3276 lines
205 KiB
Plaintext
3276 lines
205 KiB
Plaintext
Creating freqtrade_freqtrade_run ...
|
|
Creating freqtrade_freqtrade_run ... done
|
|
2025-05-02 03:07:27,469 - freqtrade - INFO - freqtrade 2025.3
|
|
2025-05-02 03:07:27,687 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
|
|
2025-05-02 03:07:29,101 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
|
|
2025-05-02 03:07:29,104 - freqtrade.loggers - INFO - Enabling colorized output.
|
|
2025-05-02 03:07:29,104 - root - INFO - Logfile configured
|
|
2025-05-02 03:07:29,104 - freqtrade.loggers - INFO - Verbosity set to 0
|
|
2025-05-02 03:07:29,105 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
|
|
2025-05-02 03:07:29,105 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
|
|
2025-05-02 03:07:29,105 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250301-20250420 ...
|
|
2025-05-02 03:07:29,139 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
|
|
2025-05-02 03:07:29,140 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
|
|
2025-05-02 03:07:29,140 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
|
|
2025-05-02 03:07:29,141 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250301-20250420
|
|
2025-05-02 03:07:29,141 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
|
|
2025-05-02 03:07:29,142 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
|
|
2025-05-02 03:07:29,149 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
|
|
2025-05-02 03:07:29,149 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
|
|
2025-05-02 03:07:29,150 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
|
|
2025-05-02 03:07:29,152 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
|
|
2025-05-02 03:07:29,153 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
|
|
2025-05-02 03:07:29,153 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.69
|
|
2025-05-02 03:07:29,153 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
|
|
2025-05-02 03:07:29,158 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
|
|
2025-05-02 03:07:29,164 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
|
|
2025-05-02 03:07:31,712 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
|
|
2025-05-02 03:07:31,769 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy OKXRegressionStrategy from '/freqtrade/templates/OKXRegressionStrategy.py'...
|
|
2025-05-02 03:07:31,770 - freqtrade.strategy.hyper - INFO - Found no parameter file.
|
|
2025-05-02 03:07:31,771 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
|
|
2025-05-02 03:07:31,771 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
|
|
2025-05-02 03:07:31,771 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
|
|
2025-05-02 03:07:31,772 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
|
|
2025-05-02 03:07:31,772 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
|
|
2025-05-02 03:07:31,772 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit':
|
|
'minutes'}.
|
|
2025-05-02 03:07:31,773 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
|
|
2025-05-02 03:07:31,773 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {}
|
|
2025-05-02 03:07:31,773 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
|
|
2025-05-02 03:07:31,774 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
|
|
2025-05-02 03:07:31,774 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
|
|
2025-05-02 03:07:31,774 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
|
|
2025-05-02 03:07:31,775 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.0
|
|
2025-05-02 03:07:31,775 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
|
|
2025-05-02 03:07:31,775 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
|
|
2025-05-02 03:07:31,776 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
|
|
2025-05-02 03:07:31,776 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False,
|
|
'stoploss_on_exchange_interval': 60}
|
|
2025-05-02 03:07:31,776 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
|
|
2025-05-02 03:07:31,777 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
|
|
2025-05-02 03:07:31,777 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
|
|
2025-05-02 03:07:31,777 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
|
|
2025-05-02 03:07:31,778 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
|
|
2025-05-02 03:07:31,778 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
|
|
2025-05-02 03:07:31,778 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
|
|
2025-05-02 03:07:31,779 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
|
|
2025-05-02 03:07:31,779 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
|
|
2025-05-02 03:07:31,779 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
|
|
2025-05-02 03:07:31,780 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
|
|
2025-05-02 03:07:31,780 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
|
|
2025-05-02 03:07:31,780 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
|
|
2025-05-02 03:07:31,781 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
|
|
2025-05-02 03:07:31,781 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
|
|
2025-05-02 03:07:31,785 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
|
|
2025-05-02 03:07:31,791 - freqtrade.optimize.backtesting - INFO - Using fee 0.1500% - worst case fee from exchange (lowest tier).
|
|
2025-05-02 03:07:31,792 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
|
|
2025-05-02 03:07:31,792 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 14450 ...
|
|
2025-05-02 03:07:31,808 - freqtrade.data.history.datahandlers.idatahandler - WARNING - BTC/USDT, spot, 3m, data starts at 2025-02-01 00:00:00
|
|
2025-05-02 03:07:31,838 - freqtrade.data.history.datahandlers.idatahandler - WARNING - SOL/USDT, spot, 3m, data starts at 2025-02-01 00:00:00
|
|
2025-05-02 03:07:31,855 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-02-01 00:00:00 up to 2025-04-20 00:00:00 (78 days).
|
|
2025-05-02 03:07:31,856 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
|
|
2025-05-02 03:07:31,857 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy OKXRegressionStrategy
|
|
2025-05-02 03:07:33,402 - matplotlib.font_manager - INFO - generated new fontManager
|
|
2025-05-02 03:07:33,619 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
|
|
2025-05-02 03:07:33,620 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
|
|
2025-05-02 03:07:33,620 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
|
|
2025-05-02 03:07:33,621 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['BTC/USDT', 'SOL/USDT']
|
|
2025-05-02 03:07:33,621 - freqtrade.strategy.hyper - INFO - No params for buy found, using default values.
|
|
2025-05-02 03:07:33,622 - freqtrade.strategy.hyper - INFO - No params for sell found, using default values.
|
|
2025-05-02 03:07:33,622 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
|
|
2025-05-02 03:07:33,627 - freqtrade.freqai.freqai_interface - INFO - Training 5 timeranges
|
|
2025-05-02 03:07:33,629 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-01-30 00:00:00 to 2025-03-01 00:00:00, 1/5 trains
|
|
2025-05-02 03:07:33,629 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1740787200_prediction.feather
|
|
2025-05-02 03:07:41,919 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
|
|
2025-05-02 03:07:41,920 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 5m from 2025-01-29 19:50:00 to 2025-04-20 00:00:00
|
|
2025-05-02 03:07:41,929 - freqtrade.data.history.datahandlers.idatahandler - WARNING - BTC/USDT, spot, 5m, data starts at 2025-02-01 00:00:00
|
|
2025-05-02 03:07:42,020 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
|
|
2025-05-02 03:07:42,021 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 1h from 2025-01-27 22:00:00 to 2025-04-20 00:00:00
|
|
2025-05-02 03:07:42,026 - freqtrade.data.history.datahandlers.idatahandler - WARNING - BTC/USDT, spot, 1h, data starts at 2025-02-01 00:00:00
|
|
2025-05-02 03:07:42,380 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
|
|
2025-05-02 03:07:42,381 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-01-29 21:30:00 to 2025-04-20 00:00:00
|
|
2025-05-02 03:07:42,390 - freqtrade.data.history.datahandlers.idatahandler - WARNING - ETH/USDT, spot, 3m, data starts at 2025-02-01 00:00:00
|
|
2025-05-02 03:07:50,264 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
|
|
2025-05-02 03:07:50,264 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 5m from 2025-01-29 19:50:00 to 2025-04-20 00:00:00
|
|
2025-05-02 03:07:50,273 - freqtrade.data.history.datahandlers.idatahandler - WARNING - ETH/USDT, spot, 5m, data starts at 2025-02-01 00:00:00
|
|
2025-05-02 03:07:50,429 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
|
|
2025-05-02 03:07:50,429 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 1h from 2025-01-27 22:00:00 to 2025-04-20 00:00:00
|
|
2025-05-02 03:07:50,434 - freqtrade.data.history.datahandlers.idatahandler - WARNING - ETH/USDT, spot, 1h, data starts at 2025-02-01 00:00:00
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
dataframe = dataframe.fillna(method="ffill").fillna(0)
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
dataframe = dataframe.fillna(method="ffill").fillna(0)
|
|
2025-05-02 03:07:50,934 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1740787200/cb_btc_1740787200
|
|
2025-05-02 03:07:50,935 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
|
2025-05-02 03:07:51,030 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 13440.
|
|
2025-05-02 03:07:51,031 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-02-01 to 2025-02-28 --------------------
|
|
2025-05-02 03:07:51,087 - datasieve.pipeline - INFO - VarianceThreshold will remove 13 features from the dataset.on transform. ['%-%-order_book_imbalance-10_10_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_3m' '%-hour_of_day'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_3m']
|
|
2025-05-02 03:07:51,122 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 421 features
|
|
2025-05-02 03:07:51,122 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 10752 data points
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning: [03:07:51] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
warnings.warn(smsg, UserWarning)
|
|
[0] validation_0-rmse:0.58041 validation_1-rmse:0.58139
|
|
[1] validation_0-rmse:0.55199 validation_1-rmse:0.55294
|
|
[2] validation_0-rmse:0.52502 validation_1-rmse:0.52596
|
|
[3] validation_0-rmse:0.49943 validation_1-rmse:0.50032
|
|
[4] validation_0-rmse:0.47513 validation_1-rmse:0.47599
|
|
[5] validation_0-rmse:0.45207 validation_1-rmse:0.45289
|
|
[6] validation_0-rmse:0.43019 validation_1-rmse:0.43097
|
|
[7] validation_0-rmse:0.40945 validation_1-rmse:0.41019
|
|
[8] validation_0-rmse:0.38975 validation_1-rmse:0.39049
|
|
[9] validation_0-rmse:0.37109 validation_1-rmse:0.37178
|
|
[10] validation_0-rmse:0.35339 validation_1-rmse:0.35405
|
|
[11] validation_0-rmse:0.33662 validation_1-rmse:0.33724
|
|
[12] validation_0-rmse:0.32072 validation_1-rmse:0.32132
|
|
[13] validation_0-rmse:0.30566 validation_1-rmse:0.30620
|
|
[14] validation_0-rmse:0.29138 validation_1-rmse:0.29191
|
|
[15] validation_0-rmse:0.27784 validation_1-rmse:0.27835
|
|
[16] validation_0-rmse:0.26503 validation_1-rmse:0.26552
|
|
[17] validation_0-rmse:0.25290 validation_1-rmse:0.25336
|
|
[18] validation_0-rmse:0.24144 validation_1-rmse:0.24184
|
|
[19] validation_0-rmse:0.23057 validation_1-rmse:0.23092
|
|
[20] validation_0-rmse:0.22033 validation_1-rmse:0.22061
|
|
[21] validation_0-rmse:0.21064 validation_1-rmse:0.21090
|
|
[22] validation_0-rmse:0.20145 validation_1-rmse:0.20164
|
|
[23] validation_0-rmse:0.19283 validation_1-rmse:0.19296
|
|
[24] validation_0-rmse:0.18468 validation_1-rmse:0.18478
|
|
[25] validation_0-rmse:0.17698 validation_1-rmse:0.17699
|
|
[26] validation_0-rmse:0.16976 validation_1-rmse:0.16971
|
|
[27] validation_0-rmse:0.16294 validation_1-rmse:0.16282
|
|
[28] validation_0-rmse:0.15647 validation_1-rmse:0.15627
|
|
[29] validation_0-rmse:0.15042 validation_1-rmse:0.15015
|
|
[30] validation_0-rmse:0.14471 validation_1-rmse:0.14436
|
|
[31] validation_0-rmse:0.13936 validation_1-rmse:0.13895
|
|
[32] validation_0-rmse:0.13434 validation_1-rmse:0.13384
|
|
[33] validation_0-rmse:0.12963 validation_1-rmse:0.12905
|
|
[34] validation_0-rmse:0.12523 validation_1-rmse:0.12455
|
|
[35] validation_0-rmse:0.12111 validation_1-rmse:0.12034
|
|
[36] validation_0-rmse:0.11725 validation_1-rmse:0.11635
|
|
[37] validation_0-rmse:0.11363 validation_1-rmse:0.11262
|
|
[38] validation_0-rmse:0.11024 validation_1-rmse:0.10913
|
|
[39] validation_0-rmse:0.10714 validation_1-rmse:0.10594
|
|
[40] validation_0-rmse:0.10421 validation_1-rmse:0.10294
|
|
[41] validation_0-rmse:0.10146 validation_1-rmse:0.10011
|
|
[42] validation_0-rmse:0.09891 validation_1-rmse:0.09746
|
|
[43] validation_0-rmse:0.09654 validation_1-rmse:0.09496
|
|
[44] validation_0-rmse:0.09435 validation_1-rmse:0.09264
|
|
[45] validation_0-rmse:0.09233 validation_1-rmse:0.09055
|
|
[46] validation_0-rmse:0.09042 validation_1-rmse:0.08854
|
|
[47] validation_0-rmse:0.08868 validation_1-rmse:0.08670
|
|
[48] validation_0-rmse:0.08699 validation_1-rmse:0.08487
|
|
[49] validation_0-rmse:0.08546 validation_1-rmse:0.08326
|
|
[50] validation_0-rmse:0.08404 validation_1-rmse:0.08175
|
|
[51] validation_0-rmse:0.08279 validation_1-rmse:0.08036
|
|
[52] validation_0-rmse:0.08163 validation_1-rmse:0.07910
|
|
[53] validation_0-rmse:0.08049 validation_1-rmse:0.07786
|
|
[54] validation_0-rmse:0.07944 validation_1-rmse:0.07671
|
|
[55] validation_0-rmse:0.07854 validation_1-rmse:0.07566
|
|
[56] validation_0-rmse:0.07768 validation_1-rmse:0.07471
|
|
[57] validation_0-rmse:0.07687 validation_1-rmse:0.07383
|
|
[58] validation_0-rmse:0.07610 validation_1-rmse:0.07297
|
|
[59] validation_0-rmse:0.07539 validation_1-rmse:0.07216
|
|
[60] validation_0-rmse:0.07468 validation_1-rmse:0.07135
|
|
[61] validation_0-rmse:0.07409 validation_1-rmse:0.07064
|
|
[62] validation_0-rmse:0.07350 validation_1-rmse:0.06991
|
|
[63] validation_0-rmse:0.07296 validation_1-rmse:0.06924
|
|
[64] validation_0-rmse:0.07249 validation_1-rmse:0.06867
|
|
[65] validation_0-rmse:0.07204 validation_1-rmse:0.06812
|
|
[66] validation_0-rmse:0.07160 validation_1-rmse:0.06757
|
|
[67] validation_0-rmse:0.07123 validation_1-rmse:0.06714
|
|
[68] validation_0-rmse:0.07078 validation_1-rmse:0.06663
|
|
[69] validation_0-rmse:0.07044 validation_1-rmse:0.06620
|
|
[70] validation_0-rmse:0.07016 validation_1-rmse:0.06583
|
|
[71] validation_0-rmse:0.06989 validation_1-rmse:0.06545
|
|
[72] validation_0-rmse:0.06959 validation_1-rmse:0.06512
|
|
[73] validation_0-rmse:0.06933 validation_1-rmse:0.06479
|
|
[74] validation_0-rmse:0.06912 validation_1-rmse:0.06449
|
|
[75] validation_0-rmse:0.06886 validation_1-rmse:0.06415
|
|
[76] validation_0-rmse:0.06865 validation_1-rmse:0.06384
|
|
[77] validation_0-rmse:0.06846 validation_1-rmse:0.06356
|
|
[78] validation_0-rmse:0.06830 validation_1-rmse:0.06327
|
|
[79] validation_0-rmse:0.06812 validation_1-rmse:0.06300
|
|
[80] validation_0-rmse:0.06795 validation_1-rmse:0.06274
|
|
[81] validation_0-rmse:0.06774 validation_1-rmse:0.06245
|
|
[82] validation_0-rmse:0.06756 validation_1-rmse:0.06222
|
|
[83] validation_0-rmse:0.06735 validation_1-rmse:0.06194
|
|
[84] validation_0-rmse:0.06715 validation_1-rmse:0.06165
|
|
[85] validation_0-rmse:0.06702 validation_1-rmse:0.06145
|
|
[86] validation_0-rmse:0.06684 validation_1-rmse:0.06123
|
|
[87] validation_0-rmse:0.06670 validation_1-rmse:0.06101
|
|
[88] validation_0-rmse:0.06655 validation_1-rmse:0.06078
|
|
[89] validation_0-rmse:0.06643 validation_1-rmse:0.06060
|
|
[90] validation_0-rmse:0.06627 validation_1-rmse:0.06038
|
|
[91] validation_0-rmse:0.06609 validation_1-rmse:0.06015
|
|
[92] validation_0-rmse:0.06597 validation_1-rmse:0.05996
|
|
[93] validation_0-rmse:0.06584 validation_1-rmse:0.05972
|
|
[94] validation_0-rmse:0.06571 validation_1-rmse:0.05949
|
|
[95] validation_0-rmse:0.06562 validation_1-rmse:0.05935
|
|
[96] validation_0-rmse:0.06552 validation_1-rmse:0.05919
|
|
[97] validation_0-rmse:0.06541 validation_1-rmse:0.05899
|
|
[98] validation_0-rmse:0.06529 validation_1-rmse:0.05879
|
|
[99] validation_0-rmse:0.06515 validation_1-rmse:0.05858
|
|
[100] validation_0-rmse:0.06501 validation_1-rmse:0.05834
|
|
[101] validation_0-rmse:0.06491 validation_1-rmse:0.05819
|
|
[102] validation_0-rmse:0.06480 validation_1-rmse:0.05803
|
|
[103] validation_0-rmse:0.06471 validation_1-rmse:0.05788
|
|
[104] validation_0-rmse:0.06456 validation_1-rmse:0.05767
|
|
[105] validation_0-rmse:0.06445 validation_1-rmse:0.05749
|
|
[106] validation_0-rmse:0.06433 validation_1-rmse:0.05728
|
|
[107] validation_0-rmse:0.06425 validation_1-rmse:0.05714
|
|
[108] validation_0-rmse:0.06416 validation_1-rmse:0.05698
|
|
[109] validation_0-rmse:0.06405 validation_1-rmse:0.05683
|
|
[110] validation_0-rmse:0.06395 validation_1-rmse:0.05666
|
|
[111] validation_0-rmse:0.06388 validation_1-rmse:0.05648
|
|
[112] validation_0-rmse:0.06382 validation_1-rmse:0.05635
|
|
[113] validation_0-rmse:0.06374 validation_1-rmse:0.05619
|
|
[114] validation_0-rmse:0.06367 validation_1-rmse:0.05607
|
|
[115] validation_0-rmse:0.06357 validation_1-rmse:0.05592
|
|
[116] validation_0-rmse:0.06348 validation_1-rmse:0.05576
|
|
[117] validation_0-rmse:0.06337 validation_1-rmse:0.05559
|
|
[118] validation_0-rmse:0.06329 validation_1-rmse:0.05542
|
|
[119] validation_0-rmse:0.06322 validation_1-rmse:0.05529
|
|
[120] validation_0-rmse:0.06310 validation_1-rmse:0.05511
|
|
[121] validation_0-rmse:0.06303 validation_1-rmse:0.05495
|
|
[122] validation_0-rmse:0.06296 validation_1-rmse:0.05481
|
|
[123] validation_0-rmse:0.06287 validation_1-rmse:0.05465
|
|
[124] validation_0-rmse:0.06280 validation_1-rmse:0.05453
|
|
[125] validation_0-rmse:0.06272 validation_1-rmse:0.05441
|
|
[126] validation_0-rmse:0.06262 validation_1-rmse:0.05426
|
|
[127] validation_0-rmse:0.06255 validation_1-rmse:0.05413
|
|
[128] validation_0-rmse:0.06247 validation_1-rmse:0.05399
|
|
[129] validation_0-rmse:0.06238 validation_1-rmse:0.05384
|
|
[130] validation_0-rmse:0.06228 validation_1-rmse:0.05369
|
|
[131] validation_0-rmse:0.06219 validation_1-rmse:0.05354
|
|
[132] validation_0-rmse:0.06212 validation_1-rmse:0.05340
|
|
[133] validation_0-rmse:0.06205 validation_1-rmse:0.05323
|
|
[134] validation_0-rmse:0.06194 validation_1-rmse:0.05309
|
|
[135] validation_0-rmse:0.06183 validation_1-rmse:0.05293
|
|
[136] validation_0-rmse:0.06176 validation_1-rmse:0.05280
|
|
[137] validation_0-rmse:0.06166 validation_1-rmse:0.05267
|
|
[138] validation_0-rmse:0.06156 validation_1-rmse:0.05251
|
|
[139] validation_0-rmse:0.06147 validation_1-rmse:0.05237
|
|
[140] validation_0-rmse:0.06139 validation_1-rmse:0.05222
|
|
[141] validation_0-rmse:0.06129 validation_1-rmse:0.05209
|
|
[142] validation_0-rmse:0.06117 validation_1-rmse:0.05194
|
|
[143] validation_0-rmse:0.06111 validation_1-rmse:0.05180
|
|
[144] validation_0-rmse:0.06105 validation_1-rmse:0.05166
|
|
[145] validation_0-rmse:0.06096 validation_1-rmse:0.05153
|
|
[146] validation_0-rmse:0.06087 validation_1-rmse:0.05139
|
|
[147] validation_0-rmse:0.06081 validation_1-rmse:0.05129
|
|
[148] validation_0-rmse:0.06077 validation_1-rmse:0.05117
|
|
[149] validation_0-rmse:0.06067 validation_1-rmse:0.05103
|
|
[150] validation_0-rmse:0.06059 validation_1-rmse:0.05090
|
|
[151] validation_0-rmse:0.06048 validation_1-rmse:0.05076
|
|
[152] validation_0-rmse:0.06045 validation_1-rmse:0.05065
|
|
[153] validation_0-rmse:0.06039 validation_1-rmse:0.05054
|
|
[154] validation_0-rmse:0.06033 validation_1-rmse:0.05043
|
|
[155] validation_0-rmse:0.06025 validation_1-rmse:0.05031
|
|
[156] validation_0-rmse:0.06019 validation_1-rmse:0.05021
|
|
[157] validation_0-rmse:0.06012 validation_1-rmse:0.05010
|
|
[158] validation_0-rmse:0.06004 validation_1-rmse:0.04997
|
|
[159] validation_0-rmse:0.05997 validation_1-rmse:0.04986
|
|
[160] validation_0-rmse:0.05989 validation_1-rmse:0.04974
|
|
[161] validation_0-rmse:0.05977 validation_1-rmse:0.04957
|
|
[162] validation_0-rmse:0.05971 validation_1-rmse:0.04945
|
|
[163] validation_0-rmse:0.05967 validation_1-rmse:0.04938
|
|
[164] validation_0-rmse:0.05961 validation_1-rmse:0.04928
|
|
[165] validation_0-rmse:0.05955 validation_1-rmse:0.04915
|
|
[166] validation_0-rmse:0.05948 validation_1-rmse:0.04904
|
|
[167] validation_0-rmse:0.05944 validation_1-rmse:0.04895
|
|
[168] validation_0-rmse:0.05939 validation_1-rmse:0.04884
|
|
[169] validation_0-rmse:0.05932 validation_1-rmse:0.04873
|
|
[170] validation_0-rmse:0.05925 validation_1-rmse:0.04861
|
|
[171] validation_0-rmse:0.05919 validation_1-rmse:0.04852
|
|
[172] validation_0-rmse:0.05910 validation_1-rmse:0.04841
|
|
[173] validation_0-rmse:0.05904 validation_1-rmse:0.04831
|
|
[174] validation_0-rmse:0.05897 validation_1-rmse:0.04819
|
|
[175] validation_0-rmse:0.05892 validation_1-rmse:0.04811
|
|
[176] validation_0-rmse:0.05887 validation_1-rmse:0.04802
|
|
[177] validation_0-rmse:0.05879 validation_1-rmse:0.04791
|
|
[178] validation_0-rmse:0.05873 validation_1-rmse:0.04780
|
|
[179] validation_0-rmse:0.05868 validation_1-rmse:0.04773
|
|
[180] validation_0-rmse:0.05861 validation_1-rmse:0.04762
|
|
[181] validation_0-rmse:0.05856 validation_1-rmse:0.04752
|
|
[182] validation_0-rmse:0.05851 validation_1-rmse:0.04742
|
|
[183] validation_0-rmse:0.05844 validation_1-rmse:0.04731
|
|
[184] validation_0-rmse:0.05840 validation_1-rmse:0.04721
|
|
[185] validation_0-rmse:0.05833 validation_1-rmse:0.04711
|
|
[186] validation_0-rmse:0.05826 validation_1-rmse:0.04699
|
|
[187] validation_0-rmse:0.05821 validation_1-rmse:0.04691
|
|
[188] validation_0-rmse:0.05814 validation_1-rmse:0.04681
|
|
[189] validation_0-rmse:0.05810 validation_1-rmse:0.04673
|
|
[190] validation_0-rmse:0.05804 validation_1-rmse:0.04664
|
|
[191] validation_0-rmse:0.05797 validation_1-rmse:0.04652
|
|
[192] validation_0-rmse:0.05792 validation_1-rmse:0.04642
|
|
[193] validation_0-rmse:0.05787 validation_1-rmse:0.04632
|
|
[194] validation_0-rmse:0.05781 validation_1-rmse:0.04619
|
|
[195] validation_0-rmse:0.05777 validation_1-rmse:0.04611
|
|
[196] validation_0-rmse:0.05769 validation_1-rmse:0.04599
|
|
[197] validation_0-rmse:0.05763 validation_1-rmse:0.04589
|
|
[198] validation_0-rmse:0.05755 validation_1-rmse:0.04577
|
|
[199] validation_0-rmse:0.05750 validation_1-rmse:0.04569
|
|
2025-05-02 03:08:26,335 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (35.40 secs) --------------------
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:08:26] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
2025-05-02 03:08:26,544 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1740787200/cb_btc_1740787200--s_close.html
|
|
2025-05-02 03:08:26,545 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-02 03:08:26,650 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-02 03:08:26,665 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-02-09 00:00:00 to 2025-03-11 00:00:00, 2/5 trains
|
|
2025-05-02 03:08:26,666 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1741651200_prediction.feather
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
2025-05-02 03:08:27,143 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1741651200/cb_btc_1741651200
|
|
2025-05-02 03:08:27,144 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
|
2025-05-02 03:08:27,250 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
|
2025-05-02 03:08:27,251 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-02-09 to 2025-03-10 --------------------
|
|
2025-05-02 03:08:27,313 - datasieve.pipeline - INFO - VarianceThreshold will remove 73 features from the dataset.on transform. ['%-%-order_book_imbalance-10_10_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_1h' '%-hour_of_day'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_1h']
|
|
2025-05-02 03:08:27,351 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 361 features
|
|
2025-05-02 03:08:27,352 - 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:
|
|
|
|
[03:08:27] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
[0] validation_0-rmse:0.51936 validation_1-rmse:0.51877
|
|
[1] validation_0-rmse:0.49393 validation_1-rmse:0.49336
|
|
[2] validation_0-rmse:0.46982 validation_1-rmse:0.46925
|
|
[3] validation_0-rmse:0.44691 validation_1-rmse:0.44634
|
|
[4] validation_0-rmse:0.42516 validation_1-rmse:0.42461
|
|
[5] validation_0-rmse:0.40453 validation_1-rmse:0.40397
|
|
[6] validation_0-rmse:0.38497 validation_1-rmse:0.38441
|
|
[7] validation_0-rmse:0.36640 validation_1-rmse:0.36584
|
|
[8] validation_0-rmse:0.34880 validation_1-rmse:0.34823
|
|
[9] validation_0-rmse:0.33211 validation_1-rmse:0.33154
|
|
[10] validation_0-rmse:0.31627 validation_1-rmse:0.31571
|
|
[11] validation_0-rmse:0.30126 validation_1-rmse:0.30070
|
|
[12] validation_0-rmse:0.28701 validation_1-rmse:0.28645
|
|
[13] validation_0-rmse:0.27353 validation_1-rmse:0.27295
|
|
[14] validation_0-rmse:0.26072 validation_1-rmse:0.26014
|
|
[15] validation_0-rmse:0.24860 validation_1-rmse:0.24801
|
|
[16] validation_0-rmse:0.23711 validation_1-rmse:0.23651
|
|
[17] validation_0-rmse:0.22622 validation_1-rmse:0.22561
|
|
[18] validation_0-rmse:0.21594 validation_1-rmse:0.21533
|
|
[19] validation_0-rmse:0.20620 validation_1-rmse:0.20559
|
|
[20] validation_0-rmse:0.19699 validation_1-rmse:0.19637
|
|
[21] validation_0-rmse:0.18826 validation_1-rmse:0.18764
|
|
[22] validation_0-rmse:0.18002 validation_1-rmse:0.17940
|
|
[23] validation_0-rmse:0.17226 validation_1-rmse:0.17162
|
|
[24] validation_0-rmse:0.16491 validation_1-rmse:0.16427
|
|
[25] validation_0-rmse:0.15798 validation_1-rmse:0.15734
|
|
[26] validation_0-rmse:0.15144 validation_1-rmse:0.15078
|
|
[27] validation_0-rmse:0.14527 validation_1-rmse:0.14460
|
|
[28] validation_0-rmse:0.13946 validation_1-rmse:0.13877
|
|
[29] validation_0-rmse:0.13396 validation_1-rmse:0.13326
|
|
[30] validation_0-rmse:0.12880 validation_1-rmse:0.12809
|
|
[31] validation_0-rmse:0.12397 validation_1-rmse:0.12324
|
|
[32] validation_0-rmse:0.11938 validation_1-rmse:0.11864
|
|
[33] validation_0-rmse:0.11510 validation_1-rmse:0.11433
|
|
[34] validation_0-rmse:0.11108 validation_1-rmse:0.11030
|
|
[35] validation_0-rmse:0.10732 validation_1-rmse:0.10651
|
|
[36] validation_0-rmse:0.10376 validation_1-rmse:0.10293
|
|
[37] validation_0-rmse:0.10046 validation_1-rmse:0.09960
|
|
[38] validation_0-rmse:0.09737 validation_1-rmse:0.09648
|
|
[39] validation_0-rmse:0.09443 validation_1-rmse:0.09352
|
|
[40] validation_0-rmse:0.09175 validation_1-rmse:0.09079
|
|
[41] validation_0-rmse:0.08926 validation_1-rmse:0.08826
|
|
[42] validation_0-rmse:0.08692 validation_1-rmse:0.08589
|
|
[43] validation_0-rmse:0.08465 validation_1-rmse:0.08358
|
|
[44] validation_0-rmse:0.08265 validation_1-rmse:0.08153
|
|
[45] validation_0-rmse:0.08073 validation_1-rmse:0.07957
|
|
[46] validation_0-rmse:0.07900 validation_1-rmse:0.07779
|
|
[47] validation_0-rmse:0.07733 validation_1-rmse:0.07609
|
|
[48] validation_0-rmse:0.07581 validation_1-rmse:0.07452
|
|
[49] validation_0-rmse:0.07434 validation_1-rmse:0.07300
|
|
[50] validation_0-rmse:0.07308 validation_1-rmse:0.07170
|
|
[51] validation_0-rmse:0.07182 validation_1-rmse:0.07040
|
|
[52] validation_0-rmse:0.07067 validation_1-rmse:0.06922
|
|
[53] validation_0-rmse:0.06963 validation_1-rmse:0.06810
|
|
[54] validation_0-rmse:0.06864 validation_1-rmse:0.06705
|
|
[55] validation_0-rmse:0.06776 validation_1-rmse:0.06614
|
|
[56] validation_0-rmse:0.06693 validation_1-rmse:0.06522
|
|
[57] validation_0-rmse:0.06613 validation_1-rmse:0.06436
|
|
[58] validation_0-rmse:0.06535 validation_1-rmse:0.06351
|
|
[59] validation_0-rmse:0.06470 validation_1-rmse:0.06278
|
|
[60] validation_0-rmse:0.06409 validation_1-rmse:0.06211
|
|
[61] validation_0-rmse:0.06351 validation_1-rmse:0.06145
|
|
[62] validation_0-rmse:0.06298 validation_1-rmse:0.06087
|
|
[63] validation_0-rmse:0.06248 validation_1-rmse:0.06033
|
|
[64] validation_0-rmse:0.06205 validation_1-rmse:0.05986
|
|
[65] validation_0-rmse:0.06164 validation_1-rmse:0.05937
|
|
[66] validation_0-rmse:0.06125 validation_1-rmse:0.05894
|
|
[67] validation_0-rmse:0.06091 validation_1-rmse:0.05853
|
|
[68] validation_0-rmse:0.06053 validation_1-rmse:0.05806
|
|
[69] validation_0-rmse:0.06017 validation_1-rmse:0.05766
|
|
[70] validation_0-rmse:0.05988 validation_1-rmse:0.05733
|
|
[71] validation_0-rmse:0.05960 validation_1-rmse:0.05700
|
|
[72] validation_0-rmse:0.05931 validation_1-rmse:0.05665
|
|
[73] validation_0-rmse:0.05904 validation_1-rmse:0.05632
|
|
[74] validation_0-rmse:0.05879 validation_1-rmse:0.05600
|
|
[75] validation_0-rmse:0.05852 validation_1-rmse:0.05568
|
|
[76] validation_0-rmse:0.05824 validation_1-rmse:0.05533
|
|
[77] validation_0-rmse:0.05801 validation_1-rmse:0.05503
|
|
[78] validation_0-rmse:0.05780 validation_1-rmse:0.05477
|
|
[79] validation_0-rmse:0.05765 validation_1-rmse:0.05455
|
|
[80] validation_0-rmse:0.05746 validation_1-rmse:0.05429
|
|
[81] validation_0-rmse:0.05728 validation_1-rmse:0.05409
|
|
[82] validation_0-rmse:0.05713 validation_1-rmse:0.05388
|
|
[83] validation_0-rmse:0.05695 validation_1-rmse:0.05367
|
|
[84] validation_0-rmse:0.05677 validation_1-rmse:0.05345
|
|
[85] validation_0-rmse:0.05660 validation_1-rmse:0.05323
|
|
[86] validation_0-rmse:0.05647 validation_1-rmse:0.05303
|
|
[87] validation_0-rmse:0.05634 validation_1-rmse:0.05287
|
|
[88] validation_0-rmse:0.05614 validation_1-rmse:0.05264
|
|
[89] validation_0-rmse:0.05603 validation_1-rmse:0.05246
|
|
[90] validation_0-rmse:0.05593 validation_1-rmse:0.05231
|
|
[91] validation_0-rmse:0.05576 validation_1-rmse:0.05214
|
|
[92] validation_0-rmse:0.05566 validation_1-rmse:0.05199
|
|
[93] validation_0-rmse:0.05553 validation_1-rmse:0.05180
|
|
[94] validation_0-rmse:0.05541 validation_1-rmse:0.05159
|
|
[95] validation_0-rmse:0.05528 validation_1-rmse:0.05140
|
|
[96] validation_0-rmse:0.05517 validation_1-rmse:0.05123
|
|
[97] validation_0-rmse:0.05505 validation_1-rmse:0.05103
|
|
[98] validation_0-rmse:0.05494 validation_1-rmse:0.05089
|
|
[99] validation_0-rmse:0.05485 validation_1-rmse:0.05074
|
|
[100] validation_0-rmse:0.05474 validation_1-rmse:0.05057
|
|
[101] validation_0-rmse:0.05465 validation_1-rmse:0.05045
|
|
[102] validation_0-rmse:0.05458 validation_1-rmse:0.05033
|
|
[103] validation_0-rmse:0.05444 validation_1-rmse:0.05018
|
|
[104] validation_0-rmse:0.05437 validation_1-rmse:0.05007
|
|
[105] validation_0-rmse:0.05423 validation_1-rmse:0.04989
|
|
[106] validation_0-rmse:0.05414 validation_1-rmse:0.04972
|
|
[107] validation_0-rmse:0.05407 validation_1-rmse:0.04961
|
|
[108] validation_0-rmse:0.05398 validation_1-rmse:0.04946
|
|
[109] validation_0-rmse:0.05391 validation_1-rmse:0.04934
|
|
[110] validation_0-rmse:0.05381 validation_1-rmse:0.04921
|
|
[111] validation_0-rmse:0.05374 validation_1-rmse:0.04910
|
|
[112] validation_0-rmse:0.05366 validation_1-rmse:0.04896
|
|
[113] validation_0-rmse:0.05357 validation_1-rmse:0.04881
|
|
[114] validation_0-rmse:0.05351 validation_1-rmse:0.04873
|
|
[115] validation_0-rmse:0.05342 validation_1-rmse:0.04858
|
|
[116] validation_0-rmse:0.05333 validation_1-rmse:0.04847
|
|
[117] validation_0-rmse:0.05325 validation_1-rmse:0.04834
|
|
[118] validation_0-rmse:0.05317 validation_1-rmse:0.04820
|
|
[119] validation_0-rmse:0.05310 validation_1-rmse:0.04807
|
|
[120] validation_0-rmse:0.05300 validation_1-rmse:0.04794
|
|
[121] validation_0-rmse:0.05292 validation_1-rmse:0.04784
|
|
[122] validation_0-rmse:0.05285 validation_1-rmse:0.04771
|
|
[123] validation_0-rmse:0.05278 validation_1-rmse:0.04761
|
|
[124] validation_0-rmse:0.05272 validation_1-rmse:0.04752
|
|
[125] validation_0-rmse:0.05263 validation_1-rmse:0.04738
|
|
[126] validation_0-rmse:0.05251 validation_1-rmse:0.04722
|
|
[127] validation_0-rmse:0.05243 validation_1-rmse:0.04710
|
|
[128] validation_0-rmse:0.05238 validation_1-rmse:0.04699
|
|
[129] validation_0-rmse:0.05231 validation_1-rmse:0.04688
|
|
[130] validation_0-rmse:0.05225 validation_1-rmse:0.04676
|
|
[131] validation_0-rmse:0.05217 validation_1-rmse:0.04664
|
|
[132] validation_0-rmse:0.05211 validation_1-rmse:0.04654
|
|
[133] validation_0-rmse:0.05202 validation_1-rmse:0.04640
|
|
[134] validation_0-rmse:0.05196 validation_1-rmse:0.04630
|
|
[135] validation_0-rmse:0.05191 validation_1-rmse:0.04619
|
|
[136] validation_0-rmse:0.05185 validation_1-rmse:0.04608
|
|
[137] validation_0-rmse:0.05173 validation_1-rmse:0.04593
|
|
[138] validation_0-rmse:0.05167 validation_1-rmse:0.04582
|
|
[139] validation_0-rmse:0.05157 validation_1-rmse:0.04568
|
|
[140] validation_0-rmse:0.05148 validation_1-rmse:0.04555
|
|
[141] validation_0-rmse:0.05139 validation_1-rmse:0.04542
|
|
[142] validation_0-rmse:0.05132 validation_1-rmse:0.04529
|
|
[143] validation_0-rmse:0.05125 validation_1-rmse:0.04518
|
|
[144] validation_0-rmse:0.05117 validation_1-rmse:0.04506
|
|
[145] validation_0-rmse:0.05111 validation_1-rmse:0.04495
|
|
[146] validation_0-rmse:0.05105 validation_1-rmse:0.04486
|
|
[147] validation_0-rmse:0.05101 validation_1-rmse:0.04478
|
|
[148] validation_0-rmse:0.05092 validation_1-rmse:0.04465
|
|
[149] validation_0-rmse:0.05088 validation_1-rmse:0.04458
|
|
[150] validation_0-rmse:0.05077 validation_1-rmse:0.04444
|
|
[151] validation_0-rmse:0.05072 validation_1-rmse:0.04436
|
|
[152] validation_0-rmse:0.05067 validation_1-rmse:0.04424
|
|
[153] validation_0-rmse:0.05059 validation_1-rmse:0.04410
|
|
[154] validation_0-rmse:0.05051 validation_1-rmse:0.04400
|
|
[155] validation_0-rmse:0.05042 validation_1-rmse:0.04385
|
|
[156] validation_0-rmse:0.05038 validation_1-rmse:0.04378
|
|
[157] validation_0-rmse:0.05033 validation_1-rmse:0.04368
|
|
[158] validation_0-rmse:0.05028 validation_1-rmse:0.04358
|
|
[159] validation_0-rmse:0.05022 validation_1-rmse:0.04349
|
|
[160] validation_0-rmse:0.05009 validation_1-rmse:0.04335
|
|
[161] validation_0-rmse:0.05002 validation_1-rmse:0.04325
|
|
[162] validation_0-rmse:0.04996 validation_1-rmse:0.04316
|
|
[163] validation_0-rmse:0.04989 validation_1-rmse:0.04304
|
|
[164] validation_0-rmse:0.04983 validation_1-rmse:0.04295
|
|
[165] validation_0-rmse:0.04977 validation_1-rmse:0.04285
|
|
[166] validation_0-rmse:0.04971 validation_1-rmse:0.04273
|
|
[167] validation_0-rmse:0.04967 validation_1-rmse:0.04265
|
|
[168] validation_0-rmse:0.04962 validation_1-rmse:0.04255
|
|
[169] validation_0-rmse:0.04956 validation_1-rmse:0.04247
|
|
[170] validation_0-rmse:0.04949 validation_1-rmse:0.04238
|
|
[171] validation_0-rmse:0.04944 validation_1-rmse:0.04229
|
|
[172] validation_0-rmse:0.04939 validation_1-rmse:0.04218
|
|
[173] validation_0-rmse:0.04934 validation_1-rmse:0.04209
|
|
[174] validation_0-rmse:0.04927 validation_1-rmse:0.04197
|
|
[175] validation_0-rmse:0.04921 validation_1-rmse:0.04186
|
|
[176] validation_0-rmse:0.04913 validation_1-rmse:0.04175
|
|
[177] validation_0-rmse:0.04910 validation_1-rmse:0.04168
|
|
[178] validation_0-rmse:0.04905 validation_1-rmse:0.04157
|
|
[179] validation_0-rmse:0.04899 validation_1-rmse:0.04149
|
|
[180] validation_0-rmse:0.04892 validation_1-rmse:0.04139
|
|
[181] validation_0-rmse:0.04885 validation_1-rmse:0.04128
|
|
[182] validation_0-rmse:0.04879 validation_1-rmse:0.04118
|
|
[183] validation_0-rmse:0.04872 validation_1-rmse:0.04106
|
|
[184] validation_0-rmse:0.04867 validation_1-rmse:0.04097
|
|
[185] validation_0-rmse:0.04862 validation_1-rmse:0.04089
|
|
[186] validation_0-rmse:0.04854 validation_1-rmse:0.04076
|
|
[187] validation_0-rmse:0.04849 validation_1-rmse:0.04068
|
|
[188] validation_0-rmse:0.04844 validation_1-rmse:0.04059
|
|
[189] validation_0-rmse:0.04838 validation_1-rmse:0.04049
|
|
[190] validation_0-rmse:0.04833 validation_1-rmse:0.04042
|
|
[191] validation_0-rmse:0.04828 validation_1-rmse:0.04034
|
|
[192] validation_0-rmse:0.04819 validation_1-rmse:0.04026
|
|
[193] validation_0-rmse:0.04812 validation_1-rmse:0.04017
|
|
[194] validation_0-rmse:0.04805 validation_1-rmse:0.04007
|
|
[195] validation_0-rmse:0.04799 validation_1-rmse:0.03997
|
|
[196] validation_0-rmse:0.04793 validation_1-rmse:0.03988
|
|
[197] validation_0-rmse:0.04789 validation_1-rmse:0.03980
|
|
[198] validation_0-rmse:0.04781 validation_1-rmse:0.03970
|
|
[199] validation_0-rmse:0.04777 validation_1-rmse:0.03962
|
|
2025-05-02 03:09:04,172 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (37.03 secs) --------------------
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:09:04] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
2025-05-02 03:09:04,214 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1741651200/cb_btc_1741651200--s_close.html
|
|
2025-05-02 03:09:04,215 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-02 03:09:04,319 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-02 03:09:04,335 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-02-19 00:00:00 to 2025-03-21 00:00:00, 3/5 trains
|
|
2025-05-02 03:09:04,336 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1742515200_prediction.feather
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
2025-05-02 03:09:04,900 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1742515200/cb_btc_1742515200
|
|
2025-05-02 03:09:04,900 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
|
2025-05-02 03:09:05,008 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
|
2025-05-02 03:09:05,009 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-02-19 to 2025-03-20 --------------------
|
|
2025-05-02 03:09:05,066 - datasieve.pipeline - INFO - VarianceThreshold will remove 73 features from the dataset.on transform. ['%-%-order_book_imbalance-10_10_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_1h' '%-hour_of_day'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_1h']
|
|
2025-05-02 03:09:05,097 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 361 features
|
|
2025-05-02 03:09:05,098 - 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:
|
|
|
|
[03:09:05] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
[0] validation_0-rmse:0.50315 validation_1-rmse:0.50413
|
|
[1] validation_0-rmse:0.47851 validation_1-rmse:0.47946
|
|
[2] validation_0-rmse:0.45514 validation_1-rmse:0.45606
|
|
[3] validation_0-rmse:0.43294 validation_1-rmse:0.43383
|
|
[4] validation_0-rmse:0.41188 validation_1-rmse:0.41273
|
|
[5] validation_0-rmse:0.39188 validation_1-rmse:0.39271
|
|
[6] validation_0-rmse:0.37290 validation_1-rmse:0.37371
|
|
[7] validation_0-rmse:0.35489 validation_1-rmse:0.35566
|
|
[8] validation_0-rmse:0.33785 validation_1-rmse:0.33858
|
|
[9] validation_0-rmse:0.32169 validation_1-rmse:0.32238
|
|
[10] validation_0-rmse:0.30633 validation_1-rmse:0.30698
|
|
[11] validation_0-rmse:0.29180 validation_1-rmse:0.29240
|
|
[12] validation_0-rmse:0.27803 validation_1-rmse:0.27858
|
|
[13] validation_0-rmse:0.26497 validation_1-rmse:0.26546
|
|
[14] validation_0-rmse:0.25257 validation_1-rmse:0.25303
|
|
[15] validation_0-rmse:0.24084 validation_1-rmse:0.24127
|
|
[16] validation_0-rmse:0.22974 validation_1-rmse:0.23013
|
|
[17] validation_0-rmse:0.21924 validation_1-rmse:0.21957
|
|
[18] validation_0-rmse:0.20928 validation_1-rmse:0.20957
|
|
[19] validation_0-rmse:0.19985 validation_1-rmse:0.20009
|
|
[20] validation_0-rmse:0.19095 validation_1-rmse:0.19115
|
|
[21] validation_0-rmse:0.18253 validation_1-rmse:0.18268
|
|
[22] validation_0-rmse:0.17459 validation_1-rmse:0.17467
|
|
[23] validation_0-rmse:0.16706 validation_1-rmse:0.16710
|
|
[24] validation_0-rmse:0.16000 validation_1-rmse:0.15997
|
|
[25] validation_0-rmse:0.15330 validation_1-rmse:0.15321
|
|
[26] validation_0-rmse:0.14700 validation_1-rmse:0.14685
|
|
[27] validation_0-rmse:0.14110 validation_1-rmse:0.14088
|
|
[28] validation_0-rmse:0.13551 validation_1-rmse:0.13523
|
|
[29] validation_0-rmse:0.13027 validation_1-rmse:0.12994
|
|
[30] validation_0-rmse:0.12535 validation_1-rmse:0.12493
|
|
[31] validation_0-rmse:0.12071 validation_1-rmse:0.12021
|
|
[32] validation_0-rmse:0.11636 validation_1-rmse:0.11577
|
|
[33] validation_0-rmse:0.11229 validation_1-rmse:0.11160
|
|
[34] validation_0-rmse:0.10849 validation_1-rmse:0.10771
|
|
[35] validation_0-rmse:0.10488 validation_1-rmse:0.10402
|
|
[36] validation_0-rmse:0.10155 validation_1-rmse:0.10059
|
|
[37] validation_0-rmse:0.09841 validation_1-rmse:0.09734
|
|
[38] validation_0-rmse:0.09548 validation_1-rmse:0.09433
|
|
[39] validation_0-rmse:0.09276 validation_1-rmse:0.09149
|
|
[40] validation_0-rmse:0.09021 validation_1-rmse:0.08885
|
|
[41] validation_0-rmse:0.08782 validation_1-rmse:0.08635
|
|
[42] validation_0-rmse:0.08562 validation_1-rmse:0.08404
|
|
[43] validation_0-rmse:0.08359 validation_1-rmse:0.08192
|
|
[44] validation_0-rmse:0.08167 validation_1-rmse:0.07992
|
|
[45] validation_0-rmse:0.07979 validation_1-rmse:0.07796
|
|
[46] validation_0-rmse:0.07809 validation_1-rmse:0.07616
|
|
[47] validation_0-rmse:0.07657 validation_1-rmse:0.07452
|
|
[48] validation_0-rmse:0.07517 validation_1-rmse:0.07304
|
|
[49] validation_0-rmse:0.07384 validation_1-rmse:0.07162
|
|
[50] validation_0-rmse:0.07261 validation_1-rmse:0.07031
|
|
[51] validation_0-rmse:0.07150 validation_1-rmse:0.06913
|
|
[52] validation_0-rmse:0.07044 validation_1-rmse:0.06796
|
|
[53] validation_0-rmse:0.06944 validation_1-rmse:0.06687
|
|
[54] validation_0-rmse:0.06853 validation_1-rmse:0.06588
|
|
[55] validation_0-rmse:0.06773 validation_1-rmse:0.06498
|
|
[56] validation_0-rmse:0.06698 validation_1-rmse:0.06413
|
|
[57] validation_0-rmse:0.06623 validation_1-rmse:0.06329
|
|
[58] validation_0-rmse:0.06557 validation_1-rmse:0.06256
|
|
[59] validation_0-rmse:0.06492 validation_1-rmse:0.06184
|
|
[60] validation_0-rmse:0.06437 validation_1-rmse:0.06121
|
|
[61] validation_0-rmse:0.06383 validation_1-rmse:0.06055
|
|
[62] validation_0-rmse:0.06336 validation_1-rmse:0.05999
|
|
[63] validation_0-rmse:0.06290 validation_1-rmse:0.05943
|
|
[64] validation_0-rmse:0.06246 validation_1-rmse:0.05893
|
|
[65] validation_0-rmse:0.06211 validation_1-rmse:0.05847
|
|
[66] validation_0-rmse:0.06170 validation_1-rmse:0.05800
|
|
[67] validation_0-rmse:0.06136 validation_1-rmse:0.05755
|
|
[68] validation_0-rmse:0.06106 validation_1-rmse:0.05717
|
|
[69] validation_0-rmse:0.06072 validation_1-rmse:0.05675
|
|
[70] validation_0-rmse:0.06042 validation_1-rmse:0.05637
|
|
[71] validation_0-rmse:0.06013 validation_1-rmse:0.05600
|
|
[72] validation_0-rmse:0.05984 validation_1-rmse:0.05565
|
|
[73] validation_0-rmse:0.05955 validation_1-rmse:0.05530
|
|
[74] validation_0-rmse:0.05934 validation_1-rmse:0.05503
|
|
[75] validation_0-rmse:0.05915 validation_1-rmse:0.05476
|
|
[76] validation_0-rmse:0.05890 validation_1-rmse:0.05445
|
|
[77] validation_0-rmse:0.05873 validation_1-rmse:0.05417
|
|
[78] validation_0-rmse:0.05854 validation_1-rmse:0.05390
|
|
[79] validation_0-rmse:0.05829 validation_1-rmse:0.05364
|
|
[80] validation_0-rmse:0.05815 validation_1-rmse:0.05344
|
|
[81] validation_0-rmse:0.05800 validation_1-rmse:0.05323
|
|
[82] validation_0-rmse:0.05784 validation_1-rmse:0.05301
|
|
[83] validation_0-rmse:0.05769 validation_1-rmse:0.05283
|
|
[84] validation_0-rmse:0.05753 validation_1-rmse:0.05260
|
|
[85] validation_0-rmse:0.05739 validation_1-rmse:0.05237
|
|
[86] validation_0-rmse:0.05724 validation_1-rmse:0.05217
|
|
[87] validation_0-rmse:0.05709 validation_1-rmse:0.05199
|
|
[88] validation_0-rmse:0.05700 validation_1-rmse:0.05186
|
|
[89] validation_0-rmse:0.05690 validation_1-rmse:0.05171
|
|
[90] validation_0-rmse:0.05680 validation_1-rmse:0.05156
|
|
[91] validation_0-rmse:0.05668 validation_1-rmse:0.05141
|
|
[92] validation_0-rmse:0.05659 validation_1-rmse:0.05126
|
|
[93] validation_0-rmse:0.05652 validation_1-rmse:0.05110
|
|
[94] validation_0-rmse:0.05641 validation_1-rmse:0.05092
|
|
[95] validation_0-rmse:0.05632 validation_1-rmse:0.05077
|
|
[96] validation_0-rmse:0.05622 validation_1-rmse:0.05063
|
|
[97] validation_0-rmse:0.05614 validation_1-rmse:0.05049
|
|
[98] validation_0-rmse:0.05605 validation_1-rmse:0.05036
|
|
[99] validation_0-rmse:0.05597 validation_1-rmse:0.05024
|
|
[100] validation_0-rmse:0.05589 validation_1-rmse:0.05013
|
|
[101] validation_0-rmse:0.05577 validation_1-rmse:0.04997
|
|
[102] validation_0-rmse:0.05564 validation_1-rmse:0.04981
|
|
[103] validation_0-rmse:0.05550 validation_1-rmse:0.04962
|
|
[104] validation_0-rmse:0.05539 validation_1-rmse:0.04946
|
|
[105] validation_0-rmse:0.05527 validation_1-rmse:0.04929
|
|
[106] validation_0-rmse:0.05520 validation_1-rmse:0.04916
|
|
[107] validation_0-rmse:0.05514 validation_1-rmse:0.04905
|
|
[108] validation_0-rmse:0.05506 validation_1-rmse:0.04893
|
|
[109] validation_0-rmse:0.05498 validation_1-rmse:0.04882
|
|
[110] validation_0-rmse:0.05491 validation_1-rmse:0.04869
|
|
[111] validation_0-rmse:0.05481 validation_1-rmse:0.04853
|
|
[112] validation_0-rmse:0.05473 validation_1-rmse:0.04842
|
|
[113] validation_0-rmse:0.05466 validation_1-rmse:0.04830
|
|
[114] validation_0-rmse:0.05458 validation_1-rmse:0.04820
|
|
[115] validation_0-rmse:0.05445 validation_1-rmse:0.04804
|
|
[116] validation_0-rmse:0.05438 validation_1-rmse:0.04792
|
|
[117] validation_0-rmse:0.05429 validation_1-rmse:0.04780
|
|
[118] validation_0-rmse:0.05419 validation_1-rmse:0.04768
|
|
[119] validation_0-rmse:0.05410 validation_1-rmse:0.04756
|
|
[120] validation_0-rmse:0.05404 validation_1-rmse:0.04746
|
|
[121] validation_0-rmse:0.05397 validation_1-rmse:0.04734
|
|
[122] validation_0-rmse:0.05388 validation_1-rmse:0.04721
|
|
[123] validation_0-rmse:0.05381 validation_1-rmse:0.04707
|
|
[124] validation_0-rmse:0.05375 validation_1-rmse:0.04697
|
|
[125] validation_0-rmse:0.05367 validation_1-rmse:0.04687
|
|
[126] validation_0-rmse:0.05361 validation_1-rmse:0.04677
|
|
[127] validation_0-rmse:0.05354 validation_1-rmse:0.04664
|
|
[128] validation_0-rmse:0.05349 validation_1-rmse:0.04656
|
|
[129] validation_0-rmse:0.05343 validation_1-rmse:0.04646
|
|
[130] validation_0-rmse:0.05336 validation_1-rmse:0.04635
|
|
[131] validation_0-rmse:0.05329 validation_1-rmse:0.04624
|
|
[132] validation_0-rmse:0.05319 validation_1-rmse:0.04612
|
|
[133] validation_0-rmse:0.05312 validation_1-rmse:0.04600
|
|
[134] validation_0-rmse:0.05306 validation_1-rmse:0.04591
|
|
[135] validation_0-rmse:0.05299 validation_1-rmse:0.04582
|
|
[136] validation_0-rmse:0.05291 validation_1-rmse:0.04571
|
|
[137] validation_0-rmse:0.05284 validation_1-rmse:0.04560
|
|
[138] validation_0-rmse:0.05274 validation_1-rmse:0.04547
|
|
[139] validation_0-rmse:0.05267 validation_1-rmse:0.04534
|
|
[140] validation_0-rmse:0.05262 validation_1-rmse:0.04526
|
|
[141] validation_0-rmse:0.05256 validation_1-rmse:0.04516
|
|
[142] validation_0-rmse:0.05250 validation_1-rmse:0.04505
|
|
[143] validation_0-rmse:0.05241 validation_1-rmse:0.04494
|
|
[144] validation_0-rmse:0.05237 validation_1-rmse:0.04485
|
|
[145] validation_0-rmse:0.05226 validation_1-rmse:0.04472
|
|
[146] validation_0-rmse:0.05222 validation_1-rmse:0.04462
|
|
[147] validation_0-rmse:0.05215 validation_1-rmse:0.04454
|
|
[148] validation_0-rmse:0.05210 validation_1-rmse:0.04445
|
|
[149] validation_0-rmse:0.05203 validation_1-rmse:0.04433
|
|
[150] validation_0-rmse:0.05199 validation_1-rmse:0.04426
|
|
[151] validation_0-rmse:0.05194 validation_1-rmse:0.04414
|
|
[152] validation_0-rmse:0.05189 validation_1-rmse:0.04404
|
|
[153] validation_0-rmse:0.05181 validation_1-rmse:0.04394
|
|
[154] validation_0-rmse:0.05178 validation_1-rmse:0.04386
|
|
[155] validation_0-rmse:0.05171 validation_1-rmse:0.04376
|
|
[156] validation_0-rmse:0.05164 validation_1-rmse:0.04364
|
|
[157] validation_0-rmse:0.05158 validation_1-rmse:0.04352
|
|
[158] validation_0-rmse:0.05151 validation_1-rmse:0.04344
|
|
[159] validation_0-rmse:0.05147 validation_1-rmse:0.04336
|
|
[160] validation_0-rmse:0.05141 validation_1-rmse:0.04326
|
|
[161] validation_0-rmse:0.05134 validation_1-rmse:0.04317
|
|
[162] validation_0-rmse:0.05130 validation_1-rmse:0.04310
|
|
[163] validation_0-rmse:0.05124 validation_1-rmse:0.04302
|
|
[164] validation_0-rmse:0.05115 validation_1-rmse:0.04290
|
|
[165] validation_0-rmse:0.05110 validation_1-rmse:0.04281
|
|
[166] validation_0-rmse:0.05104 validation_1-rmse:0.04272
|
|
[167] validation_0-rmse:0.05097 validation_1-rmse:0.04263
|
|
[168] validation_0-rmse:0.05091 validation_1-rmse:0.04254
|
|
[169] validation_0-rmse:0.05085 validation_1-rmse:0.04244
|
|
[170] validation_0-rmse:0.05079 validation_1-rmse:0.04236
|
|
[171] validation_0-rmse:0.05073 validation_1-rmse:0.04226
|
|
[172] validation_0-rmse:0.05065 validation_1-rmse:0.04216
|
|
[173] validation_0-rmse:0.05060 validation_1-rmse:0.04209
|
|
[174] validation_0-rmse:0.05055 validation_1-rmse:0.04199
|
|
[175] validation_0-rmse:0.05048 validation_1-rmse:0.04189
|
|
[176] validation_0-rmse:0.05043 validation_1-rmse:0.04181
|
|
[177] validation_0-rmse:0.05034 validation_1-rmse:0.04172
|
|
[178] validation_0-rmse:0.05030 validation_1-rmse:0.04163
|
|
[179] validation_0-rmse:0.05024 validation_1-rmse:0.04155
|
|
[180] validation_0-rmse:0.05019 validation_1-rmse:0.04148
|
|
[181] validation_0-rmse:0.05018 validation_1-rmse:0.04141
|
|
[182] validation_0-rmse:0.05014 validation_1-rmse:0.04133
|
|
[183] validation_0-rmse:0.05011 validation_1-rmse:0.04126
|
|
[184] validation_0-rmse:0.05005 validation_1-rmse:0.04117
|
|
[185] validation_0-rmse:0.04999 validation_1-rmse:0.04108
|
|
[186] validation_0-rmse:0.04996 validation_1-rmse:0.04103
|
|
[187] validation_0-rmse:0.04992 validation_1-rmse:0.04097
|
|
[188] validation_0-rmse:0.04988 validation_1-rmse:0.04090
|
|
[189] validation_0-rmse:0.04983 validation_1-rmse:0.04080
|
|
[190] validation_0-rmse:0.04978 validation_1-rmse:0.04072
|
|
[191] validation_0-rmse:0.04973 validation_1-rmse:0.04065
|
|
[192] validation_0-rmse:0.04969 validation_1-rmse:0.04058
|
|
[193] validation_0-rmse:0.04965 validation_1-rmse:0.04051
|
|
[194] validation_0-rmse:0.04960 validation_1-rmse:0.04043
|
|
[195] validation_0-rmse:0.04954 validation_1-rmse:0.04033
|
|
[196] validation_0-rmse:0.04950 validation_1-rmse:0.04025
|
|
[197] validation_0-rmse:0.04946 validation_1-rmse:0.04017
|
|
[198] validation_0-rmse:0.04940 validation_1-rmse:0.04008
|
|
[199] validation_0-rmse:0.04935 validation_1-rmse:0.04002
|
|
2025-05-02 03:09:42,276 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (37.38 secs) --------------------
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:09:42] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
2025-05-02 03:09:42,312 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1742515200/cb_btc_1742515200--s_close.html
|
|
2025-05-02 03:09:42,313 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-02 03:09:42,417 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-02 03:09:42,433 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-01 00:00:00 to 2025-03-31 00:00:00, 4/5 trains
|
|
2025-05-02 03:09:42,434 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1743379200_prediction.feather
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
2025-05-02 03:09:43,042 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1743379200/cb_btc_1743379200
|
|
2025-05-02 03:09:43,043 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
|
2025-05-02 03:09:43,156 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
|
2025-05-02 03:09:43,156 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-01 to 2025-03-30 --------------------
|
|
2025-05-02 03:09:43,216 - datasieve.pipeline - INFO - VarianceThreshold will remove 73 features from the dataset.on transform. ['%-%-order_book_imbalance-10_10_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_1h' '%-hour_of_day'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_1h']
|
|
2025-05-02 03:09:43,254 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 361 features
|
|
2025-05-02 03:09:43,254 - 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:
|
|
|
|
[03:09:43] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
[0] validation_0-rmse:0.50235 validation_1-rmse:0.50448
|
|
[1] validation_0-rmse:0.47764 validation_1-rmse:0.47972
|
|
[2] validation_0-rmse:0.45422 validation_1-rmse:0.45622
|
|
[3] validation_0-rmse:0.43199 validation_1-rmse:0.43392
|
|
[4] validation_0-rmse:0.41089 validation_1-rmse:0.41275
|
|
[5] validation_0-rmse:0.39083 validation_1-rmse:0.39263
|
|
[6] validation_0-rmse:0.37181 validation_1-rmse:0.37354
|
|
[7] validation_0-rmse:0.35377 validation_1-rmse:0.35543
|
|
[8] validation_0-rmse:0.33665 validation_1-rmse:0.33825
|
|
[9] validation_0-rmse:0.32042 validation_1-rmse:0.32193
|
|
[10] validation_0-rmse:0.30500 validation_1-rmse:0.30646
|
|
[11] validation_0-rmse:0.29039 validation_1-rmse:0.29179
|
|
[12] validation_0-rmse:0.27654 validation_1-rmse:0.27788
|
|
[13] validation_0-rmse:0.26341 validation_1-rmse:0.26469
|
|
[14] validation_0-rmse:0.25098 validation_1-rmse:0.25217
|
|
[15] validation_0-rmse:0.23919 validation_1-rmse:0.24031
|
|
[16] validation_0-rmse:0.22804 validation_1-rmse:0.22908
|
|
[17] validation_0-rmse:0.21745 validation_1-rmse:0.21843
|
|
[18] validation_0-rmse:0.20743 validation_1-rmse:0.20833
|
|
[19] validation_0-rmse:0.19798 validation_1-rmse:0.19879
|
|
[20] validation_0-rmse:0.18902 validation_1-rmse:0.18976
|
|
[21] validation_0-rmse:0.18057 validation_1-rmse:0.18121
|
|
[22] validation_0-rmse:0.17255 validation_1-rmse:0.17311
|
|
[23] validation_0-rmse:0.16497 validation_1-rmse:0.16544
|
|
[24] validation_0-rmse:0.15780 validation_1-rmse:0.15818
|
|
[25] validation_0-rmse:0.15105 validation_1-rmse:0.15134
|
|
[26] validation_0-rmse:0.14467 validation_1-rmse:0.14486
|
|
[27] validation_0-rmse:0.13868 validation_1-rmse:0.13877
|
|
[28] validation_0-rmse:0.13302 validation_1-rmse:0.13300
|
|
[29] validation_0-rmse:0.12768 validation_1-rmse:0.12754
|
|
[30] validation_0-rmse:0.12266 validation_1-rmse:0.12243
|
|
[31] validation_0-rmse:0.11794 validation_1-rmse:0.11759
|
|
[32] validation_0-rmse:0.11350 validation_1-rmse:0.11304
|
|
[33] validation_0-rmse:0.10933 validation_1-rmse:0.10874
|
|
[34] validation_0-rmse:0.10540 validation_1-rmse:0.10469
|
|
[35] validation_0-rmse:0.10173 validation_1-rmse:0.10092
|
|
[36] validation_0-rmse:0.09832 validation_1-rmse:0.09738
|
|
[37] validation_0-rmse:0.09513 validation_1-rmse:0.09406
|
|
[38] validation_0-rmse:0.09215 validation_1-rmse:0.09094
|
|
[39] validation_0-rmse:0.08936 validation_1-rmse:0.08802
|
|
[40] validation_0-rmse:0.08675 validation_1-rmse:0.08528
|
|
[41] validation_0-rmse:0.08430 validation_1-rmse:0.08270
|
|
[42] validation_0-rmse:0.08200 validation_1-rmse:0.08028
|
|
[43] validation_0-rmse:0.07988 validation_1-rmse:0.07803
|
|
[44] validation_0-rmse:0.07794 validation_1-rmse:0.07596
|
|
[45] validation_0-rmse:0.07610 validation_1-rmse:0.07400
|
|
[46] validation_0-rmse:0.07441 validation_1-rmse:0.07220
|
|
[47] validation_0-rmse:0.07283 validation_1-rmse:0.07046
|
|
[48] validation_0-rmse:0.07136 validation_1-rmse:0.06885
|
|
[49] validation_0-rmse:0.07003 validation_1-rmse:0.06738
|
|
[50] validation_0-rmse:0.06876 validation_1-rmse:0.06594
|
|
[51] validation_0-rmse:0.06759 validation_1-rmse:0.06463
|
|
[52] validation_0-rmse:0.06652 validation_1-rmse:0.06346
|
|
[53] validation_0-rmse:0.06552 validation_1-rmse:0.06233
|
|
[54] validation_0-rmse:0.06461 validation_1-rmse:0.06130
|
|
[55] validation_0-rmse:0.06369 validation_1-rmse:0.06030
|
|
[56] validation_0-rmse:0.06293 validation_1-rmse:0.05940
|
|
[57] validation_0-rmse:0.06220 validation_1-rmse:0.05858
|
|
[58] validation_0-rmse:0.06153 validation_1-rmse:0.05783
|
|
[59] validation_0-rmse:0.06090 validation_1-rmse:0.05706
|
|
[60] validation_0-rmse:0.06031 validation_1-rmse:0.05638
|
|
[61] validation_0-rmse:0.05980 validation_1-rmse:0.05576
|
|
[62] validation_0-rmse:0.05925 validation_1-rmse:0.05512
|
|
[63] validation_0-rmse:0.05880 validation_1-rmse:0.05456
|
|
[64] validation_0-rmse:0.05839 validation_1-rmse:0.05406
|
|
[65] validation_0-rmse:0.05796 validation_1-rmse:0.05353
|
|
[66] validation_0-rmse:0.05760 validation_1-rmse:0.05308
|
|
[67] validation_0-rmse:0.05727 validation_1-rmse:0.05267
|
|
[68] validation_0-rmse:0.05695 validation_1-rmse:0.05228
|
|
[69] validation_0-rmse:0.05668 validation_1-rmse:0.05191
|
|
[70] validation_0-rmse:0.05641 validation_1-rmse:0.05153
|
|
[71] validation_0-rmse:0.05616 validation_1-rmse:0.05120
|
|
[72] validation_0-rmse:0.05592 validation_1-rmse:0.05089
|
|
[73] validation_0-rmse:0.05571 validation_1-rmse:0.05064
|
|
[74] validation_0-rmse:0.05548 validation_1-rmse:0.05034
|
|
[75] validation_0-rmse:0.05529 validation_1-rmse:0.05007
|
|
[76] validation_0-rmse:0.05512 validation_1-rmse:0.04982
|
|
[77] validation_0-rmse:0.05493 validation_1-rmse:0.04958
|
|
[78] validation_0-rmse:0.05475 validation_1-rmse:0.04932
|
|
[79] validation_0-rmse:0.05459 validation_1-rmse:0.04910
|
|
[80] validation_0-rmse:0.05443 validation_1-rmse:0.04889
|
|
[81] validation_0-rmse:0.05430 validation_1-rmse:0.04871
|
|
[82] validation_0-rmse:0.05417 validation_1-rmse:0.04852
|
|
[83] validation_0-rmse:0.05400 validation_1-rmse:0.04833
|
|
[84] validation_0-rmse:0.05384 validation_1-rmse:0.04812
|
|
[85] validation_0-rmse:0.05372 validation_1-rmse:0.04792
|
|
[86] validation_0-rmse:0.05363 validation_1-rmse:0.04774
|
|
[87] validation_0-rmse:0.05349 validation_1-rmse:0.04755
|
|
[88] validation_0-rmse:0.05339 validation_1-rmse:0.04740
|
|
[89] validation_0-rmse:0.05329 validation_1-rmse:0.04722
|
|
[90] validation_0-rmse:0.05317 validation_1-rmse:0.04706
|
|
[91] validation_0-rmse:0.05305 validation_1-rmse:0.04688
|
|
[92] validation_0-rmse:0.05295 validation_1-rmse:0.04672
|
|
[93] validation_0-rmse:0.05286 validation_1-rmse:0.04657
|
|
[94] validation_0-rmse:0.05275 validation_1-rmse:0.04643
|
|
[95] validation_0-rmse:0.05265 validation_1-rmse:0.04627
|
|
[96] validation_0-rmse:0.05256 validation_1-rmse:0.04614
|
|
[97] validation_0-rmse:0.05247 validation_1-rmse:0.04599
|
|
[98] validation_0-rmse:0.05238 validation_1-rmse:0.04586
|
|
[99] validation_0-rmse:0.05230 validation_1-rmse:0.04572
|
|
[100] validation_0-rmse:0.05224 validation_1-rmse:0.04561
|
|
[101] validation_0-rmse:0.05216 validation_1-rmse:0.04550
|
|
[102] validation_0-rmse:0.05211 validation_1-rmse:0.04541
|
|
[103] validation_0-rmse:0.05202 validation_1-rmse:0.04529
|
|
[104] validation_0-rmse:0.05194 validation_1-rmse:0.04517
|
|
[105] validation_0-rmse:0.05187 validation_1-rmse:0.04503
|
|
[106] validation_0-rmse:0.05179 validation_1-rmse:0.04492
|
|
[107] validation_0-rmse:0.05171 validation_1-rmse:0.04480
|
|
[108] validation_0-rmse:0.05165 validation_1-rmse:0.04467
|
|
[109] validation_0-rmse:0.05158 validation_1-rmse:0.04457
|
|
[110] validation_0-rmse:0.05150 validation_1-rmse:0.04447
|
|
[111] validation_0-rmse:0.05142 validation_1-rmse:0.04437
|
|
[112] validation_0-rmse:0.05135 validation_1-rmse:0.04425
|
|
[113] validation_0-rmse:0.05129 validation_1-rmse:0.04414
|
|
[114] validation_0-rmse:0.05124 validation_1-rmse:0.04404
|
|
[115] validation_0-rmse:0.05117 validation_1-rmse:0.04392
|
|
[116] validation_0-rmse:0.05110 validation_1-rmse:0.04382
|
|
[117] validation_0-rmse:0.05105 validation_1-rmse:0.04374
|
|
[118] validation_0-rmse:0.05095 validation_1-rmse:0.04360
|
|
[119] validation_0-rmse:0.05087 validation_1-rmse:0.04348
|
|
[120] validation_0-rmse:0.05081 validation_1-rmse:0.04337
|
|
[121] validation_0-rmse:0.05073 validation_1-rmse:0.04325
|
|
[122] validation_0-rmse:0.05062 validation_1-rmse:0.04311
|
|
[123] validation_0-rmse:0.05055 validation_1-rmse:0.04302
|
|
[124] validation_0-rmse:0.05049 validation_1-rmse:0.04291
|
|
[125] validation_0-rmse:0.05042 validation_1-rmse:0.04282
|
|
[126] validation_0-rmse:0.05035 validation_1-rmse:0.04271
|
|
[127] validation_0-rmse:0.05030 validation_1-rmse:0.04263
|
|
[128] validation_0-rmse:0.05022 validation_1-rmse:0.04252
|
|
[129] validation_0-rmse:0.05017 validation_1-rmse:0.04243
|
|
[130] validation_0-rmse:0.05011 validation_1-rmse:0.04232
|
|
[131] validation_0-rmse:0.05004 validation_1-rmse:0.04220
|
|
[132] validation_0-rmse:0.04998 validation_1-rmse:0.04211
|
|
[133] validation_0-rmse:0.04995 validation_1-rmse:0.04203
|
|
[134] validation_0-rmse:0.04985 validation_1-rmse:0.04190
|
|
[135] validation_0-rmse:0.04982 validation_1-rmse:0.04184
|
|
[136] validation_0-rmse:0.04978 validation_1-rmse:0.04177
|
|
[137] validation_0-rmse:0.04974 validation_1-rmse:0.04169
|
|
[138] validation_0-rmse:0.04968 validation_1-rmse:0.04160
|
|
[139] validation_0-rmse:0.04963 validation_1-rmse:0.04150
|
|
[140] validation_0-rmse:0.04955 validation_1-rmse:0.04140
|
|
[141] validation_0-rmse:0.04949 validation_1-rmse:0.04130
|
|
[142] validation_0-rmse:0.04947 validation_1-rmse:0.04123
|
|
[143] validation_0-rmse:0.04942 validation_1-rmse:0.04114
|
|
[144] validation_0-rmse:0.04936 validation_1-rmse:0.04105
|
|
[145] validation_0-rmse:0.04928 validation_1-rmse:0.04095
|
|
[146] validation_0-rmse:0.04923 validation_1-rmse:0.04088
|
|
[147] validation_0-rmse:0.04917 validation_1-rmse:0.04078
|
|
[148] validation_0-rmse:0.04910 validation_1-rmse:0.04069
|
|
[149] validation_0-rmse:0.04905 validation_1-rmse:0.04060
|
|
[150] validation_0-rmse:0.04899 validation_1-rmse:0.04051
|
|
[151] validation_0-rmse:0.04891 validation_1-rmse:0.04041
|
|
[152] validation_0-rmse:0.04887 validation_1-rmse:0.04034
|
|
[153] validation_0-rmse:0.04882 validation_1-rmse:0.04025
|
|
[154] validation_0-rmse:0.04878 validation_1-rmse:0.04018
|
|
[155] validation_0-rmse:0.04873 validation_1-rmse:0.04011
|
|
[156] validation_0-rmse:0.04869 validation_1-rmse:0.04004
|
|
[157] validation_0-rmse:0.04865 validation_1-rmse:0.03996
|
|
[158] validation_0-rmse:0.04861 validation_1-rmse:0.03990
|
|
[159] validation_0-rmse:0.04854 validation_1-rmse:0.03981
|
|
[160] validation_0-rmse:0.04850 validation_1-rmse:0.03974
|
|
[161] validation_0-rmse:0.04843 validation_1-rmse:0.03963
|
|
[162] validation_0-rmse:0.04837 validation_1-rmse:0.03956
|
|
[163] validation_0-rmse:0.04831 validation_1-rmse:0.03947
|
|
[164] validation_0-rmse:0.04825 validation_1-rmse:0.03938
|
|
[165] validation_0-rmse:0.04820 validation_1-rmse:0.03929
|
|
[166] validation_0-rmse:0.04816 validation_1-rmse:0.03921
|
|
[167] validation_0-rmse:0.04812 validation_1-rmse:0.03914
|
|
[168] validation_0-rmse:0.04807 validation_1-rmse:0.03905
|
|
[169] validation_0-rmse:0.04803 validation_1-rmse:0.03899
|
|
[170] validation_0-rmse:0.04798 validation_1-rmse:0.03892
|
|
[171] validation_0-rmse:0.04794 validation_1-rmse:0.03885
|
|
[172] validation_0-rmse:0.04789 validation_1-rmse:0.03878
|
|
[173] validation_0-rmse:0.04785 validation_1-rmse:0.03870
|
|
[174] validation_0-rmse:0.04781 validation_1-rmse:0.03865
|
|
[175] validation_0-rmse:0.04774 validation_1-rmse:0.03856
|
|
[176] validation_0-rmse:0.04769 validation_1-rmse:0.03849
|
|
[177] validation_0-rmse:0.04764 validation_1-rmse:0.03841
|
|
[178] validation_0-rmse:0.04756 validation_1-rmse:0.03831
|
|
[179] validation_0-rmse:0.04752 validation_1-rmse:0.03822
|
|
[180] validation_0-rmse:0.04747 validation_1-rmse:0.03814
|
|
[181] validation_0-rmse:0.04743 validation_1-rmse:0.03807
|
|
[182] validation_0-rmse:0.04739 validation_1-rmse:0.03800
|
|
[183] validation_0-rmse:0.04733 validation_1-rmse:0.03792
|
|
[184] validation_0-rmse:0.04728 validation_1-rmse:0.03784
|
|
[185] validation_0-rmse:0.04724 validation_1-rmse:0.03779
|
|
[186] validation_0-rmse:0.04720 validation_1-rmse:0.03770
|
|
[187] validation_0-rmse:0.04714 validation_1-rmse:0.03763
|
|
[188] validation_0-rmse:0.04710 validation_1-rmse:0.03758
|
|
[189] validation_0-rmse:0.04705 validation_1-rmse:0.03751
|
|
[190] validation_0-rmse:0.04700 validation_1-rmse:0.03744
|
|
[191] validation_0-rmse:0.04696 validation_1-rmse:0.03736
|
|
[192] validation_0-rmse:0.04690 validation_1-rmse:0.03728
|
|
[193] validation_0-rmse:0.04685 validation_1-rmse:0.03720
|
|
[194] validation_0-rmse:0.04678 validation_1-rmse:0.03711
|
|
[195] validation_0-rmse:0.04673 validation_1-rmse:0.03704
|
|
[196] validation_0-rmse:0.04669 validation_1-rmse:0.03698
|
|
[197] validation_0-rmse:0.04666 validation_1-rmse:0.03691
|
|
[198] validation_0-rmse:0.04662 validation_1-rmse:0.03684
|
|
[199] validation_0-rmse:0.04657 validation_1-rmse:0.03675
|
|
2025-05-02 03:10:21,556 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (38.51 secs) --------------------
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:10:21] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
2025-05-02 03:10:21,590 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1743379200/cb_btc_1743379200--s_close.html
|
|
2025-05-02 03:10:21,591 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-02 03:10:21,704 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-02 03:10:21,721 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-11 00:00:00 to 2025-04-10 00:00:00, 5/5 trains
|
|
2025-05-02 03:10:21,722 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1744243200_prediction.feather
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
2025-05-02 03:10:22,397 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1744243200/cb_btc_1744243200
|
|
2025-05-02 03:10:22,397 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
|
2025-05-02 03:10:22,485 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
|
2025-05-02 03:10:22,486 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-11 to 2025-04-09 --------------------
|
|
2025-05-02 03:10:22,545 - datasieve.pipeline - INFO - VarianceThreshold will remove 73 features from the dataset.on transform. ['%-%-order_book_imbalance-10_10_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_1h' '%-hour_of_day'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_1h']
|
|
2025-05-02 03:10:22,585 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 361 features
|
|
2025-05-02 03:10:22,585 - 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:
|
|
|
|
[03:10:22] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
[0] validation_0-rmse:0.43192 validation_1-rmse:0.43358
|
|
[1] validation_0-rmse:0.41074 validation_1-rmse:0.41232
|
|
[2] validation_0-rmse:0.39063 validation_1-rmse:0.39216
|
|
[3] validation_0-rmse:0.37152 validation_1-rmse:0.37301
|
|
[4] validation_0-rmse:0.35341 validation_1-rmse:0.35484
|
|
[5] validation_0-rmse:0.33622 validation_1-rmse:0.33759
|
|
[6] validation_0-rmse:0.31988 validation_1-rmse:0.32120
|
|
[7] validation_0-rmse:0.30439 validation_1-rmse:0.30566
|
|
[8] validation_0-rmse:0.28970 validation_1-rmse:0.29091
|
|
[9] validation_0-rmse:0.27578 validation_1-rmse:0.27692
|
|
[10] validation_0-rmse:0.26254 validation_1-rmse:0.26364
|
|
[11] validation_0-rmse:0.24999 validation_1-rmse:0.25104
|
|
[12] validation_0-rmse:0.23808 validation_1-rmse:0.23908
|
|
[13] validation_0-rmse:0.22681 validation_1-rmse:0.22776
|
|
[14] validation_0-rmse:0.21610 validation_1-rmse:0.21699
|
|
[15] validation_0-rmse:0.20596 validation_1-rmse:0.20679
|
|
[16] validation_0-rmse:0.19637 validation_1-rmse:0.19714
|
|
[17] validation_0-rmse:0.18726 validation_1-rmse:0.18797
|
|
[18] validation_0-rmse:0.17866 validation_1-rmse:0.17931
|
|
[19] validation_0-rmse:0.17051 validation_1-rmse:0.17110
|
|
[20] validation_0-rmse:0.16279 validation_1-rmse:0.16332
|
|
[21] validation_0-rmse:0.15550 validation_1-rmse:0.15596
|
|
[22] validation_0-rmse:0.14859 validation_1-rmse:0.14898
|
|
[23] validation_0-rmse:0.14207 validation_1-rmse:0.14240
|
|
[24] validation_0-rmse:0.13593 validation_1-rmse:0.13618
|
|
[25] validation_0-rmse:0.13010 validation_1-rmse:0.13028
|
|
[26] validation_0-rmse:0.12461 validation_1-rmse:0.12472
|
|
[27] validation_0-rmse:0.11944 validation_1-rmse:0.11946
|
|
[28] validation_0-rmse:0.11455 validation_1-rmse:0.11448
|
|
[29] validation_0-rmse:0.10992 validation_1-rmse:0.10978
|
|
[30] validation_0-rmse:0.10558 validation_1-rmse:0.10538
|
|
[31] validation_0-rmse:0.10150 validation_1-rmse:0.10122
|
|
[32] validation_0-rmse:0.09767 validation_1-rmse:0.09730
|
|
[33] validation_0-rmse:0.09404 validation_1-rmse:0.09360
|
|
[34] validation_0-rmse:0.09066 validation_1-rmse:0.09011
|
|
[35] validation_0-rmse:0.08748 validation_1-rmse:0.08684
|
|
[36] validation_0-rmse:0.08448 validation_1-rmse:0.08376
|
|
[37] validation_0-rmse:0.08170 validation_1-rmse:0.08088
|
|
[38] validation_0-rmse:0.07909 validation_1-rmse:0.07817
|
|
[39] validation_0-rmse:0.07664 validation_1-rmse:0.07563
|
|
[40] validation_0-rmse:0.07435 validation_1-rmse:0.07325
|
|
[41] validation_0-rmse:0.07223 validation_1-rmse:0.07101
|
|
[42] validation_0-rmse:0.07025 validation_1-rmse:0.06892
|
|
[43] validation_0-rmse:0.06840 validation_1-rmse:0.06697
|
|
[44] validation_0-rmse:0.06663 validation_1-rmse:0.06512
|
|
[45] validation_0-rmse:0.06504 validation_1-rmse:0.06343
|
|
[46] validation_0-rmse:0.06356 validation_1-rmse:0.06184
|
|
[47] validation_0-rmse:0.06218 validation_1-rmse:0.06036
|
|
[48] validation_0-rmse:0.06088 validation_1-rmse:0.05895
|
|
[49] validation_0-rmse:0.05968 validation_1-rmse:0.05762
|
|
[50] validation_0-rmse:0.05857 validation_1-rmse:0.05643
|
|
[51] validation_0-rmse:0.05754 validation_1-rmse:0.05532
|
|
[52] validation_0-rmse:0.05658 validation_1-rmse:0.05426
|
|
[53] validation_0-rmse:0.05569 validation_1-rmse:0.05326
|
|
[54] validation_0-rmse:0.05484 validation_1-rmse:0.05235
|
|
[55] validation_0-rmse:0.05410 validation_1-rmse:0.05150
|
|
[56] validation_0-rmse:0.05340 validation_1-rmse:0.05070
|
|
[57] validation_0-rmse:0.05278 validation_1-rmse:0.04998
|
|
[58] validation_0-rmse:0.05217 validation_1-rmse:0.04928
|
|
[59] validation_0-rmse:0.05161 validation_1-rmse:0.04866
|
|
[60] validation_0-rmse:0.05111 validation_1-rmse:0.04806
|
|
[61] validation_0-rmse:0.05062 validation_1-rmse:0.04748
|
|
[62] validation_0-rmse:0.05019 validation_1-rmse:0.04696
|
|
[63] validation_0-rmse:0.04980 validation_1-rmse:0.04649
|
|
[64] validation_0-rmse:0.04938 validation_1-rmse:0.04602
|
|
[65] validation_0-rmse:0.04903 validation_1-rmse:0.04559
|
|
[66] validation_0-rmse:0.04869 validation_1-rmse:0.04520
|
|
[67] validation_0-rmse:0.04838 validation_1-rmse:0.04481
|
|
[68] validation_0-rmse:0.04809 validation_1-rmse:0.04446
|
|
[69] validation_0-rmse:0.04785 validation_1-rmse:0.04414
|
|
[70] validation_0-rmse:0.04757 validation_1-rmse:0.04381
|
|
[71] validation_0-rmse:0.04734 validation_1-rmse:0.04349
|
|
[72] validation_0-rmse:0.04712 validation_1-rmse:0.04320
|
|
[73] validation_0-rmse:0.04689 validation_1-rmse:0.04292
|
|
[74] validation_0-rmse:0.04668 validation_1-rmse:0.04267
|
|
[75] validation_0-rmse:0.04651 validation_1-rmse:0.04244
|
|
[76] validation_0-rmse:0.04634 validation_1-rmse:0.04220
|
|
[77] validation_0-rmse:0.04619 validation_1-rmse:0.04199
|
|
[78] validation_0-rmse:0.04605 validation_1-rmse:0.04179
|
|
[79] validation_0-rmse:0.04589 validation_1-rmse:0.04157
|
|
[80] validation_0-rmse:0.04575 validation_1-rmse:0.04136
|
|
[81] validation_0-rmse:0.04561 validation_1-rmse:0.04117
|
|
[82] validation_0-rmse:0.04549 validation_1-rmse:0.04100
|
|
[83] validation_0-rmse:0.04533 validation_1-rmse:0.04080
|
|
[84] validation_0-rmse:0.04521 validation_1-rmse:0.04063
|
|
[85] validation_0-rmse:0.04509 validation_1-rmse:0.04047
|
|
[86] validation_0-rmse:0.04499 validation_1-rmse:0.04032
|
|
[87] validation_0-rmse:0.04488 validation_1-rmse:0.04018
|
|
[88] validation_0-rmse:0.04481 validation_1-rmse:0.04005
|
|
[89] validation_0-rmse:0.04470 validation_1-rmse:0.03991
|
|
[90] validation_0-rmse:0.04461 validation_1-rmse:0.03976
|
|
[91] validation_0-rmse:0.04451 validation_1-rmse:0.03960
|
|
[92] validation_0-rmse:0.04444 validation_1-rmse:0.03949
|
|
[93] validation_0-rmse:0.04435 validation_1-rmse:0.03936
|
|
[94] validation_0-rmse:0.04428 validation_1-rmse:0.03923
|
|
[95] validation_0-rmse:0.04418 validation_1-rmse:0.03909
|
|
[96] validation_0-rmse:0.04410 validation_1-rmse:0.03896
|
|
[97] validation_0-rmse:0.04403 validation_1-rmse:0.03883
|
|
[98] validation_0-rmse:0.04396 validation_1-rmse:0.03871
|
|
[99] validation_0-rmse:0.04390 validation_1-rmse:0.03861
|
|
[100] validation_0-rmse:0.04384 validation_1-rmse:0.03852
|
|
[101] validation_0-rmse:0.04377 validation_1-rmse:0.03840
|
|
[102] validation_0-rmse:0.04372 validation_1-rmse:0.03833
|
|
[103] validation_0-rmse:0.04366 validation_1-rmse:0.03824
|
|
[104] validation_0-rmse:0.04359 validation_1-rmse:0.03811
|
|
[105] validation_0-rmse:0.04352 validation_1-rmse:0.03800
|
|
[106] validation_0-rmse:0.04344 validation_1-rmse:0.03788
|
|
[107] validation_0-rmse:0.04337 validation_1-rmse:0.03776
|
|
[108] validation_0-rmse:0.04332 validation_1-rmse:0.03766
|
|
[109] validation_0-rmse:0.04326 validation_1-rmse:0.03757
|
|
[110] validation_0-rmse:0.04319 validation_1-rmse:0.03745
|
|
[111] validation_0-rmse:0.04312 validation_1-rmse:0.03734
|
|
[112] validation_0-rmse:0.04306 validation_1-rmse:0.03725
|
|
[113] validation_0-rmse:0.04300 validation_1-rmse:0.03715
|
|
[114] validation_0-rmse:0.04294 validation_1-rmse:0.03705
|
|
[115] validation_0-rmse:0.04288 validation_1-rmse:0.03695
|
|
[116] validation_0-rmse:0.04283 validation_1-rmse:0.03686
|
|
[117] validation_0-rmse:0.04277 validation_1-rmse:0.03676
|
|
[118] validation_0-rmse:0.04271 validation_1-rmse:0.03666
|
|
[119] validation_0-rmse:0.04265 validation_1-rmse:0.03659
|
|
[120] validation_0-rmse:0.04261 validation_1-rmse:0.03651
|
|
[121] validation_0-rmse:0.04255 validation_1-rmse:0.03642
|
|
[122] validation_0-rmse:0.04252 validation_1-rmse:0.03635
|
|
[123] validation_0-rmse:0.04248 validation_1-rmse:0.03627
|
|
[124] validation_0-rmse:0.04244 validation_1-rmse:0.03619
|
|
[125] validation_0-rmse:0.04237 validation_1-rmse:0.03609
|
|
[126] validation_0-rmse:0.04232 validation_1-rmse:0.03598
|
|
[127] validation_0-rmse:0.04227 validation_1-rmse:0.03590
|
|
[128] validation_0-rmse:0.04221 validation_1-rmse:0.03580
|
|
[129] validation_0-rmse:0.04214 validation_1-rmse:0.03569
|
|
[130] validation_0-rmse:0.04207 validation_1-rmse:0.03559
|
|
[131] validation_0-rmse:0.04204 validation_1-rmse:0.03554
|
|
[132] validation_0-rmse:0.04199 validation_1-rmse:0.03545
|
|
[133] validation_0-rmse:0.04194 validation_1-rmse:0.03537
|
|
[134] validation_0-rmse:0.04189 validation_1-rmse:0.03528
|
|
[135] validation_0-rmse:0.04187 validation_1-rmse:0.03522
|
|
[136] validation_0-rmse:0.04182 validation_1-rmse:0.03513
|
|
[137] validation_0-rmse:0.04178 validation_1-rmse:0.03505
|
|
[138] validation_0-rmse:0.04172 validation_1-rmse:0.03495
|
|
[139] validation_0-rmse:0.04167 validation_1-rmse:0.03487
|
|
[140] validation_0-rmse:0.04163 validation_1-rmse:0.03479
|
|
[141] validation_0-rmse:0.04158 validation_1-rmse:0.03471
|
|
[142] validation_0-rmse:0.04155 validation_1-rmse:0.03465
|
|
[143] validation_0-rmse:0.04148 validation_1-rmse:0.03455
|
|
[144] validation_0-rmse:0.04143 validation_1-rmse:0.03447
|
|
[145] validation_0-rmse:0.04139 validation_1-rmse:0.03440
|
|
[146] validation_0-rmse:0.04133 validation_1-rmse:0.03431
|
|
[147] validation_0-rmse:0.04130 validation_1-rmse:0.03425
|
|
[148] validation_0-rmse:0.04125 validation_1-rmse:0.03418
|
|
[149] validation_0-rmse:0.04123 validation_1-rmse:0.03412
|
|
[150] validation_0-rmse:0.04119 validation_1-rmse:0.03405
|
|
[151] validation_0-rmse:0.04114 validation_1-rmse:0.03399
|
|
[152] validation_0-rmse:0.04108 validation_1-rmse:0.03391
|
|
[153] validation_0-rmse:0.04102 validation_1-rmse:0.03383
|
|
[154] validation_0-rmse:0.04097 validation_1-rmse:0.03377
|
|
[155] validation_0-rmse:0.04093 validation_1-rmse:0.03368
|
|
[156] validation_0-rmse:0.04091 validation_1-rmse:0.03362
|
|
[157] validation_0-rmse:0.04086 validation_1-rmse:0.03354
|
|
[158] validation_0-rmse:0.04082 validation_1-rmse:0.03347
|
|
[159] validation_0-rmse:0.04076 validation_1-rmse:0.03339
|
|
[160] validation_0-rmse:0.04070 validation_1-rmse:0.03331
|
|
[161] validation_0-rmse:0.04067 validation_1-rmse:0.03325
|
|
[162] validation_0-rmse:0.04063 validation_1-rmse:0.03318
|
|
[163] validation_0-rmse:0.04059 validation_1-rmse:0.03312
|
|
[164] validation_0-rmse:0.04056 validation_1-rmse:0.03305
|
|
[165] validation_0-rmse:0.04051 validation_1-rmse:0.03297
|
|
[166] validation_0-rmse:0.04049 validation_1-rmse:0.03292
|
|
[167] validation_0-rmse:0.04045 validation_1-rmse:0.03285
|
|
[168] validation_0-rmse:0.04040 validation_1-rmse:0.03278
|
|
[169] validation_0-rmse:0.04035 validation_1-rmse:0.03271
|
|
[170] validation_0-rmse:0.04031 validation_1-rmse:0.03263
|
|
[171] validation_0-rmse:0.04026 validation_1-rmse:0.03256
|
|
[172] validation_0-rmse:0.04022 validation_1-rmse:0.03250
|
|
[173] validation_0-rmse:0.04018 validation_1-rmse:0.03244
|
|
[174] validation_0-rmse:0.04014 validation_1-rmse:0.03237
|
|
[175] validation_0-rmse:0.04010 validation_1-rmse:0.03230
|
|
[176] validation_0-rmse:0.04007 validation_1-rmse:0.03225
|
|
[177] validation_0-rmse:0.04003 validation_1-rmse:0.03219
|
|
[178] validation_0-rmse:0.04000 validation_1-rmse:0.03213
|
|
[179] validation_0-rmse:0.03995 validation_1-rmse:0.03205
|
|
[180] validation_0-rmse:0.03990 validation_1-rmse:0.03199
|
|
[181] validation_0-rmse:0.03986 validation_1-rmse:0.03193
|
|
[182] validation_0-rmse:0.03981 validation_1-rmse:0.03186
|
|
[183] validation_0-rmse:0.03977 validation_1-rmse:0.03180
|
|
[184] validation_0-rmse:0.03974 validation_1-rmse:0.03173
|
|
[185] validation_0-rmse:0.03970 validation_1-rmse:0.03168
|
|
[186] validation_0-rmse:0.03967 validation_1-rmse:0.03161
|
|
[187] validation_0-rmse:0.03964 validation_1-rmse:0.03155
|
|
[188] validation_0-rmse:0.03960 validation_1-rmse:0.03149
|
|
[189] validation_0-rmse:0.03956 validation_1-rmse:0.03143
|
|
[190] validation_0-rmse:0.03952 validation_1-rmse:0.03136
|
|
[191] validation_0-rmse:0.03948 validation_1-rmse:0.03129
|
|
[192] validation_0-rmse:0.03944 validation_1-rmse:0.03122
|
|
[193] validation_0-rmse:0.03941 validation_1-rmse:0.03117
|
|
[194] validation_0-rmse:0.03938 validation_1-rmse:0.03112
|
|
[195] validation_0-rmse:0.03934 validation_1-rmse:0.03105
|
|
[196] validation_0-rmse:0.03931 validation_1-rmse:0.03099
|
|
[197] validation_0-rmse:0.03928 validation_1-rmse:0.03094
|
|
[198] validation_0-rmse:0.03925 validation_1-rmse:0.03089
|
|
[199] validation_0-rmse:0.03921 validation_1-rmse:0.03081
|
|
2025-05-02 03:11:03,302 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (40.90 secs) --------------------
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:11:03] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
2025-05-02 03:11:03,342 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1744243200/cb_btc_1744243200--s_close.html
|
|
2025-05-02 03:11:03,343 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-02 03:11:03,431 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-02 03:11:03,557 - freqtrade.freqai.freqai_interface - INFO - Training 5 timeranges
|
|
2025-05-02 03:11:03,558 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-01-30 00:00:00 to 2025-03-01 00:00:00, 1/5 trains
|
|
2025-05-02 03:11:03,559 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1740787200_prediction.feather
|
|
2025-05-02 03:11:12,141 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
|
|
2025-05-02 03:11:12,142 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 5m from 2025-01-29 19:50:00 to 2025-04-20 00:00:00
|
|
2025-05-02 03:11:12,151 - freqtrade.data.history.datahandlers.idatahandler - WARNING - SOL/USDT, spot, 5m, data starts at 2025-02-01 00:00:00
|
|
2025-05-02 03:11:12,239 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
|
|
2025-05-02 03:11:12,240 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 1h from 2025-01-27 22:00:00 to 2025-04-20 00:00:00
|
|
2025-05-02 03:11:12,244 - freqtrade.data.history.datahandlers.idatahandler - WARNING - SOL/USDT, spot, 1h, data starts at 2025-02-01 00:00:00
|
|
2025-05-02 03:11:12,600 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
|
|
2025-05-02 03:11:12,601 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-01-29 21:30:00 to 2025-04-20 00:00:00
|
|
2025-05-02 03:11:12,610 - freqtrade.data.history.datahandlers.idatahandler - WARNING - BTC/USDT, spot, 3m, data starts at 2025-02-01 00:00:00
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
2025-05-02 03:11:14,141 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1740787200/cb_sol_1740787200
|
|
2025-05-02 03:11:14,142 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
|
2025-05-02 03:11:14,285 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 13440.
|
|
2025-05-02 03:11:14,286 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-02-01 to 2025-02-28 --------------------
|
|
2025-05-02 03:11:14,365 - datasieve.pipeline - INFO - VarianceThreshold will remove 19 features from the dataset.on transform. ['%-%-order_book_imbalance-10_10_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_3m' '%-hour_of_day'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_3m']
|
|
2025-05-02 03:11:14,421 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 631 features
|
|
2025-05-02 03:11:14,421 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 10752 data points
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:11:14] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
[0] validation_0-rmse:0.55205 validation_1-rmse:0.55174
|
|
[1] validation_0-rmse:0.52499 validation_1-rmse:0.52469
|
|
[2] validation_0-rmse:0.49929 validation_1-rmse:0.49901
|
|
[3] validation_0-rmse:0.47489 validation_1-rmse:0.47462
|
|
[4] validation_0-rmse:0.45174 validation_1-rmse:0.45147
|
|
[5] validation_0-rmse:0.42977 validation_1-rmse:0.42952
|
|
[6] validation_0-rmse:0.40894 validation_1-rmse:0.40868
|
|
[7] validation_0-rmse:0.38918 validation_1-rmse:0.38891
|
|
[8] validation_0-rmse:0.37041 validation_1-rmse:0.37013
|
|
[9] validation_0-rmse:0.35262 validation_1-rmse:0.35233
|
|
[10] validation_0-rmse:0.33575 validation_1-rmse:0.33545
|
|
[11] validation_0-rmse:0.31974 validation_1-rmse:0.31943
|
|
[12] validation_0-rmse:0.30459 validation_1-rmse:0.30425
|
|
[13] validation_0-rmse:0.29021 validation_1-rmse:0.28986
|
|
[14] validation_0-rmse:0.27657 validation_1-rmse:0.27620
|
|
[15] validation_0-rmse:0.26364 validation_1-rmse:0.26325
|
|
[16] validation_0-rmse:0.25143 validation_1-rmse:0.25101
|
|
[17] validation_0-rmse:0.23988 validation_1-rmse:0.23942
|
|
[18] validation_0-rmse:0.22891 validation_1-rmse:0.22841
|
|
[19] validation_0-rmse:0.21850 validation_1-rmse:0.21797
|
|
[20] validation_0-rmse:0.20869 validation_1-rmse:0.20813
|
|
[21] validation_0-rmse:0.19941 validation_1-rmse:0.19882
|
|
[22] validation_0-rmse:0.19063 validation_1-rmse:0.18999
|
|
[23] validation_0-rmse:0.18239 validation_1-rmse:0.18169
|
|
[24] validation_0-rmse:0.17456 validation_1-rmse:0.17383
|
|
[25] validation_0-rmse:0.16721 validation_1-rmse:0.16641
|
|
[26] validation_0-rmse:0.16022 validation_1-rmse:0.15936
|
|
[27] validation_0-rmse:0.15366 validation_1-rmse:0.15275
|
|
[28] validation_0-rmse:0.14750 validation_1-rmse:0.14651
|
|
[29] validation_0-rmse:0.14170 validation_1-rmse:0.14062
|
|
[30] validation_0-rmse:0.13622 validation_1-rmse:0.13508
|
|
[31] validation_0-rmse:0.13108 validation_1-rmse:0.12988
|
|
[32] validation_0-rmse:0.12626 validation_1-rmse:0.12497
|
|
[33] validation_0-rmse:0.12174 validation_1-rmse:0.12037
|
|
[34] validation_0-rmse:0.11746 validation_1-rmse:0.11599
|
|
[35] validation_0-rmse:0.11348 validation_1-rmse:0.11193
|
|
[36] validation_0-rmse:0.10980 validation_1-rmse:0.10813
|
|
[37] validation_0-rmse:0.10633 validation_1-rmse:0.10456
|
|
[38] validation_0-rmse:0.10308 validation_1-rmse:0.10122
|
|
[39] validation_0-rmse:0.10004 validation_1-rmse:0.09807
|
|
[40] validation_0-rmse:0.09724 validation_1-rmse:0.09517
|
|
[41] validation_0-rmse:0.09459 validation_1-rmse:0.09242
|
|
[42] validation_0-rmse:0.09214 validation_1-rmse:0.08985
|
|
[43] validation_0-rmse:0.08987 validation_1-rmse:0.08745
|
|
[44] validation_0-rmse:0.08778 validation_1-rmse:0.08522
|
|
[45] validation_0-rmse:0.08582 validation_1-rmse:0.08315
|
|
[46] validation_0-rmse:0.08398 validation_1-rmse:0.08117
|
|
[47] validation_0-rmse:0.08228 validation_1-rmse:0.07936
|
|
[48] validation_0-rmse:0.08072 validation_1-rmse:0.07767
|
|
[49] validation_0-rmse:0.07930 validation_1-rmse:0.07612
|
|
[50] validation_0-rmse:0.07795 validation_1-rmse:0.07465
|
|
[51] validation_0-rmse:0.07668 validation_1-rmse:0.07326
|
|
[52] validation_0-rmse:0.07555 validation_1-rmse:0.07200
|
|
[53] validation_0-rmse:0.07445 validation_1-rmse:0.07081
|
|
[54] validation_0-rmse:0.07348 validation_1-rmse:0.06971
|
|
[55] validation_0-rmse:0.07257 validation_1-rmse:0.06869
|
|
[56] validation_0-rmse:0.07175 validation_1-rmse:0.06776
|
|
[57] validation_0-rmse:0.07097 validation_1-rmse:0.06688
|
|
[58] validation_0-rmse:0.07025 validation_1-rmse:0.06603
|
|
[59] validation_0-rmse:0.06955 validation_1-rmse:0.06523
|
|
[60] validation_0-rmse:0.06893 validation_1-rmse:0.06450
|
|
[61] validation_0-rmse:0.06838 validation_1-rmse:0.06386
|
|
[62] validation_0-rmse:0.06784 validation_1-rmse:0.06322
|
|
[63] validation_0-rmse:0.06732 validation_1-rmse:0.06258
|
|
[64] validation_0-rmse:0.06690 validation_1-rmse:0.06205
|
|
[65] validation_0-rmse:0.06650 validation_1-rmse:0.06156
|
|
[66] validation_0-rmse:0.06610 validation_1-rmse:0.06107
|
|
[67] validation_0-rmse:0.06576 validation_1-rmse:0.06061
|
|
[68] validation_0-rmse:0.06540 validation_1-rmse:0.06016
|
|
[69] validation_0-rmse:0.06508 validation_1-rmse:0.05977
|
|
[70] validation_0-rmse:0.06479 validation_1-rmse:0.05940
|
|
[71] validation_0-rmse:0.06453 validation_1-rmse:0.05906
|
|
[72] validation_0-rmse:0.06430 validation_1-rmse:0.05875
|
|
[73] validation_0-rmse:0.06407 validation_1-rmse:0.05842
|
|
[74] validation_0-rmse:0.06387 validation_1-rmse:0.05814
|
|
[75] validation_0-rmse:0.06366 validation_1-rmse:0.05785
|
|
[76] validation_0-rmse:0.06345 validation_1-rmse:0.05756
|
|
[77] validation_0-rmse:0.06326 validation_1-rmse:0.05731
|
|
[78] validation_0-rmse:0.06309 validation_1-rmse:0.05709
|
|
[79] validation_0-rmse:0.06290 validation_1-rmse:0.05684
|
|
[80] validation_0-rmse:0.06273 validation_1-rmse:0.05660
|
|
[81] validation_0-rmse:0.06259 validation_1-rmse:0.05638
|
|
[82] validation_0-rmse:0.06244 validation_1-rmse:0.05618
|
|
[83] validation_0-rmse:0.06227 validation_1-rmse:0.05595
|
|
[84] validation_0-rmse:0.06207 validation_1-rmse:0.05570
|
|
[85] validation_0-rmse:0.06195 validation_1-rmse:0.05552
|
|
[86] validation_0-rmse:0.06182 validation_1-rmse:0.05533
|
|
[87] validation_0-rmse:0.06171 validation_1-rmse:0.05515
|
|
[88] validation_0-rmse:0.06158 validation_1-rmse:0.05494
|
|
[89] validation_0-rmse:0.06145 validation_1-rmse:0.05476
|
|
[90] validation_0-rmse:0.06129 validation_1-rmse:0.05458
|
|
[91] validation_0-rmse:0.06120 validation_1-rmse:0.05439
|
|
[92] validation_0-rmse:0.06110 validation_1-rmse:0.05423
|
|
[93] validation_0-rmse:0.06102 validation_1-rmse:0.05409
|
|
[94] validation_0-rmse:0.06090 validation_1-rmse:0.05391
|
|
[95] validation_0-rmse:0.06079 validation_1-rmse:0.05375
|
|
[96] validation_0-rmse:0.06068 validation_1-rmse:0.05358
|
|
[97] validation_0-rmse:0.06058 validation_1-rmse:0.05343
|
|
[98] validation_0-rmse:0.06043 validation_1-rmse:0.05323
|
|
[99] validation_0-rmse:0.06031 validation_1-rmse:0.05308
|
|
[100] validation_0-rmse:0.06019 validation_1-rmse:0.05289
|
|
[101] validation_0-rmse:0.06007 validation_1-rmse:0.05271
|
|
[102] validation_0-rmse:0.05996 validation_1-rmse:0.05256
|
|
[103] validation_0-rmse:0.05985 validation_1-rmse:0.05240
|
|
[104] validation_0-rmse:0.05974 validation_1-rmse:0.05224
|
|
[105] validation_0-rmse:0.05968 validation_1-rmse:0.05210
|
|
[106] validation_0-rmse:0.05961 validation_1-rmse:0.05198
|
|
[107] validation_0-rmse:0.05955 validation_1-rmse:0.05186
|
|
[108] validation_0-rmse:0.05947 validation_1-rmse:0.05173
|
|
[109] validation_0-rmse:0.05938 validation_1-rmse:0.05159
|
|
[110] validation_0-rmse:0.05932 validation_1-rmse:0.05148
|
|
[111] validation_0-rmse:0.05929 validation_1-rmse:0.05136
|
|
[112] validation_0-rmse:0.05923 validation_1-rmse:0.05125
|
|
[113] validation_0-rmse:0.05916 validation_1-rmse:0.05110
|
|
[114] validation_0-rmse:0.05909 validation_1-rmse:0.05099
|
|
[115] validation_0-rmse:0.05902 validation_1-rmse:0.05088
|
|
[116] validation_0-rmse:0.05893 validation_1-rmse:0.05074
|
|
[117] validation_0-rmse:0.05885 validation_1-rmse:0.05061
|
|
[118] validation_0-rmse:0.05876 validation_1-rmse:0.05048
|
|
[119] validation_0-rmse:0.05870 validation_1-rmse:0.05035
|
|
[120] validation_0-rmse:0.05862 validation_1-rmse:0.05023
|
|
[121] validation_0-rmse:0.05855 validation_1-rmse:0.05010
|
|
[122] validation_0-rmse:0.05847 validation_1-rmse:0.04998
|
|
[123] validation_0-rmse:0.05841 validation_1-rmse:0.04987
|
|
[124] validation_0-rmse:0.05834 validation_1-rmse:0.04974
|
|
[125] validation_0-rmse:0.05828 validation_1-rmse:0.04962
|
|
[126] validation_0-rmse:0.05817 validation_1-rmse:0.04949
|
|
[127] validation_0-rmse:0.05808 validation_1-rmse:0.04934
|
|
[128] validation_0-rmse:0.05801 validation_1-rmse:0.04920
|
|
[129] validation_0-rmse:0.05792 validation_1-rmse:0.04906
|
|
[130] validation_0-rmse:0.05786 validation_1-rmse:0.04896
|
|
[131] validation_0-rmse:0.05779 validation_1-rmse:0.04884
|
|
[132] validation_0-rmse:0.05767 validation_1-rmse:0.04869
|
|
[133] validation_0-rmse:0.05760 validation_1-rmse:0.04857
|
|
[134] validation_0-rmse:0.05753 validation_1-rmse:0.04844
|
|
[135] validation_0-rmse:0.05746 validation_1-rmse:0.04830
|
|
[136] validation_0-rmse:0.05738 validation_1-rmse:0.04818
|
|
[137] validation_0-rmse:0.05730 validation_1-rmse:0.04808
|
|
[138] validation_0-rmse:0.05723 validation_1-rmse:0.04796
|
|
[139] validation_0-rmse:0.05715 validation_1-rmse:0.04785
|
|
[140] validation_0-rmse:0.05706 validation_1-rmse:0.04772
|
|
[141] validation_0-rmse:0.05701 validation_1-rmse:0.04763
|
|
[142] validation_0-rmse:0.05693 validation_1-rmse:0.04751
|
|
[143] validation_0-rmse:0.05690 validation_1-rmse:0.04743
|
|
[144] validation_0-rmse:0.05683 validation_1-rmse:0.04732
|
|
[145] validation_0-rmse:0.05677 validation_1-rmse:0.04724
|
|
[146] validation_0-rmse:0.05671 validation_1-rmse:0.04712
|
|
[147] validation_0-rmse:0.05665 validation_1-rmse:0.04702
|
|
[148] validation_0-rmse:0.05656 validation_1-rmse:0.04688
|
|
[149] validation_0-rmse:0.05650 validation_1-rmse:0.04679
|
|
[150] validation_0-rmse:0.05639 validation_1-rmse:0.04665
|
|
[151] validation_0-rmse:0.05631 validation_1-rmse:0.04653
|
|
[152] validation_0-rmse:0.05624 validation_1-rmse:0.04644
|
|
[153] validation_0-rmse:0.05619 validation_1-rmse:0.04636
|
|
[154] validation_0-rmse:0.05615 validation_1-rmse:0.04627
|
|
[155] validation_0-rmse:0.05606 validation_1-rmse:0.04614
|
|
[156] validation_0-rmse:0.05602 validation_1-rmse:0.04607
|
|
[157] validation_0-rmse:0.05593 validation_1-rmse:0.04595
|
|
[158] validation_0-rmse:0.05587 validation_1-rmse:0.04584
|
|
[159] validation_0-rmse:0.05581 validation_1-rmse:0.04574
|
|
[160] validation_0-rmse:0.05575 validation_1-rmse:0.04565
|
|
[161] validation_0-rmse:0.05570 validation_1-rmse:0.04556
|
|
[162] validation_0-rmse:0.05567 validation_1-rmse:0.04549
|
|
[163] validation_0-rmse:0.05562 validation_1-rmse:0.04539
|
|
[164] validation_0-rmse:0.05555 validation_1-rmse:0.04527
|
|
[165] validation_0-rmse:0.05548 validation_1-rmse:0.04515
|
|
[166] validation_0-rmse:0.05542 validation_1-rmse:0.04504
|
|
[167] validation_0-rmse:0.05536 validation_1-rmse:0.04494
|
|
[168] validation_0-rmse:0.05532 validation_1-rmse:0.04485
|
|
[169] validation_0-rmse:0.05528 validation_1-rmse:0.04476
|
|
[170] validation_0-rmse:0.05522 validation_1-rmse:0.04466
|
|
[171] validation_0-rmse:0.05515 validation_1-rmse:0.04455
|
|
[172] validation_0-rmse:0.05508 validation_1-rmse:0.04444
|
|
[173] validation_0-rmse:0.05503 validation_1-rmse:0.04435
|
|
[174] validation_0-rmse:0.05499 validation_1-rmse:0.04426
|
|
[175] validation_0-rmse:0.05494 validation_1-rmse:0.04416
|
|
[176] validation_0-rmse:0.05489 validation_1-rmse:0.04406
|
|
[177] validation_0-rmse:0.05484 validation_1-rmse:0.04398
|
|
[178] validation_0-rmse:0.05477 validation_1-rmse:0.04388
|
|
[179] validation_0-rmse:0.05472 validation_1-rmse:0.04381
|
|
[180] validation_0-rmse:0.05467 validation_1-rmse:0.04372
|
|
[181] validation_0-rmse:0.05462 validation_1-rmse:0.04362
|
|
[182] validation_0-rmse:0.05458 validation_1-rmse:0.04353
|
|
[183] validation_0-rmse:0.05450 validation_1-rmse:0.04343
|
|
[184] validation_0-rmse:0.05444 validation_1-rmse:0.04333
|
|
[185] validation_0-rmse:0.05439 validation_1-rmse:0.04327
|
|
[186] validation_0-rmse:0.05434 validation_1-rmse:0.04318
|
|
[187] validation_0-rmse:0.05428 validation_1-rmse:0.04306
|
|
[188] validation_0-rmse:0.05421 validation_1-rmse:0.04297
|
|
[189] validation_0-rmse:0.05415 validation_1-rmse:0.04287
|
|
[190] validation_0-rmse:0.05412 validation_1-rmse:0.04279
|
|
[191] validation_0-rmse:0.05405 validation_1-rmse:0.04267
|
|
[192] validation_0-rmse:0.05398 validation_1-rmse:0.04257
|
|
[193] validation_0-rmse:0.05393 validation_1-rmse:0.04248
|
|
[194] validation_0-rmse:0.05387 validation_1-rmse:0.04239
|
|
[195] validation_0-rmse:0.05379 validation_1-rmse:0.04228
|
|
[196] validation_0-rmse:0.05374 validation_1-rmse:0.04220
|
|
[197] validation_0-rmse:0.05370 validation_1-rmse:0.04211
|
|
[198] validation_0-rmse:0.05366 validation_1-rmse:0.04202
|
|
[199] validation_0-rmse:0.05360 validation_1-rmse:0.04191
|
|
2025-05-02 03:12:26,454 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (72.31 secs) --------------------
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:12:26] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
2025-05-02 03:12:26,488 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1740787200/cb_sol_1740787200--s_close.html
|
|
2025-05-02 03:12:26,488 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-02 03:12:26,638 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-02 03:12:26,654 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-02-09 00:00:00 to 2025-03-11 00:00:00, 2/5 trains
|
|
2025-05-02 03:12:26,654 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1741651200_prediction.feather
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
2025-05-02 03:12:27,333 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1741651200/cb_sol_1741651200
|
|
2025-05-02 03:12:27,334 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
|
2025-05-02 03:12:27,485 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
|
2025-05-02 03:12:27,486 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-02-09 to 2025-03-10 --------------------
|
|
2025-05-02 03:12:27,572 - datasieve.pipeline - INFO - VarianceThreshold will remove 109 features from the dataset.on transform. ['%-%-order_book_imbalance-10_10_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_1h' '%-hour_of_day'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_1h']
|
|
2025-05-02 03:12:27,622 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 541 features
|
|
2025-05-02 03:12:27,622 - 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:
|
|
|
|
[03:12:28] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
[0] validation_0-rmse:0.37134 validation_1-rmse:0.37012
|
|
[1] validation_0-rmse:0.35334 validation_1-rmse:0.35213
|
|
[2] validation_0-rmse:0.33625 validation_1-rmse:0.33504
|
|
[3] validation_0-rmse:0.32005 validation_1-rmse:0.31882
|
|
[4] validation_0-rmse:0.30469 validation_1-rmse:0.30345
|
|
[5] validation_0-rmse:0.29011 validation_1-rmse:0.28885
|
|
[6] validation_0-rmse:0.27627 validation_1-rmse:0.27499
|
|
[7] validation_0-rmse:0.26316 validation_1-rmse:0.26186
|
|
[8] validation_0-rmse:0.25071 validation_1-rmse:0.24940
|
|
[9] validation_0-rmse:0.23891 validation_1-rmse:0.23760
|
|
[10] validation_0-rmse:0.22774 validation_1-rmse:0.22640
|
|
[11] validation_0-rmse:0.21713 validation_1-rmse:0.21576
|
|
[12] validation_0-rmse:0.20710 validation_1-rmse:0.20570
|
|
[13] validation_0-rmse:0.19762 validation_1-rmse:0.19617
|
|
[14] validation_0-rmse:0.18863 validation_1-rmse:0.18715
|
|
[15] validation_0-rmse:0.18013 validation_1-rmse:0.17859
|
|
[16] validation_0-rmse:0.17204 validation_1-rmse:0.17045
|
|
[17] validation_0-rmse:0.16440 validation_1-rmse:0.16278
|
|
[18] validation_0-rmse:0.15718 validation_1-rmse:0.15552
|
|
[19] validation_0-rmse:0.15040 validation_1-rmse:0.14867
|
|
[20] validation_0-rmse:0.14398 validation_1-rmse:0.14220
|
|
[21] validation_0-rmse:0.13792 validation_1-rmse:0.13606
|
|
[22] validation_0-rmse:0.13217 validation_1-rmse:0.13027
|
|
[23] validation_0-rmse:0.12676 validation_1-rmse:0.12477
|
|
[24] validation_0-rmse:0.12166 validation_1-rmse:0.11961
|
|
[25] validation_0-rmse:0.11686 validation_1-rmse:0.11474
|
|
[26] validation_0-rmse:0.11234 validation_1-rmse:0.11014
|
|
[27] validation_0-rmse:0.10809 validation_1-rmse:0.10582
|
|
[28] validation_0-rmse:0.10409 validation_1-rmse:0.10173
|
|
[29] validation_0-rmse:0.10030 validation_1-rmse:0.09785
|
|
[30] validation_0-rmse:0.09679 validation_1-rmse:0.09423
|
|
[31] validation_0-rmse:0.09349 validation_1-rmse:0.09086
|
|
[32] validation_0-rmse:0.09038 validation_1-rmse:0.08766
|
|
[33] validation_0-rmse:0.08751 validation_1-rmse:0.08472
|
|
[34] validation_0-rmse:0.08479 validation_1-rmse:0.08193
|
|
[35] validation_0-rmse:0.08226 validation_1-rmse:0.07929
|
|
[36] validation_0-rmse:0.07989 validation_1-rmse:0.07683
|
|
[37] validation_0-rmse:0.07761 validation_1-rmse:0.07452
|
|
[38] validation_0-rmse:0.07554 validation_1-rmse:0.07235
|
|
[39] validation_0-rmse:0.07354 validation_1-rmse:0.07029
|
|
[40] validation_0-rmse:0.07177 validation_1-rmse:0.06843
|
|
[41] validation_0-rmse:0.07008 validation_1-rmse:0.06667
|
|
[42] validation_0-rmse:0.06855 validation_1-rmse:0.06503
|
|
[43] validation_0-rmse:0.06710 validation_1-rmse:0.06350
|
|
[44] validation_0-rmse:0.06576 validation_1-rmse:0.06207
|
|
[45] validation_0-rmse:0.06455 validation_1-rmse:0.06076
|
|
[46] validation_0-rmse:0.06338 validation_1-rmse:0.05951
|
|
[47] validation_0-rmse:0.06222 validation_1-rmse:0.05827
|
|
[48] validation_0-rmse:0.06123 validation_1-rmse:0.05721
|
|
[49] validation_0-rmse:0.06032 validation_1-rmse:0.05622
|
|
[50] validation_0-rmse:0.05950 validation_1-rmse:0.05529
|
|
[51] validation_0-rmse:0.05870 validation_1-rmse:0.05440
|
|
[52] validation_0-rmse:0.05799 validation_1-rmse:0.05363
|
|
[53] validation_0-rmse:0.05731 validation_1-rmse:0.05289
|
|
[54] validation_0-rmse:0.05665 validation_1-rmse:0.05215
|
|
[55] validation_0-rmse:0.05608 validation_1-rmse:0.05151
|
|
[56] validation_0-rmse:0.05548 validation_1-rmse:0.05090
|
|
[57] validation_0-rmse:0.05502 validation_1-rmse:0.05035
|
|
[58] validation_0-rmse:0.05446 validation_1-rmse:0.04979
|
|
[59] validation_0-rmse:0.05404 validation_1-rmse:0.04933
|
|
[60] validation_0-rmse:0.05365 validation_1-rmse:0.04888
|
|
[61] validation_0-rmse:0.05328 validation_1-rmse:0.04847
|
|
[62] validation_0-rmse:0.05292 validation_1-rmse:0.04805
|
|
[63] validation_0-rmse:0.05260 validation_1-rmse:0.04767
|
|
[64] validation_0-rmse:0.05228 validation_1-rmse:0.04730
|
|
[65] validation_0-rmse:0.05202 validation_1-rmse:0.04700
|
|
[66] validation_0-rmse:0.05175 validation_1-rmse:0.04670
|
|
[67] validation_0-rmse:0.05155 validation_1-rmse:0.04641
|
|
[68] validation_0-rmse:0.05130 validation_1-rmse:0.04609
|
|
[69] validation_0-rmse:0.05108 validation_1-rmse:0.04583
|
|
[70] validation_0-rmse:0.05084 validation_1-rmse:0.04560
|
|
[71] validation_0-rmse:0.05066 validation_1-rmse:0.04538
|
|
[72] validation_0-rmse:0.05049 validation_1-rmse:0.04514
|
|
[73] validation_0-rmse:0.05025 validation_1-rmse:0.04486
|
|
[74] validation_0-rmse:0.05002 validation_1-rmse:0.04463
|
|
[75] validation_0-rmse:0.04986 validation_1-rmse:0.04444
|
|
[76] validation_0-rmse:0.04975 validation_1-rmse:0.04425
|
|
[77] validation_0-rmse:0.04962 validation_1-rmse:0.04408
|
|
[78] validation_0-rmse:0.04949 validation_1-rmse:0.04391
|
|
[79] validation_0-rmse:0.04936 validation_1-rmse:0.04372
|
|
[80] validation_0-rmse:0.04923 validation_1-rmse:0.04353
|
|
[81] validation_0-rmse:0.04912 validation_1-rmse:0.04340
|
|
[82] validation_0-rmse:0.04900 validation_1-rmse:0.04325
|
|
[83] validation_0-rmse:0.04887 validation_1-rmse:0.04309
|
|
[84] validation_0-rmse:0.04873 validation_1-rmse:0.04292
|
|
[85] validation_0-rmse:0.04860 validation_1-rmse:0.04275
|
|
[86] validation_0-rmse:0.04848 validation_1-rmse:0.04259
|
|
[87] validation_0-rmse:0.04835 validation_1-rmse:0.04244
|
|
[88] validation_0-rmse:0.04825 validation_1-rmse:0.04231
|
|
[89] validation_0-rmse:0.04817 validation_1-rmse:0.04219
|
|
[90] validation_0-rmse:0.04811 validation_1-rmse:0.04207
|
|
[91] validation_0-rmse:0.04793 validation_1-rmse:0.04190
|
|
[92] validation_0-rmse:0.04784 validation_1-rmse:0.04178
|
|
[93] validation_0-rmse:0.04773 validation_1-rmse:0.04166
|
|
[94] validation_0-rmse:0.04756 validation_1-rmse:0.04152
|
|
[95] validation_0-rmse:0.04748 validation_1-rmse:0.04140
|
|
[96] validation_0-rmse:0.04735 validation_1-rmse:0.04124
|
|
[97] validation_0-rmse:0.04723 validation_1-rmse:0.04110
|
|
[98] validation_0-rmse:0.04716 validation_1-rmse:0.04098
|
|
[99] validation_0-rmse:0.04711 validation_1-rmse:0.04089
|
|
[100] validation_0-rmse:0.04699 validation_1-rmse:0.04077
|
|
[101] validation_0-rmse:0.04692 validation_1-rmse:0.04066
|
|
[102] validation_0-rmse:0.04684 validation_1-rmse:0.04054
|
|
[103] validation_0-rmse:0.04677 validation_1-rmse:0.04042
|
|
[104] validation_0-rmse:0.04671 validation_1-rmse:0.04033
|
|
[105] validation_0-rmse:0.04663 validation_1-rmse:0.04019
|
|
[106] validation_0-rmse:0.04657 validation_1-rmse:0.04010
|
|
[107] validation_0-rmse:0.04651 validation_1-rmse:0.04000
|
|
[108] validation_0-rmse:0.04645 validation_1-rmse:0.03990
|
|
[109] validation_0-rmse:0.04639 validation_1-rmse:0.03979
|
|
[110] validation_0-rmse:0.04632 validation_1-rmse:0.03967
|
|
[111] validation_0-rmse:0.04625 validation_1-rmse:0.03955
|
|
[112] validation_0-rmse:0.04618 validation_1-rmse:0.03945
|
|
[113] validation_0-rmse:0.04610 validation_1-rmse:0.03933
|
|
[114] validation_0-rmse:0.04601 validation_1-rmse:0.03921
|
|
[115] validation_0-rmse:0.04594 validation_1-rmse:0.03910
|
|
[116] validation_0-rmse:0.04588 validation_1-rmse:0.03901
|
|
[117] validation_0-rmse:0.04583 validation_1-rmse:0.03893
|
|
[118] validation_0-rmse:0.04569 validation_1-rmse:0.03881
|
|
[119] validation_0-rmse:0.04562 validation_1-rmse:0.03872
|
|
[120] validation_0-rmse:0.04555 validation_1-rmse:0.03862
|
|
[121] validation_0-rmse:0.04548 validation_1-rmse:0.03852
|
|
[122] validation_0-rmse:0.04539 validation_1-rmse:0.03841
|
|
[123] validation_0-rmse:0.04533 validation_1-rmse:0.03833
|
|
[124] validation_0-rmse:0.04528 validation_1-rmse:0.03823
|
|
[125] validation_0-rmse:0.04519 validation_1-rmse:0.03814
|
|
[126] validation_0-rmse:0.04512 validation_1-rmse:0.03803
|
|
[127] validation_0-rmse:0.04506 validation_1-rmse:0.03794
|
|
[128] validation_0-rmse:0.04502 validation_1-rmse:0.03785
|
|
[129] validation_0-rmse:0.04497 validation_1-rmse:0.03777
|
|
[130] validation_0-rmse:0.04491 validation_1-rmse:0.03769
|
|
[131] validation_0-rmse:0.04486 validation_1-rmse:0.03760
|
|
[132] validation_0-rmse:0.04480 validation_1-rmse:0.03749
|
|
[133] validation_0-rmse:0.04474 validation_1-rmse:0.03739
|
|
[134] validation_0-rmse:0.04468 validation_1-rmse:0.03729
|
|
[135] validation_0-rmse:0.04459 validation_1-rmse:0.03720
|
|
[136] validation_0-rmse:0.04452 validation_1-rmse:0.03710
|
|
[137] validation_0-rmse:0.04444 validation_1-rmse:0.03699
|
|
[138] validation_0-rmse:0.04435 validation_1-rmse:0.03689
|
|
[139] validation_0-rmse:0.04429 validation_1-rmse:0.03680
|
|
[140] validation_0-rmse:0.04425 validation_1-rmse:0.03671
|
|
[141] validation_0-rmse:0.04419 validation_1-rmse:0.03662
|
|
[142] validation_0-rmse:0.04410 validation_1-rmse:0.03653
|
|
[143] validation_0-rmse:0.04402 validation_1-rmse:0.03643
|
|
[144] validation_0-rmse:0.04397 validation_1-rmse:0.03632
|
|
[145] validation_0-rmse:0.04393 validation_1-rmse:0.03624
|
|
[146] validation_0-rmse:0.04388 validation_1-rmse:0.03617
|
|
[147] validation_0-rmse:0.04380 validation_1-rmse:0.03609
|
|
[148] validation_0-rmse:0.04374 validation_1-rmse:0.03599
|
|
[149] validation_0-rmse:0.04370 validation_1-rmse:0.03592
|
|
[150] validation_0-rmse:0.04363 validation_1-rmse:0.03583
|
|
[151] validation_0-rmse:0.04357 validation_1-rmse:0.03572
|
|
[152] validation_0-rmse:0.04352 validation_1-rmse:0.03565
|
|
[153] validation_0-rmse:0.04345 validation_1-rmse:0.03556
|
|
[154] validation_0-rmse:0.04338 validation_1-rmse:0.03549
|
|
[155] validation_0-rmse:0.04332 validation_1-rmse:0.03541
|
|
[156] validation_0-rmse:0.04327 validation_1-rmse:0.03534
|
|
[157] validation_0-rmse:0.04323 validation_1-rmse:0.03527
|
|
[158] validation_0-rmse:0.04316 validation_1-rmse:0.03520
|
|
[159] validation_0-rmse:0.04311 validation_1-rmse:0.03513
|
|
[160] validation_0-rmse:0.04305 validation_1-rmse:0.03504
|
|
[161] validation_0-rmse:0.04300 validation_1-rmse:0.03495
|
|
[162] validation_0-rmse:0.04292 validation_1-rmse:0.03487
|
|
[163] validation_0-rmse:0.04286 validation_1-rmse:0.03478
|
|
[164] validation_0-rmse:0.04281 validation_1-rmse:0.03470
|
|
[165] validation_0-rmse:0.04277 validation_1-rmse:0.03463
|
|
[166] validation_0-rmse:0.04272 validation_1-rmse:0.03456
|
|
[167] validation_0-rmse:0.04265 validation_1-rmse:0.03446
|
|
[168] validation_0-rmse:0.04261 validation_1-rmse:0.03440
|
|
[169] validation_0-rmse:0.04257 validation_1-rmse:0.03433
|
|
[170] validation_0-rmse:0.04252 validation_1-rmse:0.03426
|
|
[171] validation_0-rmse:0.04246 validation_1-rmse:0.03418
|
|
[172] validation_0-rmse:0.04241 validation_1-rmse:0.03410
|
|
[173] validation_0-rmse:0.04238 validation_1-rmse:0.03404
|
|
[174] validation_0-rmse:0.04234 validation_1-rmse:0.03397
|
|
[175] validation_0-rmse:0.04229 validation_1-rmse:0.03389
|
|
[176] validation_0-rmse:0.04226 validation_1-rmse:0.03383
|
|
[177] validation_0-rmse:0.04218 validation_1-rmse:0.03376
|
|
[178] validation_0-rmse:0.04213 validation_1-rmse:0.03367
|
|
[179] validation_0-rmse:0.04209 validation_1-rmse:0.03360
|
|
[180] validation_0-rmse:0.04204 validation_1-rmse:0.03352
|
|
[181] validation_0-rmse:0.04196 validation_1-rmse:0.03345
|
|
[182] validation_0-rmse:0.04191 validation_1-rmse:0.03335
|
|
[183] validation_0-rmse:0.04183 validation_1-rmse:0.03327
|
|
[184] validation_0-rmse:0.04181 validation_1-rmse:0.03321
|
|
[185] validation_0-rmse:0.04176 validation_1-rmse:0.03313
|
|
[186] validation_0-rmse:0.04172 validation_1-rmse:0.03307
|
|
[187] validation_0-rmse:0.04167 validation_1-rmse:0.03300
|
|
[188] validation_0-rmse:0.04164 validation_1-rmse:0.03292
|
|
[189] validation_0-rmse:0.04161 validation_1-rmse:0.03287
|
|
[190] validation_0-rmse:0.04158 validation_1-rmse:0.03279
|
|
[191] validation_0-rmse:0.04155 validation_1-rmse:0.03274
|
|
[192] validation_0-rmse:0.04151 validation_1-rmse:0.03267
|
|
[193] validation_0-rmse:0.04145 validation_1-rmse:0.03261
|
|
[194] validation_0-rmse:0.04142 validation_1-rmse:0.03256
|
|
[195] validation_0-rmse:0.04137 validation_1-rmse:0.03248
|
|
[196] validation_0-rmse:0.04134 validation_1-rmse:0.03242
|
|
[197] validation_0-rmse:0.04129 validation_1-rmse:0.03235
|
|
[198] validation_0-rmse:0.04123 validation_1-rmse:0.03227
|
|
[199] validation_0-rmse:0.04118 validation_1-rmse:0.03220
|
|
2025-05-02 03:13:43,791 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (76.46 secs) --------------------
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:13:43] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
2025-05-02 03:13:43,827 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1741651200/cb_sol_1741651200--s_close.html
|
|
2025-05-02 03:13:43,828 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-02 03:13:43,971 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-02 03:13:43,989 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-02-19 00:00:00 to 2025-03-21 00:00:00, 3/5 trains
|
|
2025-05-02 03:13:43,990 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1742515200_prediction.feather
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
2025-05-02 03:13:44,792 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1742515200/cb_sol_1742515200
|
|
2025-05-02 03:13:44,793 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
|
2025-05-02 03:13:44,946 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
|
2025-05-02 03:13:44,947 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-02-19 to 2025-03-20 --------------------
|
|
2025-05-02 03:13:45,033 - datasieve.pipeline - INFO - VarianceThreshold will remove 109 features from the dataset.on transform. ['%-%-order_book_imbalance-10_10_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_1h' '%-hour_of_day'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_1h']
|
|
2025-05-02 03:13:45,084 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 541 features
|
|
2025-05-02 03:13:45,085 - 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:
|
|
|
|
[03:13:45] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
[0] validation_0-rmse:0.35623 validation_1-rmse:0.35922
|
|
[1] validation_0-rmse:0.33887 validation_1-rmse:0.34172
|
|
[2] validation_0-rmse:0.32239 validation_1-rmse:0.32512
|
|
[3] validation_0-rmse:0.30678 validation_1-rmse:0.30939
|
|
[4] validation_0-rmse:0.29193 validation_1-rmse:0.29443
|
|
[5] validation_0-rmse:0.27784 validation_1-rmse:0.28025
|
|
[6] validation_0-rmse:0.26449 validation_1-rmse:0.26679
|
|
[7] validation_0-rmse:0.25183 validation_1-rmse:0.25403
|
|
[8] validation_0-rmse:0.23982 validation_1-rmse:0.24192
|
|
[9] validation_0-rmse:0.22841 validation_1-rmse:0.23046
|
|
[10] validation_0-rmse:0.21761 validation_1-rmse:0.21956
|
|
[11] validation_0-rmse:0.20737 validation_1-rmse:0.20923
|
|
[12] validation_0-rmse:0.19766 validation_1-rmse:0.19945
|
|
[13] validation_0-rmse:0.18847 validation_1-rmse:0.19018
|
|
[14] validation_0-rmse:0.17975 validation_1-rmse:0.18140
|
|
[15] validation_0-rmse:0.17150 validation_1-rmse:0.17310
|
|
[16] validation_0-rmse:0.16368 validation_1-rmse:0.16523
|
|
[17] validation_0-rmse:0.15631 validation_1-rmse:0.15776
|
|
[18] validation_0-rmse:0.14932 validation_1-rmse:0.15067
|
|
[19] validation_0-rmse:0.14272 validation_1-rmse:0.14401
|
|
[20] validation_0-rmse:0.13645 validation_1-rmse:0.13770
|
|
[21] validation_0-rmse:0.13056 validation_1-rmse:0.13173
|
|
[22] validation_0-rmse:0.12499 validation_1-rmse:0.12608
|
|
[23] validation_0-rmse:0.11973 validation_1-rmse:0.12076
|
|
[24] validation_0-rmse:0.11476 validation_1-rmse:0.11572
|
|
[25] validation_0-rmse:0.11007 validation_1-rmse:0.11097
|
|
[26] validation_0-rmse:0.10565 validation_1-rmse:0.10647
|
|
[27] validation_0-rmse:0.10151 validation_1-rmse:0.10225
|
|
[28] validation_0-rmse:0.09762 validation_1-rmse:0.09831
|
|
[29] validation_0-rmse:0.09394 validation_1-rmse:0.09455
|
|
[30] validation_0-rmse:0.09047 validation_1-rmse:0.09100
|
|
[31] validation_0-rmse:0.08721 validation_1-rmse:0.08764
|
|
[32] validation_0-rmse:0.08416 validation_1-rmse:0.08449
|
|
[33] validation_0-rmse:0.08132 validation_1-rmse:0.08154
|
|
[34] validation_0-rmse:0.07864 validation_1-rmse:0.07880
|
|
[35] validation_0-rmse:0.07615 validation_1-rmse:0.07624
|
|
[36] validation_0-rmse:0.07384 validation_1-rmse:0.07385
|
|
[37] validation_0-rmse:0.07164 validation_1-rmse:0.07153
|
|
[38] validation_0-rmse:0.06957 validation_1-rmse:0.06939
|
|
[39] validation_0-rmse:0.06767 validation_1-rmse:0.06737
|
|
[40] validation_0-rmse:0.06590 validation_1-rmse:0.06550
|
|
[41] validation_0-rmse:0.06425 validation_1-rmse:0.06374
|
|
[42] validation_0-rmse:0.06270 validation_1-rmse:0.06206
|
|
[43] validation_0-rmse:0.06129 validation_1-rmse:0.06057
|
|
[44] validation_0-rmse:0.05994 validation_1-rmse:0.05912
|
|
[45] validation_0-rmse:0.05872 validation_1-rmse:0.05779
|
|
[46] validation_0-rmse:0.05759 validation_1-rmse:0.05657
|
|
[47] validation_0-rmse:0.05651 validation_1-rmse:0.05541
|
|
[48] validation_0-rmse:0.05552 validation_1-rmse:0.05429
|
|
[49] validation_0-rmse:0.05461 validation_1-rmse:0.05330
|
|
[50] validation_0-rmse:0.05379 validation_1-rmse:0.05238
|
|
[51] validation_0-rmse:0.05300 validation_1-rmse:0.05153
|
|
[52] validation_0-rmse:0.05229 validation_1-rmse:0.05076
|
|
[53] validation_0-rmse:0.05161 validation_1-rmse:0.05001
|
|
[54] validation_0-rmse:0.05101 validation_1-rmse:0.04933
|
|
[55] validation_0-rmse:0.05042 validation_1-rmse:0.04865
|
|
[56] validation_0-rmse:0.04988 validation_1-rmse:0.04804
|
|
[57] validation_0-rmse:0.04941 validation_1-rmse:0.04748
|
|
[58] validation_0-rmse:0.04895 validation_1-rmse:0.04695
|
|
[59] validation_0-rmse:0.04855 validation_1-rmse:0.04646
|
|
[60] validation_0-rmse:0.04815 validation_1-rmse:0.04600
|
|
[61] validation_0-rmse:0.04776 validation_1-rmse:0.04553
|
|
[62] validation_0-rmse:0.04743 validation_1-rmse:0.04515
|
|
[63] validation_0-rmse:0.04715 validation_1-rmse:0.04478
|
|
[64] validation_0-rmse:0.04686 validation_1-rmse:0.04443
|
|
[65] validation_0-rmse:0.04659 validation_1-rmse:0.04410
|
|
[66] validation_0-rmse:0.04635 validation_1-rmse:0.04381
|
|
[67] validation_0-rmse:0.04611 validation_1-rmse:0.04350
|
|
[68] validation_0-rmse:0.04588 validation_1-rmse:0.04324
|
|
[69] validation_0-rmse:0.04568 validation_1-rmse:0.04296
|
|
[70] validation_0-rmse:0.04546 validation_1-rmse:0.04262
|
|
[71] validation_0-rmse:0.04528 validation_1-rmse:0.04237
|
|
[72] validation_0-rmse:0.04509 validation_1-rmse:0.04213
|
|
[73] validation_0-rmse:0.04493 validation_1-rmse:0.04191
|
|
[74] validation_0-rmse:0.04479 validation_1-rmse:0.04170
|
|
[75] validation_0-rmse:0.04463 validation_1-rmse:0.04150
|
|
[76] validation_0-rmse:0.04450 validation_1-rmse:0.04131
|
|
[77] validation_0-rmse:0.04436 validation_1-rmse:0.04108
|
|
[78] validation_0-rmse:0.04425 validation_1-rmse:0.04092
|
|
[79] validation_0-rmse:0.04411 validation_1-rmse:0.04075
|
|
[80] validation_0-rmse:0.04397 validation_1-rmse:0.04057
|
|
[81] validation_0-rmse:0.04387 validation_1-rmse:0.04044
|
|
[82] validation_0-rmse:0.04373 validation_1-rmse:0.04027
|
|
[83] validation_0-rmse:0.04362 validation_1-rmse:0.04010
|
|
[84] validation_0-rmse:0.04349 validation_1-rmse:0.03990
|
|
[85] validation_0-rmse:0.04340 validation_1-rmse:0.03979
|
|
[86] validation_0-rmse:0.04330 validation_1-rmse:0.03966
|
|
[87] validation_0-rmse:0.04322 validation_1-rmse:0.03954
|
|
[88] validation_0-rmse:0.04312 validation_1-rmse:0.03940
|
|
[89] validation_0-rmse:0.04305 validation_1-rmse:0.03929
|
|
[90] validation_0-rmse:0.04297 validation_1-rmse:0.03918
|
|
[91] validation_0-rmse:0.04286 validation_1-rmse:0.03901
|
|
[92] validation_0-rmse:0.04277 validation_1-rmse:0.03886
|
|
[93] validation_0-rmse:0.04270 validation_1-rmse:0.03872
|
|
[94] validation_0-rmse:0.04263 validation_1-rmse:0.03861
|
|
[95] validation_0-rmse:0.04255 validation_1-rmse:0.03850
|
|
[96] validation_0-rmse:0.04246 validation_1-rmse:0.03836
|
|
[97] validation_0-rmse:0.04241 validation_1-rmse:0.03827
|
|
[98] validation_0-rmse:0.04236 validation_1-rmse:0.03819
|
|
[99] validation_0-rmse:0.04230 validation_1-rmse:0.03809
|
|
[100] validation_0-rmse:0.04224 validation_1-rmse:0.03799
|
|
[101] validation_0-rmse:0.04214 validation_1-rmse:0.03785
|
|
[102] validation_0-rmse:0.04209 validation_1-rmse:0.03779
|
|
[103] validation_0-rmse:0.04203 validation_1-rmse:0.03766
|
|
[104] validation_0-rmse:0.04196 validation_1-rmse:0.03756
|
|
[105] validation_0-rmse:0.04187 validation_1-rmse:0.03744
|
|
[106] validation_0-rmse:0.04180 validation_1-rmse:0.03731
|
|
[107] validation_0-rmse:0.04172 validation_1-rmse:0.03721
|
|
[108] validation_0-rmse:0.04166 validation_1-rmse:0.03710
|
|
[109] validation_0-rmse:0.04161 validation_1-rmse:0.03701
|
|
[110] validation_0-rmse:0.04154 validation_1-rmse:0.03691
|
|
[111] validation_0-rmse:0.04147 validation_1-rmse:0.03680
|
|
[112] validation_0-rmse:0.04142 validation_1-rmse:0.03672
|
|
[113] validation_0-rmse:0.04133 validation_1-rmse:0.03662
|
|
[114] validation_0-rmse:0.04125 validation_1-rmse:0.03649
|
|
[115] validation_0-rmse:0.04119 validation_1-rmse:0.03639
|
|
[116] validation_0-rmse:0.04113 validation_1-rmse:0.03630
|
|
[117] validation_0-rmse:0.04107 validation_1-rmse:0.03620
|
|
[118] validation_0-rmse:0.04101 validation_1-rmse:0.03611
|
|
[119] validation_0-rmse:0.04095 validation_1-rmse:0.03602
|
|
[120] validation_0-rmse:0.04089 validation_1-rmse:0.03593
|
|
[121] validation_0-rmse:0.04081 validation_1-rmse:0.03580
|
|
[122] validation_0-rmse:0.04074 validation_1-rmse:0.03572
|
|
[123] validation_0-rmse:0.04066 validation_1-rmse:0.03561
|
|
[124] validation_0-rmse:0.04062 validation_1-rmse:0.03553
|
|
[125] validation_0-rmse:0.04058 validation_1-rmse:0.03546
|
|
[126] validation_0-rmse:0.04053 validation_1-rmse:0.03537
|
|
[127] validation_0-rmse:0.04045 validation_1-rmse:0.03525
|
|
[128] validation_0-rmse:0.04040 validation_1-rmse:0.03516
|
|
[129] validation_0-rmse:0.04033 validation_1-rmse:0.03506
|
|
[130] validation_0-rmse:0.04028 validation_1-rmse:0.03496
|
|
[131] validation_0-rmse:0.04025 validation_1-rmse:0.03490
|
|
[132] validation_0-rmse:0.04018 validation_1-rmse:0.03479
|
|
[133] validation_0-rmse:0.04013 validation_1-rmse:0.03472
|
|
[134] validation_0-rmse:0.04007 validation_1-rmse:0.03463
|
|
[135] validation_0-rmse:0.04003 validation_1-rmse:0.03458
|
|
[136] validation_0-rmse:0.03997 validation_1-rmse:0.03451
|
|
[137] validation_0-rmse:0.03993 validation_1-rmse:0.03444
|
|
[138] validation_0-rmse:0.03985 validation_1-rmse:0.03433
|
|
[139] validation_0-rmse:0.03981 validation_1-rmse:0.03427
|
|
[140] validation_0-rmse:0.03978 validation_1-rmse:0.03420
|
|
[141] validation_0-rmse:0.03972 validation_1-rmse:0.03412
|
|
[142] validation_0-rmse:0.03967 validation_1-rmse:0.03404
|
|
[143] validation_0-rmse:0.03962 validation_1-rmse:0.03397
|
|
[144] validation_0-rmse:0.03959 validation_1-rmse:0.03390
|
|
[145] validation_0-rmse:0.03953 validation_1-rmse:0.03380
|
|
[146] validation_0-rmse:0.03944 validation_1-rmse:0.03369
|
|
[147] validation_0-rmse:0.03940 validation_1-rmse:0.03360
|
|
[148] validation_0-rmse:0.03933 validation_1-rmse:0.03351
|
|
[149] validation_0-rmse:0.03928 validation_1-rmse:0.03343
|
|
[150] validation_0-rmse:0.03923 validation_1-rmse:0.03335
|
|
[151] validation_0-rmse:0.03918 validation_1-rmse:0.03328
|
|
[152] validation_0-rmse:0.03910 validation_1-rmse:0.03319
|
|
[153] validation_0-rmse:0.03906 validation_1-rmse:0.03312
|
|
[154] validation_0-rmse:0.03899 validation_1-rmse:0.03302
|
|
[155] validation_0-rmse:0.03895 validation_1-rmse:0.03296
|
|
[156] validation_0-rmse:0.03889 validation_1-rmse:0.03287
|
|
[157] validation_0-rmse:0.03882 validation_1-rmse:0.03279
|
|
[158] validation_0-rmse:0.03877 validation_1-rmse:0.03271
|
|
[159] validation_0-rmse:0.03873 validation_1-rmse:0.03265
|
|
[160] validation_0-rmse:0.03870 validation_1-rmse:0.03259
|
|
[161] validation_0-rmse:0.03866 validation_1-rmse:0.03253
|
|
[162] validation_0-rmse:0.03862 validation_1-rmse:0.03246
|
|
[163] validation_0-rmse:0.03857 validation_1-rmse:0.03238
|
|
[164] validation_0-rmse:0.03852 validation_1-rmse:0.03230
|
|
[165] validation_0-rmse:0.03849 validation_1-rmse:0.03224
|
|
[166] validation_0-rmse:0.03844 validation_1-rmse:0.03216
|
|
[167] validation_0-rmse:0.03839 validation_1-rmse:0.03208
|
|
[168] validation_0-rmse:0.03836 validation_1-rmse:0.03201
|
|
[169] validation_0-rmse:0.03832 validation_1-rmse:0.03195
|
|
[170] validation_0-rmse:0.03827 validation_1-rmse:0.03187
|
|
[171] validation_0-rmse:0.03822 validation_1-rmse:0.03180
|
|
[172] validation_0-rmse:0.03816 validation_1-rmse:0.03172
|
|
[173] validation_0-rmse:0.03811 validation_1-rmse:0.03167
|
|
[174] validation_0-rmse:0.03808 validation_1-rmse:0.03161
|
|
[175] validation_0-rmse:0.03805 validation_1-rmse:0.03156
|
|
[176] validation_0-rmse:0.03802 validation_1-rmse:0.03151
|
|
[177] validation_0-rmse:0.03796 validation_1-rmse:0.03143
|
|
[178] validation_0-rmse:0.03790 validation_1-rmse:0.03135
|
|
[179] validation_0-rmse:0.03785 validation_1-rmse:0.03129
|
|
[180] validation_0-rmse:0.03781 validation_1-rmse:0.03123
|
|
[181] validation_0-rmse:0.03775 validation_1-rmse:0.03114
|
|
[182] validation_0-rmse:0.03770 validation_1-rmse:0.03107
|
|
[183] validation_0-rmse:0.03766 validation_1-rmse:0.03100
|
|
[184] validation_0-rmse:0.03759 validation_1-rmse:0.03091
|
|
[185] validation_0-rmse:0.03753 validation_1-rmse:0.03084
|
|
[186] validation_0-rmse:0.03749 validation_1-rmse:0.03077
|
|
[187] validation_0-rmse:0.03745 validation_1-rmse:0.03070
|
|
[188] validation_0-rmse:0.03741 validation_1-rmse:0.03062
|
|
[189] validation_0-rmse:0.03735 validation_1-rmse:0.03055
|
|
[190] validation_0-rmse:0.03731 validation_1-rmse:0.03049
|
|
[191] validation_0-rmse:0.03728 validation_1-rmse:0.03043
|
|
[192] validation_0-rmse:0.03723 validation_1-rmse:0.03037
|
|
[193] validation_0-rmse:0.03720 validation_1-rmse:0.03031
|
|
[194] validation_0-rmse:0.03715 validation_1-rmse:0.03024
|
|
[195] validation_0-rmse:0.03710 validation_1-rmse:0.03017
|
|
[196] validation_0-rmse:0.03704 validation_1-rmse:0.03010
|
|
[197] validation_0-rmse:0.03701 validation_1-rmse:0.03002
|
|
[198] validation_0-rmse:0.03698 validation_1-rmse:0.02997
|
|
[199] validation_0-rmse:0.03693 validation_1-rmse:0.02990
|
|
2025-05-02 03:15:04,966 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (80.17 secs) --------------------
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:15:04] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
2025-05-02 03:15:05,008 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1742515200/cb_sol_1742515200--s_close.html
|
|
2025-05-02 03:15:05,009 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-02 03:15:05,156 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-02 03:15:05,172 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-01 00:00:00 to 2025-03-31 00:00:00, 4/5 trains
|
|
2025-05-02 03:15:05,173 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1743379200_prediction.feather
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
2025-05-02 03:15:06,074 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1743379200/cb_sol_1743379200
|
|
2025-05-02 03:15:06,074 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
|
2025-05-02 03:15:06,236 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
|
2025-05-02 03:15:06,237 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-01 to 2025-03-30 --------------------
|
|
2025-05-02 03:15:06,319 - datasieve.pipeline - INFO - VarianceThreshold will remove 109 features from the dataset.on transform. ['%-%-order_book_imbalance-10_10_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_1h' '%-hour_of_day'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_1h']
|
|
2025-05-02 03:15:06,370 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 541 features
|
|
2025-05-02 03:15:06,371 - 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:
|
|
|
|
[03:15:06] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
[0] validation_0-rmse:0.35531 validation_1-rmse:0.35869
|
|
[1] validation_0-rmse:0.33791 validation_1-rmse:0.34115
|
|
[2] validation_0-rmse:0.32142 validation_1-rmse:0.32453
|
|
[3] validation_0-rmse:0.30572 validation_1-rmse:0.30873
|
|
[4] validation_0-rmse:0.29082 validation_1-rmse:0.29373
|
|
[5] validation_0-rmse:0.27666 validation_1-rmse:0.27949
|
|
[6] validation_0-rmse:0.26323 validation_1-rmse:0.26596
|
|
[7] validation_0-rmse:0.25052 validation_1-rmse:0.25313
|
|
[8] validation_0-rmse:0.23846 validation_1-rmse:0.24094
|
|
[9] validation_0-rmse:0.22701 validation_1-rmse:0.22940
|
|
[10] validation_0-rmse:0.21615 validation_1-rmse:0.21844
|
|
[11] validation_0-rmse:0.20585 validation_1-rmse:0.20803
|
|
[12] validation_0-rmse:0.19610 validation_1-rmse:0.19819
|
|
[13] validation_0-rmse:0.18683 validation_1-rmse:0.18886
|
|
[14] validation_0-rmse:0.17805 validation_1-rmse:0.17997
|
|
[15] validation_0-rmse:0.16973 validation_1-rmse:0.17156
|
|
[16] validation_0-rmse:0.16184 validation_1-rmse:0.16359
|
|
[17] validation_0-rmse:0.15437 validation_1-rmse:0.15605
|
|
[18] validation_0-rmse:0.14732 validation_1-rmse:0.14890
|
|
[19] validation_0-rmse:0.14065 validation_1-rmse:0.14214
|
|
[20] validation_0-rmse:0.13432 validation_1-rmse:0.13571
|
|
[21] validation_0-rmse:0.12835 validation_1-rmse:0.12964
|
|
[22] validation_0-rmse:0.12270 validation_1-rmse:0.12390
|
|
[23] validation_0-rmse:0.11737 validation_1-rmse:0.11846
|
|
[24] validation_0-rmse:0.11232 validation_1-rmse:0.11331
|
|
[25] validation_0-rmse:0.10757 validation_1-rmse:0.10847
|
|
[26] validation_0-rmse:0.10308 validation_1-rmse:0.10390
|
|
[27] validation_0-rmse:0.09885 validation_1-rmse:0.09956
|
|
[28] validation_0-rmse:0.09484 validation_1-rmse:0.09546
|
|
[29] validation_0-rmse:0.09108 validation_1-rmse:0.09159
|
|
[30] validation_0-rmse:0.08755 validation_1-rmse:0.08794
|
|
[31] validation_0-rmse:0.08421 validation_1-rmse:0.08449
|
|
[32] validation_0-rmse:0.08108 validation_1-rmse:0.08126
|
|
[33] validation_0-rmse:0.07814 validation_1-rmse:0.07823
|
|
[34] validation_0-rmse:0.07539 validation_1-rmse:0.07535
|
|
[35] validation_0-rmse:0.07281 validation_1-rmse:0.07267
|
|
[36] validation_0-rmse:0.07040 validation_1-rmse:0.07014
|
|
[37] validation_0-rmse:0.06811 validation_1-rmse:0.06775
|
|
[38] validation_0-rmse:0.06601 validation_1-rmse:0.06553
|
|
[39] validation_0-rmse:0.06403 validation_1-rmse:0.06344
|
|
[40] validation_0-rmse:0.06220 validation_1-rmse:0.06149
|
|
[41] validation_0-rmse:0.06048 validation_1-rmse:0.05967
|
|
[42] validation_0-rmse:0.05890 validation_1-rmse:0.05798
|
|
[43] validation_0-rmse:0.05742 validation_1-rmse:0.05638
|
|
[44] validation_0-rmse:0.05599 validation_1-rmse:0.05486
|
|
[45] validation_0-rmse:0.05467 validation_1-rmse:0.05341
|
|
[46] validation_0-rmse:0.05347 validation_1-rmse:0.05208
|
|
[47] validation_0-rmse:0.05233 validation_1-rmse:0.05085
|
|
[48] validation_0-rmse:0.05128 validation_1-rmse:0.04971
|
|
[49] validation_0-rmse:0.05032 validation_1-rmse:0.04866
|
|
[50] validation_0-rmse:0.04944 validation_1-rmse:0.04769
|
|
[51] validation_0-rmse:0.04856 validation_1-rmse:0.04673
|
|
[52] validation_0-rmse:0.04777 validation_1-rmse:0.04585
|
|
[53] validation_0-rmse:0.04708 validation_1-rmse:0.04508
|
|
[54] validation_0-rmse:0.04644 validation_1-rmse:0.04435
|
|
[55] validation_0-rmse:0.04583 validation_1-rmse:0.04365
|
|
[56] validation_0-rmse:0.04526 validation_1-rmse:0.04299
|
|
[57] validation_0-rmse:0.04471 validation_1-rmse:0.04233
|
|
[58] validation_0-rmse:0.04420 validation_1-rmse:0.04173
|
|
[59] validation_0-rmse:0.04377 validation_1-rmse:0.04123
|
|
[60] validation_0-rmse:0.04331 validation_1-rmse:0.04068
|
|
[61] validation_0-rmse:0.04293 validation_1-rmse:0.04022
|
|
[62] validation_0-rmse:0.04256 validation_1-rmse:0.03977
|
|
[63] validation_0-rmse:0.04220 validation_1-rmse:0.03934
|
|
[64] validation_0-rmse:0.04190 validation_1-rmse:0.03897
|
|
[65] validation_0-rmse:0.04158 validation_1-rmse:0.03860
|
|
[66] validation_0-rmse:0.04133 validation_1-rmse:0.03830
|
|
[67] validation_0-rmse:0.04106 validation_1-rmse:0.03797
|
|
[68] validation_0-rmse:0.04086 validation_1-rmse:0.03769
|
|
[69] validation_0-rmse:0.04064 validation_1-rmse:0.03742
|
|
[70] validation_0-rmse:0.04042 validation_1-rmse:0.03714
|
|
[71] validation_0-rmse:0.04023 validation_1-rmse:0.03688
|
|
[72] validation_0-rmse:0.04006 validation_1-rmse:0.03664
|
|
[73] validation_0-rmse:0.03987 validation_1-rmse:0.03642
|
|
[74] validation_0-rmse:0.03971 validation_1-rmse:0.03619
|
|
[75] validation_0-rmse:0.03956 validation_1-rmse:0.03599
|
|
[76] validation_0-rmse:0.03940 validation_1-rmse:0.03580
|
|
[77] validation_0-rmse:0.03924 validation_1-rmse:0.03559
|
|
[78] validation_0-rmse:0.03911 validation_1-rmse:0.03542
|
|
[79] validation_0-rmse:0.03898 validation_1-rmse:0.03526
|
|
[80] validation_0-rmse:0.03888 validation_1-rmse:0.03512
|
|
[81] validation_0-rmse:0.03877 validation_1-rmse:0.03496
|
|
[82] validation_0-rmse:0.03865 validation_1-rmse:0.03480
|
|
[83] validation_0-rmse:0.03856 validation_1-rmse:0.03464
|
|
[84] validation_0-rmse:0.03845 validation_1-rmse:0.03449
|
|
[85] validation_0-rmse:0.03834 validation_1-rmse:0.03435
|
|
[86] validation_0-rmse:0.03825 validation_1-rmse:0.03423
|
|
[87] validation_0-rmse:0.03816 validation_1-rmse:0.03411
|
|
[88] validation_0-rmse:0.03807 validation_1-rmse:0.03400
|
|
[89] validation_0-rmse:0.03801 validation_1-rmse:0.03390
|
|
[90] validation_0-rmse:0.03791 validation_1-rmse:0.03375
|
|
[91] validation_0-rmse:0.03783 validation_1-rmse:0.03364
|
|
[92] validation_0-rmse:0.03773 validation_1-rmse:0.03351
|
|
[93] validation_0-rmse:0.03765 validation_1-rmse:0.03339
|
|
[94] validation_0-rmse:0.03758 validation_1-rmse:0.03327
|
|
[95] validation_0-rmse:0.03751 validation_1-rmse:0.03317
|
|
[96] validation_0-rmse:0.03742 validation_1-rmse:0.03306
|
|
[97] validation_0-rmse:0.03735 validation_1-rmse:0.03296
|
|
[98] validation_0-rmse:0.03727 validation_1-rmse:0.03285
|
|
[99] validation_0-rmse:0.03722 validation_1-rmse:0.03277
|
|
[100] validation_0-rmse:0.03716 validation_1-rmse:0.03266
|
|
[101] validation_0-rmse:0.03707 validation_1-rmse:0.03254
|
|
[102] validation_0-rmse:0.03701 validation_1-rmse:0.03247
|
|
[103] validation_0-rmse:0.03696 validation_1-rmse:0.03240
|
|
[104] validation_0-rmse:0.03689 validation_1-rmse:0.03231
|
|
[105] validation_0-rmse:0.03682 validation_1-rmse:0.03221
|
|
[106] validation_0-rmse:0.03677 validation_1-rmse:0.03211
|
|
[107] validation_0-rmse:0.03670 validation_1-rmse:0.03201
|
|
[108] validation_0-rmse:0.03664 validation_1-rmse:0.03192
|
|
[109] validation_0-rmse:0.03656 validation_1-rmse:0.03180
|
|
[110] validation_0-rmse:0.03650 validation_1-rmse:0.03171
|
|
[111] validation_0-rmse:0.03646 validation_1-rmse:0.03163
|
|
[112] validation_0-rmse:0.03638 validation_1-rmse:0.03153
|
|
[113] validation_0-rmse:0.03633 validation_1-rmse:0.03145
|
|
[114] validation_0-rmse:0.03628 validation_1-rmse:0.03137
|
|
[115] validation_0-rmse:0.03622 validation_1-rmse:0.03128
|
|
[116] validation_0-rmse:0.03618 validation_1-rmse:0.03121
|
|
[117] validation_0-rmse:0.03613 validation_1-rmse:0.03114
|
|
[118] validation_0-rmse:0.03607 validation_1-rmse:0.03107
|
|
[119] validation_0-rmse:0.03604 validation_1-rmse:0.03100
|
|
[120] validation_0-rmse:0.03599 validation_1-rmse:0.03093
|
|
[121] validation_0-rmse:0.03593 validation_1-rmse:0.03084
|
|
[122] validation_0-rmse:0.03588 validation_1-rmse:0.03077
|
|
[123] validation_0-rmse:0.03582 validation_1-rmse:0.03069
|
|
[124] validation_0-rmse:0.03576 validation_1-rmse:0.03060
|
|
[125] validation_0-rmse:0.03572 validation_1-rmse:0.03053
|
|
[126] validation_0-rmse:0.03565 validation_1-rmse:0.03045
|
|
[127] validation_0-rmse:0.03562 validation_1-rmse:0.03039
|
|
[128] validation_0-rmse:0.03557 validation_1-rmse:0.03032
|
|
[129] validation_0-rmse:0.03553 validation_1-rmse:0.03026
|
|
[130] validation_0-rmse:0.03548 validation_1-rmse:0.03018
|
|
[131] validation_0-rmse:0.03544 validation_1-rmse:0.03012
|
|
[132] validation_0-rmse:0.03539 validation_1-rmse:0.03004
|
|
[133] validation_0-rmse:0.03535 validation_1-rmse:0.02996
|
|
[134] validation_0-rmse:0.03530 validation_1-rmse:0.02987
|
|
[135] validation_0-rmse:0.03527 validation_1-rmse:0.02982
|
|
[136] validation_0-rmse:0.03522 validation_1-rmse:0.02974
|
|
[137] validation_0-rmse:0.03516 validation_1-rmse:0.02966
|
|
[138] validation_0-rmse:0.03510 validation_1-rmse:0.02957
|
|
[139] validation_0-rmse:0.03505 validation_1-rmse:0.02949
|
|
[140] validation_0-rmse:0.03500 validation_1-rmse:0.02943
|
|
[141] validation_0-rmse:0.03495 validation_1-rmse:0.02935
|
|
[142] validation_0-rmse:0.03493 validation_1-rmse:0.02929
|
|
[143] validation_0-rmse:0.03487 validation_1-rmse:0.02923
|
|
[144] validation_0-rmse:0.03482 validation_1-rmse:0.02916
|
|
[145] validation_0-rmse:0.03476 validation_1-rmse:0.02907
|
|
[146] validation_0-rmse:0.03472 validation_1-rmse:0.02901
|
|
[147] validation_0-rmse:0.03467 validation_1-rmse:0.02892
|
|
[148] validation_0-rmse:0.03464 validation_1-rmse:0.02887
|
|
[149] validation_0-rmse:0.03460 validation_1-rmse:0.02879
|
|
[150] validation_0-rmse:0.03456 validation_1-rmse:0.02872
|
|
[151] validation_0-rmse:0.03451 validation_1-rmse:0.02866
|
|
[152] validation_0-rmse:0.03447 validation_1-rmse:0.02858
|
|
[153] validation_0-rmse:0.03443 validation_1-rmse:0.02852
|
|
[154] validation_0-rmse:0.03441 validation_1-rmse:0.02847
|
|
[155] validation_0-rmse:0.03437 validation_1-rmse:0.02841
|
|
[156] validation_0-rmse:0.03435 validation_1-rmse:0.02836
|
|
[157] validation_0-rmse:0.03432 validation_1-rmse:0.02831
|
|
[158] validation_0-rmse:0.03428 validation_1-rmse:0.02824
|
|
[159] validation_0-rmse:0.03423 validation_1-rmse:0.02818
|
|
[160] validation_0-rmse:0.03417 validation_1-rmse:0.02810
|
|
[161] validation_0-rmse:0.03413 validation_1-rmse:0.02804
|
|
[162] validation_0-rmse:0.03409 validation_1-rmse:0.02797
|
|
[163] validation_0-rmse:0.03407 validation_1-rmse:0.02793
|
|
[164] validation_0-rmse:0.03403 validation_1-rmse:0.02786
|
|
[165] validation_0-rmse:0.03398 validation_1-rmse:0.02779
|
|
[166] validation_0-rmse:0.03393 validation_1-rmse:0.02773
|
|
[167] validation_0-rmse:0.03390 validation_1-rmse:0.02768
|
|
[168] validation_0-rmse:0.03385 validation_1-rmse:0.02760
|
|
[169] validation_0-rmse:0.03381 validation_1-rmse:0.02754
|
|
[170] validation_0-rmse:0.03376 validation_1-rmse:0.02747
|
|
[171] validation_0-rmse:0.03373 validation_1-rmse:0.02741
|
|
[172] validation_0-rmse:0.03369 validation_1-rmse:0.02735
|
|
[173] validation_0-rmse:0.03366 validation_1-rmse:0.02730
|
|
[174] validation_0-rmse:0.03362 validation_1-rmse:0.02724
|
|
[175] validation_0-rmse:0.03359 validation_1-rmse:0.02718
|
|
[176] validation_0-rmse:0.03353 validation_1-rmse:0.02712
|
|
[177] validation_0-rmse:0.03349 validation_1-rmse:0.02706
|
|
[178] validation_0-rmse:0.03345 validation_1-rmse:0.02700
|
|
[179] validation_0-rmse:0.03343 validation_1-rmse:0.02694
|
|
[180] validation_0-rmse:0.03340 validation_1-rmse:0.02690
|
|
[181] validation_0-rmse:0.03335 validation_1-rmse:0.02683
|
|
[182] validation_0-rmse:0.03331 validation_1-rmse:0.02678
|
|
[183] validation_0-rmse:0.03328 validation_1-rmse:0.02673
|
|
[184] validation_0-rmse:0.03324 validation_1-rmse:0.02667
|
|
[185] validation_0-rmse:0.03321 validation_1-rmse:0.02661
|
|
[186] validation_0-rmse:0.03315 validation_1-rmse:0.02655
|
|
[187] validation_0-rmse:0.03310 validation_1-rmse:0.02649
|
|
[188] validation_0-rmse:0.03308 validation_1-rmse:0.02646
|
|
[189] validation_0-rmse:0.03304 validation_1-rmse:0.02639
|
|
[190] validation_0-rmse:0.03300 validation_1-rmse:0.02634
|
|
[191] validation_0-rmse:0.03296 validation_1-rmse:0.02629
|
|
[192] validation_0-rmse:0.03294 validation_1-rmse:0.02624
|
|
[193] validation_0-rmse:0.03289 validation_1-rmse:0.02618
|
|
[194] validation_0-rmse:0.03284 validation_1-rmse:0.02612
|
|
[195] validation_0-rmse:0.03280 validation_1-rmse:0.02606
|
|
[196] validation_0-rmse:0.03277 validation_1-rmse:0.02601
|
|
[197] validation_0-rmse:0.03274 validation_1-rmse:0.02595
|
|
[198] validation_0-rmse:0.03270 validation_1-rmse:0.02590
|
|
[199] validation_0-rmse:0.03267 validation_1-rmse:0.02586
|
|
2025-05-02 03:16:29,119 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (83.04 secs) --------------------
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:16:29] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
2025-05-02 03:16:29,156 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1743379200/cb_sol_1743379200--s_close.html
|
|
2025-05-02 03:16:29,156 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-02 03:16:29,301 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-02 03:16:29,319 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-11 00:00:00 to 2025-04-10 00:00:00, 5/5 trains
|
|
2025-05-02 03:16:29,320 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1744243200_prediction.feather
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
/freqtrade/templates/OKXRegressionStrategy.py:154: FutureWarning:
|
|
|
|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
|
|
|
|
2025-05-02 03:16:30,319 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1744243200/cb_sol_1744243200
|
|
2025-05-02 03:16:30,320 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
|
2025-05-02 03:16:30,476 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
|
2025-05-02 03:16:30,477 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-11 to 2025-04-09 --------------------
|
|
2025-05-02 03:16:30,564 - datasieve.pipeline - INFO - VarianceThreshold will remove 109 features from the dataset.on transform. ['%-%-order_book_imbalance-10_10_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_SOL/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_SOL/USDT_1h' '%-hour_of_day'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_BTC/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_3m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_5m'
|
|
'%-%-order_book_imbalance-10_10_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-1_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-2_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-10_10_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-20_20_shift-3_ETH/USDT_1h'
|
|
'%-%-order_book_imbalance-50_50_shift-3_ETH/USDT_1h']
|
|
2025-05-02 03:16:30,616 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 541 features
|
|
2025-05-02 03:16:30,616 - 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:
|
|
|
|
[03:16:31] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
[0] validation_0-rmse:0.41252 validation_1-rmse:0.41346
|
|
[1] validation_0-rmse:0.39232 validation_1-rmse:0.39319
|
|
[2] validation_0-rmse:0.37315 validation_1-rmse:0.37396
|
|
[3] validation_0-rmse:0.35494 validation_1-rmse:0.35570
|
|
[4] validation_0-rmse:0.33767 validation_1-rmse:0.33836
|
|
[5] validation_0-rmse:0.32129 validation_1-rmse:0.32191
|
|
[6] validation_0-rmse:0.30572 validation_1-rmse:0.30629
|
|
[7] validation_0-rmse:0.29096 validation_1-rmse:0.29148
|
|
[8] validation_0-rmse:0.27695 validation_1-rmse:0.27743
|
|
[9] validation_0-rmse:0.26366 validation_1-rmse:0.26409
|
|
[10] validation_0-rmse:0.25108 validation_1-rmse:0.25144
|
|
[11] validation_0-rmse:0.23911 validation_1-rmse:0.23943
|
|
[12] validation_0-rmse:0.22779 validation_1-rmse:0.22805
|
|
[13] validation_0-rmse:0.21705 validation_1-rmse:0.21727
|
|
[14] validation_0-rmse:0.20687 validation_1-rmse:0.20705
|
|
[15] validation_0-rmse:0.19720 validation_1-rmse:0.19735
|
|
[16] validation_0-rmse:0.18807 validation_1-rmse:0.18817
|
|
[17] validation_0-rmse:0.17943 validation_1-rmse:0.17946
|
|
[18] validation_0-rmse:0.17124 validation_1-rmse:0.17122
|
|
[19] validation_0-rmse:0.16349 validation_1-rmse:0.16341
|
|
[20] validation_0-rmse:0.15618 validation_1-rmse:0.15603
|
|
[21] validation_0-rmse:0.14926 validation_1-rmse:0.14906
|
|
[22] validation_0-rmse:0.14271 validation_1-rmse:0.14244
|
|
[23] validation_0-rmse:0.13651 validation_1-rmse:0.13617
|
|
[24] validation_0-rmse:0.13068 validation_1-rmse:0.13026
|
|
[25] validation_0-rmse:0.12516 validation_1-rmse:0.12467
|
|
[26] validation_0-rmse:0.11996 validation_1-rmse:0.11938
|
|
[27] validation_0-rmse:0.11502 validation_1-rmse:0.11438
|
|
[28] validation_0-rmse:0.11039 validation_1-rmse:0.10967
|
|
[29] validation_0-rmse:0.10601 validation_1-rmse:0.10521
|
|
[30] validation_0-rmse:0.10191 validation_1-rmse:0.10104
|
|
[31] validation_0-rmse:0.09804 validation_1-rmse:0.09709
|
|
[32] validation_0-rmse:0.09442 validation_1-rmse:0.09335
|
|
[33] validation_0-rmse:0.09100 validation_1-rmse:0.08984
|
|
[34] validation_0-rmse:0.08779 validation_1-rmse:0.08655
|
|
[35] validation_0-rmse:0.08479 validation_1-rmse:0.08346
|
|
[36] validation_0-rmse:0.08197 validation_1-rmse:0.08055
|
|
[37] validation_0-rmse:0.07934 validation_1-rmse:0.07782
|
|
[38] validation_0-rmse:0.07684 validation_1-rmse:0.07522
|
|
[39] validation_0-rmse:0.07456 validation_1-rmse:0.07286
|
|
[40] validation_0-rmse:0.07240 validation_1-rmse:0.07062
|
|
[41] validation_0-rmse:0.07038 validation_1-rmse:0.06850
|
|
[42] validation_0-rmse:0.06852 validation_1-rmse:0.06653
|
|
[43] validation_0-rmse:0.06679 validation_1-rmse:0.06470
|
|
[44] validation_0-rmse:0.06518 validation_1-rmse:0.06300
|
|
[45] validation_0-rmse:0.06369 validation_1-rmse:0.06141
|
|
[46] validation_0-rmse:0.06227 validation_1-rmse:0.05991
|
|
[47] validation_0-rmse:0.06100 validation_1-rmse:0.05852
|
|
[48] validation_0-rmse:0.05980 validation_1-rmse:0.05724
|
|
[49] validation_0-rmse:0.05867 validation_1-rmse:0.05604
|
|
[50] validation_0-rmse:0.05764 validation_1-rmse:0.05491
|
|
[51] validation_0-rmse:0.05668 validation_1-rmse:0.05387
|
|
[52] validation_0-rmse:0.05579 validation_1-rmse:0.05289
|
|
[53] validation_0-rmse:0.05499 validation_1-rmse:0.05201
|
|
[54] validation_0-rmse:0.05421 validation_1-rmse:0.05114
|
|
[55] validation_0-rmse:0.05350 validation_1-rmse:0.05036
|
|
[56] validation_0-rmse:0.05288 validation_1-rmse:0.04966
|
|
[57] validation_0-rmse:0.05230 validation_1-rmse:0.04899
|
|
[58] validation_0-rmse:0.05174 validation_1-rmse:0.04837
|
|
[59] validation_0-rmse:0.05126 validation_1-rmse:0.04781
|
|
[60] validation_0-rmse:0.05079 validation_1-rmse:0.04726
|
|
[61] validation_0-rmse:0.05034 validation_1-rmse:0.04674
|
|
[62] validation_0-rmse:0.04988 validation_1-rmse:0.04621
|
|
[63] validation_0-rmse:0.04949 validation_1-rmse:0.04575
|
|
[64] validation_0-rmse:0.04910 validation_1-rmse:0.04528
|
|
[65] validation_0-rmse:0.04877 validation_1-rmse:0.04489
|
|
[66] validation_0-rmse:0.04844 validation_1-rmse:0.04451
|
|
[67] validation_0-rmse:0.04815 validation_1-rmse:0.04415
|
|
[68] validation_0-rmse:0.04788 validation_1-rmse:0.04383
|
|
[69] validation_0-rmse:0.04761 validation_1-rmse:0.04350
|
|
[70] validation_0-rmse:0.04738 validation_1-rmse:0.04322
|
|
[71] validation_0-rmse:0.04714 validation_1-rmse:0.04292
|
|
[72] validation_0-rmse:0.04693 validation_1-rmse:0.04266
|
|
[73] validation_0-rmse:0.04673 validation_1-rmse:0.04242
|
|
[74] validation_0-rmse:0.04653 validation_1-rmse:0.04215
|
|
[75] validation_0-rmse:0.04637 validation_1-rmse:0.04195
|
|
[76] validation_0-rmse:0.04621 validation_1-rmse:0.04175
|
|
[77] validation_0-rmse:0.04606 validation_1-rmse:0.04155
|
|
[78] validation_0-rmse:0.04590 validation_1-rmse:0.04135
|
|
[79] validation_0-rmse:0.04576 validation_1-rmse:0.04118
|
|
[80] validation_0-rmse:0.04562 validation_1-rmse:0.04100
|
|
[81] validation_0-rmse:0.04547 validation_1-rmse:0.04082
|
|
[82] validation_0-rmse:0.04533 validation_1-rmse:0.04063
|
|
[83] validation_0-rmse:0.04523 validation_1-rmse:0.04049
|
|
[84] validation_0-rmse:0.04513 validation_1-rmse:0.04035
|
|
[85] validation_0-rmse:0.04502 validation_1-rmse:0.04019
|
|
[86] validation_0-rmse:0.04491 validation_1-rmse:0.04001
|
|
[87] validation_0-rmse:0.04479 validation_1-rmse:0.03987
|
|
[88] validation_0-rmse:0.04470 validation_1-rmse:0.03975
|
|
[89] validation_0-rmse:0.04462 validation_1-rmse:0.03965
|
|
[90] validation_0-rmse:0.04453 validation_1-rmse:0.03951
|
|
[91] validation_0-rmse:0.04446 validation_1-rmse:0.03940
|
|
[92] validation_0-rmse:0.04436 validation_1-rmse:0.03926
|
|
[93] validation_0-rmse:0.04426 validation_1-rmse:0.03913
|
|
[94] validation_0-rmse:0.04419 validation_1-rmse:0.03901
|
|
[95] validation_0-rmse:0.04408 validation_1-rmse:0.03887
|
|
[96] validation_0-rmse:0.04400 validation_1-rmse:0.03877
|
|
[97] validation_0-rmse:0.04393 validation_1-rmse:0.03864
|
|
[98] validation_0-rmse:0.04384 validation_1-rmse:0.03850
|
|
[99] validation_0-rmse:0.04374 validation_1-rmse:0.03837
|
|
[100] validation_0-rmse:0.04369 validation_1-rmse:0.03826
|
|
[101] validation_0-rmse:0.04361 validation_1-rmse:0.03815
|
|
[102] validation_0-rmse:0.04355 validation_1-rmse:0.03805
|
|
[103] validation_0-rmse:0.04349 validation_1-rmse:0.03796
|
|
[104] validation_0-rmse:0.04341 validation_1-rmse:0.03785
|
|
[105] validation_0-rmse:0.04333 validation_1-rmse:0.03776
|
|
[106] validation_0-rmse:0.04325 validation_1-rmse:0.03765
|
|
[107] validation_0-rmse:0.04320 validation_1-rmse:0.03756
|
|
[108] validation_0-rmse:0.04314 validation_1-rmse:0.03748
|
|
[109] validation_0-rmse:0.04309 validation_1-rmse:0.03741
|
|
[110] validation_0-rmse:0.04303 validation_1-rmse:0.03729
|
|
[111] validation_0-rmse:0.04298 validation_1-rmse:0.03721
|
|
[112] validation_0-rmse:0.04293 validation_1-rmse:0.03713
|
|
[113] validation_0-rmse:0.04289 validation_1-rmse:0.03705
|
|
[114] validation_0-rmse:0.04285 validation_1-rmse:0.03699
|
|
[115] validation_0-rmse:0.04280 validation_1-rmse:0.03691
|
|
[116] validation_0-rmse:0.04275 validation_1-rmse:0.03683
|
|
[117] validation_0-rmse:0.04269 validation_1-rmse:0.03673
|
|
[118] validation_0-rmse:0.04262 validation_1-rmse:0.03664
|
|
[119] validation_0-rmse:0.04256 validation_1-rmse:0.03656
|
|
[120] validation_0-rmse:0.04250 validation_1-rmse:0.03646
|
|
[121] validation_0-rmse:0.04245 validation_1-rmse:0.03638
|
|
[122] validation_0-rmse:0.04239 validation_1-rmse:0.03627
|
|
[123] validation_0-rmse:0.04232 validation_1-rmse:0.03617
|
|
[124] validation_0-rmse:0.04227 validation_1-rmse:0.03609
|
|
[125] validation_0-rmse:0.04221 validation_1-rmse:0.03599
|
|
[126] validation_0-rmse:0.04215 validation_1-rmse:0.03590
|
|
[127] validation_0-rmse:0.04211 validation_1-rmse:0.03583
|
|
[128] validation_0-rmse:0.04204 validation_1-rmse:0.03573
|
|
[129] validation_0-rmse:0.04199 validation_1-rmse:0.03565
|
|
[130] validation_0-rmse:0.04193 validation_1-rmse:0.03557
|
|
[131] validation_0-rmse:0.04188 validation_1-rmse:0.03549
|
|
[132] validation_0-rmse:0.04183 validation_1-rmse:0.03543
|
|
[133] validation_0-rmse:0.04178 validation_1-rmse:0.03534
|
|
[134] validation_0-rmse:0.04171 validation_1-rmse:0.03525
|
|
[135] validation_0-rmse:0.04169 validation_1-rmse:0.03520
|
|
[136] validation_0-rmse:0.04165 validation_1-rmse:0.03512
|
|
[137] validation_0-rmse:0.04158 validation_1-rmse:0.03504
|
|
[138] validation_0-rmse:0.04154 validation_1-rmse:0.03495
|
|
[139] validation_0-rmse:0.04150 validation_1-rmse:0.03488
|
|
[140] validation_0-rmse:0.04146 validation_1-rmse:0.03482
|
|
[141] validation_0-rmse:0.04141 validation_1-rmse:0.03473
|
|
[142] validation_0-rmse:0.04136 validation_1-rmse:0.03464
|
|
[143] validation_0-rmse:0.04131 validation_1-rmse:0.03456
|
|
[144] validation_0-rmse:0.04127 validation_1-rmse:0.03450
|
|
[145] validation_0-rmse:0.04122 validation_1-rmse:0.03442
|
|
[146] validation_0-rmse:0.04118 validation_1-rmse:0.03435
|
|
[147] validation_0-rmse:0.04114 validation_1-rmse:0.03428
|
|
[148] validation_0-rmse:0.04110 validation_1-rmse:0.03420
|
|
[149] validation_0-rmse:0.04106 validation_1-rmse:0.03414
|
|
[150] validation_0-rmse:0.04102 validation_1-rmse:0.03406
|
|
[151] validation_0-rmse:0.04096 validation_1-rmse:0.03397
|
|
[152] validation_0-rmse:0.04090 validation_1-rmse:0.03389
|
|
[153] validation_0-rmse:0.04085 validation_1-rmse:0.03381
|
|
[154] validation_0-rmse:0.04082 validation_1-rmse:0.03376
|
|
[155] validation_0-rmse:0.04078 validation_1-rmse:0.03369
|
|
[156] validation_0-rmse:0.04072 validation_1-rmse:0.03361
|
|
[157] validation_0-rmse:0.04068 validation_1-rmse:0.03354
|
|
[158] validation_0-rmse:0.04063 validation_1-rmse:0.03346
|
|
[159] validation_0-rmse:0.04058 validation_1-rmse:0.03339
|
|
[160] validation_0-rmse:0.04054 validation_1-rmse:0.03332
|
|
[161] validation_0-rmse:0.04049 validation_1-rmse:0.03323
|
|
[162] validation_0-rmse:0.04045 validation_1-rmse:0.03316
|
|
[163] validation_0-rmse:0.04041 validation_1-rmse:0.03310
|
|
[164] validation_0-rmse:0.04039 validation_1-rmse:0.03306
|
|
[165] validation_0-rmse:0.04034 validation_1-rmse:0.03299
|
|
[166] validation_0-rmse:0.04029 validation_1-rmse:0.03293
|
|
[167] validation_0-rmse:0.04023 validation_1-rmse:0.03285
|
|
[168] validation_0-rmse:0.04020 validation_1-rmse:0.03280
|
|
[169] validation_0-rmse:0.04017 validation_1-rmse:0.03274
|
|
[170] validation_0-rmse:0.04013 validation_1-rmse:0.03267
|
|
[171] validation_0-rmse:0.04009 validation_1-rmse:0.03260
|
|
[172] validation_0-rmse:0.04003 validation_1-rmse:0.03252
|
|
[173] validation_0-rmse:0.03999 validation_1-rmse:0.03245
|
|
[174] validation_0-rmse:0.03996 validation_1-rmse:0.03238
|
|
[175] validation_0-rmse:0.03992 validation_1-rmse:0.03232
|
|
[176] validation_0-rmse:0.03988 validation_1-rmse:0.03226
|
|
[177] validation_0-rmse:0.03985 validation_1-rmse:0.03219
|
|
[178] validation_0-rmse:0.03980 validation_1-rmse:0.03210
|
|
[179] validation_0-rmse:0.03976 validation_1-rmse:0.03204
|
|
[180] validation_0-rmse:0.03972 validation_1-rmse:0.03197
|
|
[181] validation_0-rmse:0.03968 validation_1-rmse:0.03190
|
|
[182] validation_0-rmse:0.03964 validation_1-rmse:0.03184
|
|
[183] validation_0-rmse:0.03958 validation_1-rmse:0.03178
|
|
[184] validation_0-rmse:0.03954 validation_1-rmse:0.03171
|
|
[185] validation_0-rmse:0.03952 validation_1-rmse:0.03165
|
|
[186] validation_0-rmse:0.03948 validation_1-rmse:0.03158
|
|
[187] validation_0-rmse:0.03945 validation_1-rmse:0.03152
|
|
[188] validation_0-rmse:0.03943 validation_1-rmse:0.03146
|
|
[189] validation_0-rmse:0.03939 validation_1-rmse:0.03140
|
|
[190] validation_0-rmse:0.03936 validation_1-rmse:0.03134
|
|
[191] validation_0-rmse:0.03933 validation_1-rmse:0.03128
|
|
[192] validation_0-rmse:0.03929 validation_1-rmse:0.03122
|
|
[193] validation_0-rmse:0.03927 validation_1-rmse:0.03117
|
|
[194] validation_0-rmse:0.03923 validation_1-rmse:0.03112
|
|
[195] validation_0-rmse:0.03919 validation_1-rmse:0.03105
|
|
[196] validation_0-rmse:0.03915 validation_1-rmse:0.03099
|
|
[197] validation_0-rmse:0.03912 validation_1-rmse:0.03094
|
|
[198] validation_0-rmse:0.03909 validation_1-rmse:0.03089
|
|
[199] validation_0-rmse:0.03905 validation_1-rmse:0.03084
|
|
2025-05-02 03:17:55,364 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (85.04 secs) --------------------
|
|
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
|
|
|
[03:17:55] WARNING: /workspace/src/learner.cc:740:
|
|
Parameters: { "verbose" } are not used.
|
|
|
|
|
|
2025-05-02 03:17:55,401 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1744243200/cb_sol_1744243200--s_close.html
|
|
2025-05-02 03:17:55,401 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-02 03:17:55,545 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-02 03:17:55,722 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-03-03 02:30:00 up to 2025-04-20 00:00:00 (47 days).
|
|
2025-05-02 03:17:56,194 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-02_03-17-56.meta.json"
|
|
Result for strategy OKXRegressionStrategy
|
|
BACKTESTING REPORT
|
|
┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ BTC/USDT │ 6 │ -0.4 │ -0.483 │ -0.05 │ 0:22:00 │ 1 0 5 16.7 │
|
|
│ SOL/USDT │ 41 │ -0.86 │ -7.036 │ -0.7 │ 1:51:00 │ 6 0 35 14.6 │
|
|
│ TOTAL │ 47 │ -0.8 │ -7.519 │ -0.75 │ 1:40:00 │ 7 0 40 14.9 │
|
|
└──────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
LEFT OPEN TRADES REPORT
|
|
┏━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ TOTAL │ 0 │ 0.0 │ 0.000 │ 0.0 │ 0:00 │ 0 0 0 0 │
|
|
└───────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
ENTER TAG STATS
|
|
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Enter Tag ┃ Entries ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ OTHER │ 47 │ -0.8 │ -7.519 │ -0.75 │ 1:40:00 │ 7 0 40 14.9 │
|
|
│ TOTAL │ 47 │ -0.8 │ -7.519 │ -0.75 │ 1:40:00 │ 7 0 40 14.9 │
|
|
└───────────┴─────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
EXIT REASON STATS
|
|
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Exit Reason ┃ Exits ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ trailing_stop_loss │ 47 │ -0.8 │ -7.519 │ -0.75 │ 1:40:00 │ 7 0 40 14.9 │
|
|
│ TOTAL │ 47 │ -0.8 │ -7.519 │ -0.75 │ 1:40:00 │ 7 0 40 14.9 │
|
|
└────────────────────┴───────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
MIXED TAG STATS
|
|
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Enter Tag ┃ Exit Reason ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ ('', 'trailing_stop_loss') │ │ 47 │ -0.8 │ -7.519 │ -0.75 │ 1:40:00 │ 7 0 40 14.9 │
|
|
│ TOTAL │ │ 47 │ -0.8 │ -7.519 │ -0.75 │ 1:40:00 │ 7 0 40 14.9 │
|
|
└────────────────────────────┴─────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
SUMMARY METRICS
|
|
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Metric ┃ Value ┃
|
|
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ Backtesting from │ 2025-03-03 02:30:00 │
|
|
│ Backtesting to │ 2025-04-20 00:00:00 │
|
|
│ Trading Mode │ Spot │
|
|
│ Max open trades │ 2 │
|
|
│ │ │
|
|
│ Total/Daily Avg Trades │ 47 / 1.0 │
|
|
│ Starting balance │ 1000 USDT │
|
|
│ Final balance │ 992.481 USDT │
|
|
│ Absolute profit │ -7.519 USDT │
|
|
│ Total profit % │ -0.75% │
|
|
│ CAGR % │ -5.69% │
|
|
│ Sortino │ -10.08 │
|
|
│ Sharpe │ -9.30 │
|
|
│ Calmar │ -37.45 │
|
|
│ SQN │ -3.30 │
|
|
│ Profit factor │ 0.17 │
|
|
│ Expectancy (Ratio) │ -0.16 (-0.71) │
|
|
│ Avg. daily profit % │ -0.02% │
|
|
│ Avg. stake amount │ 19.885 USDT │
|
|
│ Total trade volume │ 1867.299 USDT │
|
|
│ │ │
|
|
│ Best Pair │ BTC/USDT -0.05% │
|
|
│ Worst Pair │ SOL/USDT -0.70% │
|
|
│ Best trade │ SOL/USDT 2.55% │
|
|
│ Worst trade │ SOL/USDT -5.11% │
|
|
│ Best day │ 0.474 USDT │
|
|
│ Worst day │ -1.283 USDT │
|
|
│ Days win/draw/lose │ 2 / 23 / 15 │
|
|
│ Avg. Duration Winners │ 1:40:00 │
|
|
│ Avg. Duration Loser │ 1:40:00 │
|
|
│ Max Consecutive Wins / Loss │ 3 / 13 │
|
|
│ Rejected Entry signals │ 0 │
|
|
│ Entry/Exit Timeouts │ 0 / 0 │
|
|
│ │ │
|
|
│ Min balance │ 991.799 USDT │
|
|
│ Max balance │ 999.961 USDT │
|
|
│ Max % of account underwater │ 0.82% │
|
|
│ Absolute Drawdown (Account) │ 0.82% │
|
|
│ Absolute Drawdown │ 8.162 USDT │
|
|
│ Drawdown high │ -0.039 USDT │
|
|
│ Drawdown low │ -8.201 USDT │
|
|
│ Drawdown Start │ 2025-03-03 18:30:00 │
|
|
│ Drawdown End │ 2025-04-07 17:06:00 │
|
|
│ Market change │ -28.24% │
|
|
└─────────────────────────────┴─────────────────────┘
|
|
|
|
Backtested 2025-03-03 02:30:00 -> 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 ┃
|
|
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
|
|
│ OKXRegressionStrategy │ 47 │ -0.80 │ -7.519 │ -0.75 │ 1:40:00 │ 7 0 40 14.9 │ 8.162 USDT 0.82% │
|
|
└───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴───────────────────┘
|