Creating freqtrade_freqtrade_run ... Creating freqtrade_freqtrade_run ... done 2025-05-04 12:38:01,174 - freqtrade - INFO - freqtrade docker-2025.4-dev-23e4943b 2025-05-04 12:38:01,380 - numexpr.utils - INFO - NumExpr defaulting to 12 threads. 2025-05-04 12:38:02,816 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ... 2025-05-04 12:38:02,818 - freqtrade.loggers - INFO - Enabling colorized output. 2025-05-04 12:38:02,818 - root - INFO - Logfile configured 2025-05-04 12:38:02,819 - freqtrade.loggers - INFO - Verbosity set to 0 2025-05-04 12:38:02,819 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates 2025-05-04 12:38:02,819 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ... 2025-05-04 12:38:02,820 - freqtrade.configuration.configuration - INFO - Parameter --fee detected, setting fee to: 0.0008 ... 2025-05-04 12:38:02,820 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250407-20250415 ... 2025-05-04 12:38:02,846 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ... 2025-05-04 12:38:02,846 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ... 2025-05-04 12:38:02,847 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ... 2025-05-04 12:38:02,847 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250407-20250415 2025-05-04 12:38:02,848 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor 2025-05-04 12:38:02,849 - freqtrade.exchange.check_exchange - INFO - Checking exchange... 2025-05-04 12:38:02,855 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team. 2025-05-04 12:38:02,856 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration. 2025-05-04 12:38:02,856 - freqtrade.configuration.config_validation - INFO - Validating configuration ... 2025-05-04 12:38:02,858 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode 2025-05-04 12:38:02,859 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled 2025-05-04 12:38:02,859 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.77 2025-05-04 12:38:02,859 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}} 2025-05-04 12:38:02,864 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000} 2025-05-04 12:38:02,870 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX" 2025-05-04 12:38:05,789 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'... 2025-05-04 12:38:05,841 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy OKXRegressionStrategy from '/freqtrade/templates/OKXRegressionStrategy.py'... 2025-05-04 12:38:05,842 - freqtrade.strategy.hyper - INFO - Found no parameter file. 2025-05-04 12:38:05,842 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m. 2025-05-04 12:38:05,843 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05. 2025-05-04 12:38:05,843 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT. 2025-05-04 12:38:05,843 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150. 2025-05-04 12:38:05,844 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30. 2025-05-04 12:38:05,844 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}. 2025-05-04 12:38:05,844 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4. 2025-05-04 12:38:05,845 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {} 2025-05-04 12:38:05,845 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m 2025-05-04 12:38:05,845 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05 2025-05-04 12:38:05,846 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True 2025-05-04 12:38:05,846 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01 2025-05-04 12:38:05,846 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.0 2025-05-04 12:38:05,847 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False 2025-05-04 12:38:05,847 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False 2025-05-04 12:38:05,847 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True 2025-05-04 12:38:05,848 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False, 'stoploss_on_exchange_interval': 60} 2025-05-04 12:38:05,848 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'} 2025-05-04 12:38:05,848 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT 2025-05-04 12:38:05,849 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150 2025-05-04 12:38:05,849 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30 2025-05-04 12:38:05,849 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'} 2025-05-04 12:38:05,850 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True 2025-05-04 12:38:05,850 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False 2025-05-04 12:38:05,850 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False 2025-05-04 12:38:05,851 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0 2025-05-04 12:38:05,851 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False 2025-05-04 12:38:05,851 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0 2025-05-04 12:38:05,852 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False 2025-05-04 12:38:05,852 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1 2025-05-04 12:38:05,852 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4 2025-05-04 12:38:05,853 - freqtrade.configuration.config_validation - INFO - Validating configuration ... 2025-05-04 12:38:05,857 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'... 2025-05-04 12:38:05,862 - freqtrade.optimize.backtesting - INFO - Using fee 0.0800% from config. 2025-05-04 12:38:05,863 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250 2025-05-04 12:38:05,863 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 43250 ... 2025-05-04 12:38:06,006 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-01-06 21:30:00 up to 2025-04-15 00:00:00 (98 days). 2025-05-04 12:38:06,007 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators 2025-05-04 12:38:06,008 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy OKXRegressionStrategy 2025-05-04 12:38:07,597 - matplotlib.font_manager - INFO - generated new fontManager 2025-05-04 12:38:07,798 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'... 2025-05-04 12:38:07,799 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch 2025-05-04 12:38:07,799 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch 2025-05-04 12:38:07,799 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['OKB/USDT', 'TON/USDT'] 2025-05-04 12:38:07,800 - freqtrade.strategy.hyper - INFO - No params for buy found, using default values. 2025-05-04 12:38:07,801 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_period = 14 2025-05-04 12:38:07,801 - freqtrade.strategy.hyper - INFO - No params for sell found, using default values. 2025-05-04 12:38:07,802 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_multiplier = 2.0 2025-05-04 12:38:07,802 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values. 2025-05-04 12:38:07,808 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges 2025-05-04 12:38:07,809 - freqtrade.freqai.freqai_interface - INFO - Training OKB/USDT, 1/2 pairs from 2025-01-07 00:00:00 to 2025-04-07 00:00:00, 1/1 trains 2025-05-04 12:38:07,810 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at /freqtrade/user_data/models/test175/backtesting_predictions/cb_okb_1743984000_prediction.feather 2025-05-04 12:38:08,058 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250 2025-05-04 12:38:08,059 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00 2025-05-04 12:38:08,253 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250 2025-05-04 12:38:08,254 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00 /freqtrade/templates/OKXRegressionStrategy.py:246: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead. dataframe = dataframe.fillna(method="ffill").fillna(0) /freqtrade/templates/OKXRegressionStrategy.py:246: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead. dataframe = dataframe.fillna(method="ffill").fillna(0) 2025-05-04 12:38:14,204 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000 2025-05-04 12:38:14,205 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training OKB/USDT -------------------- 2025-05-04 12:38:14,334 - freqtrade.freqai.data_kitchen - INFO - OKB/USDT: dropped 0 training points due to NaNs in populated dataset 43200. 2025-05-04 12:38:14,334 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 -------------------- 2025-05-04 12:38:14,391 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day'] 2025-05-04 12:38:14,444 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features 2025-05-04 12:38:14,444 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points [0] validation_0-rmse:0.36629 validation_1-rmse:0.37143 [1] validation_0-rmse:0.36088 validation_1-rmse:0.36593 [2] validation_0-rmse:0.35557 validation_1-rmse:0.36052 [3] validation_0-rmse:0.35034 validation_1-rmse:0.35518 [4] validation_0-rmse:0.34517 validation_1-rmse:0.34993 [5] validation_0-rmse:0.34009 validation_1-rmse:0.34476 [6] validation_0-rmse:0.33508 validation_1-rmse:0.33966 [7] validation_0-rmse:0.33016 validation_1-rmse:0.33465 [8] validation_0-rmse:0.32530 validation_1-rmse:0.32970 [9] validation_0-rmse:0.32053 validation_1-rmse:0.32484 [10] validation_0-rmse:0.31583 validation_1-rmse:0.32004 [11] validation_0-rmse:0.31119 validation_1-rmse:0.31532 [12] validation_0-rmse:0.30662 validation_1-rmse:0.31068 [13] validation_0-rmse:0.30213 validation_1-rmse:0.30610 [14] validation_0-rmse:0.29771 validation_1-rmse:0.30159 [15] validation_0-rmse:0.29335 validation_1-rmse:0.29715 [16] validation_0-rmse:0.28905 validation_1-rmse:0.29277 [17] validation_0-rmse:0.28483 validation_1-rmse:0.28847 [18] validation_0-rmse:0.28067 validation_1-rmse:0.28423 [19] validation_0-rmse:0.27657 validation_1-rmse:0.28005 [20] validation_0-rmse:0.27253 validation_1-rmse:0.27593 [21] validation_0-rmse:0.26855 validation_1-rmse:0.27188 [22] validation_0-rmse:0.26463 validation_1-rmse:0.26789 [23] validation_0-rmse:0.26078 validation_1-rmse:0.26396 [24] validation_0-rmse:0.25699 validation_1-rmse:0.26009 [25] validation_0-rmse:0.25326 validation_1-rmse:0.25628 [26] validation_0-rmse:0.24958 validation_1-rmse:0.25253 [27] validation_0-rmse:0.24596 validation_1-rmse:0.24883 [28] validation_0-rmse:0.24240 validation_1-rmse:0.24519 [29] validation_0-rmse:0.23887 validation_1-rmse:0.24161 [30] validation_0-rmse:0.23540 validation_1-rmse:0.23808 [31] validation_0-rmse:0.23200 validation_1-rmse:0.23461 [32] validation_0-rmse:0.22864 validation_1-rmse:0.23118 [33] validation_0-rmse:0.22535 validation_1-rmse:0.22781 [34] validation_0-rmse:0.22210 validation_1-rmse:0.22450 [35] validation_0-rmse:0.21891 validation_1-rmse:0.22122 [36] validation_0-rmse:0.21576 validation_1-rmse:0.21801 [37] validation_0-rmse:0.21265 validation_1-rmse:0.21484 [38] validation_0-rmse:0.20959 validation_1-rmse:0.21172 [39] validation_0-rmse:0.20658 validation_1-rmse:0.20865 [40] validation_0-rmse:0.20360 validation_1-rmse:0.20562 [41] validation_0-rmse:0.20069 validation_1-rmse:0.20264 [42] validation_0-rmse:0.19783 validation_1-rmse:0.19970 [43] validation_0-rmse:0.19500 validation_1-rmse:0.19681 [44] validation_0-rmse:0.19222 validation_1-rmse:0.19397 [45] validation_0-rmse:0.18948 validation_1-rmse:0.19117 [46] validation_0-rmse:0.18677 validation_1-rmse:0.18841 [47] validation_0-rmse:0.18412 validation_1-rmse:0.18569 [48] validation_0-rmse:0.18152 validation_1-rmse:0.18302 [49] validation_0-rmse:0.17895 validation_1-rmse:0.18039 [50] validation_0-rmse:0.17642 validation_1-rmse:0.17780 [51] validation_0-rmse:0.17393 validation_1-rmse:0.17525 [52] validation_0-rmse:0.17148 validation_1-rmse:0.17273 [53] validation_0-rmse:0.16906 validation_1-rmse:0.17026 [54] validation_0-rmse:0.16669 validation_1-rmse:0.16782 [55] validation_0-rmse:0.16435 validation_1-rmse:0.16542 [56] validation_0-rmse:0.16205 validation_1-rmse:0.16306 [57] validation_0-rmse:0.15980 validation_1-rmse:0.16074 [58] validation_0-rmse:0.15757 validation_1-rmse:0.15844 [59] validation_0-rmse:0.15538 validation_1-rmse:0.15619 [60] validation_0-rmse:0.15321 validation_1-rmse:0.15397 [61] validation_0-rmse:0.15107 validation_1-rmse:0.15179 [62] validation_0-rmse:0.14897 validation_1-rmse:0.14964 [63] validation_0-rmse:0.14691 validation_1-rmse:0.14753 [64] validation_0-rmse:0.14489 validation_1-rmse:0.14545 [65] validation_0-rmse:0.14289 validation_1-rmse:0.14340 [66] validation_0-rmse:0.14093 validation_1-rmse:0.14138 [67] validation_0-rmse:0.13899 validation_1-rmse:0.13939 [68] validation_0-rmse:0.13708 validation_1-rmse:0.13744 [69] validation_0-rmse:0.13520 validation_1-rmse:0.13551 [70] validation_0-rmse:0.13337 validation_1-rmse:0.13362 [71] validation_0-rmse:0.13155 validation_1-rmse:0.13175 [72] validation_0-rmse:0.12976 validation_1-rmse:0.12992 [73] validation_0-rmse:0.12800 validation_1-rmse:0.12811 [74] validation_0-rmse:0.12627 validation_1-rmse:0.12633 [75] validation_0-rmse:0.12456 validation_1-rmse:0.12458 [76] validation_0-rmse:0.12288 validation_1-rmse:0.12286 [77] validation_0-rmse:0.12124 validation_1-rmse:0.12116 [78] validation_0-rmse:0.11960 validation_1-rmse:0.11949 [79] validation_0-rmse:0.11800 validation_1-rmse:0.11785 [80] validation_0-rmse:0.11643 validation_1-rmse:0.11624 [81] validation_0-rmse:0.11489 validation_1-rmse:0.11465 [82] validation_0-rmse:0.11336 validation_1-rmse:0.11309 [83] validation_0-rmse:0.11185 validation_1-rmse:0.11155 [84] validation_0-rmse:0.11038 validation_1-rmse:0.11004 [85] validation_0-rmse:0.10893 validation_1-rmse:0.10854 [86] validation_0-rmse:0.10751 validation_1-rmse:0.10707 [87] validation_0-rmse:0.10611 validation_1-rmse:0.10563 [88] validation_0-rmse:0.10473 validation_1-rmse:0.10421 [89] validation_0-rmse:0.10338 validation_1-rmse:0.10281 [90] validation_0-rmse:0.10205 validation_1-rmse:0.10144 [91] validation_0-rmse:0.10074 validation_1-rmse:0.10008 [92] validation_0-rmse:0.09945 validation_1-rmse:0.09875 [93] validation_0-rmse:0.09818 validation_1-rmse:0.09745 [94] validation_0-rmse:0.09693 validation_1-rmse:0.09616 [95] validation_0-rmse:0.09572 validation_1-rmse:0.09489 [96] validation_0-rmse:0.09452 validation_1-rmse:0.09365 [97] validation_0-rmse:0.09334 validation_1-rmse:0.09242 [98] validation_0-rmse:0.09218 validation_1-rmse:0.09121 [99] validation_0-rmse:0.09103 validation_1-rmse:0.09003 [100] validation_0-rmse:0.08990 validation_1-rmse:0.08886 [101] validation_0-rmse:0.08878 validation_1-rmse:0.08771 [102] validation_0-rmse:0.08770 validation_1-rmse:0.08658 [103] validation_0-rmse:0.08663 validation_1-rmse:0.08548 [104] validation_0-rmse:0.08559 validation_1-rmse:0.08438 [105] validation_0-rmse:0.08455 validation_1-rmse:0.08331 [106] validation_0-rmse:0.08354 validation_1-rmse:0.08226 [107] validation_0-rmse:0.08255 validation_1-rmse:0.08123 [108] validation_0-rmse:0.08158 validation_1-rmse:0.08020 [109] validation_0-rmse:0.08061 validation_1-rmse:0.07920 [110] validation_0-rmse:0.07967 validation_1-rmse:0.07822 [111] validation_0-rmse:0.07873 validation_1-rmse:0.07725 [112] validation_0-rmse:0.07783 validation_1-rmse:0.07630 [113] validation_0-rmse:0.07694 validation_1-rmse:0.07536 [114] validation_0-rmse:0.07607 validation_1-rmse:0.07444 [115] validation_0-rmse:0.07521 validation_1-rmse:0.07354 [116] validation_0-rmse:0.07435 validation_1-rmse:0.07265 [117] validation_0-rmse:0.07352 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validation_1-rmse:0.02909 [271] validation_0-rmse:0.03483 validation_1-rmse:0.02904 [272] validation_0-rmse:0.03481 validation_1-rmse:0.02899 [273] validation_0-rmse:0.03478 validation_1-rmse:0.02896 [274] validation_0-rmse:0.03475 validation_1-rmse:0.02891 [275] validation_0-rmse:0.03472 validation_1-rmse:0.02887 [276] validation_0-rmse:0.03469 validation_1-rmse:0.02883 [277] validation_0-rmse:0.03467 validation_1-rmse:0.02879 [278] validation_0-rmse:0.03464 validation_1-rmse:0.02875 [279] validation_0-rmse:0.03462 validation_1-rmse:0.02871 [280] validation_0-rmse:0.03459 validation_1-rmse:0.02868 [281] validation_0-rmse:0.03457 validation_1-rmse:0.02865 [282] validation_0-rmse:0.03454 validation_1-rmse:0.02862 [283] validation_0-rmse:0.03452 validation_1-rmse:0.02858 [284] validation_0-rmse:0.03450 validation_1-rmse:0.02854 [285] validation_0-rmse:0.03448 validation_1-rmse:0.02852 [286] validation_0-rmse:0.03445 validation_1-rmse:0.02848 [287] validation_0-rmse:0.03444 validation_1-rmse:0.02845 [288] validation_0-rmse:0.03441 validation_1-rmse:0.02842 [289] validation_0-rmse:0.03439 validation_1-rmse:0.02838 [290] validation_0-rmse:0.03437 validation_1-rmse:0.02835 [291] validation_0-rmse:0.03435 validation_1-rmse:0.02833 [292] validation_0-rmse:0.03434 validation_1-rmse:0.02830 [293] validation_0-rmse:0.03433 validation_1-rmse:0.02827 [294] validation_0-rmse:0.03431 validation_1-rmse:0.02824 [295] validation_0-rmse:0.03429 validation_1-rmse:0.02821 [296] validation_0-rmse:0.03427 validation_1-rmse:0.02817 [297] validation_0-rmse:0.03425 validation_1-rmse:0.02814 [298] validation_0-rmse:0.03423 validation_1-rmse:0.02811 [299] validation_0-rmse:0.03422 validation_1-rmse:0.02808 2025-05-04 12:41:04,061 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training OKB/USDT (169.86 secs) -------------------- 2025-05-04 12:41:04,283 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000--s_close.html 2025-05-04 12:41:04,283 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk. 2025-05-04 12:41:04,345 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None 2025-05-04 12:41:04,441 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges 2025-05-04 12:41:04,442 - freqtrade.freqai.freqai_interface - INFO - Training TON/USDT, 2/2 pairs from 2025-01-07 00:00:00 to 2025-04-07 00:00:00, 1/1 trains 2025-05-04 12:41:04,443 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at /freqtrade/user_data/models/test175/backtesting_predictions/cb_ton_1743984000_prediction.feather /freqtrade/templates/OKXRegressionStrategy.py:246: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead. /freqtrade/templates/OKXRegressionStrategy.py:246: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead. 2025-05-04 12:41:10,679 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000 2025-05-04 12:41:10,680 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training TON/USDT -------------------- 2025-05-04 12:41:10,811 - freqtrade.freqai.data_kitchen - INFO - TON/USDT: dropped 0 training points due to NaNs in populated dataset 43200. 2025-05-04 12:41:10,812 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 -------------------- 2025-05-04 12:41:10,870 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day'] 2025-05-04 12:41:10,921 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features 2025-05-04 12:41:10,922 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points [0] validation_0-rmse:0.52241 validation_1-rmse:0.52534 [1] validation_0-rmse:0.51462 validation_1-rmse:0.51751 [2] validation_0-rmse:0.50695 validation_1-rmse:0.50980 [3] validation_0-rmse:0.49940 validation_1-rmse:0.50220 [4] validation_0-rmse:0.49196 validation_1-rmse:0.49472 [5] validation_0-rmse:0.48464 validation_1-rmse:0.48735 [6] validation_0-rmse:0.47742 validation_1-rmse:0.48009 [7] validation_0-rmse:0.47031 validation_1-rmse:0.47294 [8] validation_0-rmse:0.46331 validation_1-rmse:0.46590 [9] validation_0-rmse:0.45641 validation_1-rmse:0.45897 [10] validation_0-rmse:0.44962 validation_1-rmse:0.45214 [11] validation_0-rmse:0.44293 validation_1-rmse:0.44541 [12] validation_0-rmse:0.43634 validation_1-rmse:0.43878 [13] 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validation_1-rmse:0.04456 [186] validation_0-rmse:0.04494 validation_1-rmse:0.04419 [187] validation_0-rmse:0.04460 validation_1-rmse:0.04383 [188] validation_0-rmse:0.04427 validation_1-rmse:0.04348 [189] validation_0-rmse:0.04394 validation_1-rmse:0.04313 [190] validation_0-rmse:0.04361 validation_1-rmse:0.04279 [191] validation_0-rmse:0.04330 validation_1-rmse:0.04246 [192] validation_0-rmse:0.04300 validation_1-rmse:0.04214 [193] validation_0-rmse:0.04270 validation_1-rmse:0.04182 [194] validation_0-rmse:0.04241 validation_1-rmse:0.04151 [195] validation_0-rmse:0.04213 validation_1-rmse:0.04121 [196] validation_0-rmse:0.04185 validation_1-rmse:0.04091 [197] validation_0-rmse:0.04158 validation_1-rmse:0.04062 [198] validation_0-rmse:0.04131 validation_1-rmse:0.04033 [199] validation_0-rmse:0.04105 validation_1-rmse:0.04005 [200] validation_0-rmse:0.04079 validation_1-rmse:0.03978 [201] validation_0-rmse:0.04054 validation_1-rmse:0.03951 [202] validation_0-rmse:0.04030 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validation_1-rmse:0.03120 [254] validation_0-rmse:0.03323 validation_1-rmse:0.03112 [255] validation_0-rmse:0.03317 validation_1-rmse:0.03103 [256] validation_0-rmse:0.03311 validation_1-rmse:0.03095 [257] validation_0-rmse:0.03305 validation_1-rmse:0.03087 [258] validation_0-rmse:0.03298 validation_1-rmse:0.03079 [259] validation_0-rmse:0.03293 validation_1-rmse:0.03072 [260] validation_0-rmse:0.03287 validation_1-rmse:0.03064 [261] validation_0-rmse:0.03282 validation_1-rmse:0.03057 [262] validation_0-rmse:0.03276 validation_1-rmse:0.03050 [263] validation_0-rmse:0.03271 validation_1-rmse:0.03043 [264] validation_0-rmse:0.03266 validation_1-rmse:0.03036 [265] validation_0-rmse:0.03262 validation_1-rmse:0.03029 [266] validation_0-rmse:0.03257 validation_1-rmse:0.03022 [267] validation_0-rmse:0.03252 validation_1-rmse:0.03016 [268] validation_0-rmse:0.03248 validation_1-rmse:0.03009 [269] validation_0-rmse:0.03243 validation_1-rmse:0.03003 [270] validation_0-rmse:0.03239 validation_1-rmse:0.02997 [271] validation_0-rmse:0.03234 validation_1-rmse:0.02991 [272] validation_0-rmse:0.03230 validation_1-rmse:0.02985 [273] validation_0-rmse:0.03226 validation_1-rmse:0.02979 [274] validation_0-rmse:0.03223 validation_1-rmse:0.02973 [275] validation_0-rmse:0.03219 validation_1-rmse:0.02968 [276] validation_0-rmse:0.03215 validation_1-rmse:0.02962 [277] validation_0-rmse:0.03211 validation_1-rmse:0.02957 [278] validation_0-rmse:0.03208 validation_1-rmse:0.02951 [279] validation_0-rmse:0.03205 validation_1-rmse:0.02946 [280] validation_0-rmse:0.03201 validation_1-rmse:0.02941 [281] validation_0-rmse:0.03198 validation_1-rmse:0.02935 [282] validation_0-rmse:0.03194 validation_1-rmse:0.02931 [283] validation_0-rmse:0.03191 validation_1-rmse:0.02926 [284] validation_0-rmse:0.03188 validation_1-rmse:0.02921 [285] validation_0-rmse:0.03185 validation_1-rmse:0.02916 [286] validation_0-rmse:0.03182 validation_1-rmse:0.02911 [287] validation_0-rmse:0.03179 validation_1-rmse:0.02907 [288] validation_0-rmse:0.03176 validation_1-rmse:0.02902 [289] validation_0-rmse:0.03173 validation_1-rmse:0.02898 [290] validation_0-rmse:0.03171 validation_1-rmse:0.02893 [291] validation_0-rmse:0.03169 validation_1-rmse:0.02889 [292] validation_0-rmse:0.03166 validation_1-rmse:0.02885 [293] validation_0-rmse:0.03164 validation_1-rmse:0.02882 [294] validation_0-rmse:0.03161 validation_1-rmse:0.02878 [295] validation_0-rmse:0.03159 validation_1-rmse:0.02873 [296] validation_0-rmse:0.03157 validation_1-rmse:0.02870 [297] validation_0-rmse:0.03155 validation_1-rmse:0.02866 [298] validation_0-rmse:0.03153 validation_1-rmse:0.02862 [299] validation_0-rmse:0.03150 validation_1-rmse:0.02858 2025-05-04 12:44:08,729 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training TON/USDT (178.05 secs) -------------------- 2025-05-04 12:44:08,769 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000--s_close.html 2025-05-04 12:44:08,769 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk. 2025-05-04 12:44:08,831 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None 2025-05-04 12:44:08,923 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-04-07 00:00:00 up to 2025-04-15 00:00:00 (8 days). 2025-05-04 12:44:09,123 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-04_12-44-09.meta.json" Result for strategy OKXRegressionStrategy BACKTESTING REPORT ┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓ ┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ ┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩ │ OKB/USDT │ 6 │ 0.6 │ 0.718 │ 0.07 │ 0:34:00 │ 4 0 2 66.7 │ │ TON/USDT │ 3 │ -0.1 │ -0.062 │ -0.01 │ 0:02:00 │ 1 0 2 33.3 │ │ TOTAL │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │ └──────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘ 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% ┃ ┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩ │ OTHER │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │ │ TOTAL │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │ └───────────┴─────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘ EXIT REASON STATS ┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓ ┃ Exit Reason ┃ Exits ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ ┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩ │ exit_signal │ 3 │ 1.34 │ 0.803 │ 0.08 │ 1:01:00 │ 3 0 0 100 │ │ trailing_stop_loss │ 6 │ -0.12 │ -0.147 │ -0.01 │ 0:04:00 │ 2 0 4 33.3 │ │ TOTAL │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │ └────────────────────┴───────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘ MIXED TAG STATS ┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓ ┃ Enter Tag ┃ Exit Reason ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ ┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │ exit_signal │ 3 │ 1.34 │ 0.803 │ 0.08 │ 1:01:00 │ 3 0 0 100 │ │ │ trailing_stop_loss │ 6 │ -0.12 │ -0.147 │ -0.01 │ 0:04:00 │ 2 0 4 33.3 │ │ TOTAL │ │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │ └───────────┴────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘ SUMMARY METRICS ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓ ┃ Metric ┃ Value ┃ ┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩ │ Backtesting from │ 2025-04-07 00:00:00 │ │ Backtesting to │ 2025-04-15 00:00:00 │ │ Trading Mode │ Spot │ │ Max open trades │ 2 │ │ │ │ │ Total/Daily Avg Trades │ 9 / 1.12 │ │ Starting balance │ 1000 USDT │ │ Final balance │ 1000.656 USDT │ │ Absolute profit │ 0.656 USDT │ │ Total profit % │ 0.07% │ │ CAGR % │ 3.04% │ │ Sortino │ 40.69 │ │ Sharpe │ 8.15 │ │ Calmar │ 979.41 │ │ SQN │ 1.07 │ │ Profit factor │ 2.64 │ │ Expectancy (Ratio) │ 0.07 (0.73) │ │ Avg. daily profit % │ 0.01% │ │ Avg. stake amount │ 20.003 USDT │ │ Total trade volume │ 361.294 USDT │ │ │ │ │ Best Pair │ OKB/USDT 0.07% │ │ Worst Pair │ TON/USDT -0.01% │ │ Best trade │ OKB/USDT 2.13% │ │ Worst trade │ OKB/USDT -0.71% │ │ Best day │ 0.332 USDT │ │ Worst day │ 0 USDT │ │ Days win/draw/lose │ 3 / 3 / 0 │ │ Avg. Duration Winners │ 0:39:00 │ │ Avg. Duration Loser │ 0:04:00 │ │ Max Consecutive Wins / Loss │ 2 / 2 │ │ Rejected Entry signals │ 0 │ │ Entry/Exit Timeouts │ 0 / 0 │ │ │ │ │ Min balance │ 999.84 USDT │ │ Max balance │ 1000.656 USDT │ │ Max % of account underwater │ 0.02% │ │ Absolute Drawdown (Account) │ 0.02% │ │ Absolute Drawdown │ 0.16 USDT │ │ Drawdown high │ -0.039 USDT │ │ Drawdown low │ -0.16 USDT │ │ Drawdown Start │ 2025-04-07 07:06:00 │ │ Drawdown End │ 2025-04-07 07:24:00 │ │ Market change │ -0.70% │ └─────────────────────────────┴─────────────────────┘ Backtested 2025-04-07 00:00:00 -> 2025-04-15 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 ┃ ┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩ │ OKXRegressionStrategy │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │ 0.16 USDT 0.02% │ └───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴──────────────────┘