1233 lines
88 KiB
Plaintext
1233 lines
88 KiB
Plaintext
Creating freqtrade_freqtrade_run ...
|
||
Creating freqtrade_freqtrade_run ... done
|
||
2025-05-01 04:27:17,240 - freqtrade - INFO - freqtrade 2025.3
|
||
2025-05-01 04:27:17,468 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
|
||
2025-05-01 04:27:18,889 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
|
||
2025-05-01 04:27:18,891 - freqtrade.loggers - INFO - Enabling colorized output.
|
||
2025-05-01 04:27:18,891 - root - INFO - Logfile configured
|
||
2025-05-01 04:27:18,892 - freqtrade.loggers - INFO - Verbosity set to 0
|
||
2025-05-01 04:27:18,892 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
|
||
2025-05-01 04:27:18,892 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
|
||
2025-05-01 04:27:18,893 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250401-20250420 ...
|
||
2025-05-01 04:27:18,909 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
|
||
2025-05-01 04:27:18,910 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
|
||
2025-05-01 04:27:18,910 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
|
||
2025-05-01 04:27:18,911 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250401-20250420
|
||
2025-05-01 04:27:18,911 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
|
||
2025-05-01 04:27:18,912 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
|
||
2025-05-01 04:27:18,918 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
|
||
2025-05-01 04:27:18,918 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
|
||
2025-05-01 04:27:18,918 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
|
||
2025-05-01 04:27:18,920 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
|
||
2025-05-01 04:27:18,921 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
|
||
2025-05-01 04:27:18,921 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.69
|
||
2025-05-01 04:27:18,922 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
|
||
2025-05-01 04:27:18,927 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
|
||
2025-05-01 04:27:18,933 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
|
||
2025-05-01 04:27:21,480 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
|
||
2025-05-01 04:27:21,502 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy FreqaiExampleStrategy from '/freqtrade/templates/FreqaiExampleStrategy.py'...
|
||
2025-05-01 04:27:21,503 - freqtrade.strategy.hyper - INFO - Loading parameters from file /freqtrade/templates/FreqaiExampleStrategy.json
|
||
2025-05-01 04:27:21,503 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
|
||
2025-05-01 04:27:21,504 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
|
||
2025-05-01 04:27:21,504 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
|
||
2025-05-01 04:27:21,504 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
|
||
2025-05-01 04:27:21,505 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
|
||
2025-05-01 04:27:21,505 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit':
|
||
'minutes'}.
|
||
2025-05-01 04:27:21,505 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
|
||
2025-05-01 04:27:21,506 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {'0': 0.132, '8': 0.047, '14': 0.007, '60': 0}
|
||
2025-05-01 04:27:21,506 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
|
||
2025-05-01 04:27:21,506 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
|
||
2025-05-01 04:27:21,506 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
|
||
2025-05-01 04:27:21,507 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
|
||
2025-05-01 04:27:21,507 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.02
|
||
2025-05-01 04:27:21,507 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
|
||
2025-05-01 04:27:21,508 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
|
||
2025-05-01 04:27:21,508 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
|
||
2025-05-01 04:27:21,508 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False,
|
||
'stoploss_on_exchange_interval': 60}
|
||
2025-05-01 04:27:21,508 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
|
||
2025-05-01 04:27:21,509 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
|
||
2025-05-01 04:27:21,509 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
|
||
2025-05-01 04:27:21,509 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
|
||
2025-05-01 04:27:21,510 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
|
||
2025-05-01 04:27:21,510 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
|
||
2025-05-01 04:27:21,510 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
|
||
2025-05-01 04:27:21,510 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
|
||
2025-05-01 04:27:21,511 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
|
||
2025-05-01 04:27:21,511 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
|
||
2025-05-01 04:27:21,511 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
|
||
2025-05-01 04:27:21,511 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
|
||
2025-05-01 04:27:21,512 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
|
||
2025-05-01 04:27:21,512 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
|
||
2025-05-01 04:27:21,512 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
|
||
2025-05-01 04:27:21,516 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
|
||
2025-05-01 04:27:21,522 - freqtrade.optimize.backtesting - INFO - Using fee 0.1500% - worst case fee from exchange (lowest tier).
|
||
2025-05-01 04:27:21,523 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
|
||
2025-05-01 04:27:21,524 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 14450 ...
|
||
2025-05-01 04:27:21,658 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-03-01 21:30:00 up to 2025-04-20 00:00:00 (49 days).
|
||
2025-05-01 04:27:21,658 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
|
||
2025-05-01 04:27:21,659 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy FreqaiExampleStrategy
|
||
2025-05-01 04:27:23,258 - matplotlib.font_manager - INFO - generated new fontManager
|
||
2025-05-01 04:27:23,463 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
|
||
2025-05-01 04:27:23,463 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
|
||
2025-05-01 04:27:23,464 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
|
||
2025-05-01 04:27:23,464 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['BTC/USDT', 'SOL/USDT']
|
||
2025-05-01 04:27:23,465 - freqtrade.strategy.hyper - INFO - Strategy Parameter: buy_rsi = 39.92672300850069
|
||
2025-05-01 04:27:23,465 - freqtrade.strategy.hyper - INFO - Strategy Parameter: sell_rsi = 69.92672300850067
|
||
2025-05-01 04:27:23,466 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
|
||
2025-05-01 04:27:23,468 - FreqaiExampleStrategy - INFO - 处理交易对：BTC/USDT
|
||
2025-05-01 04:27:23,470 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
|
||
2025-05-01 04:27:23,471 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-02 00:00:00 to 2025-04-01 00:00:00, 1/2 trains
|
||
2025-05-01 04:27:23,471 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1743465600_prediction.feather
|
||
2025-05-01 04:27:23,486 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,502 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,519 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,570 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
|
||
2025-05-01 04:27:23,571 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
|
||
2025-05-01 04:27:23,623 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,635 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,647 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,688 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
|
||
2025-05-01 04:27:23,689 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
|
||
2025-05-01 04:27:23,711 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,721 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,729 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,803 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
|
||
2025-05-01 04:27:23,804 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-03-01 21:30:00 to 2025-04-20 00:00:00
|
||
2025-05-01 04:27:23,869 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,884 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,901 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:23,965 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
|
||
2025-05-01 04:27:23,965 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
|
||
2025-05-01 04:27:24,005 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:24,016 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:24,027 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:24,081 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
|
||
2025-05-01 04:27:24,082 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
|
||
2025-05-01 04:27:24,104 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:24,113 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:24,122 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:24,176 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-05-01 04:27:24,182 - FreqaiExampleStrategy - INFO - 目标列形状：(14450,)
|
||
2025-05-01 04:27:24,185 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.007116 50.010488
|
||
1 0.005291 50.010488
|
||
2 0.004416 50.010488
|
||
3 0.002082 50.010488
|
||
4 0.001904 50.010488
|
||
2025-05-01 04:27:24,192 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-05-01 04:27:24,198 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
|
||
2025-05-01 04:27:24,200 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.007116 49.846666
|
||
1 0.005291 49.846666
|
||
2 0.004416 49.846666
|
||
3 0.002082 49.846666
|
||
4 0.001904 49.846666
|
||
2025-05-01 04:27:24,211 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1743465600/cb_btc_1743465600
|
||
2025-05-01 04:27:24,212 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-05-01 04:27:24,234 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-05-01 04:27:24,235 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
|
||
2025-05-01 04:27:24,253 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-05-01 04:27:24,254 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning: [04:27:24] 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
|
||
[94] validation_0-rmse:0.13870 validation_1-rmse:0.12119
|
||
[95] validation_0-rmse:0.13836 validation_1-rmse:0.12078
|
||
[96] validation_0-rmse:0.13805 validation_1-rmse:0.12041
|
||
[97] validation_0-rmse:0.13767 validation_1-rmse:0.11995
|
||
[98] validation_0-rmse:0.13720 validation_1-rmse:0.11946
|
||
[99] validation_0-rmse:0.13679 validation_1-rmse:0.11901
|
||
[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
|
||
[103] validation_0-rmse:0.13493 validation_1-rmse:0.11696
|
||
[104] validation_0-rmse:0.13458 validation_1-rmse:0.11650
|
||
[105] validation_0-rmse:0.13428 validation_1-rmse:0.11613
|
||
[106] validation_0-rmse:0.13377 validation_1-rmse:0.11555
|
||
[107] validation_0-rmse:0.13351 validation_1-rmse:0.11521
|
||
[108] validation_0-rmse:0.13301 validation_1-rmse:0.11468
|
||
[109] validation_0-rmse:0.13258 validation_1-rmse:0.11420
|
||
[110] validation_0-rmse:0.13235 validation_1-rmse:0.11388
|
||
[111] validation_0-rmse:0.13197 validation_1-rmse:0.11351
|
||
[112] validation_0-rmse:0.13168 validation_1-rmse:0.11312
|
||
[113] validation_0-rmse:0.13130 validation_1-rmse:0.11272
|
||
[114] validation_0-rmse:0.13102 validation_1-rmse:0.11236
|
||
[115] validation_0-rmse:0.13069 validation_1-rmse:0.11200
|
||
[116] validation_0-rmse:0.13023 validation_1-rmse:0.11156
|
||
[117] validation_0-rmse:0.12998 validation_1-rmse:0.11127
|
||
[118] validation_0-rmse:0.12961 validation_1-rmse:0.11084
|
||
[119] validation_0-rmse:0.12940 validation_1-rmse:0.11061
|
||
[120] validation_0-rmse:0.12916 validation_1-rmse:0.11027
|
||
[121] validation_0-rmse:0.12890 validation_1-rmse:0.10996
|
||
[122] validation_0-rmse:0.12864 validation_1-rmse:0.10962
|
||
[123] validation_0-rmse:0.12845 validation_1-rmse:0.10930
|
||
[124] validation_0-rmse:0.12819 validation_1-rmse:0.10901
|
||
[125] validation_0-rmse:0.12797 validation_1-rmse:0.10869
|
||
[126] validation_0-rmse:0.12775 validation_1-rmse:0.10835
|
||
[127] validation_0-rmse:0.12727 validation_1-rmse:0.10785
|
||
[128] validation_0-rmse:0.12693 validation_1-rmse:0.10753
|
||
[129] validation_0-rmse:0.12679 validation_1-rmse:0.10734
|
||
[130] validation_0-rmse:0.12658 validation_1-rmse:0.10703
|
||
[131] validation_0-rmse:0.12605 validation_1-rmse:0.10646
|
||
[132] validation_0-rmse:0.12585 validation_1-rmse:0.10621
|
||
[133] validation_0-rmse:0.12552 validation_1-rmse:0.10586
|
||
[134] validation_0-rmse:0.12513 validation_1-rmse:0.10545
|
||
[135] validation_0-rmse:0.12438 validation_1-rmse:0.10470
|
||
[136] validation_0-rmse:0.12399 validation_1-rmse:0.10431
|
||
[137] validation_0-rmse:0.12362 validation_1-rmse:0.10389
|
||
[138] validation_0-rmse:0.12343 validation_1-rmse:0.10369
|
||
[139] validation_0-rmse:0.12323 validation_1-rmse:0.10341
|
||
[140] validation_0-rmse:0.12305 validation_1-rmse:0.10315
|
||
[141] validation_0-rmse:0.12288 validation_1-rmse:0.10294
|
||
[142] validation_0-rmse:0.12238 validation_1-rmse:0.10240
|
||
[143] validation_0-rmse:0.12206 validation_1-rmse:0.10204
|
||
[144] validation_0-rmse:0.12185 validation_1-rmse:0.10179
|
||
[145] validation_0-rmse:0.12153 validation_1-rmse:0.10145
|
||
[146] validation_0-rmse:0.12128 validation_1-rmse:0.10115
|
||
[147] validation_0-rmse:0.12104 validation_1-rmse:0.10088
|
||
[148] validation_0-rmse:0.12068 validation_1-rmse:0.10047
|
||
[149] validation_0-rmse:0.12049 validation_1-rmse:0.10024
|
||
[150] validation_0-rmse:0.12032 validation_1-rmse:0.10001
|
||
[151] validation_0-rmse:0.12011 validation_1-rmse:0.09980
|
||
[152] validation_0-rmse:0.11997 validation_1-rmse:0.09963
|
||
[153] validation_0-rmse:0.11967 validation_1-rmse:0.09930
|
||
[154] validation_0-rmse:0.11931 validation_1-rmse:0.09895
|
||
[155] validation_0-rmse:0.11913 validation_1-rmse:0.09872
|
||
[156] validation_0-rmse:0.11891 validation_1-rmse:0.09846
|
||
[157] validation_0-rmse:0.11877 validation_1-rmse:0.09829
|
||
[158] validation_0-rmse:0.11839 validation_1-rmse:0.09788
|
||
[159] validation_0-rmse:0.11782 validation_1-rmse:0.09728
|
||
[160] validation_0-rmse:0.11741 validation_1-rmse:0.09685
|
||
[161] validation_0-rmse:0.11696 validation_1-rmse:0.09636
|
||
[162] validation_0-rmse:0.11676 validation_1-rmse:0.09615
|
||
[163] validation_0-rmse:0.11640 validation_1-rmse:0.09573
|
||
[164] validation_0-rmse:0.11610 validation_1-rmse:0.09545
|
||
[165] validation_0-rmse:0.11588 validation_1-rmse:0.09525
|
||
[166] validation_0-rmse:0.11571 validation_1-rmse:0.09509
|
||
[167] validation_0-rmse:0.11556 validation_1-rmse:0.09491
|
||
[168] validation_0-rmse:0.11511 validation_1-rmse:0.09444
|
||
[169] validation_0-rmse:0.11504 validation_1-rmse:0.09428
|
||
[170] validation_0-rmse:0.11482 validation_1-rmse:0.09403
|
||
[171] validation_0-rmse:0.11446 validation_1-rmse:0.09363
|
||
[172] validation_0-rmse:0.11417 validation_1-rmse:0.09328
|
||
[173] validation_0-rmse:0.11395 validation_1-rmse:0.09302
|
||
[174] validation_0-rmse:0.11368 validation_1-rmse:0.09271
|
||
[175] validation_0-rmse:0.11345 validation_1-rmse:0.09246
|
||
[176] validation_0-rmse:0.11323 validation_1-rmse:0.09223
|
||
[177] validation_0-rmse:0.11310 validation_1-rmse:0.09205
|
||
[178] validation_0-rmse:0.11296 validation_1-rmse:0.09187
|
||
[179] validation_0-rmse:0.11273 validation_1-rmse:0.09161
|
||
[180] validation_0-rmse:0.11249 validation_1-rmse:0.09138
|
||
[181] validation_0-rmse:0.11233 validation_1-rmse:0.09118
|
||
[182] validation_0-rmse:0.11207 validation_1-rmse:0.09091
|
||
[183] validation_0-rmse:0.11182 validation_1-rmse:0.09067
|
||
[184] validation_0-rmse:0.11172 validation_1-rmse:0.09050
|
||
[185] validation_0-rmse:0.11160 validation_1-rmse:0.09036
|
||
[186] validation_0-rmse:0.11126 validation_1-rmse:0.08998
|
||
[187] validation_0-rmse:0.11105 validation_1-rmse:0.08972
|
||
[188] validation_0-rmse:0.11075 validation_1-rmse:0.08939
|
||
[189] validation_0-rmse:0.11060 validation_1-rmse:0.08924
|
||
[190] validation_0-rmse:0.11045 validation_1-rmse:0.08908
|
||
[191] validation_0-rmse:0.11034 validation_1-rmse:0.08898
|
||
[192] validation_0-rmse:0.11024 validation_1-rmse:0.08886
|
||
[193] validation_0-rmse:0.10997 validation_1-rmse:0.08853
|
||
[194] validation_0-rmse:0.10974 validation_1-rmse:0.08828
|
||
[195] validation_0-rmse:0.10962 validation_1-rmse:0.08812
|
||
[196] validation_0-rmse:0.10933 validation_1-rmse:0.08779
|
||
[197] validation_0-rmse:0.10906 validation_1-rmse:0.08752
|
||
[198] validation_0-rmse:0.10865 validation_1-rmse:0.08710
|
||
[199] validation_0-rmse:0.10846 validation_1-rmse:0.08691
|
||
2025-05-01 04:27:26,288 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (2.08 secs) --------------------
|
||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
||
|
||
[04:27:26] WARNING: /workspace/src/learner.cc:740:
|
||
Parameters: { "verbose" } are not used.
|
||
|
||
|
||
2025-05-01 04:27:26,516 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1743465600/cb_btc_1743465600--buy_rsi.html
|
||
2025-05-01 04:27:26,517 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-05-01 04:27:26,539 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
||
2025-05-01 04:27:26,546 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-12 00:00:00 to 2025-04-11 00:00:00, 2/2 trains
|
||
2025-05-01 04:27:26,547 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1744329600_prediction.feather
|
||
2025-05-01 04:27:26,553 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-05-01 04:27:26,559 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
|
||
2025-05-01 04:27:26,560 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.007116 49.846666
|
||
1 0.005291 49.846666
|
||
2 0.004416 49.846666
|
||
3 0.002082 49.846666
|
||
4 0.001904 49.846666
|
||
2025-05-01 04:27:26,570 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-05-01 04:27:26,576 - FreqaiExampleStrategy - INFO - 目标列形状：(23570,)
|
||
2025-05-01 04:27:26,577 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.007116 50.074781
|
||
1 0.005291 50.074781
|
||
2 0.004416 50.074781
|
||
3 0.002082 50.074781
|
||
4 0.001904 50.074781
|
||
2025-05-01 04:27:26,585 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1744329600/cb_btc_1744329600
|
||
2025-05-01 04:27:26,585 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-05-01 04:27:26,603 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-05-01 04:27:26,603 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
|
||
2025-05-01 04:27:26,621 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-05-01 04:27:26,621 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
||
|
||
[04:27:26] 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
|
||
[32] validation_0-rmse:0.19155 validation_1-rmse:0.18058
|
||
[33] validation_0-rmse:0.18986 validation_1-rmse:0.17868
|
||
[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
|
||
[37] validation_0-rmse:0.18381 validation_1-rmse:0.17175
|
||
[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
|
||
[52] validation_0-rmse:0.16548 validation_1-rmse:0.15170
|
||
[53] validation_0-rmse:0.16459 validation_1-rmse:0.15071
|
||
[54] validation_0-rmse:0.16368 validation_1-rmse:0.14973
|
||
[55] validation_0-rmse:0.16281 validation_1-rmse:0.14870
|
||
[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
|
||
[60] validation_0-rmse:0.15843 validation_1-rmse:0.14382
|
||
[61] validation_0-rmse:0.15758 validation_1-rmse:0.14284
|
||
[62] validation_0-rmse:0.15684 validation_1-rmse:0.14200
|
||
[63] validation_0-rmse:0.15621 validation_1-rmse:0.14121
|
||
[64] validation_0-rmse:0.15551 validation_1-rmse:0.14040
|
||
[65] validation_0-rmse:0.15480 validation_1-rmse:0.13954
|
||
[66] validation_0-rmse:0.15418 validation_1-rmse:0.13878
|
||
[67] validation_0-rmse:0.15351 validation_1-rmse:0.13805
|
||
[68] validation_0-rmse:0.15289 validation_1-rmse:0.13733
|
||
[69] validation_0-rmse:0.15196 validation_1-rmse:0.13639
|
||
[70] validation_0-rmse:0.15140 validation_1-rmse:0.13568
|
||
[71] validation_0-rmse:0.15051 validation_1-rmse:0.13479
|
||
[72] validation_0-rmse:0.14929 validation_1-rmse:0.13350
|
||
[73] validation_0-rmse:0.14855 validation_1-rmse:0.13270
|
||
[74] validation_0-rmse:0.14791 validation_1-rmse:0.13198
|
||
[75] validation_0-rmse:0.14720 validation_1-rmse:0.13117
|
||
[76] validation_0-rmse:0.14660 validation_1-rmse:0.13056
|
||
[77] validation_0-rmse:0.14594 validation_1-rmse:0.12987
|
||
[78] validation_0-rmse:0.14523 validation_1-rmse:0.12905
|
||
[79] validation_0-rmse:0.14386 validation_1-rmse:0.12772
|
||
[80] validation_0-rmse:0.14280 validation_1-rmse:0.12665
|
||
[81] validation_0-rmse:0.14225 validation_1-rmse:0.12604
|
||
[82] validation_0-rmse:0.14176 validation_1-rmse:0.12547
|
||
[83] validation_0-rmse:0.14135 validation_1-rmse:0.12495
|
||
[84] validation_0-rmse:0.14087 validation_1-rmse:0.12438
|
||
[85] validation_0-rmse:0.14043 validation_1-rmse:0.12387
|
||
[86] validation_0-rmse:0.13978 validation_1-rmse:0.12320
|
||
[87] validation_0-rmse:0.13906 validation_1-rmse:0.12241
|
||
[88] validation_0-rmse:0.13825 validation_1-rmse:0.12162
|
||
[89] validation_0-rmse:0.13778 validation_1-rmse:0.12109
|
||
[90] validation_0-rmse:0.13743 validation_1-rmse:0.12064
|
||
[91] validation_0-rmse:0.13685 validation_1-rmse:0.12008
|
||
[92] validation_0-rmse:0.13650 validation_1-rmse:0.11965
|
||
[93] validation_0-rmse:0.13604 validation_1-rmse:0.11913
|
||
[94] validation_0-rmse:0.13569 validation_1-rmse:0.11867
|
||
[95] validation_0-rmse:0.13533 validation_1-rmse:0.11821
|
||
[96] validation_0-rmse:0.13495 validation_1-rmse:0.11778
|
||
[97] validation_0-rmse:0.13449 validation_1-rmse:0.11723
|
||
[98] validation_0-rmse:0.13412 validation_1-rmse:0.11677
|
||
[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
|
||
[113] validation_0-rmse:0.12741 validation_1-rmse:0.10976
|
||
[114] validation_0-rmse:0.12697 validation_1-rmse:0.10931
|
||
[115] validation_0-rmse:0.12637 validation_1-rmse:0.10874
|
||
[116] validation_0-rmse:0.12614 validation_1-rmse:0.10842
|
||
[117] validation_0-rmse:0.12595 validation_1-rmse:0.10815
|
||
[118] validation_0-rmse:0.12543 validation_1-rmse:0.10760
|
||
[119] validation_0-rmse:0.12518 validation_1-rmse:0.10729
|
||
[120] validation_0-rmse:0.12496 validation_1-rmse:0.10702
|
||
[121] validation_0-rmse:0.12480 validation_1-rmse:0.10672
|
||
[122] validation_0-rmse:0.12437 validation_1-rmse:0.10633
|
||
[123] validation_0-rmse:0.12372 validation_1-rmse:0.10565
|
||
[124] validation_0-rmse:0.12342 validation_1-rmse:0.10529
|
||
[125] validation_0-rmse:0.12318 validation_1-rmse:0.10502
|
||
[126] validation_0-rmse:0.12297 validation_1-rmse:0.10482
|
||
[127] validation_0-rmse:0.12277 validation_1-rmse:0.10452
|
||
[128] validation_0-rmse:0.12227 validation_1-rmse:0.10408
|
||
[129] validation_0-rmse:0.12209 validation_1-rmse:0.10386
|
||
[130] validation_0-rmse:0.12190 validation_1-rmse:0.10357
|
||
[131] validation_0-rmse:0.12159 validation_1-rmse:0.10322
|
||
[132] validation_0-rmse:0.12138 validation_1-rmse:0.10297
|
||
[133] validation_0-rmse:0.12081 validation_1-rmse:0.10245
|
||
[134] validation_0-rmse:0.12046 validation_1-rmse:0.10206
|
||
[135] validation_0-rmse:0.12017 validation_1-rmse:0.10176
|
||
[136] validation_0-rmse:0.11966 validation_1-rmse:0.10120
|
||
[137] validation_0-rmse:0.11934 validation_1-rmse:0.10081
|
||
[138] validation_0-rmse:0.11923 validation_1-rmse:0.10069
|
||
[139] validation_0-rmse:0.11884 validation_1-rmse:0.10033
|
||
[140] validation_0-rmse:0.11866 validation_1-rmse:0.10015
|
||
[141] validation_0-rmse:0.11832 validation_1-rmse:0.09976
|
||
[142] validation_0-rmse:0.11815 validation_1-rmse:0.09952
|
||
[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 04:27:28,783 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (2.20 secs) --------------------
|
||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
||
|
||
[04:27:28] WARNING: /workspace/src/learner.cc:740:
|
||
Parameters: { "verbose" } are not used.
|
||
|
||
|
||
2025-05-01 04:27:28,818 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1744329600/cb_btc_1744329600--buy_rsi.html
|
||
2025-05-01 04:27:28,818 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-05-01 04:27:28,840 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
||
2025-05-01 04:27:28,899 - FreqaiExampleStrategy - INFO - 动态参数：buy_rsi=39.26145316407591, sell_rsi=59.26145316407591, stoploss=-0.15, trailing_stop_positive=0.05
|
||
2025-05-01 04:27:28,943 - FreqaiExampleStrategy - INFO - up_or_down 值统计：
|
||
up_or_down
|
||
1 11845
|
||
0 11726
|
||
2025-05-01 04:27:28,944 - FreqaiExampleStrategy - INFO - do_predict 值统计：
|
||
do_predict
|
||
0.0 14451
|
||
1.0 9120
|
||
2025-05-01 04:27:28,947 - FreqaiExampleStrategy - INFO - 处理交易对：SOL/USDT
|
||
2025-05-01 04:27:28,949 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
|
||
2025-05-01 04:27:28,950 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-02 00:00:00 to 2025-04-01 00:00:00, 1/2 trains
|
||
2025-05-01 04:27:28,951 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1743465600_prediction.feather
|
||
2025-05-01 04:27:28,962 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:28,974 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:28,988 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,022 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
|
||
2025-05-01 04:27:29,022 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
|
||
2025-05-01 04:27:29,075 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,086 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,097 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,128 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
|
||
2025-05-01 04:27:29,129 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
|
||
2025-05-01 04:27:29,151 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,159 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,168 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,228 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
|
||
2025-05-01 04:27:29,229 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-03-01 21:30:00 to 2025-04-20 00:00:00
|
||
2025-05-01 04:27:29,283 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,296 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,310 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,367 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,378 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,388 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,442 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,451 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,459 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,535 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,548 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,561 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,630 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,640 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,651 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,735 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,743 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,751 - FreqaiExampleStrategy - INFO - 特征工程完成，特征数量：13
|
||
2025-05-01 04:27:29,827 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-05-01 04:27:29,832 - FreqaiExampleStrategy - INFO - 目标列形状：(14450,)
|
||
2025-05-01 04:27:29,834 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.016595 49.72136
|
||
1 0.012811 49.72136
|
||
2 0.010135 49.72136
|
||
3 0.008514 49.72136
|
||
4 0.006242 49.72136
|
||
2025-05-01 04:27:29,844 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-05-01 04:27:29,850 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
|
||
2025-05-01 04:27:29,851 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.016595 49.562407
|
||
1 0.012811 49.562407
|
||
2 0.010135 49.562407
|
||
3 0.008514 49.562407
|
||
4 0.006242 49.562407
|
||
2025-05-01 04:27:29,863 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1743465600/cb_sol_1743465600
|
||
2025-05-01 04:27:29,864 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-05-01 04:27:29,893 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-05-01 04:27:29,894 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
|
||
2025-05-01 04:27:29,919 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-05-01 04:27:29,919 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
||
|
||
[04:27:30] 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
|
||
[157] validation_0-rmse:0.10117 validation_1-rmse:0.08199
|
||
[158] validation_0-rmse:0.10082 validation_1-rmse:0.08161
|
||
[159] validation_0-rmse:0.10071 validation_1-rmse:0.08150
|
||
[160] validation_0-rmse:0.10052 validation_1-rmse:0.08126
|
||
[161] validation_0-rmse:0.10043 validation_1-rmse:0.08114
|
||
[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
|
||
[178] validation_0-rmse:0.09654 validation_1-rmse:0.07687
|
||
[179] validation_0-rmse:0.09626 validation_1-rmse:0.07653
|
||
[180] validation_0-rmse:0.09608 validation_1-rmse:0.07633
|
||
[181] validation_0-rmse:0.09587 validation_1-rmse:0.07612
|
||
[182] validation_0-rmse:0.09570 validation_1-rmse:0.07590
|
||
[183] validation_0-rmse:0.09547 validation_1-rmse:0.07563
|
||
[184] validation_0-rmse:0.09518 validation_1-rmse:0.07536
|
||
[185] validation_0-rmse:0.09510 validation_1-rmse:0.07525
|
||
[186] validation_0-rmse:0.09492 validation_1-rmse:0.07503
|
||
[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 04:27:33,175 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (3.31 secs) --------------------
|
||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
||
|
||
[04:27:33] WARNING: /workspace/src/learner.cc:740:
|
||
Parameters: { "verbose" } are not used.
|
||
|
||
|
||
2025-05-01 04:27:33,208 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1743465600/cb_sol_1743465600--buy_rsi.html
|
||
2025-05-01 04:27:33,209 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-05-01 04:27:33,246 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
||
2025-05-01 04:27:33,254 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-12 00:00:00 to 2025-04-11 00:00:00, 2/2 trains
|
||
2025-05-01 04:27:33,255 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1744329600_prediction.feather
|
||
2025-05-01 04:27:33,265 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-05-01 04:27:33,270 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
|
||
2025-05-01 04:27:33,272 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.016595 49.562407
|
||
1 0.012811 49.562407
|
||
2 0.010135 49.562407
|
||
3 0.008514 49.562407
|
||
4 0.006242 49.562407
|
||
2025-05-01 04:27:33,283 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-05-01 04:27:33,289 - FreqaiExampleStrategy - INFO - 目标列形状：(23570,)
|
||
2025-05-01 04:27:33,290 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.016595 49.934347
|
||
1 0.012811 49.934347
|
||
2 0.010135 49.934347
|
||
3 0.008514 49.934347
|
||
4 0.006242 49.934347
|
||
2025-05-01 04:27:33,300 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1744329600/cb_sol_1744329600
|
||
2025-05-01 04:27:33,300 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-05-01 04:27:33,322 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-05-01 04:27:33,323 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
|
||
2025-05-01 04:27:33,349 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-05-01 04:27:33,349 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
||
|
||
[04:27:33] 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
|
||
[58] validation_0-rmse:0.15212 validation_1-rmse:0.14003
|
||
[59] validation_0-rmse:0.15120 validation_1-rmse:0.13904
|
||
[60] validation_0-rmse:0.15026 validation_1-rmse:0.13804
|
||
[61] validation_0-rmse:0.14951 validation_1-rmse:0.13719
|
||
[62] validation_0-rmse:0.14867 validation_1-rmse:0.13629
|
||
[63] validation_0-rmse:0.14796 validation_1-rmse:0.13547
|
||
[64] validation_0-rmse:0.14731 validation_1-rmse:0.13470
|
||
[65] validation_0-rmse:0.14648 validation_1-rmse:0.13377
|
||
[66] validation_0-rmse:0.14571 validation_1-rmse:0.13299
|
||
[67] validation_0-rmse:0.14485 validation_1-rmse:0.13218
|
||
[68] validation_0-rmse:0.14428 validation_1-rmse:0.13146
|
||
[69] validation_0-rmse:0.14349 validation_1-rmse:0.13059
|
||
[70] validation_0-rmse:0.14283 validation_1-rmse:0.12985
|
||
[71] validation_0-rmse:0.14213 validation_1-rmse:0.12908
|
||
[72] validation_0-rmse:0.14159 validation_1-rmse:0.12839
|
||
[73] validation_0-rmse:0.14069 validation_1-rmse:0.12754
|
||
[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
|
||
[78] validation_0-rmse:0.13731 validation_1-rmse:0.12382
|
||
[79] validation_0-rmse:0.13671 validation_1-rmse:0.12314
|
||
[80] validation_0-rmse:0.13624 validation_1-rmse:0.12254
|
||
[81] validation_0-rmse:0.13549 validation_1-rmse:0.12174
|
||
[82] validation_0-rmse:0.13506 validation_1-rmse:0.12123
|
||
[83] validation_0-rmse:0.13458 validation_1-rmse:0.12068
|
||
[84] validation_0-rmse:0.13422 validation_1-rmse:0.12011
|
||
[85] validation_0-rmse:0.13374 validation_1-rmse:0.11956
|
||
[86] validation_0-rmse:0.13328 validation_1-rmse:0.11903
|
||
[87] validation_0-rmse:0.13281 validation_1-rmse:0.11856
|
||
[88] validation_0-rmse:0.13215 validation_1-rmse:0.11779
|
||
[89] validation_0-rmse:0.13177 validation_1-rmse:0.11733
|
||
[90] validation_0-rmse:0.13133 validation_1-rmse:0.11685
|
||
[91] validation_0-rmse:0.13053 validation_1-rmse:0.11604
|
||
[92] validation_0-rmse:0.12997 validation_1-rmse:0.11537
|
||
[93] validation_0-rmse:0.12940 validation_1-rmse:0.11472
|
||
[94] validation_0-rmse:0.12904 validation_1-rmse:0.11424
|
||
[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
|
||
[98] validation_0-rmse:0.12715 validation_1-rmse:0.11223
|
||
[99] validation_0-rmse:0.12679 validation_1-rmse:0.11178
|
||
[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
|
||
[126] validation_0-rmse:0.11782 validation_1-rmse:0.10123
|
||
[127] validation_0-rmse:0.11760 validation_1-rmse:0.10093
|
||
[128] validation_0-rmse:0.11742 validation_1-rmse:0.10069
|
||
[129] validation_0-rmse:0.11686 validation_1-rmse:0.10008
|
||
[130] validation_0-rmse:0.11665 validation_1-rmse:0.09981
|
||
[131] validation_0-rmse:0.11647 validation_1-rmse:0.09958
|
||
[132] validation_0-rmse:0.11617 validation_1-rmse:0.09923
|
||
[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
|
||
[169] validation_0-rmse:0.10751 validation_1-rmse:0.08865
|
||
[170] validation_0-rmse:0.10711 validation_1-rmse:0.08818
|
||
[171] validation_0-rmse:0.10669 validation_1-rmse:0.08772
|
||
[172] validation_0-rmse:0.10644 validation_1-rmse:0.08745
|
||
[173] validation_0-rmse:0.10624 validation_1-rmse:0.08723
|
||
[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
|
||
[179] validation_0-rmse:0.10530 validation_1-rmse:0.08601
|
||
[180] validation_0-rmse:0.10522 validation_1-rmse:0.08588
|
||
[181] validation_0-rmse:0.10481 validation_1-rmse:0.08546
|
||
[182] validation_0-rmse:0.10458 validation_1-rmse:0.08519
|
||
[183] validation_0-rmse:0.10436 validation_1-rmse:0.08499
|
||
[184] validation_0-rmse:0.10411 validation_1-rmse:0.08468
|
||
[185] validation_0-rmse:0.10395 validation_1-rmse:0.08449
|
||
[186] validation_0-rmse:0.10384 validation_1-rmse:0.08435
|
||
[187] validation_0-rmse:0.10372 validation_1-rmse:0.08423
|
||
[188] validation_0-rmse:0.10357 validation_1-rmse:0.08406
|
||
[189] validation_0-rmse:0.10351 validation_1-rmse:0.08396
|
||
[190] validation_0-rmse:0.10324 validation_1-rmse:0.08368
|
||
[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 04:27:36,303 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (3.00 secs) --------------------
|
||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
||
|
||
[04:27:36] WARNING: /workspace/src/learner.cc:740:
|
||
Parameters: { "verbose" } are not used.
|
||
|
||
|
||
2025-05-01 04:27:36,337 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1744329600/cb_sol_1744329600--buy_rsi.html
|
||
2025-05-01 04:27:36,338 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-05-01 04:27:36,372 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
||
2025-05-01 04:27:36,441 - FreqaiExampleStrategy - INFO - 动态参数：buy_rsi=50.0, sell_rsi=70.0, stoploss=-0.15, trailing_stop_positive=0.05
|
||
2025-05-01 04:27:36,503 - FreqaiExampleStrategy - INFO - up_or_down 值统计：
|
||
up_or_down
|
||
0 11865
|
||
1 11706
|
||
2025-05-01 04:27:36,504 - FreqaiExampleStrategy - INFO - do_predict 值统计：
|
||
do_predict
|
||
0.0 14451
|
||
1.0 9120
|
||
2025-05-01 04:27:36,512 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-04-01 00:00:00 up to 2025-04-20 00:00:00 (19 days).
|
||
2025-05-01 04:27:36,517 - FreqaiExampleStrategy - ERROR - MACD 或 MACD 信号列缺失，无法生成买入信号。尝试重新计算 MACD 列。
|
||
2025-05-01 04:27:36,519 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
|
||
2025-05-01 04:27:36,549 - FreqaiExampleStrategy - ERROR - MACD 或 MACD 信号列缺失，无法生成买入信号。尝试重新计算 MACD 列。
|
||
2025-05-01 04:27:36,551 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
|
||
2025-05-01 04:27:37,138 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-01_04-27-37.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% │
|
||
└───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴────────────────────┘
|