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myTestFreqAI/output.log
zhangkun9038@dingtalk.com 926e50c179 log
2025-05-01 16:33:08 +08:00

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Creating freqtrade_freqtrade_run ...
Creating freqtrade_freqtrade_run ... done
2025-05-01 08:32:01,809 - freqtrade - INFO - freqtrade 2025.3
2025-05-01 08:32:02,027 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
2025-05-01 08:32:03,445 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
2025-05-01 08:32:03,447 - freqtrade.loggers - INFO - Enabling colorized output.
2025-05-01 08:32:03,448 - root - INFO - Logfile configured
2025-05-01 08:32:03,448 - freqtrade.loggers - INFO - Verbosity set to 0
2025-05-01 08:32:03,449 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
2025-05-01 08:32:03,449 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
2025-05-01 08:32:03,449 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250401-20250420 ...
2025-05-01 08:32:03,473 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
2025-05-01 08:32:03,474 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
2025-05-01 08:32:03,474 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
2025-05-01 08:32:03,474 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250401-20250420
2025-05-01 08:32:03,475 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
2025-05-01 08:32:03,476 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
2025-05-01 08:32:03,481 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
2025-05-01 08:32:03,482 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
2025-05-01 08:32:03,482 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
2025-05-01 08:32:03,484 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
2025-05-01 08:32:03,485 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
2025-05-01 08:32:03,485 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.69
2025-05-01 08:32:03,485 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
2025-05-01 08:32:03,490 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
2025-05-01 08:32:03,496 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
2025-05-01 08:32:06,034 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
2025-05-01 08:32:06,056 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy FreqaiExampleStrategy from '/freqtrade/templates/FreqaiExampleStrategy.py'...
2025-05-01 08:32:06,056 - freqtrade.strategy.hyper - INFO - Loading parameters from file /freqtrade/templates/FreqaiExampleStrategy.json
2025-05-01 08:32:06,057 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
2025-05-01 08:32:06,057 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
2025-05-01 08:32:06,058 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
2025-05-01 08:32:06,058 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
2025-05-01 08:32:06,059 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
2025-05-01 08:32:06,059 - 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 08:32:06,060 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
2025-05-01 08:32:06,060 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {'0': 0.132, '8': 0.047, '14': 0.007, '60': 0}
2025-05-01 08:32:06,060 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
2025-05-01 08:32:06,061 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
2025-05-01 08:32:06,061 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
2025-05-01 08:32:06,061 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
2025-05-01 08:32:06,062 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.02
2025-05-01 08:32:06,062 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
2025-05-01 08:32:06,062 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
2025-05-01 08:32:06,063 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
2025-05-01 08:32:06,063 - 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 08:32:06,064 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
2025-05-01 08:32:06,064 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
2025-05-01 08:32:06,064 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
2025-05-01 08:32:06,065 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
2025-05-01 08:32:06,065 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
2025-05-01 08:32:06,065 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
2025-05-01 08:32:06,066 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
2025-05-01 08:32:06,066 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
2025-05-01 08:32:06,066 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
2025-05-01 08:32:06,067 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
2025-05-01 08:32:06,067 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
2025-05-01 08:32:06,068 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
2025-05-01 08:32:06,068 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
2025-05-01 08:32:06,068 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
2025-05-01 08:32:06,069 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
2025-05-01 08:32:06,072 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
2025-05-01 08:32:06,079 - freqtrade.optimize.backtesting - INFO - Using fee 0.1500% - worst case fee from exchange (lowest tier).
2025-05-01 08:32:06,080 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
2025-05-01 08:32:06,080 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 14450 ...
2025-05-01 08:32:06,219 - 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 08:32:06,219 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
2025-05-01 08:32:06,220 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy FreqaiExampleStrategy
2025-05-01 08:32:07,799 - matplotlib.font_manager - INFO - generated new fontManager
2025-05-01 08:32:08,003 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
2025-05-01 08:32:08,003 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
2025-05-01 08:32:08,004 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
2025-05-01 08:32:08,004 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['BTC/USDT', 'SOL/USDT']
2025-05-01 08:32:08,005 - freqtrade.strategy.hyper - INFO - Strategy Parameter: buy_rsi = 39.92672300850069
2025-05-01 08:32:08,005 - freqtrade.strategy.hyper - INFO - Strategy Parameter: sell_rsi = 69.92672300850067
2025-05-01 08:32:08,006 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
2025-05-01 08:32:08,008 - FreqaiExampleStrategy - INFO - 处理交易对：BTC/USDT
2025-05-01 08:32:08,010 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
2025-05-01 08:32:08,011 - 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 08:32:08,011 - 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 08:32:08,026 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,043 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,059 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,106 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
2025-05-01 08:32:08,107 - 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 08:32:08,161 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,172 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,183 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,223 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
2025-05-01 08:32:08,224 - 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 08:32:08,247 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,256 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,264 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,340 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
2025-05-01 08:32:08,341 - 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 08:32:08,399 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,412 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,425 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,476 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
2025-05-01 08:32:08,477 - 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 08:32:08,518 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,529 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,540 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,585 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
2025-05-01 08:32:08,585 - 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 08:32:08,608 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,617 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,625 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:08,685 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
2025-05-01 08:32:08,690 - FreqaiExampleStrategy - INFO - 目标列形状：(14450,)
2025-05-01 08:32:08,692 - 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 08:32:08,698 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
2025-05-01 08:32:08,703 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
2025-05-01 08:32:08,704 - 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 08:32:08,712 - 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 08:32:08,713 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
2025-05-01 08:32:08,737 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-05-01 08:32:08,738 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
2025-05-01 08:32:08,755 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
2025-05-01 08:32:08,755 - 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: [08:32:08] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
warnings.warn(smsg, UserWarning)
[0] validation_0-rmse:0.29022 validation_1-rmse:0.28556
[1] validation_0-rmse:0.28471 validation_1-rmse:0.27986
[2] validation_0-rmse:0.27927 validation_1-rmse:0.27432
[3] validation_0-rmse:0.27481 validation_1-rmse:0.26957
[4] validation_0-rmse:0.27004 validation_1-rmse:0.26485
[5] validation_0-rmse:0.26549 validation_1-rmse:0.26011
[6] validation_0-rmse:0.26110 validation_1-rmse:0.25557
[7] validation_0-rmse:0.25760 validation_1-rmse:0.25177
[8] validation_0-rmse:0.25374 validation_1-rmse:0.24771
[9] validation_0-rmse:0.24993 validation_1-rmse:0.24381
[10] validation_0-rmse:0.24611 validation_1-rmse:0.23989
[11] validation_0-rmse:0.24272 validation_1-rmse:0.23624
[12] validation_0-rmse:0.23945 validation_1-rmse:0.23268
[13] validation_0-rmse:0.23638 validation_1-rmse:0.22927
[14] validation_0-rmse:0.23339 validation_1-rmse:0.22603
[15] validation_0-rmse:0.23021 validation_1-rmse:0.22280
[16] validation_0-rmse:0.22733 validation_1-rmse:0.21967
[17] validation_0-rmse:0.22449 validation_1-rmse:0.21671
[18] validation_0-rmse:0.22168 validation_1-rmse:0.21389
[19] validation_0-rmse:0.21924 validation_1-rmse:0.21115
[20] validation_0-rmse:0.21676 validation_1-rmse:0.20839
[21] validation_0-rmse:0.21463 validation_1-rmse:0.20598
[22] validation_0-rmse:0.21234 validation_1-rmse:0.20353
[23] validation_0-rmse:0.20996 validation_1-rmse:0.20106
[24] validation_0-rmse:0.20786 validation_1-rmse:0.19880
[25] validation_0-rmse:0.20588 validation_1-rmse:0.19656
[26] validation_0-rmse:0.20402 validation_1-rmse:0.19453
[27] validation_0-rmse:0.20230 validation_1-rmse:0.19244
[28] validation_0-rmse:0.20041 validation_1-rmse:0.19044
[29] validation_0-rmse:0.19883 validation_1-rmse:0.18853
[30] validation_0-rmse:0.19690 validation_1-rmse:0.18643
[31] validation_0-rmse:0.19514 validation_1-rmse:0.18453
[32] validation_0-rmse:0.19353 validation_1-rmse:0.18270
[33] validation_0-rmse:0.19204 validation_1-rmse:0.18095
[34] validation_0-rmse:0.19015 validation_1-rmse:0.17907
[35] validation_0-rmse:0.18869 validation_1-rmse:0.17744
[36] validation_0-rmse:0.18736 validation_1-rmse:0.17582
[37] validation_0-rmse:0.18566 validation_1-rmse:0.17405
[38] validation_0-rmse:0.18431 validation_1-rmse:0.17252
[39] validation_0-rmse:0.18289 validation_1-rmse:0.17099
[40] validation_0-rmse:0.18149 validation_1-rmse:0.16959
[41] validation_0-rmse:0.17999 validation_1-rmse:0.16798
[42] validation_0-rmse:0.17871 validation_1-rmse:0.16655
[43] validation_0-rmse:0.17761 validation_1-rmse:0.16521
[44] validation_0-rmse:0.17628 validation_1-rmse:0.16388
[45] validation_0-rmse:0.17513 validation_1-rmse:0.16258
[46] validation_0-rmse:0.17411 validation_1-rmse:0.16135
[47] validation_0-rmse:0.17304 validation_1-rmse:0.16014
[48] validation_0-rmse:0.17206 validation_1-rmse:0.15893
[49] validation_0-rmse:0.17094 validation_1-rmse:0.15768
[50] validation_0-rmse:0.17004 validation_1-rmse:0.15650
[51] validation_0-rmse:0.16905 validation_1-rmse:0.15541
[52] validation_0-rmse:0.16816 validation_1-rmse:0.15430
[53] validation_0-rmse:0.16730 validation_1-rmse:0.15326
[54] validation_0-rmse:0.16642 validation_1-rmse:0.15221
[55] validation_0-rmse:0.16544 validation_1-rmse:0.15114
[56] validation_0-rmse:0.16458 validation_1-rmse:0.15019
[57] validation_0-rmse:0.16378 validation_1-rmse:0.14927
[58] validation_0-rmse:0.16279 validation_1-rmse:0.14821
[59] validation_0-rmse:0.16198 validation_1-rmse:0.14733
[60] validation_0-rmse:0.16133 validation_1-rmse:0.14644
[61] validation_0-rmse:0.16064 validation_1-rmse:0.14558
[62] validation_0-rmse:0.15990 validation_1-rmse:0.14475
[63] validation_0-rmse:0.15860 validation_1-rmse:0.14340
[64] validation_0-rmse:0.15792 validation_1-rmse:0.14261
[65] validation_0-rmse:0.15720 validation_1-rmse:0.14171
[66] validation_0-rmse:0.15658 validation_1-rmse:0.14093
[67] validation_0-rmse:0.15598 validation_1-rmse:0.14016
[68] validation_0-rmse:0.15495 validation_1-rmse:0.13917
[69] validation_0-rmse:0.15427 validation_1-rmse:0.13850
[70] validation_0-rmse:0.15339 validation_1-rmse:0.13762
[71] validation_0-rmse:0.15235 validation_1-rmse:0.13656
[72] validation_0-rmse:0.15175 validation_1-rmse:0.13587
[73] validation_0-rmse:0.15074 validation_1-rmse:0.13477
[74] validation_0-rmse:0.15014 validation_1-rmse:0.13408
[75] validation_0-rmse:0.14950 validation_1-rmse:0.13340
[76] validation_0-rmse:0.14837 validation_1-rmse:0.13228
[77] validation_0-rmse:0.14764 validation_1-rmse:0.13148
[78] validation_0-rmse:0.14715 validation_1-rmse:0.13088
[79] validation_0-rmse:0.14663 validation_1-rmse:0.13020
[80] validation_0-rmse:0.14617 validation_1-rmse:0.12967
[81] validation_0-rmse:0.14565 validation_1-rmse:0.12903
[82] validation_0-rmse:0.14491 validation_1-rmse:0.12829
[83] validation_0-rmse:0.14423 validation_1-rmse:0.12755
[84] validation_0-rmse:0.14355 validation_1-rmse:0.12675
[85] validation_0-rmse:0.14274 validation_1-rmse:0.12590
[86] validation_0-rmse:0.14235 validation_1-rmse:0.12539
[87] validation_0-rmse:0.14191 validation_1-rmse:0.12485
[88] validation_0-rmse:0.14153 validation_1-rmse:0.12435
[89] validation_0-rmse:0.14099 validation_1-rmse:0.12374
[90] validation_0-rmse:0.14059 validation_1-rmse:0.12327
[91] validation_0-rmse:0.13990 validation_1-rmse:0.12261
[92] validation_0-rmse:0.13954 validation_1-rmse:0.12217
[93] validation_0-rmse:0.13906 validation_1-rmse:0.12165
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[100] validation_0-rmse:0.13642 validation_1-rmse:0.11863
[101] validation_0-rmse:0.13604 validation_1-rmse:0.11818
[102] validation_0-rmse:0.13571 validation_1-rmse:0.11775
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[193] validation_0-rmse:0.10997 validation_1-rmse:0.08853
[194] validation_0-rmse:0.10974 validation_1-rmse:0.08828
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[197] validation_0-rmse:0.10906 validation_1-rmse:0.08752
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2025-05-01 08:32:10,717 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (2.00 secs) --------------------
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
[08:32:10] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
2025-05-01 08:32:10,947 - 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 08:32:10,948 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-05-01 08:32:10,967 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
2025-05-01 08:32:10,975 - 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 08:32:10,976 - 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 08:32:10,981 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
2025-05-01 08:32:10,987 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
2025-05-01 08:32:10,988 - 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 08:32:10,997 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
2025-05-01 08:32:11,003 - FreqaiExampleStrategy - INFO - 目标列形状：(23570,)
2025-05-01 08:32:11,005 - 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 08:32:11,012 - 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 08:32:11,013 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
2025-05-01 08:32:11,028 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-05-01 08:32:11,029 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
2025-05-01 08:32:11,045 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
2025-05-01 08:32:11,045 - 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:
[08:32:11] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
[0] validation_0-rmse:0.29190 validation_1-rmse:0.28988
[1] validation_0-rmse:0.28631 validation_1-rmse:0.28388
[2] validation_0-rmse:0.28059 validation_1-rmse:0.27791
[3] validation_0-rmse:0.27597 validation_1-rmse:0.27282
[4] validation_0-rmse:0.27132 validation_1-rmse:0.26791
[5] validation_0-rmse:0.26666 validation_1-rmse:0.26287
[6] validation_0-rmse:0.26193 validation_1-rmse:0.25802
[7] validation_0-rmse:0.25814 validation_1-rmse:0.25375
[8] validation_0-rmse:0.25389 validation_1-rmse:0.24927
[9] validation_0-rmse:0.24990 validation_1-rmse:0.24489
[10] validation_0-rmse:0.24602 validation_1-rmse:0.24078
[11] validation_0-rmse:0.24233 validation_1-rmse:0.23687
[12] validation_0-rmse:0.23880 validation_1-rmse:0.23304
[13] validation_0-rmse:0.23523 validation_1-rmse:0.22935
[14] validation_0-rmse:0.23205 validation_1-rmse:0.22588
[15] validation_0-rmse:0.22868 validation_1-rmse:0.22242
[16] validation_0-rmse:0.22581 validation_1-rmse:0.21914
[17] validation_0-rmse:0.22296 validation_1-rmse:0.21600
[18] validation_0-rmse:0.22026 validation_1-rmse:0.21301
[19] validation_0-rmse:0.21779 validation_1-rmse:0.21022
[20] validation_0-rmse:0.21524 validation_1-rmse:0.20744
[21] validation_0-rmse:0.21312 validation_1-rmse:0.20501
[22] validation_0-rmse:0.21093 validation_1-rmse:0.20247
[23] validation_0-rmse:0.20873 validation_1-rmse:0.19994
[24] validation_0-rmse:0.20649 validation_1-rmse:0.19742
[25] validation_0-rmse:0.20441 validation_1-rmse:0.19516
[26] validation_0-rmse:0.20269 validation_1-rmse:0.19305
[27] validation_0-rmse:0.20076 validation_1-rmse:0.19076
[28] validation_0-rmse:0.19898 validation_1-rmse:0.18875
[29] validation_0-rmse:0.19731 validation_1-rmse:0.18675
[30] validation_0-rmse:0.19536 validation_1-rmse:0.18463
[31] validation_0-rmse:0.19356 validation_1-rmse:0.18267
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[34] validation_0-rmse:0.18819 validation_1-rmse:0.17689
[35] validation_0-rmse:0.18677 validation_1-rmse:0.17518
[36] validation_0-rmse:0.18514 validation_1-rmse:0.17339
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[38] validation_0-rmse:0.18243 validation_1-rmse:0.17018
[39] validation_0-rmse:0.18065 validation_1-rmse:0.16848
[40] validation_0-rmse:0.17938 validation_1-rmse:0.16703
[41] validation_0-rmse:0.17791 validation_1-rmse:0.16554
[42] validation_0-rmse:0.17680 validation_1-rmse:0.16421
[43] validation_0-rmse:0.17572 validation_1-rmse:0.16289
[44] validation_0-rmse:0.17438 validation_1-rmse:0.16138
[45] validation_0-rmse:0.17302 validation_1-rmse:0.16000
[46] validation_0-rmse:0.17185 validation_1-rmse:0.15871
[47] validation_0-rmse:0.17078 validation_1-rmse:0.15747
[48] validation_0-rmse:0.16964 validation_1-rmse:0.15632
[49] validation_0-rmse:0.16848 validation_1-rmse:0.15508
[50] validation_0-rmse:0.16747 validation_1-rmse:0.15394
[51] validation_0-rmse:0.16652 validation_1-rmse:0.15280
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[53] validation_0-rmse:0.16459 validation_1-rmse:0.15071
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[56] validation_0-rmse:0.16180 validation_1-rmse:0.14764
[57] validation_0-rmse:0.16102 validation_1-rmse:0.14673
[58] validation_0-rmse:0.16015 validation_1-rmse:0.14581
[59] validation_0-rmse:0.15944 validation_1-rmse:0.14491
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[62] validation_0-rmse:0.15684 validation_1-rmse:0.14200
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[66] validation_0-rmse:0.15418 validation_1-rmse:0.13878
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[75] validation_0-rmse:0.14720 validation_1-rmse:0.13117
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[90] validation_0-rmse:0.13743 validation_1-rmse:0.12064
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[95] validation_0-rmse:0.13533 validation_1-rmse:0.11821
[96] validation_0-rmse:0.13495 validation_1-rmse:0.11778
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[99] validation_0-rmse:0.13376 validation_1-rmse:0.11638
[100] validation_0-rmse:0.13323 validation_1-rmse:0.11588
[101] validation_0-rmse:0.13282 validation_1-rmse:0.11545
[102] validation_0-rmse:0.13251 validation_1-rmse:0.11505
[103] validation_0-rmse:0.13197 validation_1-rmse:0.11451
[104] validation_0-rmse:0.13096 validation_1-rmse:0.11356
[105] validation_0-rmse:0.13022 validation_1-rmse:0.11286
[106] validation_0-rmse:0.12992 validation_1-rmse:0.11247
[107] validation_0-rmse:0.12961 validation_1-rmse:0.11211
[108] validation_0-rmse:0.12924 validation_1-rmse:0.11171
[109] validation_0-rmse:0.12873 validation_1-rmse:0.11120
[110] validation_0-rmse:0.12825 validation_1-rmse:0.11072
[111] validation_0-rmse:0.12799 validation_1-rmse:0.11043
[112] validation_0-rmse:0.12771 validation_1-rmse:0.11010
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[141] validation_0-rmse:0.11832 validation_1-rmse:0.09976
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[143] validation_0-rmse:0.11769 validation_1-rmse:0.09909
[144] validation_0-rmse:0.11742 validation_1-rmse:0.09882
[145] validation_0-rmse:0.11691 validation_1-rmse:0.09827
[146] validation_0-rmse:0.11673 validation_1-rmse:0.09805
[147] validation_0-rmse:0.11657 validation_1-rmse:0.09788
[148] validation_0-rmse:0.11626 validation_1-rmse:0.09757
[149] validation_0-rmse:0.11605 validation_1-rmse:0.09733
[150] validation_0-rmse:0.11590 validation_1-rmse:0.09714
[151] validation_0-rmse:0.11572 validation_1-rmse:0.09694
[152] validation_0-rmse:0.11552 validation_1-rmse:0.09669
[153] validation_0-rmse:0.11534 validation_1-rmse:0.09649
[154] validation_0-rmse:0.11511 validation_1-rmse:0.09626
[155] validation_0-rmse:0.11497 validation_1-rmse:0.09606
[156] validation_0-rmse:0.11446 validation_1-rmse:0.09554
[157] validation_0-rmse:0.11425 validation_1-rmse:0.09533
[158] validation_0-rmse:0.11400 validation_1-rmse:0.09506
[159] validation_0-rmse:0.11381 validation_1-rmse:0.09485
[160] validation_0-rmse:0.11370 validation_1-rmse:0.09471
[161] validation_0-rmse:0.11330 validation_1-rmse:0.09435
[162] validation_0-rmse:0.11313 validation_1-rmse:0.09412
[163] validation_0-rmse:0.11293 validation_1-rmse:0.09392
[164] validation_0-rmse:0.11280 validation_1-rmse:0.09376
[165] validation_0-rmse:0.11265 validation_1-rmse:0.09357
[166] validation_0-rmse:0.11245 validation_1-rmse:0.09333
[167] validation_0-rmse:0.11232 validation_1-rmse:0.09317
[168] validation_0-rmse:0.11194 validation_1-rmse:0.09269
[169] validation_0-rmse:0.11183 validation_1-rmse:0.09257
[170] validation_0-rmse:0.11155 validation_1-rmse:0.09232
[171] validation_0-rmse:0.11138 validation_1-rmse:0.09212
[172] validation_0-rmse:0.11113 validation_1-rmse:0.09186
[173] validation_0-rmse:0.11101 validation_1-rmse:0.09169
[174] validation_0-rmse:0.11075 validation_1-rmse:0.09144
[175] validation_0-rmse:0.11043 validation_1-rmse:0.09112
[176] validation_0-rmse:0.11027 validation_1-rmse:0.09091
[177] validation_0-rmse:0.10990 validation_1-rmse:0.09054
[178] validation_0-rmse:0.10947 validation_1-rmse:0.09014
[179] validation_0-rmse:0.10936 validation_1-rmse:0.09001
[180] validation_0-rmse:0.10897 validation_1-rmse:0.08959
[181] validation_0-rmse:0.10861 validation_1-rmse:0.08924
[182] validation_0-rmse:0.10845 validation_1-rmse:0.08903
[183] validation_0-rmse:0.10818 validation_1-rmse:0.08875
[184] validation_0-rmse:0.10807 validation_1-rmse:0.08860
[185] validation_0-rmse:0.10794 validation_1-rmse:0.08844
[186] validation_0-rmse:0.10770 validation_1-rmse:0.08818
[187] validation_0-rmse:0.10760 validation_1-rmse:0.08806
[188] validation_0-rmse:0.10736 validation_1-rmse:0.08781
[189] validation_0-rmse:0.10723 validation_1-rmse:0.08766
[190] validation_0-rmse:0.10709 validation_1-rmse:0.08750
[191] validation_0-rmse:0.10701 validation_1-rmse:0.08739
[192] validation_0-rmse:0.10682 validation_1-rmse:0.08719
[193] validation_0-rmse:0.10677 validation_1-rmse:0.08707
[194] validation_0-rmse:0.10659 validation_1-rmse:0.08687
[195] validation_0-rmse:0.10626 validation_1-rmse:0.08655
[196] validation_0-rmse:0.10605 validation_1-rmse:0.08635
[197] validation_0-rmse:0.10592 validation_1-rmse:0.08620
[198] validation_0-rmse:0.10571 validation_1-rmse:0.08597
[199] validation_0-rmse:0.10560 validation_1-rmse:0.08582
2025-05-01 08:32:13,084 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (2.07 secs) --------------------
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
[08:32:13] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
2025-05-01 08:32:13,124 - 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 08:32:13,125 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-05-01 08:32:13,149 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
2025-05-01 08:32:13,205 - 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 08:32:13,244 - FreqaiExampleStrategy - INFO - up_or_down 值统计：
up_or_down
1 11845
0 11726
2025-05-01 08:32:13,246 - FreqaiExampleStrategy - INFO - do_predict 值统计：
do_predict
0.0 14451
1.0 9120
2025-05-01 08:32:13,250 - FreqaiExampleStrategy - INFO - 处理交易对：SOL/USDT
2025-05-01 08:32:13,252 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
2025-05-01 08:32:13,253 - 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 08:32:13,253 - 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 08:32:13,264 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,278 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,292 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,329 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
2025-05-01 08:32:13,329 - 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 08:32:13,376 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,387 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,399 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,434 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
2025-05-01 08:32:13,434 - 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 08:32:13,457 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,465 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,473 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,532 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
2025-05-01 08:32:13,532 - 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 08:32:13,587 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,599 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,612 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,670 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,681 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,693 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,747 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,755 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,763 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,846 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,859 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,874 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,942 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,953 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:13,966 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:14,039 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:14,047 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:14,056 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
2025-05-01 08:32:14,132 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
2025-05-01 08:32:14,137 - FreqaiExampleStrategy - INFO - 目标列形状：(14450,)
2025-05-01 08:32:14,138 - 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 08:32:14,146 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
2025-05-01 08:32:14,151 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
2025-05-01 08:32:14,153 - 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 08:32:14,163 - 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 08:32:14,164 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
2025-05-01 08:32:14,190 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-05-01 08:32:14,191 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
2025-05-01 08:32:14,214 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
2025-05-01 08:32:14,214 - 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:
[08:32:14] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
[0] validation_0-rmse:0.25128 validation_1-rmse:0.24599
[1] validation_0-rmse:0.24705 validation_1-rmse:0.24159
[2] validation_0-rmse:0.24267 validation_1-rmse:0.23697
[3] validation_0-rmse:0.23884 validation_1-rmse:0.23285
[4] validation_0-rmse:0.23460 validation_1-rmse:0.22836
[5] validation_0-rmse:0.23048 validation_1-rmse:0.22409
[6] validation_0-rmse:0.22663 validation_1-rmse:0.22023
[7] validation_0-rmse:0.22305 validation_1-rmse:0.21641
[8] validation_0-rmse:0.21974 validation_1-rmse:0.21307
[9] validation_0-rmse:0.21647 validation_1-rmse:0.20952
[10] validation_0-rmse:0.21325 validation_1-rmse:0.20611
[11] validation_0-rmse:0.21025 validation_1-rmse:0.20291
[12] validation_0-rmse:0.20749 validation_1-rmse:0.19975
[13] validation_0-rmse:0.20504 validation_1-rmse:0.19705
[14] validation_0-rmse:0.20227 validation_1-rmse:0.19408
[15] validation_0-rmse:0.19974 validation_1-rmse:0.19136
[16] validation_0-rmse:0.19718 validation_1-rmse:0.18870
[17] validation_0-rmse:0.19482 validation_1-rmse:0.18610
[18] validation_0-rmse:0.19255 validation_1-rmse:0.18352
[19] validation_0-rmse:0.19034 validation_1-rmse:0.18110
[20] validation_0-rmse:0.18810 validation_1-rmse:0.17880
[21] validation_0-rmse:0.18612 validation_1-rmse:0.17660
[22] validation_0-rmse:0.18391 validation_1-rmse:0.17432
[23] validation_0-rmse:0.18197 validation_1-rmse:0.17215
[24] validation_0-rmse:0.17989 validation_1-rmse:0.16997
[25] validation_0-rmse:0.17811 validation_1-rmse:0.16787
[26] validation_0-rmse:0.17634 validation_1-rmse:0.16590
[27] validation_0-rmse:0.17466 validation_1-rmse:0.16406
[28] validation_0-rmse:0.17297 validation_1-rmse:0.16231
[29] validation_0-rmse:0.17120 validation_1-rmse:0.16043
[30] validation_0-rmse:0.16975 validation_1-rmse:0.15878
[31] validation_0-rmse:0.16831 validation_1-rmse:0.15716
[32] validation_0-rmse:0.16680 validation_1-rmse:0.15554
[33] validation_0-rmse:0.16549 validation_1-rmse:0.15398
[34] validation_0-rmse:0.16422 validation_1-rmse:0.15258
[35] validation_0-rmse:0.16254 validation_1-rmse:0.15092
[36] validation_0-rmse:0.16127 validation_1-rmse:0.14950
[37] validation_0-rmse:0.15997 validation_1-rmse:0.14808
[38] validation_0-rmse:0.15858 validation_1-rmse:0.14665
[39] validation_0-rmse:0.15734 validation_1-rmse:0.14535
[40] validation_0-rmse:0.15627 validation_1-rmse:0.14413
[41] validation_0-rmse:0.15522 validation_1-rmse:0.14291
[42] validation_0-rmse:0.15413 validation_1-rmse:0.14171
[43] validation_0-rmse:0.15295 validation_1-rmse:0.14049
[44] validation_0-rmse:0.15194 validation_1-rmse:0.13937
[45] validation_0-rmse:0.15087 validation_1-rmse:0.13821
[46] validation_0-rmse:0.14988 validation_1-rmse:0.13712
[47] validation_0-rmse:0.14897 validation_1-rmse:0.13608
[48] validation_0-rmse:0.14814 validation_1-rmse:0.13508
[49] validation_0-rmse:0.14707 validation_1-rmse:0.13395
[50] validation_0-rmse:0.14619 validation_1-rmse:0.13296
[51] validation_0-rmse:0.14539 validation_1-rmse:0.13203
[52] validation_0-rmse:0.14449 validation_1-rmse:0.13098
[53] validation_0-rmse:0.14370 validation_1-rmse:0.13008
[54] validation_0-rmse:0.14281 validation_1-rmse:0.12910
[55] validation_0-rmse:0.14200 validation_1-rmse:0.12822
[56] validation_0-rmse:0.14123 validation_1-rmse:0.12740
[57] validation_0-rmse:0.14051 validation_1-rmse:0.12659
[58] validation_0-rmse:0.13965 validation_1-rmse:0.12574
[59] validation_0-rmse:0.13888 validation_1-rmse:0.12495
[60] validation_0-rmse:0.13823 validation_1-rmse:0.12416
[61] validation_0-rmse:0.13733 validation_1-rmse:0.12321
[62] validation_0-rmse:0.13656 validation_1-rmse:0.12237
[63] validation_0-rmse:0.13601 validation_1-rmse:0.12167
[64] validation_0-rmse:0.13532 validation_1-rmse:0.12091
[65] validation_0-rmse:0.13476 validation_1-rmse:0.12020
[66] validation_0-rmse:0.13420 validation_1-rmse:0.11952
[67] validation_0-rmse:0.13346 validation_1-rmse:0.11873
[68] validation_0-rmse:0.13287 validation_1-rmse:0.11806
[69] validation_0-rmse:0.13219 validation_1-rmse:0.11729
[70] validation_0-rmse:0.13166 validation_1-rmse:0.11665
[71] validation_0-rmse:0.13113 validation_1-rmse:0.11601
[72] validation_0-rmse:0.13056 validation_1-rmse:0.11539
[73] validation_0-rmse:0.12988 validation_1-rmse:0.11467
[74] validation_0-rmse:0.12928 validation_1-rmse:0.11404
[75] validation_0-rmse:0.12869 validation_1-rmse:0.11343
[76] validation_0-rmse:0.12819 validation_1-rmse:0.11281
[77] validation_0-rmse:0.12764 validation_1-rmse:0.11222
[78] validation_0-rmse:0.12706 validation_1-rmse:0.11162
[79] validation_0-rmse:0.12663 validation_1-rmse:0.11108
[80] validation_0-rmse:0.12620 validation_1-rmse:0.11056
[81] validation_0-rmse:0.12569 validation_1-rmse:0.10999
[82] validation_0-rmse:0.12521 validation_1-rmse:0.10944
[83] validation_0-rmse:0.12479 validation_1-rmse:0.10897
[84] validation_0-rmse:0.12425 validation_1-rmse:0.10838
[85] validation_0-rmse:0.12387 validation_1-rmse:0.10790
[86] validation_0-rmse:0.12349 validation_1-rmse:0.10745
[87] validation_0-rmse:0.12316 validation_1-rmse:0.10701
[88] validation_0-rmse:0.12282 validation_1-rmse:0.10655
[89] validation_0-rmse:0.12244 validation_1-rmse:0.10611
[90] validation_0-rmse:0.12212 validation_1-rmse:0.10570
[91] validation_0-rmse:0.12154 validation_1-rmse:0.10512
[92] validation_0-rmse:0.12126 validation_1-rmse:0.10474
[93] validation_0-rmse:0.12092 validation_1-rmse:0.10433
[94] validation_0-rmse:0.12038 validation_1-rmse:0.10373
[95] validation_0-rmse:0.11998 validation_1-rmse:0.10328
[96] validation_0-rmse:0.11959 validation_1-rmse:0.10290
[97] validation_0-rmse:0.11930 validation_1-rmse:0.10252
[98] validation_0-rmse:0.11884 validation_1-rmse:0.10206
[99] validation_0-rmse:0.11848 validation_1-rmse:0.10165
[100] validation_0-rmse:0.11822 validation_1-rmse:0.10129
[101] validation_0-rmse:0.11787 validation_1-rmse:0.10082
[102] validation_0-rmse:0.11758 validation_1-rmse:0.10051
[103] validation_0-rmse:0.11714 validation_1-rmse:0.10001
[104] validation_0-rmse:0.11685 validation_1-rmse:0.09966
[105] validation_0-rmse:0.11660 validation_1-rmse:0.09936
[106] validation_0-rmse:0.11635 validation_1-rmse:0.09904
[107] validation_0-rmse:0.11600 validation_1-rmse:0.09869
[108] validation_0-rmse:0.11556 validation_1-rmse:0.09822
[109] validation_0-rmse:0.11521 validation_1-rmse:0.09784
[110] validation_0-rmse:0.11479 validation_1-rmse:0.09732
[111] validation_0-rmse:0.11441 validation_1-rmse:0.09693
[112] validation_0-rmse:0.11402 validation_1-rmse:0.09656
[113] validation_0-rmse:0.11376 validation_1-rmse:0.09623
[114] validation_0-rmse:0.11354 validation_1-rmse:0.09592
[115] validation_0-rmse:0.11332 validation_1-rmse:0.09570
[116] validation_0-rmse:0.11291 validation_1-rmse:0.09527
[117] validation_0-rmse:0.11262 validation_1-rmse:0.09493
[118] validation_0-rmse:0.11220 validation_1-rmse:0.09443
[119] validation_0-rmse:0.11178 validation_1-rmse:0.09396
[120] validation_0-rmse:0.11155 validation_1-rmse:0.09366
[121] validation_0-rmse:0.11132 validation_1-rmse:0.09340
[122] validation_0-rmse:0.11110 validation_1-rmse:0.09313
[123] validation_0-rmse:0.11069 validation_1-rmse:0.09272
[124] validation_0-rmse:0.11042 validation_1-rmse:0.09247
[125] validation_0-rmse:0.10982 validation_1-rmse:0.09180
[126] validation_0-rmse:0.10960 validation_1-rmse:0.09153
[127] validation_0-rmse:0.10934 validation_1-rmse:0.09121
[128] validation_0-rmse:0.10907 validation_1-rmse:0.09088
[129] validation_0-rmse:0.10849 validation_1-rmse:0.09026
[130] validation_0-rmse:0.10817 validation_1-rmse:0.08988
[131] validation_0-rmse:0.10779 validation_1-rmse:0.08941
[132] validation_0-rmse:0.10753 validation_1-rmse:0.08910
[133] validation_0-rmse:0.10700 validation_1-rmse:0.08855
[134] validation_0-rmse:0.10680 validation_1-rmse:0.08832
[135] validation_0-rmse:0.10664 validation_1-rmse:0.08813
[136] validation_0-rmse:0.10641 validation_1-rmse:0.08787
[137] validation_0-rmse:0.10610 validation_1-rmse:0.08754
[138] validation_0-rmse:0.10591 validation_1-rmse:0.08728
[139] validation_0-rmse:0.10568 validation_1-rmse:0.08705
[140] validation_0-rmse:0.10526 validation_1-rmse:0.08661
[141] validation_0-rmse:0.10513 validation_1-rmse:0.08642
[142] validation_0-rmse:0.10480 validation_1-rmse:0.08605
[143] validation_0-rmse:0.10464 validation_1-rmse:0.08584
[144] validation_0-rmse:0.10439 validation_1-rmse:0.08562
[145] validation_0-rmse:0.10418 validation_1-rmse:0.08537
[146] validation_0-rmse:0.10400 validation_1-rmse:0.08519
[147] validation_0-rmse:0.10386 validation_1-rmse:0.08502
[148] validation_0-rmse:0.10367 validation_1-rmse:0.08476
[149] validation_0-rmse:0.10329 validation_1-rmse:0.08435
[150] validation_0-rmse:0.10311 validation_1-rmse:0.08415
[151] validation_0-rmse:0.10281 validation_1-rmse:0.08384
[152] validation_0-rmse:0.10242 validation_1-rmse:0.08341
[153] validation_0-rmse:0.10223 validation_1-rmse:0.08318
[154] validation_0-rmse:0.10197 validation_1-rmse:0.08289
[155] validation_0-rmse:0.10153 validation_1-rmse:0.08242
[156] validation_0-rmse:0.10136 validation_1-rmse:0.08223
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[162] validation_0-rmse:0.10011 validation_1-rmse:0.08078
[163] validation_0-rmse:0.09991 validation_1-rmse:0.08058
[164] validation_0-rmse:0.09978 validation_1-rmse:0.08041
[165] validation_0-rmse:0.09952 validation_1-rmse:0.08012
[166] validation_0-rmse:0.09926 validation_1-rmse:0.07986
[167] validation_0-rmse:0.09904 validation_1-rmse:0.07961
[168] validation_0-rmse:0.09878 validation_1-rmse:0.07929
[169] validation_0-rmse:0.09848 validation_1-rmse:0.07895
[170] validation_0-rmse:0.09822 validation_1-rmse:0.07866
[171] validation_0-rmse:0.09812 validation_1-rmse:0.07853
[172] validation_0-rmse:0.09787 validation_1-rmse:0.07831
[173] validation_0-rmse:0.09766 validation_1-rmse:0.07808
[174] validation_0-rmse:0.09734 validation_1-rmse:0.07777
[175] validation_0-rmse:0.09701 validation_1-rmse:0.07739
[176] validation_0-rmse:0.09689 validation_1-rmse:0.07724
[177] validation_0-rmse:0.09680 validation_1-rmse:0.07712
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[187] validation_0-rmse:0.09475 validation_1-rmse:0.07483
[188] validation_0-rmse:0.09460 validation_1-rmse:0.07465
[189] validation_0-rmse:0.09447 validation_1-rmse:0.07453
[190] validation_0-rmse:0.09430 validation_1-rmse:0.07434
[191] validation_0-rmse:0.09415 validation_1-rmse:0.07416
[192] validation_0-rmse:0.09408 validation_1-rmse:0.07403
[193] validation_0-rmse:0.09398 validation_1-rmse:0.07387
[194] validation_0-rmse:0.09387 validation_1-rmse:0.07376
[195] validation_0-rmse:0.09374 validation_1-rmse:0.07361
[196] validation_0-rmse:0.09361 validation_1-rmse:0.07342
[197] validation_0-rmse:0.09348 validation_1-rmse:0.07327
[198] validation_0-rmse:0.09334 validation_1-rmse:0.07307
[199] validation_0-rmse:0.09320 validation_1-rmse:0.07293
2025-05-01 08:32:17,009 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (2.85 secs) --------------------
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
[08:32:17] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
2025-05-01 08:32:17,042 - 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 08:32:17,043 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-05-01 08:32:17,081 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
2025-05-01 08:32:17,090 - 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 08:32:17,090 - 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 08:32:17,100 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
2025-05-01 08:32:17,106 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
2025-05-01 08:32:17,107 - 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 08:32:17,119 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
2025-05-01 08:32:17,124 - FreqaiExampleStrategy - INFO - 目标列形状：(23570,)
2025-05-01 08:32:17,126 - 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 08:32:17,135 - 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 08:32:17,135 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
2025-05-01 08:32:17,157 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-05-01 08:32:17,158 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
2025-05-01 08:32:17,183 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
2025-05-01 08:32:17,184 - 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:
[08:32:17] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
[0] validation_0-rmse:0.28344 validation_1-rmse:0.28168
[1] validation_0-rmse:0.27833 validation_1-rmse:0.27634
[2] validation_0-rmse:0.27320 validation_1-rmse:0.27093
[3] validation_0-rmse:0.26872 validation_1-rmse:0.26615
[4] validation_0-rmse:0.26380 validation_1-rmse:0.26107
[5] validation_0-rmse:0.25909 validation_1-rmse:0.25610
[6] validation_0-rmse:0.25452 validation_1-rmse:0.25138
[7] validation_0-rmse:0.25019 validation_1-rmse:0.24687
[8] validation_0-rmse:0.24638 validation_1-rmse:0.24287
[9] validation_0-rmse:0.24248 validation_1-rmse:0.23878
[10] validation_0-rmse:0.23860 validation_1-rmse:0.23471
[11] validation_0-rmse:0.23516 validation_1-rmse:0.23106
[12] validation_0-rmse:0.23163 validation_1-rmse:0.22735
[13] validation_0-rmse:0.22887 validation_1-rmse:0.22407
[14] validation_0-rmse:0.22580 validation_1-rmse:0.22081
[15] validation_0-rmse:0.22279 validation_1-rmse:0.21748
[16] validation_0-rmse:0.22000 validation_1-rmse:0.21435
[17] validation_0-rmse:0.21715 validation_1-rmse:0.21132
[18] validation_0-rmse:0.21435 validation_1-rmse:0.20825
[19] validation_0-rmse:0.21173 validation_1-rmse:0.20548
[20] validation_0-rmse:0.20892 validation_1-rmse:0.20259
[21] validation_0-rmse:0.20645 validation_1-rmse:0.20002
[22] validation_0-rmse:0.20389 validation_1-rmse:0.19730
[23] validation_0-rmse:0.20150 validation_1-rmse:0.19476
[24] validation_0-rmse:0.19922 validation_1-rmse:0.19221
[25] validation_0-rmse:0.19687 validation_1-rmse:0.18976
[26] validation_0-rmse:0.19491 validation_1-rmse:0.18752
[27] validation_0-rmse:0.19291 validation_1-rmse:0.18526
[28] validation_0-rmse:0.19091 validation_1-rmse:0.18315
[29] validation_0-rmse:0.18897 validation_1-rmse:0.18101
[30] validation_0-rmse:0.18716 validation_1-rmse:0.17900
[31] validation_0-rmse:0.18542 validation_1-rmse:0.17706
[32] validation_0-rmse:0.18370 validation_1-rmse:0.17521
[33] validation_0-rmse:0.18211 validation_1-rmse:0.17338
[34] validation_0-rmse:0.18045 validation_1-rmse:0.17163
[35] validation_0-rmse:0.17870 validation_1-rmse:0.16975
[36] validation_0-rmse:0.17728 validation_1-rmse:0.16811
[37] validation_0-rmse:0.17580 validation_1-rmse:0.16648
[38] validation_0-rmse:0.17436 validation_1-rmse:0.16489
[39] validation_0-rmse:0.17304 validation_1-rmse:0.16340
[40] validation_0-rmse:0.17177 validation_1-rmse:0.16199
[41] validation_0-rmse:0.17046 validation_1-rmse:0.16053
[42] validation_0-rmse:0.16919 validation_1-rmse:0.15917
[43] validation_0-rmse:0.16793 validation_1-rmse:0.15777
[44] validation_0-rmse:0.16671 validation_1-rmse:0.15635
[45] validation_0-rmse:0.16567 validation_1-rmse:0.15508
[46] validation_0-rmse:0.16436 validation_1-rmse:0.15360
[47] validation_0-rmse:0.16326 validation_1-rmse:0.15238
[48] validation_0-rmse:0.16206 validation_1-rmse:0.15104
[49] validation_0-rmse:0.16094 validation_1-rmse:0.14984
[50] validation_0-rmse:0.15989 validation_1-rmse:0.14871
[51] validation_0-rmse:0.15899 validation_1-rmse:0.14767
[52] validation_0-rmse:0.15781 validation_1-rmse:0.14634
[53] validation_0-rmse:0.15690 validation_1-rmse:0.14525
[54] validation_0-rmse:0.15584 validation_1-rmse:0.14416
[55] validation_0-rmse:0.15490 validation_1-rmse:0.14315
[56] validation_0-rmse:0.15402 validation_1-rmse:0.14216
[57] validation_0-rmse:0.15301 validation_1-rmse:0.14109
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[59] validation_0-rmse:0.15120 validation_1-rmse:0.13904
[60] validation_0-rmse:0.15026 validation_1-rmse:0.13804
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[63] validation_0-rmse:0.14796 validation_1-rmse:0.13547
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[66] validation_0-rmse:0.14571 validation_1-rmse:0.13299
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[74] validation_0-rmse:0.14000 validation_1-rmse:0.12673
[75] validation_0-rmse:0.13921 validation_1-rmse:0.12588
[76] validation_0-rmse:0.13866 validation_1-rmse:0.12522
[77] validation_0-rmse:0.13798 validation_1-rmse:0.12448
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[79] validation_0-rmse:0.13671 validation_1-rmse:0.12314
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[92] validation_0-rmse:0.12997 validation_1-rmse:0.11537
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[95] validation_0-rmse:0.12861 validation_1-rmse:0.11374
[96] validation_0-rmse:0.12816 validation_1-rmse:0.11331
[97] validation_0-rmse:0.12765 validation_1-rmse:0.11284
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[100] validation_0-rmse:0.12644 validation_1-rmse:0.11139
[101] validation_0-rmse:0.12612 validation_1-rmse:0.11100
[102] validation_0-rmse:0.12582 validation_1-rmse:0.11061
[103] validation_0-rmse:0.12545 validation_1-rmse:0.11020
[104] validation_0-rmse:0.12496 validation_1-rmse:0.10971
[105] validation_0-rmse:0.12469 validation_1-rmse:0.10939
[106] validation_0-rmse:0.12445 validation_1-rmse:0.10905
[107] validation_0-rmse:0.12403 validation_1-rmse:0.10859
[108] validation_0-rmse:0.12369 validation_1-rmse:0.10819
[109] validation_0-rmse:0.12314 validation_1-rmse:0.10759
[110] validation_0-rmse:0.12263 validation_1-rmse:0.10703
[111] validation_0-rmse:0.12229 validation_1-rmse:0.10667
[112] validation_0-rmse:0.12202 validation_1-rmse:0.10632
[113] validation_0-rmse:0.12179 validation_1-rmse:0.10604
[114] validation_0-rmse:0.12143 validation_1-rmse:0.10559
[115] validation_0-rmse:0.12121 validation_1-rmse:0.10528
[116] validation_0-rmse:0.12100 validation_1-rmse:0.10500
[117] validation_0-rmse:0.12069 validation_1-rmse:0.10463
[118] validation_0-rmse:0.12050 validation_1-rmse:0.10434
[119] validation_0-rmse:0.12027 validation_1-rmse:0.10401
[120] validation_0-rmse:0.11995 validation_1-rmse:0.10368
[121] validation_0-rmse:0.11954 validation_1-rmse:0.10320
[122] validation_0-rmse:0.11925 validation_1-rmse:0.10285
[123] validation_0-rmse:0.11875 validation_1-rmse:0.10231
[124] validation_0-rmse:0.11857 validation_1-rmse:0.10208
[125] validation_0-rmse:0.11811 validation_1-rmse:0.10154
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[127] validation_0-rmse:0.11760 validation_1-rmse:0.10093
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[130] validation_0-rmse:0.11665 validation_1-rmse:0.09981
[131] validation_0-rmse:0.11647 validation_1-rmse:0.09958
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[133] validation_0-rmse:0.11595 validation_1-rmse:0.09898
[134] validation_0-rmse:0.11576 validation_1-rmse:0.09868
[135] validation_0-rmse:0.11555 validation_1-rmse:0.09842
[136] validation_0-rmse:0.11534 validation_1-rmse:0.09818
[137] validation_0-rmse:0.11517 validation_1-rmse:0.09799
[138] validation_0-rmse:0.11489 validation_1-rmse:0.09768
[139] validation_0-rmse:0.11473 validation_1-rmse:0.09745
[140] validation_0-rmse:0.11455 validation_1-rmse:0.09717
[141] validation_0-rmse:0.11412 validation_1-rmse:0.09667
[142] validation_0-rmse:0.11399 validation_1-rmse:0.09643
[143] validation_0-rmse:0.11376 validation_1-rmse:0.09617
[144] validation_0-rmse:0.11338 validation_1-rmse:0.09568
[145] validation_0-rmse:0.11305 validation_1-rmse:0.09531
[146] validation_0-rmse:0.11267 validation_1-rmse:0.09487
[147] validation_0-rmse:0.11243 validation_1-rmse:0.09459
[148] validation_0-rmse:0.11199 validation_1-rmse:0.09410
[149] validation_0-rmse:0.11183 validation_1-rmse:0.09391
[150] validation_0-rmse:0.11169 validation_1-rmse:0.09372
[151] validation_0-rmse:0.11155 validation_1-rmse:0.09354
[152] validation_0-rmse:0.11140 validation_1-rmse:0.09334
[153] validation_0-rmse:0.11118 validation_1-rmse:0.09308
[154] validation_0-rmse:0.11103 validation_1-rmse:0.09290
[155] validation_0-rmse:0.11071 validation_1-rmse:0.09253
[156] validation_0-rmse:0.11052 validation_1-rmse:0.09229
[157] validation_0-rmse:0.11028 validation_1-rmse:0.09199
[158] validation_0-rmse:0.11004 validation_1-rmse:0.09165
[159] validation_0-rmse:0.10975 validation_1-rmse:0.09129
[160] validation_0-rmse:0.10955 validation_1-rmse:0.09103
[161] validation_0-rmse:0.10928 validation_1-rmse:0.09071
[162] validation_0-rmse:0.10915 validation_1-rmse:0.09054
[163] validation_0-rmse:0.10903 validation_1-rmse:0.09039
[164] validation_0-rmse:0.10874 validation_1-rmse:0.09009
[165] validation_0-rmse:0.10856 validation_1-rmse:0.08987
[166] validation_0-rmse:0.10827 validation_1-rmse:0.08954
[167] validation_0-rmse:0.10797 validation_1-rmse:0.08916
[168] validation_0-rmse:0.10763 validation_1-rmse:0.08879
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[170] validation_0-rmse:0.10711 validation_1-rmse:0.08818
[171] validation_0-rmse:0.10669 validation_1-rmse:0.08772
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[174] validation_0-rmse:0.10609 validation_1-rmse:0.08703
[175] validation_0-rmse:0.10573 validation_1-rmse:0.08666
[176] validation_0-rmse:0.10561 validation_1-rmse:0.08645
[177] validation_0-rmse:0.10552 validation_1-rmse:0.08628
[178] validation_0-rmse:0.10541 validation_1-rmse:0.08615
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[180] validation_0-rmse:0.10522 validation_1-rmse:0.08588
[181] validation_0-rmse:0.10481 validation_1-rmse:0.08546
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[183] validation_0-rmse:0.10436 validation_1-rmse:0.08499
[184] validation_0-rmse:0.10411 validation_1-rmse:0.08468
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[191] validation_0-rmse:0.10302 validation_1-rmse:0.08341
[192] validation_0-rmse:0.10292 validation_1-rmse:0.08323
[193] validation_0-rmse:0.10273 validation_1-rmse:0.08299
[194] validation_0-rmse:0.10262 validation_1-rmse:0.08285
[195] validation_0-rmse:0.10246 validation_1-rmse:0.08265
[196] validation_0-rmse:0.10218 validation_1-rmse:0.08237
[197] validation_0-rmse:0.10207 validation_1-rmse:0.08220
[198] validation_0-rmse:0.10188 validation_1-rmse:0.08196
[199] validation_0-rmse:0.10169 validation_1-rmse:0.08171
2025-05-01 08:32:19,817 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (2.68 secs) --------------------
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
[08:32:19] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
2025-05-01 08:32:19,854 - 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 08:32:19,855 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-05-01 08:32:19,883 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
2025-05-01 08:32:19,948 - 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 08:32:20,011 - FreqaiExampleStrategy - INFO - up_or_down 值统计：
up_or_down
0 11865
1 11706
2025-05-01 08:32:20,012 - FreqaiExampleStrategy - INFO - do_predict 值统计：
do_predict
0.0 14451
1.0 9120
2025-05-01 08:32:20,021 - 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 08:32:20,027 - 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 08:32:20,028 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
2025-05-01 08:32:20,060 - 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 08:32:20,062 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
2025-05-01 08:32:20,662 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-01_08-32-20.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% │
└───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴────────────────────┘
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