run result

This commit is contained in:
zhangkun9038@dingtalk.com 2025-04-29 11:47:05 +08:00
parent 4dcfc172f9
commit ed011ef498

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@ -1,287 +1,333 @@
Creating freqtrade_freqtrade_run ...
Creating freqtrade_freqtrade_run ...
Creating freqtrade_freqtrade_run ... done
2025-04-29 02:19:51,594 - freqtrade - INFO - freqtrade 2025.3
2025-04-29 02:19:51,815 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
2025-04-29 02:19:53,227 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
2025-04-29 02:19:53,228 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/templates/FreqaiExampleStrategy.json ...
2025-04-29 02:19:53,230 - freqtrade.loggers - INFO - Enabling colorized output.
2025-04-29 02:19:53,230 - root - INFO - Logfile configured
2025-04-29 02:19:53,230 - freqtrade.loggers - INFO - Verbosity set to 0
2025-04-29 02:19:53,231 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
2025-04-29 02:19:53,231 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
2025-04-29 02:19:53,231 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250401-20250420 ...
2025-04-29 02:19:53,261 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
2025-04-29 02:19:53,262 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
2025-04-29 02:19:53,262 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
2025-04-29 02:19:53,262 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250401-20250420
2025-04-29 02:19:53,263 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
2025-04-29 02:19:53,263 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
2025-04-29 02:19:53,269 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
2025-04-29 02:19:53,270 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
2025-04-29 02:19:53,270 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
2025-04-29 02:19:53,272 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
2025-04-29 02:19:53,273 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
2025-04-29 02:19:53,273 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.69
2025-04-29 02:19:53,273 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
2025-04-29 02:19:53,278 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
2025-04-29 02:19:53,283 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
2025-04-29 02:19:55,869 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
2025-04-29 02:19:55,889 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy FreqaiExampleStrategy from '/freqtrade/templates/FreqaiExampleStrategy.py'...
2025-04-29 02:19:55,889 - freqtrade.strategy.hyper - INFO - Loading parameters from file /freqtrade/templates/FreqaiExampleStrategy.json
2025-04-29 02:19:55,890 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
2025-04-29 02:19:55,890 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
2025-04-29 02:19:55,891 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
2025-04-29 02:19:55,891 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
2025-04-29 02:19:55,891 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
2025-04-29 02:19:55,892 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit':
2025-04-29 03:45:39,092 - freqtrade - INFO - freqtrade 2025.3
2025-04-29 03:45:39,303 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
2025-04-29 03:45:40,699 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
2025-04-29 03:45:40,700 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/templates/FreqaiExampleStrategy.json ...
2025-04-29 03:45:40,702 - freqtrade.loggers - INFO - Enabling colorized output.
2025-04-29 03:45:40,702 - root - INFO - Logfile configured
2025-04-29 03:45:40,702 - freqtrade.loggers - INFO - Verbosity set to 0
2025-04-29 03:45:40,703 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
2025-04-29 03:45:40,703 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
2025-04-29 03:45:40,703 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250401-20250420 ...
2025-04-29 03:45:40,741 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
2025-04-29 03:45:40,741 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
2025-04-29 03:45:40,742 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
2025-04-29 03:45:40,742 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250401-20250420
2025-04-29 03:45:40,742 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
2025-04-29 03:45:40,743 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
2025-04-29 03:45:40,750 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
2025-04-29 03:45:40,750 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
2025-04-29 03:45:40,751 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
2025-04-29 03:45:40,753 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
2025-04-29 03:45:40,753 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
2025-04-29 03:45:40,754 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.69
2025-04-29 03:45:40,754 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
2025-04-29 03:45:40,759 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
2025-04-29 03:45:40,764 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
2025-04-29 03:45:43,319 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
2025-04-29 03:45:43,339 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy FreqaiExampleStrategy from '/freqtrade/templates/FreqaiExampleStrategy.py'...
2025-04-29 03:45:43,340 - freqtrade.strategy.hyper - INFO - Loading parameters from file /freqtrade/templates/FreqaiExampleStrategy.json
2025-04-29 03:45:43,341 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
2025-04-29 03:45:43,341 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
2025-04-29 03:45:43,341 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
2025-04-29 03:45:43,341 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
2025-04-29 03:45:43,342 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
2025-04-29 03:45:43,342 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit':
'minutes'}.
2025-04-29 02:19:55,892 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
2025-04-29 02:19:55,892 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {'0': 0.132, '8': 0.047, '14': 0.007, '60': 0}
2025-04-29 02:19:55,893 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
2025-04-29 02:19:55,893 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
2025-04-29 02:19:55,893 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
2025-04-29 02:19:55,894 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
2025-04-29 02:19:55,894 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.02
2025-04-29 02:19:55,894 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
2025-04-29 02:19:55,894 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
2025-04-29 02:19:55,895 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
2025-04-29 02:19:55,895 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False,
2025-04-29 03:45:43,342 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
2025-04-29 03:45:43,343 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {'0': 0.132, '8': 0.047, '14': 0.007, '60': 0}
2025-04-29 03:45:43,343 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
2025-04-29 03:45:43,343 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
2025-04-29 03:45:43,343 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
2025-04-29 03:45:43,344 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
2025-04-29 03:45:43,344 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.02
2025-04-29 03:45:43,344 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
2025-04-29 03:45:43,344 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
2025-04-29 03:45:43,345 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
2025-04-29 03:45:43,345 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False,
'stoploss_on_exchange_interval': 60}
2025-04-29 02:19:55,895 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
2025-04-29 02:19:55,896 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
2025-04-29 02:19:55,896 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
2025-04-29 02:19:55,896 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
2025-04-29 02:19:55,896 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
2025-04-29 02:19:55,897 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
2025-04-29 02:19:55,897 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
2025-04-29 02:19:55,898 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
2025-04-29 02:19:55,898 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
2025-04-29 02:19:55,898 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
2025-04-29 02:19:55,899 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
2025-04-29 02:19:55,899 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
2025-04-29 02:19:55,899 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
2025-04-29 02:19:55,899 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
2025-04-29 02:19:55,900 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
2025-04-29 02:19:55,903 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
2025-04-29 02:19:55,909 - freqtrade.optimize.backtesting - INFO - Using fee 0.1500% - worst case fee from exchange (lowest tier).
2025-04-29 02:19:55,910 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
2025-04-29 02:19:55,910 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 14450 ...
2025-04-29 02:19:56,041 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-03-01 21:30:00 up to 2025-04-20 00:00:00 (49 days).
2025-04-29 02:19:56,042 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
2025-04-29 02:19:56,043 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy FreqaiExampleStrategy
2025-04-29 02:19:57,620 - matplotlib.font_manager - INFO - generated new fontManager
2025-04-29 02:19:57,823 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
2025-04-29 02:19:57,824 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
2025-04-29 02:19:57,824 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
2025-04-29 02:19:57,825 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['BTC/USDT', 'SOL/USDT']
2025-04-29 02:19:57,826 - freqtrade.strategy.hyper - INFO - Strategy Parameter: buy_rsi = 39.92672300850069
2025-04-29 02:19:57,826 - freqtrade.strategy.hyper - INFO - Strategy Parameter: sell_rsi = 69.92672300850067
2025-04-29 02:19:57,826 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
2025-04-29 02:19:57,829 - FreqaiExampleStrategy - INFO - 处理交易对BTC/USDT
2025-04-29 02:19:57,831 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
2025-04-29 02:19:57,832 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-02 00:00:00 to 2025-04-01 00:00:00, 1/2 trains
2025-04-29 02:19:57,832 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
2025-04-29 03:45:43,345 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
2025-04-29 03:45:43,345 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
2025-04-29 03:45:43,346 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
2025-04-29 03:45:43,346 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
2025-04-29 03:45:43,346 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
2025-04-29 03:45:43,346 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
2025-04-29 03:45:43,347 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
2025-04-29 03:45:43,347 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
2025-04-29 03:45:43,347 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
2025-04-29 03:45:43,347 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
2025-04-29 03:45:43,348 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
2025-04-29 03:45:43,348 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
2025-04-29 03:45:43,348 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
2025-04-29 03:45:43,348 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
2025-04-29 03:45:43,349 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
2025-04-29 03:45:43,352 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
2025-04-29 03:45:43,358 - freqtrade.optimize.backtesting - INFO - Using fee 0.1500% - worst case fee from exchange (lowest tier).
2025-04-29 03:45:43,359 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
2025-04-29 03:45:43,359 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 14450 ...
2025-04-29 03:45:43,492 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-03-01 21:30:00 up to 2025-04-20 00:00:00 (49 days).
2025-04-29 03:45:43,492 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
2025-04-29 03:45:43,493 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy FreqaiExampleStrategy
2025-04-29 03:45:45,083 - matplotlib.font_manager - INFO - generated new fontManager
2025-04-29 03:45:45,284 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
2025-04-29 03:45:45,285 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
2025-04-29 03:45:45,285 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
2025-04-29 03:45:45,285 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['BTC/USDT', 'SOL/USDT']
2025-04-29 03:45:45,286 - freqtrade.strategy.hyper - INFO - Strategy Parameter: buy_rsi = 39.92672300850069
2025-04-29 03:45:45,286 - freqtrade.strategy.hyper - INFO - Strategy Parameter: sell_rsi = 69.92672300850067
2025-04-29 03:45:45,287 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
2025-04-29 03:45:45,289 - FreqaiExampleStrategy - INFO - 处理交易对BTC/USDT
2025-04-29 03:45:45,291 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
2025-04-29 03:45:45,292 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-02 00:00:00 to 2025-04-01 00:00:00, 1/2 trains
2025-04-29 03:45:45,292 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1743465600_prediction.feather
2025-04-29 02:19:57,868 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
2025-04-29 02:19:57,868 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
2025-04-29 02:19:57,937 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
2025-04-29 02:19:57,938 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
2025-04-29 02:19:57,999 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
2025-04-29 02:19:57,999 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-03-01 21:30:00 to 2025-04-20 00:00:00
2025-04-29 02:19:58,093 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
2025-04-29 02:19:58,094 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
2025-04-29 02:19:58,164 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
2025-04-29 02:19:58,164 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
2025-04-29 02:19:58,214 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对BTC/USDT
2025-04-29 02:19:58,219 - FreqaiExampleStrategy - INFO - 目标列形状:(14450,)
2025-04-29 02:19:58,222 - FreqaiExampleStrategy - INFO - 目标列预览:
2025-04-29 03:45:45,328 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
2025-04-29 03:45:45,328 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
2025-04-29 03:45:45,397 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
2025-04-29 03:45:45,397 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
2025-04-29 03:45:45,452 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
2025-04-29 03:45:45,453 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-03-01 21:30:00 to 2025-04-20 00:00:00
2025-04-29 03:45:45,543 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
2025-04-29 03:45:45,544 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
2025-04-29 03:45:45,618 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
2025-04-29 03:45:45,618 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
2025-04-29 03:45:45,667 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对BTC/USDT
2025-04-29 03:45:45,673 - FreqaiExampleStrategy - INFO - 目标列形状:(14450,)
2025-04-29 03:45:45,675 - FreqaiExampleStrategy - INFO - 目标列预览:
up_or_down &-buy_rsi
0 0.007116 50.010488
1 0.005291 50.010488
2 0.004416 50.010488
3 0.002082 50.010488
4 0.001904 50.010488
2025-04-29 02:19:58,226 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对BTC/USDT
2025-04-29 02:19:58,232 - FreqaiExampleStrategy - INFO - 目标列形状:(19250,)
2025-04-29 02:19:58,234 - FreqaiExampleStrategy - INFO - 目标列预览:
2025-04-29 03:45:45,680 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对BTC/USDT
2025-04-29 03:45:45,685 - FreqaiExampleStrategy - INFO - 目标列形状:(19250,)
2025-04-29 03:45:45,687 - FreqaiExampleStrategy - INFO - 目标列预览:
up_or_down &-buy_rsi
0 0.007116 49.846666
1 0.005291 49.846666
2 0.004416 49.846666
3 0.002082 49.846666
4 0.001904 49.846666
2025-04-29 02:19:58,241 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1743465600/cb_btc_1743465600
2025-04-29 02:19:58,242 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
2025-04-29 02:19:58,263 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-04-29 02:19:58,264 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
2025-04-29 02:20:03,332 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
2025-04-29 02:20:03,333 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
[99] validation_0-rmse:0.15629 validation_1-rmse:0.11359
2025-04-29 02:20:04,380 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (6.14 secs) --------------------
2025-04-29 02:20:04,381 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-04-29 02:20:05,079 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-12 00:00:00 to 2025-04-11 00:00:00, 2/2 trains
2025-04-29 02:20:05,079 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
2025-04-29 03:45:45,694 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1743465600/cb_btc_1743465600
2025-04-29 03:45:45,695 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
2025-04-29 03:45:45,717 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-04-29 03:45:45,717 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
2025-04-29 03:45:45,736 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
2025-04-29 03:45:45,737 - 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: [03:45:45] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
warnings.warn(smsg, UserWarning)
[99] validation_0-rmse:0.13679 validation_1-rmse:0.11901
2025-04-29 03:45:46,495 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (0.80 secs) --------------------
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
[03:45:46] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
2025-04-29 03:45:47,102 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1743465600/cb_btc_1743465600--buy_rsi.html
2025-04-29 03:45:47,102 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-04-29 03:45:47,122 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
2025-04-29 03:45:47,128 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-12 00:00:00 to 2025-04-11 00:00:00, 2/2 trains
2025-04-29 03:45:47,129 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1744329600_prediction.feather
2025-04-29 02:20:05,082 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对BTC/USDT
2025-04-29 02:20:05,087 - FreqaiExampleStrategy - INFO - 目标列形状:(19250,)
2025-04-29 02:20:05,088 - FreqaiExampleStrategy - INFO - 目标列预览:
2025-04-29 03:45:47,134 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对BTC/USDT
2025-04-29 03:45:47,139 - FreqaiExampleStrategy - INFO - 目标列形状:(19250,)
2025-04-29 03:45:47,141 - FreqaiExampleStrategy - INFO - 目标列预览:
up_or_down &-buy_rsi
0 0.007116 49.846666
1 0.005291 49.846666
2 0.004416 49.846666
3 0.002082 49.846666
4 0.001904 49.846666
2025-04-29 02:20:05,093 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对BTC/USDT
2025-04-29 02:20:05,099 - FreqaiExampleStrategy - INFO - 目标列形状:(23570,)
2025-04-29 02:20:05,101 - FreqaiExampleStrategy - INFO - 目标列预览:
2025-04-29 03:45:47,146 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对BTC/USDT
2025-04-29 03:45:47,152 - FreqaiExampleStrategy - INFO - 目标列形状:(23570,)
2025-04-29 03:45:47,153 - FreqaiExampleStrategy - INFO - 目标列预览:
up_or_down &-buy_rsi
0 0.007116 50.074781
1 0.005291 50.074781
2 0.004416 50.074781
3 0.002082 50.074781
4 0.001904 50.074781
2025-04-29 02:20:05,105 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1744329600/cb_btc_1744329600
2025-04-29 02:20:05,105 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
2025-04-29 02:20:05,122 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-04-29 02:20:05,123 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
2025-04-29 02:20:10,160 - datasieve.pipeline - INFO - DI tossed 2001 predictions for being too far from training data.
2025-04-29 02:20:10,163 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
2025-04-29 02:20:10,164 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
[99] validation_0-rmse:0.18198 validation_1-rmse:0.10994
2025-04-29 02:20:11,138 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (6.03 secs) --------------------
2025-04-29 02:20:11,139 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-04-29 02:20:11,651 - FreqaiExampleStrategy - INFO - 动态参数buy_rsi=39.26145316407591, sell_rsi=59.26145316407591, stoploss=-0.15, trailing_stop_positive=0.05
2025-04-29 02:20:11,658 - FreqaiExampleStrategy - INFO - up_or_down 值统计:
2025-04-29 03:45:47,158 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1744329600/cb_btc_1744329600
2025-04-29 03:45:47,159 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
2025-04-29 03:45:47,178 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-04-29 03:45:47,179 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
2025-04-29 03:45:47,194 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
2025-04-29 03:45:47,194 - 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:
[03:45:47] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
[99] validation_0-rmse:0.13376 validation_1-rmse:0.11638
2025-04-29 03:45:47,973 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (0.81 secs) --------------------
2025-04-29 03:45:48,008 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1744329600/cb_btc_1744329600--buy_rsi.html
2025-04-29 03:45:48,008 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-04-29 03:45:48,026 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
2025-04-29 03:45:48,060 - FreqaiExampleStrategy - INFO - 动态参数buy_rsi=39.26145316407591, sell_rsi=59.26145316407591, stoploss=-0.15, trailing_stop_positive=0.05
2025-04-29 03:45:48,066 - FreqaiExampleStrategy - INFO - up_or_down 值统计:
up_or_down
1 11845
0 11726
2025-04-29 02:20:11,659 - FreqaiExampleStrategy - INFO - do_predict 值统计:
2025-04-29 03:45:48,068 - FreqaiExampleStrategy - INFO - do_predict 值统计:
do_predict
0.0 20562
1.0 3009
2025-04-29 02:20:11,660 - FreqaiExampleStrategy - INFO - 处理交易对SOL/USDT
2025-04-29 02:20:11,661 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
2025-04-29 02:20:11,663 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-02 00:00:00 to 2025-04-01 00:00:00, 1/2 trains
2025-04-29 02:20:11,663 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
0.0 14451
1.0 9120
2025-04-29 03:45:48,069 - FreqaiExampleStrategy - INFO - 处理交易对SOL/USDT
2025-04-29 03:45:48,070 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
2025-04-29 03:45:48,072 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-02 00:00:00 to 2025-04-01 00:00:00, 1/2 trains
2025-04-29 03:45:48,072 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1743465600_prediction.feather
2025-04-29 02:20:11,685 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
2025-04-29 02:20:11,686 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
2025-04-29 02:20:11,747 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
2025-04-29 02:20:11,748 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
2025-04-29 02:20:11,799 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
2025-04-29 02:20:11,800 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-03-01 21:30:00 to 2025-04-20 00:00:00
2025-04-29 02:20:12,035 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对SOL/USDT
2025-04-29 02:20:12,040 - FreqaiExampleStrategy - INFO - 目标列形状:(14450,)
2025-04-29 02:20:12,041 - FreqaiExampleStrategy - INFO - 目标列预览:
2025-04-29 03:45:48,096 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
2025-04-29 03:45:48,096 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
2025-04-29 03:45:48,160 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
2025-04-29 03:45:48,161 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
2025-04-29 03:45:48,209 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
2025-04-29 03:45:48,210 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-03-01 21:30:00 to 2025-04-20 00:00:00
2025-04-29 03:45:48,459 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对SOL/USDT
2025-04-29 03:45:48,465 - FreqaiExampleStrategy - INFO - 目标列形状:(14450,)
2025-04-29 03:45:48,467 - FreqaiExampleStrategy - INFO - 目标列预览:
up_or_down &-buy_rsi
0 0.016595 49.72136
1 0.012811 49.72136
2 0.010135 49.72136
3 0.008514 49.72136
4 0.006242 49.72136
2025-04-29 02:20:12,045 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对SOL/USDT
2025-04-29 02:20:12,050 - FreqaiExampleStrategy - INFO - 目标列形状:(19250,)
2025-04-29 02:20:12,051 - FreqaiExampleStrategy - INFO - 目标列预览:
2025-04-29 03:45:48,474 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对SOL/USDT
2025-04-29 03:45:48,479 - FreqaiExampleStrategy - INFO - 目标列形状:(19250,)
2025-04-29 03:45:48,481 - FreqaiExampleStrategy - INFO - 目标列预览:
up_or_down &-buy_rsi
0 0.016595 49.562407
1 0.012811 49.562407
2 0.010135 49.562407
3 0.008514 49.562407
4 0.006242 49.562407
2025-04-29 02:20:12,056 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1743465600/cb_sol_1743465600
2025-04-29 02:20:12,056 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
2025-04-29 02:20:12,075 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-04-29 02:20:12,076 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
2025-04-29 02:20:17,259 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
2025-04-29 02:20:17,260 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
[99] validation_0-rmse:0.12969 validation_1-rmse:0.09745
2025-04-29 02:20:18,525 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.47 secs) --------------------
2025-04-29 02:20:18,527 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-04-29 02:20:19,108 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-12 00:00:00 to 2025-04-11 00:00:00, 2/2 trains
2025-04-29 02:20:19,108 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
2025-04-29 03:45:48,488 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1743465600/cb_sol_1743465600
2025-04-29 03:45:48,489 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
2025-04-29 03:45:48,519 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-04-29 03:45:48,520 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
2025-04-29 03:45:48,543 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
2025-04-29 03:45:48,543 - 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:
[03:45:48] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
[99] validation_0-rmse:0.11848 validation_1-rmse:0.10165
2025-04-29 03:45:49,727 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (1.24 secs) --------------------
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
[03:45:49] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
2025-04-29 03:45:49,759 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1743465600/cb_sol_1743465600--buy_rsi.html
2025-04-29 03:45:49,760 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-04-29 03:45:49,786 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
2025-04-29 03:45:49,792 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-12 00:00:00 to 2025-04-11 00:00:00, 2/2 trains
2025-04-29 03:45:49,792 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1744329600_prediction.feather
2025-04-29 02:20:19,111 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对SOL/USDT
2025-04-29 02:20:19,117 - FreqaiExampleStrategy - INFO - 目标列形状:(19250,)
2025-04-29 02:20:19,118 - FreqaiExampleStrategy - INFO - 目标列预览:
2025-04-29 03:45:49,796 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对SOL/USDT
2025-04-29 03:45:49,801 - FreqaiExampleStrategy - INFO - 目标列形状:(19250,)
2025-04-29 03:45:49,803 - FreqaiExampleStrategy - INFO - 目标列预览:
up_or_down &-buy_rsi
0 0.016595 49.562407
1 0.012811 49.562407
2 0.010135 49.562407
3 0.008514 49.562407
4 0.006242 49.562407
2025-04-29 02:20:19,125 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对SOL/USDT
2025-04-29 02:20:19,130 - FreqaiExampleStrategy - INFO - 目标列形状:(23570,)
2025-04-29 02:20:19,132 - FreqaiExampleStrategy - INFO - 目标列预览:
2025-04-29 03:45:49,809 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标交易对SOL/USDT
2025-04-29 03:45:49,815 - FreqaiExampleStrategy - INFO - 目标列形状:(23570,)
2025-04-29 03:45:49,816 - FreqaiExampleStrategy - INFO - 目标列预览:
up_or_down &-buy_rsi
0 0.016595 49.934347
1 0.012811 49.934347
2 0.010135 49.934347
3 0.008514 49.934347
4 0.006242 49.934347
2025-04-29 02:20:19,137 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1744329600/cb_sol_1744329600
2025-04-29 02:20:19,137 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
2025-04-29 02:20:19,161 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-04-29 02:20:19,161 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
2025-04-29 02:20:24,229 - datasieve.pipeline - INFO - DI tossed 1948 predictions for being too far from training data.
2025-04-29 02:20:24,232 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
2025-04-29 02:20:24,233 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
[99] validation_0-rmse:0.14837 validation_1-rmse:0.10398
2025-04-29 02:20:25,802 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.66 secs) --------------------
2025-04-29 02:20:25,803 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-04-29 02:20:26,374 - FreqaiExampleStrategy - INFO - 动态参数buy_rsi=50.0, sell_rsi=70.0, stoploss=-0.15, trailing_stop_positive=0.05
2025-04-29 02:20:26,380 - FreqaiExampleStrategy - INFO - up_or_down 值统计:
2025-04-29 03:45:49,821 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1744329600/cb_sol_1744329600
2025-04-29 03:45:49,821 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
2025-04-29 03:45:49,844 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
2025-04-29 03:45:49,845 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
2025-04-29 03:45:49,867 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
2025-04-29 03:45:49,868 - 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:
[03:45:49] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
[99] validation_0-rmse:0.12679 validation_1-rmse:0.11178
2025-04-29 03:45:51,157 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (1.34 secs) --------------------
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
[03:45:51] WARNING: /workspace/src/learner.cc:740:
Parameters: { "verbose" } are not used.
2025-04-29 03:45:51,189 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1744329600/cb_sol_1744329600--buy_rsi.html
2025-04-29 03:45:51,189 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-04-29 03:45:51,213 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
2025-04-29 03:45:51,252 - FreqaiExampleStrategy - INFO - 动态参数buy_rsi=50.0, sell_rsi=70.0, stoploss=-0.15, trailing_stop_positive=0.05
2025-04-29 03:45:51,259 - FreqaiExampleStrategy - INFO - up_or_down 值统计:
up_or_down
0 11865
1 11706
2025-04-29 02:20:26,382 - FreqaiExampleStrategy - INFO - do_predict 值统计:
2025-04-29 03:45:51,261 - FreqaiExampleStrategy - INFO - do_predict 值统计:
do_predict
0.0 20490
1.0 3081
2025-04-29 02:20:26,385 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-04-01 00:00:00 up to 2025-04-20 00:00:00 (19 days).
2025-04-29 02:20:26,387 - FreqaiExampleStrategy - ERROR - MACD 或 MACD 信号列缺失,无法生成买入信号。尝试重新计算 MACD 列。
2025-04-29 02:20:26,388 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
2025-04-29 02:20:26,405 - FreqaiExampleStrategy - ERROR - MACD 或 MACD 信号列缺失,无法生成买入信号。尝试重新计算 MACD 列。
2025-04-29 02:20:26,406 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
2025-04-29 02:20:26,846 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-04-29_02-20-26.meta.json"
0.0 14451
1.0 9120
2025-04-29 03:45:51,264 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-04-01 00:00:00 up to 2025-04-20 00:00:00 (19 days).
2025-04-29 03:45:51,266 - FreqaiExampleStrategy - ERROR - MACD 或 MACD 信号列缺失,无法生成买入信号。尝试重新计算 MACD 列。
2025-04-29 03:45:51,267 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
2025-04-29 03:45:51,285 - FreqaiExampleStrategy - ERROR - MACD 或 MACD 信号列缺失,无法生成买入信号。尝试重新计算 MACD 列。
2025-04-29 03:45:51,286 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
2025-04-29 03:45:51,859 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-04-29_03-45-51.meta.json"
Result for strategy FreqaiExampleStrategy
BACKTESTING REPORT
┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
│ BTC/USDT │ 7 │ 0.0 │ 0.000 │ 0.0 │ 17:57:00 │ 0 7 0 0 │
│ SOL/USDT │ 4 │ -3.75 │ -22.529 │ -2.25 │ 1 day, 1:52:00 │ 0 3 1 0
│ TOTAL │ 11 │ -1.36 │ -22.529 │ -2.25 │ 20:50:00 │ 0 10 1 0
└──────────┴────────┴──────────────┴─────────────────┴──────────────┴────────────────┴────────────────────────┘
LEFT OPEN TRADES REPORT
BACKTESTING REPORT
┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
│ BTC/USDT │ 17 │ 0.03 │ 0.801 │ 0.08 │ 11:49:00 │ 2 15 0 100 │
│ SOL/USDT │ 13 │ -0.93 │ -18.095 │ -1.81 │ 8:54:00 │ 5 7 1 38.5
│ TOTAL │ 30 │ -0.38 │ -17.294 │ -1.73 │ 10:34:00 │ 7 22 1 23.3
└──────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
LEFT OPEN TRADES REPORT
┏━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
┡━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
│ TOTAL │ 0 │ 0.0 │ 0.000 │ 0.0 │ 0:00 │ 0 0 0 0 │
└───────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
ENTER TAG STATS
ENTER TAG STATS
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Enter Tag ┃ Entries ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
│ long │ 11 │ -1.36 │ -22.529 │ -2.25 │ 20:50:00 │ 0 10 1 0
│ TOTAL │ 11 │ -1.36 │ -22.529 │ -2.25 │ 20:50:00 │ 0 10 1 0
│ long │ 30 │ -0.38 │ -17.294 │ -1.73 │ 10:34:00 │ 7 22 1 23.3
│ TOTAL │ 30 │ -0.38 │ -17.294 │ -1.73 │ 10:34:00 │ 7 22 1 23.3
└───────────┴─────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
EXIT REASON STATS
EXIT REASON STATS
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Exit Reason ┃ Exits ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
│ roi │ 10 │ 0.0 │ 0.000 │ 0.0 │ 18:20:00 │ 0 10 0 0 │
│ roi │ 29 │ 0.12 │ 5.235 │ 0.52 │ 9:21:00 │ 7 22 0 100 │
│ trailing_stop_loss │ 1 │ -15.0 │ -22.529 │ -2.25 │ 1 day, 21:45:00 │ 0 0 1 0 │
│ TOTAL │ 11 │ -1.36 │ -22.529 │ -2.25 │ 20:50:00 │ 0 10 1 0
│ TOTAL │ 30 │ -0.38 │ -17.294 │ -1.73 │ 10:34:00 │ 7 22 1 23.3
└────────────────────┴───────┴──────────────┴─────────────────┴──────────────┴─────────────────┴────────────────────────┘
MIXED TAG STATS
MIXED TAG STATS
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Enter Tag ┃ Exit Reason ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
│ ('long', 'roi') │ │ 10 │ 0.0 │ 0.000 │ 0.0 │ 18:20:00 │ 0 10 0 0 │
│ ('long', 'roi') │ │ 29 │ 0.12 │ 5.235 │ 0.52 │ 9:21:00 │ 7 22 0 100 │
│ ('long', 'trailing_stop_loss') │ │ 1 │ -15.0 │ -22.529 │ -2.25 │ 1 day, 21:45:00 │ 0 0 1 0 │
│ TOTAL │ │ 11 │ -1.36 │ -22.529 │ -2.25 │ 20:50:00 │ 0 10 1 0
│ TOTAL │ │ 30 │ -0.38 │ -17.294 │ -1.73 │ 10:34:00 │ 7 22 1 23.3
└────────────────────────────────┴─────────────┴────────┴──────────────┴─────────────────┴──────────────┴─────────────────┴────────────────────────┘
SUMMARY METRICS
SUMMARY METRICS
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓
┃ Metric ┃ Value ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩
@ -290,32 +336,32 @@ Result for strategy FreqaiExampleStrategy
│ Trading Mode │ Spot │
│ Max open trades │ 2 │
│ │ │
│ Total/Daily Avg Trades │ 11 / 0.58 │
│ Total/Daily Avg Trades │ 30 / 1.58 │
│ Starting balance │ 1000 USDT │
│ Final balance │ 977.471 USDT │
│ Absolute profit │ -22.529 USDT │
│ Total profit % │ -2.25% │
│ CAGR % │ -35.45% │
│ Final balance │ 982.706 USDT │
│ Absolute profit │ -17.294 USDT │
│ Total profit % │ -1.73% │
│ CAGR % │ -28.48% │
│ Sortino │ -100.00 │
│ Sharpe │ -3.50
│ Calmar │ -100.55
│ SQN │ -1.00 │
│ Profit factor │ 0.00
│ Expectancy (Ratio) │ -2.05 (-1.00) │
│ Avg. daily profit % │ -0.12% │
│ Sharpe │ -4.24
│ Calmar │ -77.19
│ SQN │ -0.76
│ Profit factor │ 0.23
│ Expectancy (Ratio) │ -0.58 (-0.76) │
│ Avg. daily profit % │ -0.09% │
│ Avg. stake amount │ 150 USDT │
│ Total trade volume │ 3287.312 USDT │
│ Total trade volume │ 9009.677 USDT │
│ │ │
│ Best Pair │ BTC/USDT 0.00% │
│ Worst Pair │ SOL/USDT -2.25% │
│ Best trade │ BTC/USDT 0.00% │
│ Best Pair │ BTC/USDT 0.08% │
│ Worst Pair │ SOL/USDT -1.81% │
│ Best trade │ SOL/USDT 1.41% │
│ Worst trade │ SOL/USDT -15.00% │
│ Best day │ 0 USDT
│ Best day │ 2.151 USDT
│ Worst day │ -22.529 USDT │
│ Days win/draw/lose │ 0 / 10 / 1 │
│ Avg. Duration Winners │ 0:00:00 │
│ Days win/draw/lose │ 4 / 14 / 1 │
│ Avg. Duration Winners │ 0:51:00 │
│ Avg. Duration Loser │ 1 day, 21:45:00 │
│ Max Consecutive Wins / Loss │ 0 / 11 │
│ Max Consecutive Wins / Loss │ 3 / 11 │
│ Rejected Entry signals │ 0 │
│ Entry/Exit Timeouts │ 0 / 0 │
│ │ │
@ -332,9 +378,9 @@ Result for strategy FreqaiExampleStrategy
└─────────────────────────────┴─────────────────────┘
Backtested 2025-04-01 00:00:00 -> 2025-04-20 00:00:00 | Max open trades : 2
STRATEGY SUMMARY
STRATEGY SUMMARY
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ Drawdown ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│ FreqaiExampleStrategy │ 11 │ -1.36 │ -22.529 │ -2.25 │ 20:50:00 │ 0 10 1 0 │ 22.529 USDT 2.25% │
│ FreqaiExampleStrategy │ 30 │ -0.38 │ -17.294 │ -1.73 │ 10:34:00 │ 7 22 1 23.3 │ 22.529 USDT 2.25% │
└───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴────────────────────┘