.005234737949999999,"profit_total_pct":0.52,"duration_avg":"9:21:00","wins":7,"draws":22,"losses":0,"winrate":0.2413793103448276},{"key":"trailing_stop_loss","trades":1,"profit_mean":-0.14996884580932232,"profit_mean_pct":-15.0,"profit_sum":-0.14996884580932232,"profit_sum_pct":-15.0,"profit_total_abs":-22.52906544,"profit_total":-0.02252906544,"profit_total_pct":-2.25,"duration_avg":"1 day, 21:45:00","wins":0,"draws":0,"losses":1,"winrate":0.0},{"key":"TOTAL","trades":30,"profit_mean":-0.0038374277852954654,"profit_mean_pct":-0.38,"profit_sum":-0.11512283355886396,"profit_sum_pct":-11.51,"profit_total_abs":-17.294327489999997,"profit_total":-0.017294327489999997,"profit_total_pct":-1.73,"duration_avg":"10:34:00","wins":7,"draws":22,"losses":1,"winrate":0.23333333333333334}],"mix_tag_stats":[{"key":["long","roi"],"trades":29,"profit_mean":0.0012015866293261504,"profit_mean_pct":0.12,"profit_sum":0.03484601225045836,"profit_sum_pct":3.48,"profit_total_abs":5.2347379499999995,"profit_total":0.005234737949999999,"profit_total_pct":0.52,"duration_avg":"9:21:00","wins":7,"draws":22,"losses":0,"winrate":0.2413793103448276},{"key":["long","trailing_stop_loss"],"trades":1,"profit_mean":-0.14996884580932232,"profit_mean_pct":-15.0,"profit_sum":-0.14996884580932232,"profit_sum_pct":-15.0,"profit_total_abs":-22.52906544,"profit_total":-0.02252906544,"profit_total_pct":-2.25,"duration_avg":"1 day, 21:45:00","wins":0,"draws":0,"losses":1,"winrate":0.0},{"key":"TOTAL","trades":30,"profit_mean":-0.0038374277852954654,"profit_mean_pct":-0.38,"profit_sum":-0.11512283355886396,"profit_sum_pct":-11.51,"profit_total_abs":-17.294327489999997,"profit_total":-0.017294327489999997,"profit_total_pct":-1.73,"duration_avg":"10:34:00","wins":7,"draws":22,"losses":1,"winrate":0.23333333333333334}],"left_open_trades":[{"key":"TOTAL","trades":0,"profit_mean":0.0,"profit_mean_pct":0.0,"profit_sum":0.0,"profit_sum_pct":0.0,"profit_total_abs":0.0,"profit_total":0.0,"profit_total_pct":0.0,"duration_avg":"0:00","wins":0,"draws":0,"losses":0,"winrate":0.0}],"total_trades":30,"trade_count_long":30,"trade_count_short":0,"total_volume":9009.677129242717,"avg_stake_amount":149.99971513633332,"profit_mean":-0.0038374277852954654,"profit_median":0.0,"profit_total":-0.017294327489999997,"profit_total_long":-0.017294327489999997,"profit_total_short":0.0,"profit_total_abs":-17.294327489999997,"profit_total_long_abs":-17.294327489999997,"profit_total_short_abs":0.0,"cagr":-0.28476174375604546,"expectancy":-0.576477583,"expectancy_ratio":-0.7589215045131494,"sortino":-100,"sharpe":-4.239073787774819,"calmar":-77.1886301014733,"sqn":-0.7568,"profit_factor":0.23235486460551555,"backtest_start":"2025-04-01 00:00:00","backtest_start_ts":1743465600000,"backtest_end":"2025-04-20 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:3060.0,"loser_holding_avg":"1 day, 21:45:00","loser_holding_avg_s":164700.0,"max_consecutive_wins":3,"max_consecutive_losses":11,"max_drawdown_account":0.022529065439999954,"max_relative_drawdown":0.022529065439999954,"max_drawdown_abs":22.52906544,"drawdown_start":"2025-04-01 14:54:00","drawdown_start_ts":1743519240000.0,"drawdown_end":"2025-04-06 23:15:00","drawdown_end_ts":1743981300000.0,"max_drawdown_low":-22.52906544,"max_drawdown_high":0.0,"csum_min":977.47093456,"csum_max":1000.0}},"strategy_comparison":[{"key":"FreqaiExampleStrategy","trades":30,"profit_mean":-0.0038374277852954654,"profit_mean_pct":-0.38,"profit_sum":-0.11512283355886396,"profit_sum_pct":-11.51,"profit_total_abs":-17.294327489999997,"profit_total":-0.017294327489999997,"profit_total_pct":-1.73,"duration_avg":"10:34:00","wins":7,"draws":22,"losses":1,"winrate":0.23333333333333334,"max_drawdown_account":0.022529065439999954,"max_drawdown_abs":"22.529"}]}
\ No newline at end of file
diff --git a/result/backtest-result-2025-05-01_04-44-58.meta.json b/result/backtest-result-2025-05-01_04-44-58.meta.json
new file mode 100644
index 00000000..5ac1fa5a
--- /dev/null
+++ b/result/backtest-result-2025-05-01_04-44-58.meta.json
@@ -0,0 +1 @@
+{"FreqaiExampleStrategy":{"run_id":"cfc214dcdc7f4207a8a7b44e1b0be860672291d8","backtest_start_time":1746074689,"timeframe":"3m","timeframe_detail":null,"backtest_start_ts":1743465600,"backtest_end_ts":1745107200}}
\ No newline at end of file
diff --git a/result/backtest-result-2025-05-01_04-27-37_FreqaiExampleStrategy.json b/result/backtest-result-2025-05-01_04-44-58_FreqaiExampleStrategy.json
similarity index 100%
rename from result/backtest-result-2025-05-01_04-27-37_FreqaiExampleStrategy.json
rename to result/backtest-result-2025-05-01_04-44-58_FreqaiExampleStrategy.json
diff --git a/result/backtest-result-2025-05-01_04-27-37_FreqaiExampleStrategy.py b/result/backtest-result-2025-05-01_04-44-58_FreqaiExampleStrategy.py
similarity index 99%
rename from result/backtest-result-2025-05-01_04-27-37_FreqaiExampleStrategy.py
rename to result/backtest-result-2025-05-01_04-44-58_FreqaiExampleStrategy.py
index 00ff1d24..0c755635 100644
--- a/result/backtest-result-2025-05-01_04-27-37_FreqaiExampleStrategy.py
+++ b/result/backtest-result-2025-05-01_04-44-58_FreqaiExampleStrategy.py
@@ -30,7 +30,7 @@ class FreqaiExampleStrategy(IStrategy):
 
     # FreqAI 配置
     freqai_info = {
-        "model": "CatboostClassifier",  # 与config保持一致
+        "model": "XGBoostRegressor",  # 与config保持一致
         "feature_parameters": {
             "include_timeframes": ["3m", "15m", "1h"],  # 与config一致
             "include_corr_pairlist": ["BTC/USDT", "SOL/USDT"],  # 添加相关交易对
diff --git a/result/backtest-result-2025-05-01_04-27-37_config.json b/result/backtest-result-2025-05-01_04-44-58_config.json
similarity index 100%
rename from result/backtest-result-2025-05-01_04-27-37_config.json
rename to result/backtest-result-2025-05-01_04-44-58_config.json
diff --git a/result/output_filted.log b/result/output_filted.log
new file mode 100644
index 00000000..e629d55a
--- /dev/null
+++ b/result/output_filted.log
@@ -0,0 +1,436 @@
+Creating freqtrade_freqtrade_run ... 
+Creating freqtrade_freqtrade_run ... done
+2025-05-01 04:44:45,466 - freqtrade - INFO - freqtrade 2025.3
+2025-05-01 04:44:45,680 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
+2025-05-01 04:44:47,095 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
+2025-05-01 04:44:47,097 - freqtrade.loggers - INFO - Enabling colorized output.
+2025-05-01 04:44:47,098 - root - INFO - Logfile configured
+2025-05-01 04:44:47,098 - freqtrade.loggers - INFO - Verbosity set to 0
+2025-05-01 04:44:47,099 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
+2025-05-01 04:44:47,099 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
+2025-05-01 04:44:47,099 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250401-20250420 ...
+2025-05-01 04:44:47,136 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
+2025-05-01 04:44:47,136 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
+2025-05-01 04:44:47,137 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
+2025-05-01 04:44:47,137 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250401-20250420
+2025-05-01 04:44:47,138 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
+2025-05-01 04:44:47,139 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
+2025-05-01 04:44:47,146 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
+2025-05-01 04:44:47,146 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
+2025-05-01 04:44:47,147 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
+2025-05-01 04:44:47,149 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
+2025-05-01 04:44:47,149 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
+2025-05-01 04:44:47,150 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.69
+2025-05-01 04:44:47,150 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
+2025-05-01 04:44:47,155 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
+2025-05-01 04:44:47,160 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
+2025-05-01 04:44:49,712 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
+2025-05-01 04:44:49,734 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy FreqaiExampleStrategy from '/freqtrade/templates/FreqaiExampleStrategy.py'...
+2025-05-01 04:44:49,735 - freqtrade.strategy.hyper - INFO - Loading parameters from file /freqtrade/templates/FreqaiExampleStrategy.json
+2025-05-01 04:44:49,735 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
+2025-05-01 04:44:49,736 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
+2025-05-01 04:44:49,736 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
+2025-05-01 04:44:49,736 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
+2025-05-01 04:44:49,737 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
+2025-05-01 04:44:49,737 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 
+'minutes'}.
+2025-05-01 04:44:49,737 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
+2025-05-01 04:44:49,738 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {'0': 0.132, '8': 0.047, '14': 0.007, '60': 0}
+2025-05-01 04:44:49,738 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
+2025-05-01 04:44:49,738 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
+2025-05-01 04:44:49,739 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
+2025-05-01 04:44:49,739 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
+2025-05-01 04:44:49,739 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.02
+2025-05-01 04:44:49,739 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
+2025-05-01 04:44:49,740 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
+2025-05-01 04:44:49,740 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
+2025-05-01 04:44:49,740 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False, 
+'stoploss_on_exchange_interval': 60}
+2025-05-01 04:44:49,741 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
+2025-05-01 04:44:49,741 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
+2025-05-01 04:44:49,741 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
+2025-05-01 04:44:49,741 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
+2025-05-01 04:44:49,742 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
+2025-05-01 04:44:49,742 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
+2025-05-01 04:44:49,742 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
+2025-05-01 04:44:49,742 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
+2025-05-01 04:44:49,743 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
+2025-05-01 04:44:49,743 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
+2025-05-01 04:44:49,743 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
+2025-05-01 04:44:49,744 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
+2025-05-01 04:44:49,744 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
+2025-05-01 04:44:49,744 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
+2025-05-01 04:44:49,745 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
+2025-05-01 04:44:49,748 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
+2025-05-01 04:44:49,754 - freqtrade.optimize.backtesting - INFO - Using fee 0.1500% - worst case fee from exchange (lowest tier).
+2025-05-01 04:44:49,755 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
+2025-05-01 04:44:49,755 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 14450 ...
+2025-05-01 04:44:49,887 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-03-01 21:30:00 up to 2025-04-20 00:00:00 (49 days).
+2025-05-01 04:44:49,888 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
+2025-05-01 04:44:49,889 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy FreqaiExampleStrategy
+2025-05-01 04:44:51,454 - matplotlib.font_manager - INFO - generated new fontManager
+2025-05-01 04:44:51,651 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
+2025-05-01 04:44:51,652 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
+2025-05-01 04:44:51,652 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
+2025-05-01 04:44:51,652 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['BTC/USDT', 'SOL/USDT']
+2025-05-01 04:44:51,653 - freqtrade.strategy.hyper - INFO - Strategy Parameter: buy_rsi = 39.92672300850069
+2025-05-01 04:44:51,654 - freqtrade.strategy.hyper - INFO - Strategy Parameter: sell_rsi = 69.92672300850067
+2025-05-01 04:44:51,654 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
+2025-05-01 04:44:51,656 - FreqaiExampleStrategy - INFO - 处理交易对：BTC/USDT
+2025-05-01 04:44:51,658 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
+2025-05-01 04:44:51,659 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-02 00:00:00 to 2025-04-01 00:00:00, 1/2 trains
+2025-05-01 04:44:51,660 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at 
+/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1743465600_prediction.feather
+2025-05-01 04:44:51,675 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:51,692 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:51,708 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:51,761 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
+2025-05-01 04:44:51,762 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
+2025-05-01 04:44:51,813 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:51,825 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:51,837 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:51,877 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
+2025-05-01 04:44:51,878 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
+2025-05-01 04:44:51,900 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:51,907 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:51,915 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:51,987 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
+2025-05-01 04:44:51,987 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-03-01 21:30:00 to 2025-04-20 00:00:00
+2025-05-01 04:44:52,051 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:52,068 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:52,084 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:52,139 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
+2025-05-01 04:44:52,139 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
+2025-05-01 04:44:52,178 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:52,188 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:52,198 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:52,247 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
+2025-05-01 04:44:52,248 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
+2025-05-01 04:44:52,269 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:52,277 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:52,285 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:52,345 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
+2025-05-01 04:44:52,351 - FreqaiExampleStrategy - INFO - 目标列形状：(14450,)
+2025-05-01 04:44:52,353 - FreqaiExampleStrategy - INFO - 目标列预览：
+   up_or_down  &-buy_rsi
+0    0.007116  50.010488
+1    0.005291  50.010488
+2    0.004416  50.010488
+3    0.002082  50.010488
+4    0.001904  50.010488
+2025-05-01 04:44:52,358 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
+2025-05-01 04:44:52,364 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
+2025-05-01 04:44:52,365 - FreqaiExampleStrategy - INFO - 目标列预览：
+   up_or_down  &-buy_rsi
+0    0.007116  49.846666
+1    0.005291  49.846666
+2    0.004416  49.846666
+3    0.002082  49.846666
+4    0.001904  49.846666
+2025-05-01 04:44:52,374 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1743465600/cb_btc_1743465600
+2025-05-01 04:44:52,374 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
+2025-05-01 04:44:52,395 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
+2025-05-01 04:44:52,396 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
+2025-05-01 04:44:52,411 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
+2025-05-01 04:44:52,412 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
+/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning: [04:44:52] WARNING: /workspace/src/learner.cc:740: 
+Parameters: { "verbose" } are not used.
+
+  warnings.warn(smsg, UserWarning)
+[99]	validation_0-rmse:0.13679	validation_1-rmse:0.11901
+2025-05-01 04:44:53,137 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (0.76 secs) --------------------
+/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
+
+[04:44:53] WARNING: /workspace/src/learner.cc:740: 
+Parameters: { "verbose" } are not used.
+
+
+2025-05-01 04:44:53,354 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1743465600/cb_btc_1743465600--buy_rsi.html
+2025-05-01 04:44:53,355 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
+2025-05-01 04:44:53,375 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
+2025-05-01 04:44:53,382 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-12 00:00:00 to 2025-04-11 00:00:00, 2/2 trains
+2025-05-01 04:44:53,383 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at 
+/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1744329600_prediction.feather
+2025-05-01 04:44:53,390 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
+2025-05-01 04:44:53,395 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
+2025-05-01 04:44:53,397 - FreqaiExampleStrategy - INFO - 目标列预览：
+   up_or_down  &-buy_rsi
+0    0.007116  49.846666
+1    0.005291  49.846666
+2    0.004416  49.846666
+3    0.002082  49.846666
+4    0.001904  49.846666
+2025-05-01 04:44:53,406 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
+2025-05-01 04:44:53,412 - FreqaiExampleStrategy - INFO - 目标列形状：(23570,)
+2025-05-01 04:44:53,413 - FreqaiExampleStrategy - INFO - 目标列预览：
+   up_or_down  &-buy_rsi
+0    0.007116  50.074781
+1    0.005291  50.074781
+2    0.004416  50.074781
+3    0.002082  50.074781
+4    0.001904  50.074781
+2025-05-01 04:44:53,420 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1744329600/cb_btc_1744329600
+2025-05-01 04:44:53,421 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
+2025-05-01 04:44:53,437 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
+2025-05-01 04:44:53,437 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
+2025-05-01 04:44:53,452 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
+2025-05-01 04:44:53,453 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
+/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
+
+[04:44:53] WARNING: /workspace/src/learner.cc:740: 
+Parameters: { "verbose" } are not used.
+
+
+[99]	validation_0-rmse:0.13376	validation_1-rmse:0.11638
+2025-05-01 04:44:54,192 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (0.77 secs) --------------------
+/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
+
+[04:44:54] WARNING: /workspace/src/learner.cc:740: 
+Parameters: { "verbose" } are not used.
+
+
+2025-05-01 04:44:54,230 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1744329600/cb_btc_1744329600--buy_rsi.html
+2025-05-01 04:44:54,231 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
+2025-05-01 04:44:54,249 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
+2025-05-01 04:44:54,305 - FreqaiExampleStrategy - INFO - 动态参数：buy_rsi=39.26145316407591, sell_rsi=59.26145316407591, stoploss=-0.15, trailing_stop_positive=0.05
+2025-05-01 04:44:54,343 - FreqaiExampleStrategy - INFO - up_or_down 值统计：
+up_or_down
+1    11845
+0    11726
+2025-05-01 04:44:54,344 - FreqaiExampleStrategy - INFO - do_predict 值统计：
+do_predict
+0.0    14451
+1.0     9120
+2025-05-01 04:44:54,347 - FreqaiExampleStrategy - INFO - 处理交易对：SOL/USDT
+2025-05-01 04:44:54,349 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
+2025-05-01 04:44:54,350 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-02 00:00:00 to 2025-04-01 00:00:00, 1/2 trains
+2025-05-01 04:44:54,350 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at 
+/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1743465600_prediction.feather
+2025-05-01 04:44:54,361 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,373 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,386 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,419 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
+2025-05-01 04:44:54,419 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
+2025-05-01 04:44:54,468 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,479 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,490 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,521 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
+2025-05-01 04:44:54,522 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
+2025-05-01 04:44:54,544 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,552 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,560 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,618 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
+2025-05-01 04:44:54,619 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-03-01 21:30:00 to 2025-04-20 00:00:00
+2025-05-01 04:44:54,672 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,685 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,698 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,752 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,763 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,774 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,828 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,836 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,844 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,920 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,933 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:54,946 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:55,012 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:55,023 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:55,034 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:55,103 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:55,111 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:55,119 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
+2025-05-01 04:44:55,193 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
+2025-05-01 04:44:55,198 - FreqaiExampleStrategy - INFO - 目标列形状：(14450,)
+2025-05-01 04:44:55,200 - FreqaiExampleStrategy - INFO - 目标列预览：
+   up_or_down  &-buy_rsi
+0    0.016595   49.72136
+1    0.012811   49.72136
+2    0.010135   49.72136
+3    0.008514   49.72136
+4    0.006242   49.72136
+2025-05-01 04:44:55,210 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
+2025-05-01 04:44:55,215 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
+2025-05-01 04:44:55,217 - FreqaiExampleStrategy - INFO - 目标列预览：
+   up_or_down  &-buy_rsi
+0    0.016595  49.562407
+1    0.012811  49.562407
+2    0.010135  49.562407
+3    0.008514  49.562407
+4    0.006242  49.562407
+2025-05-01 04:44:55,229 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1743465600/cb_sol_1743465600
+2025-05-01 04:44:55,230 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
+2025-05-01 04:44:55,257 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
+2025-05-01 04:44:55,257 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
+2025-05-01 04:44:55,280 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
+2025-05-01 04:44:55,281 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
+/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
+
+[04:44:55] WARNING: /workspace/src/learner.cc:740: 
+Parameters: { "verbose" } are not used.
+
+
+[99]	validation_0-rmse:0.11848	validation_1-rmse:0.10165
+2025-05-01 04:44:56,444 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (1.21 secs) --------------------
+/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
+
+[04:44:56] WARNING: /workspace/src/learner.cc:740: 
+Parameters: { "verbose" } are not used.
+
+
+2025-05-01 04:44:56,478 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1743465600/cb_sol_1743465600--buy_rsi.html
+2025-05-01 04:44:56,479 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
+2025-05-01 04:44:56,504 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
+2025-05-01 04:44:56,512 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-12 00:00:00 to 2025-04-11 00:00:00, 2/2 trains
+2025-05-01 04:44:56,513 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at 
+/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1744329600_prediction.feather
+2025-05-01 04:44:56,525 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
+2025-05-01 04:44:56,531 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
+2025-05-01 04:44:56,533 - FreqaiExampleStrategy - INFO - 目标列预览：
+   up_or_down  &-buy_rsi
+0    0.016595  49.562407
+1    0.012811  49.562407
+2    0.010135  49.562407
+3    0.008514  49.562407
+4    0.006242  49.562407
+2025-05-01 04:44:56,545 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
+2025-05-01 04:44:56,551 - FreqaiExampleStrategy - INFO - 目标列形状：(23570,)
+2025-05-01 04:44:56,553 - FreqaiExampleStrategy - INFO - 目标列预览：
+   up_or_down  &-buy_rsi
+0    0.016595  49.934347
+1    0.012811  49.934347
+2    0.010135  49.934347
+3    0.008514  49.934347
+4    0.006242  49.934347
+2025-05-01 04:44:56,562 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1744329600/cb_sol_1744329600
+2025-05-01 04:44:56,563 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
+2025-05-01 04:44:56,586 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
+2025-05-01 04:44:56,587 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
+2025-05-01 04:44:56,609 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
+2025-05-01 04:44:56,610 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
+/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
+
+[04:44:56] WARNING: /workspace/src/learner.cc:740: 
+Parameters: { "verbose" } are not used.
+
+
+[99]	validation_0-rmse:0.12679	validation_1-rmse:0.11178
+2025-05-01 04:44:57,883 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (1.32 secs) --------------------
+/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
+
+[04:44:57] WARNING: /workspace/src/learner.cc:740: 
+Parameters: { "verbose" } are not used.
+
+
+2025-05-01 04:44:57,915 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1744329600/cb_sol_1744329600--buy_rsi.html
+2025-05-01 04:44:57,916 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
+2025-05-01 04:44:57,940 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
+2025-05-01 04:44:58,006 - FreqaiExampleStrategy - INFO - 动态参数：buy_rsi=50.0, sell_rsi=70.0, stoploss=-0.15, trailing_stop_positive=0.05
+2025-05-01 04:44:58,070 - FreqaiExampleStrategy - INFO - up_or_down 值统计：
+up_or_down
+0    11865
+1    11706
+2025-05-01 04:44:58,071 - FreqaiExampleStrategy - INFO - do_predict 值统计：
+do_predict
+0.0    14451
+1.0     9120
+2025-05-01 04:44:58,080 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-04-01 00:00:00 up to 2025-04-20 00:00:00 (19 days).
+2025-05-01 04:44:58,085 - FreqaiExampleStrategy - ERROR - MACD 或 MACD 信号列缺失，无法生成买入信号。尝试重新计算 MACD 列。
+2025-05-01 04:44:58,087 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
+2025-05-01 04:44:58,119 - FreqaiExampleStrategy - ERROR - MACD 或 MACD 信号列缺失，无法生成买入信号。尝试重新计算 MACD 列。
+2025-05-01 04:44:58,120 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
+2025-05-01 04:44:58,715 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-01_04-44-58.meta.json"
+Result for strategy FreqaiExampleStrategy
+                                             BACKTESTING REPORT                                              
+┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃     Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│ BTC/USDT │     17 │         0.03 │           0.801 │         0.08 │     11:49:00 │    2    15     0   100 │
+│ SOL/USDT │     13 │        -0.93 │         -18.095 │        -1.81 │      8:54:00 │    5     7     1  38.5 │
+│    TOTAL │     30 │        -0.38 │         -17.294 │        -1.73 │     10:34:00 │    7    22     1  23.3 │
+└──────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
+                                         LEFT OPEN TRADES REPORT                                          
+┏━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃  Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│ TOTAL │      0 │          0.0 │           0.000 │          0.0 │         0:00 │    0     0     0     0 │
+└───────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
+                                                ENTER TAG STATS                                                
+┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃ Enter Tag ┃ Entries ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│      long │      30 │        -0.38 │         -17.294 │        -1.73 │     10:34:00 │    7    22     1  23.3 │
+│     TOTAL │      30 │        -0.38 │         -17.294 │        -1.73 │     10:34:00 │    7    22     1  23.3 │
+└───────────┴─────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
+                                                    EXIT REASON STATS                                                    
+┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃        Exit Reason ┃ Exits ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃    Avg Duration ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│                roi │    29 │         0.12 │           5.235 │         0.52 │         9:21:00 │    7    22     0   100 │
+│ trailing_stop_loss │     1 │        -15.0 │         -22.529 │        -2.25 │ 1 day, 21:45:00 │    0     0     1     0 │
+│              TOTAL │    30 │        -0.38 │         -17.294 │        -1.73 │        10:34:00 │    7    22     1  23.3 │
+└────────────────────┴───────┴──────────────┴─────────────────┴──────────────┴─────────────────┴────────────────────────┘
+                                                                  MIXED TAG STATS                                                                   
+┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃                      Enter Tag ┃ Exit Reason ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃    Avg Duration ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│                ('long', 'roi') │             │     29 │         0.12 │           5.235 │         0.52 │         9:21:00 │    7    22     0   100 │
+│ ('long', 'trailing_stop_loss') │             │      1 │        -15.0 │         -22.529 │        -2.25 │ 1 day, 21:45:00 │    0     0     1     0 │
+│                          TOTAL │             │     30 │        -0.38 │         -17.294 │        -1.73 │        10:34:00 │    7    22     1  23.3 │
+└────────────────────────────────┴─────────────┴────────┴──────────────┴─────────────────┴──────────────┴─────────────────┴────────────────────────┘
+                   SUMMARY METRICS                   
+┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓
+┃ Metric                      ┃ Value               ┃
+┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩
+│ Backtesting from            │ 2025-04-01 00:00:00 │
+│ Backtesting to              │ 2025-04-20 00:00:00 │
+│ Trading Mode                │ Spot                │
+│ Max open trades             │ 2                   │
+│                             │                     │
+│ Total/Daily Avg Trades      │ 30 / 1.58           │
+│ Starting balance            │ 1000 USDT           │
+│ Final balance               │ 982.706 USDT        │
+│ Absolute profit             │ -17.294 USDT        │
+│ Total profit %              │ -1.73%              │
+│ CAGR %                      │ -28.48%             │
+│ Sortino                     │ -100.00             │
+│ Sharpe                      │ -4.24               │
+│ Calmar                      │ -77.19              │
+│ SQN                         │ -0.76               │
+│ Profit factor               │ 0.23                │
+│ Expectancy (Ratio)          │ -0.58 (-0.76)       │
+│ Avg. daily profit %         │ -0.09%              │
+│ Avg. stake amount           │ 150 USDT            │
+│ Total trade volume          │ 9009.677 USDT       │
+│                             │                     │
+│ Best Pair                   │ BTC/USDT 0.08%      │
+│ Worst Pair                  │ SOL/USDT -1.81%     │
+│ Best trade                  │ SOL/USDT 1.41%      │
+│ Worst trade                 │ SOL/USDT -15.00%    │
+│ Best day                    │ 2.151 USDT          │
+│ Worst day                   │ -22.529 USDT        │
+│ Days win/draw/lose          │ 4 / 14 / 1          │
+│ Avg. Duration Winners       │ 0:51:00             │
+│ Avg. Duration Loser         │ 1 day, 21:45:00     │
+│ Max Consecutive Wins / Loss │ 3 / 11              │
+│ Rejected Entry signals      │ 0                   │
+│ Entry/Exit Timeouts         │ 0 / 0               │
+│                             │                     │
+│ Min balance                 │ 977.471 USDT        │
+│ Max balance                 │ 1000 USDT           │
+│ Max % of account underwater │ 2.25%               │
+│ Absolute Drawdown (Account) │ 2.25%               │
+│ Absolute Drawdown           │ 22.529 USDT         │
+│ Drawdown high               │ 0 USDT              │
+│ Drawdown low                │ -22.529 USDT        │
+│ Drawdown Start              │ 2025-04-01 14:54:00 │
+│ Drawdown End                │ 2025-04-06 23:15:00 │
+│ Market change               │ -0.80%              │
+└─────────────────────────────┴─────────────────────┘
+
+Backtested 2025-04-01 00:00:00 -> 2025-04-20 00:00:00 | Max open trades : 2
+                                                               STRATEGY SUMMARY                                                                
+┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
+┃              Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃  Win  Draw  Loss  Win% ┃           Drawdown ┃
+┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
+│ FreqaiExampleStrategy │     30 │        -0.38 │         -17.294 │        -1.73 │     10:34:00 │    7    22     1  23.3 │ 22.529 USDT  2.25% │
+└───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴────────────────────┘