运行有结果,亏钱
This commit is contained in:
zhangkun9038@dingtalk.com
parent
ed011ef498
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Creating freqtrade_freqtrade_run ...
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Creating freqtrade_freqtrade_run ... done
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2025-04-29 03:45:39,092 - freqtrade - INFO - freqtrade 2025.3
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2025-04-29 03:45:39,303 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
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2025-04-29 03:45:40,699 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
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2025-04-29 03:45:40,700 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/templates/FreqaiExampleStrategy.json ...
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2025-04-29 03:45:40,702 - freqtrade.loggers - INFO - Enabling colorized output.
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2025-04-29 03:45:40,702 - root - INFO - Logfile configured
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2025-04-29 03:45:40,702 - freqtrade.loggers - INFO - Verbosity set to 0
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2025-04-29 03:45:40,703 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
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2025-04-29 03:45:40,703 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
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2025-04-29 03:45:40,703 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250401-20250420 ...
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2025-04-29 03:45:40,741 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
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2025-04-29 03:45:40,741 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
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2025-04-29 03:45:40,742 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
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2025-04-29 03:45:40,742 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250401-20250420
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2025-04-29 03:45:40,742 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
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2025-04-29 03:45:40,743 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
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2025-04-29 03:45:40,750 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
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2025-04-29 03:45:40,750 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
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2025-04-29 03:45:40,751 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
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2025-04-29 03:45:40,753 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
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2025-04-29 03:45:40,753 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
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2025-04-29 03:45:40,754 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.69
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2025-04-29 03:45:40,754 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
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2025-04-29 03:45:40,759 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
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2025-04-29 03:45:40,764 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
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2025-04-29 03:45:43,319 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
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2025-04-29 03:45:43,339 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy FreqaiExampleStrategy from '/freqtrade/templates/FreqaiExampleStrategy.py'...
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2025-04-29 03:45:43,340 - freqtrade.strategy.hyper - INFO - Loading parameters from file /freqtrade/templates/FreqaiExampleStrategy.json
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2025-04-29 03:45:43,341 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
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2025-04-29 03:45:43,341 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
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2025-04-29 03:45:43,341 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
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2025-04-29 03:45:43,341 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
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2025-04-29 03:45:43,342 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
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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':
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2025-04-29 07:44:18,057 - freqtrade - INFO - freqtrade 2025.3
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2025-04-29 07:44:18,268 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
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2025-04-29 07:44:19,654 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
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2025-04-29 07:44:19,654 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/templates/FreqaiExampleStrategy.json ...
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2025-04-29 07:44:19,656 - freqtrade.loggers - INFO - Enabling colorized output.
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2025-04-29 07:44:19,657[90m - [0m[95mroot[0m[90m - [0m[34mINFO[0m[90m - [0mLogfile configured
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2025-04-29 07:44:19,657[90m - [0m[95mfreqtrade.loggers[0m[90m - [0m[34mINFO[0m[90m - [0mVerbosity set to 0
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2025-04-29 07:44:19,657[90m - [0m[95mfreqtrade.configuration.configuration[0m[90m - [0m[34mINFO[0m[90m - [0mUsing additional Strategy lookup path: /freqtrade/templates
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2025-04-29 07:44:19,658[90m - [0m[95mfreqtrade.configuration.configuration[0m[90m - [0m[34mINFO[0m[90m - [0mUsing max_open_trades: 4 ...
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2025-04-29 07:44:19,658[90m - [0m[95mfreqtrade.configuration.configuration[0m[90m - [0m[34mINFO[0m[90m - [0mParameter --timerange detected: 20250401-20250420 ...
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2025-04-29 07:44:19,698[90m - [0m[95mfreqtrade.configuration.configuration[0m[90m - [0m[34mINFO[0m[90m - [0mUsing user-data directory: /freqtrade/user_data ...
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2025-04-29 07:44:19,699[90m - [0m[95mfreqtrade.configuration.configuration[0m[90m - [0m[34mINFO[0m[90m - [0mUsing data directory: /freqtrade/user_data/data/okx ...
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2025-04-29 07:44:19,699[90m - [0m[95mfreqtrade.configuration.configuration[0m[90m - [0m[34mINFO[0m[90m - [0mParameter --cache=none detected ...
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2025-04-29 07:44:19,700[90m - [0m[95mfreqtrade.configuration.configuration[0m[90m - [0m[34mINFO[0m[90m - [0mFilter trades by timerange: 20250401-20250420
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2025-04-29 07:44:19,700[90m - [0m[95mfreqtrade.configuration.configuration[0m[90m - [0m[34mINFO[0m[90m - [0mUsing freqaimodel class name: XGBoostRegressor
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2025-04-29 07:44:19,701[90m - [0m[95mfreqtrade.exchange.check_exchange[0m[90m - [0m[34mINFO[0m[90m - [0mChecking exchange...
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2025-04-29 07:44:19,708[90m - [0m[95mfreqtrade.exchange.check_exchange[0m[90m - [0m[34mINFO[0m[90m - [0mExchange "okx" is officially supported by the Freqtrade development team.
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2025-04-29 07:44:19,708[90m - [0m[95mfreqtrade.configuration.configuration[0m[90m - [0m[34mINFO[0m[90m - [0mUsing pairlist from configuration.
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2025-04-29 07:44:19,708[90m - [0m[95mfreqtrade.configuration.config_validation[0m[90m - [0m[34mINFO[0m[90m - [0mValidating configuration ...
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2025-04-29 07:44:19,710[90m - [0m[95mfreqtrade.commands.optimize_commands[0m[90m - [0m[34mINFO[0m[90m - [0mStarting freqtrade in Backtesting mode
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2025-04-29 07:44:19,711[90m - [0m[95mfreqtrade.exchange.exchange[0m[90m - [0m[34mINFO[0m[90m - [0mInstance is running with dry_run enabled
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2025-04-29 07:44:19,711[90m - [0m[95mfreqtrade.exchange.exchange[0m[90m - [0m[34mINFO[0m[90m - [0mUsing CCXT 4.4.69
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2025-04-29 07:44:19,712[90m - [0m[95mfreqtrade.exchange.exchange[0m[90m - [0m[34mINFO[0m[90m - [0mApplying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
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2025-04-29 07:44:19,717[90m - [0m[95mfreqtrade.exchange.exchange[0m[90m - [0m[34mINFO[0m[90m - [0mApplying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
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2025-04-29 07:44:19,722[90m - [0m[95mfreqtrade.exchange.exchange[0m[90m - [0m[34mINFO[0m[90m - [0mUsing Exchange "OKX"
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2025-04-29 07:44:22,575[90m - [0m[95mfreqtrade.resolvers.exchange_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mUsing resolved exchange 'Okx'...
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2025-04-29 07:44:22,595[90m - [0m[95mfreqtrade.resolvers.iresolver[0m[90m - [0m[34mINFO[0m[90m - [0mUsing resolved strategy FreqaiExampleStrategy from '/freqtrade/templates/FreqaiExampleStrategy.py'...
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2025-04-29 07:44:22,596[90m - [0m[95mfreqtrade.strategy.hyper[0m[90m - [0m[34mINFO[0m[90m - [0mLoading parameters from file /freqtrade/templates/FreqaiExampleStrategy.json
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2025-04-29 07:44:22,597[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mOverride strategy 'timeframe' with value in config file: 3m.
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2025-04-29 07:44:22,597[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mOverride strategy 'stoploss' with value in config file: -0.05.
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2025-04-29 07:44:22,598[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mOverride strategy 'stake_currency' with value in config file: USDT.
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2025-04-29 07:44:22,598[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mOverride strategy 'stake_amount' with value in config file: 150.
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2025-04-29 07:44:22,598[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mOverride strategy 'startup_candle_count' with value in config file: 30.
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2025-04-29 07:44:22,599[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mOverride strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit':
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'minutes'}.
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2025-04-29 03:45:43,342 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
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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}
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2025-04-29 03:45:43,343 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
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2025-04-29 03:45:43,343 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
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2025-04-29 03:45:43,343 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
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2025-04-29 03:45:43,344 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
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2025-04-29 03:45:43,344 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.02
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2025-04-29 03:45:43,344 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
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2025-04-29 03:45:43,344 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
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2025-04-29 03:45:43,345 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
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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,
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2025-04-29 07:44:22,599[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mOverride strategy 'max_open_trades' with value in config file: 4.
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2025-04-29 07:44:22,599[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using minimal_roi: {'0': 0.132, '8': 0.047, '14': 0.007, '60': 0}
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2025-04-29 07:44:22,600[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using timeframe: 3m
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2025-04-29 07:44:22,600[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using stoploss: -0.05
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2025-04-29 07:44:22,600[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using trailing_stop: True
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2025-04-29 07:44:22,601[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using trailing_stop_positive: 0.01
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2025-04-29 07:44:22,601[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using trailing_stop_positive_offset: 0.02
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2025-04-29 07:44:22,602[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using trailing_only_offset_is_reached: False
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2025-04-29 07:44:22,602[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using use_custom_stoploss: False
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2025-04-29 07:44:22,602[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using process_only_new_candles: True
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2025-04-29 07:44:22,603[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False,
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'stoploss_on_exchange_interval': 60}
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2025-04-29 03:45:43,345 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
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2025-04-29 03:45:43,345 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
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2025-04-29 03:45:43,346 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
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2025-04-29 03:45:43,346 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
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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'}
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2025-04-29 03:45:43,346 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
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2025-04-29 03:45:43,347 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
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2025-04-29 03:45:43,347 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
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2025-04-29 03:45:43,347 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
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2025-04-29 03:45:43,347 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
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2025-04-29 03:45:43,348 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
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2025-04-29 03:45:43,348 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
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2025-04-29 03:45:43,348 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
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2025-04-29 03:45:43,348 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
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2025-04-29 03:45:43,349 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
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2025-04-29 03:45:43,352 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
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2025-04-29 03:45:43,358 - freqtrade.optimize.backtesting - INFO - Using fee 0.1500% - worst case fee from exchange (lowest tier).
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2025-04-29 03:45:43,359 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
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2025-04-29 03:45:43,359 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 14450 ...
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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).
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2025-04-29 03:45:43,492 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
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2025-04-29 03:45:43,493 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy FreqaiExampleStrategy
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2025-04-29 03:45:45,083 - matplotlib.font_manager - INFO - generated new fontManager
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2025-04-29 03:45:45,284 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
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2025-04-29 03:45:45,285 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
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2025-04-29 03:45:45,285 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
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2025-04-29 03:45:45,285 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['BTC/USDT', 'SOL/USDT']
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2025-04-29 03:45:45,286 - freqtrade.strategy.hyper - INFO - Strategy Parameter: buy_rsi = 39.92672300850069
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2025-04-29 03:45:45,286 - freqtrade.strategy.hyper - INFO - Strategy Parameter: sell_rsi = 69.92672300850067
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2025-04-29 03:45:45,287 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
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2025-04-29 03:45:45,289 - FreqaiExampleStrategy - INFO - 处理交易对：BTC/USDT
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2025-04-29 03:45:45,291 - freqtrade.freqai.freqai_interface - INFO - Training 2 timeranges
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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
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2025-04-29 03:45:45,292 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
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2025-04-29 07:44:22,603[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
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2025-04-29 07:44:22,603[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using stake_currency: USDT
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2025-04-29 07:44:22,604[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using stake_amount: 150
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2025-04-29 07:44:22,604[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using startup_candle_count: 30
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2025-04-29 07:44:22,604[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
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2025-04-29 07:44:22,605[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using use_exit_signal: True
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2025-04-29 07:44:22,605[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using exit_profit_only: False
|
||||
2025-04-29 07:44:22,605[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using ignore_roi_if_entry_signal: False
|
||||
2025-04-29 07:44:22,606[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using exit_profit_offset: 0.0
|
||||
2025-04-29 07:44:22,606[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using disable_dataframe_checks: False
|
||||
2025-04-29 07:44:22,606[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using ignore_buying_expired_candle_after: 0
|
||||
2025-04-29 07:44:22,607[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using position_adjustment_enable: False
|
||||
2025-04-29 07:44:22,607[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using max_entry_position_adjustment: -1
|
||||
2025-04-29 07:44:22,607[90m - [0m[95mfreqtrade.resolvers.strategy_resolver[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy using max_open_trades: 4
|
||||
2025-04-29 07:44:22,608[90m - [0m[95mfreqtrade.configuration.config_validation[0m[90m - [0m[34mINFO[0m[90m - [0mValidating configuration ...
|
||||
2025-04-29 07:44:22,611[90m - [0m[95mfreqtrade.resolvers.iresolver[0m[90m - [0m[34mINFO[0m[90m - [0mUsing resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
|
||||
2025-04-29 07:44:22,618[90m - [0m[95mfreqtrade.optimize.backtesting[0m[90m - [0m[34mINFO[0m[90m - [0mUsing fee 0.1500% - worst case fee from exchange (lowest tier).
|
||||
2025-04-29 07:44:22,619[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mIncreasing startup_candle_count for freqai on 3m to 14450
|
||||
2025-04-29 07:44:22,619[90m - [0m[95mfreqtrade.data.history.history_utils[0m[90m - [0m[34mINFO[0m[90m - [0mUsing indicator startup period: 14450 ...
|
||||
2025-04-29 07:44:22,751[90m - [0m[95mfreqtrade.optimize.backtesting[0m[90m - [0m[34mINFO[0m[90m - [0mLoading data from 2025-03-01 21:30:00 up to 2025-04-20 00:00:00 (49 days).
|
||||
2025-04-29 07:44:22,751[90m - [0m[95mfreqtrade.optimize.backtesting[0m[90m - [0m[34mINFO[0m[90m - [0mDataload complete. Calculating indicators
|
||||
2025-04-29 07:44:22,752[90m - [0m[95mfreqtrade.optimize.backtesting[0m[90m - [0m[34mINFO[0m[90m - [0mRunning backtesting for Strategy FreqaiExampleStrategy
|
||||
2025-04-29 07:44:24,335[90m - [0m[95mmatplotlib.font_manager[0m[90m - [0m[34mINFO[0m[90m - [0mgenerated new fontManager
|
||||
2025-04-29 07:44:24,532[90m - [0m[95mfreqtrade.resolvers.iresolver[0m[90m - [0m[34mINFO[0m[90m - [0mUsing resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
|
||||
2025-04-29 07:44:24,532[90m - [0m[95mfreqtrade.freqai.data_drawer[0m[90m - [0m[34mINFO[0m[90m - [0mCould not find existing datadrawer, starting from scratch
|
||||
2025-04-29 07:44:24,533[90m - [0m[95mfreqtrade.freqai.data_drawer[0m[90m - [0m[34mINFO[0m[90m - [0mCould not find existing historic_predictions, starting from scratch
|
||||
2025-04-29 07:44:24,533[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mSet fresh train queue from whitelist. Queue: ['BTC/USDT', 'SOL/USDT']
|
||||
2025-04-29 07:44:24,534[90m - [0m[95mfreqtrade.strategy.hyper[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy Parameter: buy_rsi = 39.92672300850069
|
||||
2025-04-29 07:44:24,535[90m - [0m[95mfreqtrade.strategy.hyper[0m[90m - [0m[34mINFO[0m[90m - [0mStrategy Parameter: sell_rsi = 69.92672300850067
|
||||
2025-04-29 07:44:24,535[90m - [0m[95mfreqtrade.strategy.hyper[0m[90m - [0m[34mINFO[0m[90m - [0mNo params for protection found, using default values.
|
||||
2025-04-29 07:44:24,537[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m处理交易对：BTC/USDT
|
||||
2025-04-29 07:44:24,539[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mTraining 2 timeranges
|
||||
2025-04-29 07:44:24,540[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mTraining 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 07:44:24,540[90m - [0m[95mfreqtrade.freqai.data_kitchen[0m[90m - [0m[34mINFO[0m[90m - [0mCould not find backtesting prediction file at
|
||||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1743465600_prediction.feather
|
||||
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：
|
||||
2025-04-29 07:44:24,576[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mIncreasing startup_candle_count for freqai on 5m to 8690
|
||||
2025-04-29 07:44:24,577[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mLoading data for BTC/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
|
||||
2025-04-29 07:44:24,646[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mIncreasing startup_candle_count for freqai on 1h to 770
|
||||
2025-04-29 07:44:24,647[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mLoading data for BTC/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
|
||||
2025-04-29 07:44:24,698[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mIncreasing startup_candle_count for freqai on 3m to 14450
|
||||
2025-04-29 07:44:24,698[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mLoading data for ETH/USDT 3m from 2025-03-01 21:30:00 to 2025-04-20 00:00:00
|
||||
2025-04-29 07:44:24,786[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mIncreasing startup_candle_count for freqai on 5m to 8690
|
||||
2025-04-29 07:44:24,787[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mLoading data for ETH/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
|
||||
2025-04-29 07:44:24,858[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mIncreasing startup_candle_count for freqai on 1h to 770
|
||||
2025-04-29 07:44:24,859[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mLoading data for ETH/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
|
||||
2025-04-29 07:44:24,907[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m设置 FreqAI 目标，交易对：BTC/USDT
|
||||
2025-04-29 07:44:24,912[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m目标列形状：(14450,)
|
||||
2025-04-29 07:44:24,914[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m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 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：
|
||||
2025-04-29 07:44:24,917[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m设置 FreqAI 目标，交易对：BTC/USDT
|
||||
2025-04-29 07:44:24,922[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m目标列形状：(19250,)
|
||||
2025-04-29 07:44:24,924[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m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 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:
|
||||
2025-04-29 07:44:24,928[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mCould not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1743465600/cb_btc_1743465600
|
||||
2025-04-29 07:44:24,929[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Starting training BTC/USDT --------------------
|
||||
2025-04-29 07:44:24,947[90m - [0m[95mfreqtrade.freqai.data_kitchen[0m[90m - [0m[34mINFO[0m[90m - [0mBTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||||
2025-04-29 07:44:24,948[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
|
||||
2025-04-29 07:44:24,963[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0mTraining model on 75 features
|
||||
2025-04-29 07:44:24,963[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0mTraining model on 11520 data points
|
||||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning: [07:44:25] 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) --------------------
|
||||
2025-04-29 07:44:25,735[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Done training BTC/USDT (0.81 secs) --------------------
|
||||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
||||
|
||||
[03:45:46] WARNING: /workspace/src/learner.cc:740:
|
||||
[07:44:25] 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
|
||||
2025-04-29 07:44:25,961[90m - [0m[95mfreqtrade.plot.plotting[0m[90m - [0m[34mINFO[0m[90m - [0mStored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1743465600/cb_btc_1743465600--buy_rsi.html
|
||||
2025-04-29 07:44:25,962[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mSaving metadata to disk.
|
||||
2025-04-29 07:44:25,985[90m - [0m[95mdatasieve.pipeline[0m[90m - [0m[33mWARNING[0m[90m - [0mCould not find step di in pipeline, returning None
|
||||
2025-04-29 07:44:25,993[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mTraining 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 07:44:25,993[90m - [0m[95mfreqtrade.freqai.data_kitchen[0m[90m - [0m[34mINFO[0m[90m - [0mCould not find backtesting prediction file at
|
||||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1744329600_prediction.feather
|
||||
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：
|
||||
2025-04-29 07:44:25,996[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m设置 FreqAI 目标，交易对：BTC/USDT
|
||||
2025-04-29 07:44:26,001[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m目标列形状：(19250,)
|
||||
2025-04-29 07:44:26,003[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m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 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：
|
||||
2025-04-29 07:44:26,007[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m设置 FreqAI 目标，交易对：BTC/USDT
|
||||
2025-04-29 07:44:26,013[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m目标列形状：(23570,)
|
||||
2025-04-29 07:44:26,015[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m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 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
|
||||
2025-04-29 07:44:26,019[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mCould not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1744329600/cb_btc_1744329600
|
||||
2025-04-29 07:44:26,020[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Starting training BTC/USDT --------------------
|
||||
2025-04-29 07:44:26,040[90m - [0m[95mfreqtrade.freqai.data_kitchen[0m[90m - [0m[34mINFO[0m[90m - [0mBTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||||
2025-04-29 07:44:26,040[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
|
||||
2025-04-29 07:44:26,055[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0mTraining model on 75 features
|
||||
2025-04-29 07:44:26,056[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0mTraining 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:
|
||||
[07:44:26] 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：
|
||||
2025-04-29 07:44:26,827[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Done training BTC/USDT (0.81 secs) --------------------
|
||||
2025-04-29 07:44:26,867[90m - [0m[95mfreqtrade.plot.plotting[0m[90m - [0m[34mINFO[0m[90m - [0mStored plot as /freqtrade/user_data/models/test175/sub-train-BTC_1744329600/cb_btc_1744329600--buy_rsi.html
|
||||
2025-04-29 07:44:26,868[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mSaving metadata to disk.
|
||||
2025-04-29 07:44:26,886[90m - [0m[95mdatasieve.pipeline[0m[90m - [0m[33mWARNING[0m[90m - [0mCould not find step di in pipeline, returning None
|
||||
2025-04-29 07:44:26,923[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m动态参数：buy_rsi=39.26145316407591, sell_rsi=59.26145316407591, stoploss=-0.15, trailing_stop_positive=0.05
|
||||
2025-04-29 07:44:26,930[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0mup_or_down 值统计：
|
||||
up_or_down
|
||||
1 11845
|
||||
0 11726
|
||||
2025-04-29 03:45:48,068 - FreqaiExampleStrategy - INFO - do_predict 值统计：
|
||||
2025-04-29 07:44:26,931[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0mdo_predict 值统计：
|
||||
do_predict
|
||||
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
|
||||
2025-04-29 07:44:26,933[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m处理交易对：SOL/USDT
|
||||
2025-04-29 07:44:26,934[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mTraining 2 timeranges
|
||||
2025-04-29 07:44:26,935[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mTraining 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 07:44:26,935[90m - [0m[95mfreqtrade.freqai.data_kitchen[0m[90m - [0m[34mINFO[0m[90m - [0mCould not find backtesting prediction file at
|
||||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1743465600_prediction.feather
|
||||
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：
|
||||
2025-04-29 07:44:26,959[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mIncreasing startup_candle_count for freqai on 5m to 8690
|
||||
2025-04-29 07:44:26,959[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mLoading data for SOL/USDT 5m from 2025-03-01 19:50:00 to 2025-04-20 00:00:00
|
||||
2025-04-29 07:44:27,020[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mIncreasing startup_candle_count for freqai on 1h to 770
|
||||
2025-04-29 07:44:27,020[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mLoading data for SOL/USDT 1h from 2025-02-27 22:00:00 to 2025-04-20 00:00:00
|
||||
2025-04-29 07:44:27,068[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mIncreasing startup_candle_count for freqai on 3m to 14450
|
||||
2025-04-29 07:44:27,068[90m - [0m[95mfreqtrade.data.dataprovider[0m[90m - [0m[34mINFO[0m[90m - [0mLoading data for BTC/USDT 3m from 2025-03-01 21:30:00 to 2025-04-20 00:00:00
|
||||
2025-04-29 07:44:27,332[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m设置 FreqAI 目标，交易对：SOL/USDT
|
||||
2025-04-29 07:44:27,337[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m目标列形状：(14450,)
|
||||
2025-04-29 07:44:27,339[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m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 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：
|
||||
2025-04-29 07:44:27,342[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m设置 FreqAI 目标，交易对：SOL/USDT
|
||||
2025-04-29 07:44:27,347[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m目标列形状：(19250,)
|
||||
2025-04-29 07:44:27,349[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m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 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
|
||||
2025-04-29 07:44:27,353[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mCould not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1743465600/cb_sol_1743465600
|
||||
2025-04-29 07:44:27,354[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Starting training SOL/USDT --------------------
|
||||
2025-04-29 07:44:27,378[90m - [0m[95mfreqtrade.freqai.data_kitchen[0m[90m - [0m[34mINFO[0m[90m - [0mSOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||||
2025-04-29 07:44:27,379[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
|
||||
2025-04-29 07:44:27,402[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0mTraining model on 111 features
|
||||
2025-04-29 07:44:27,402[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0mTraining 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:
|
||||
[07:44:27] 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) --------------------
|
||||
2025-04-29 07:44:28,610[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Done training SOL/USDT (1.26 secs) --------------------
|
||||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
||||
|
||||
[03:45:49] WARNING: /workspace/src/learner.cc:740:
|
||||
[07:44:28] 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
|
||||
2025-04-29 07:44:28,642[90m - [0m[95mfreqtrade.plot.plotting[0m[90m - [0m[34mINFO[0m[90m - [0mStored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1743465600/cb_sol_1743465600--buy_rsi.html
|
||||
2025-04-29 07:44:28,643[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mSaving metadata to disk.
|
||||
2025-04-29 07:44:28,668[90m - [0m[95mdatasieve.pipeline[0m[90m - [0m[33mWARNING[0m[90m - [0mCould not find step di in pipeline, returning None
|
||||
2025-04-29 07:44:28,675[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mTraining 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 07:44:28,675[90m - [0m[95mfreqtrade.freqai.data_kitchen[0m[90m - [0m[34mINFO[0m[90m - [0mCould not find backtesting prediction file at
|
||||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1744329600_prediction.feather
|
||||
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：
|
||||
2025-04-29 07:44:28,679[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m设置 FreqAI 目标，交易对：SOL/USDT
|
||||
2025-04-29 07:44:28,684[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m目标列形状：(19250,)
|
||||
2025-04-29 07:44:28,685[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m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 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：
|
||||
2025-04-29 07:44:28,690[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m设置 FreqAI 目标，交易对：SOL/USDT
|
||||
2025-04-29 07:44:28,696[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m目标列形状：(23570,)
|
||||
2025-04-29 07:44:28,697[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m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 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
|
||||
2025-04-29 07:44:28,702[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mCould not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1744329600/cb_sol_1744329600
|
||||
2025-04-29 07:44:28,703[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Starting training SOL/USDT --------------------
|
||||
2025-04-29 07:44:28,727[90m - [0m[95mfreqtrade.freqai.data_kitchen[0m[90m - [0m[34mINFO[0m[90m - [0mSOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||||
2025-04-29 07:44:28,728[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
|
||||
2025-04-29 07:44:28,750[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0mTraining model on 111 features
|
||||
2025-04-29 07:44:28,751[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0mTraining 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:
|
||||
[07:44:28] 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) --------------------
|
||||
2025-04-29 07:44:29,926[90m - [0m[95mfreqtrade.freqai.base_models.BaseRegressionModel[0m[90m - [0m[34mINFO[0m[90m - [0m-------------------- Done training SOL/USDT (1.22 secs) --------------------
|
||||
/home/ftuser/.local/lib/python3.12/site-packages/xgboost/core.py:158: UserWarning:
|
||||
|
||||
[03:45:51] WARNING: /workspace/src/learner.cc:740:
|
||||
[07:44:29] 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：
|
||||
2025-04-29 07:44:29,964[90m - [0m[95mfreqtrade.plot.plotting[0m[90m - [0m[34mINFO[0m[90m - [0mStored plot as /freqtrade/user_data/models/test175/sub-train-SOL_1744329600/cb_sol_1744329600--buy_rsi.html
|
||||
2025-04-29 07:44:29,964[90m - [0m[95mfreqtrade.freqai.freqai_interface[0m[90m - [0m[34mINFO[0m[90m - [0mSaving metadata to disk.
|
||||
2025-04-29 07:44:29,989[90m - [0m[95mdatasieve.pipeline[0m[90m - [0m[33mWARNING[0m[90m - [0mCould not find step di in pipeline, returning None
|
||||
2025-04-29 07:44:30,034[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0m动态参数：buy_rsi=50.0, sell_rsi=70.0, stoploss=-0.15, trailing_stop_positive=0.05
|
||||
2025-04-29 07:44:30,041[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0mup_or_down 值统计：
|
||||
up_or_down
|
||||
0 11865
|
||||
1 11706
|
||||
2025-04-29 03:45:51,261 - FreqaiExampleStrategy - INFO - do_predict 值统计：
|
||||
2025-04-29 07:44:30,043[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0mdo_predict 值统计：
|
||||
do_predict
|
||||
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"
|
||||
2025-04-29 07:44:30,046[90m - [0m[95mfreqtrade.optimize.backtesting[0m[90m - [0m[34mINFO[0m[90m - [0mBacktesting with data from 2025-04-01 00:00:00 up to 2025-04-20 00:00:00 (19 days).
|
||||
2025-04-29 07:44:30,047[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[1;31mERROR[0m[90m - [0mMACD 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 07:44:30,049[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0mMACD 列已成功重新计算。
|
||||
2025-04-29 07:44:30,066[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[1;31mERROR[0m[90m - [0mMACD 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 07:44:30,067[90m - [0m[95mFreqaiExampleStrategy[0m[90m - [0m[34mINFO[0m[90m - [0mMACD 列已成功重新计算。
|
||||
2025-04-29 07:44:30,639[90m - [0m[95mfreqtrade.misc[0m[90m - [0m[34mINFO[0m[90m - [0mdumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-04-29_07-44-30.meta.json"
|
||||
Result for strategy FreqaiExampleStrategy
|
||||
BACKTESTING REPORT
|
||||
[3m BACKTESTING REPORT [0m
|
||||
┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
||||
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
||||
┃[1m [0m[1m Pair[0m[1m [0m┃[1m [0m[1mTrades[0m[1m [0m┃[1m [0m[1mAvg Profit %[0m[1m [0m┃[1m [0m[1mTot Profit USDT[0m[1m [0m┃[1m [0m[1mTot Profit %[0m[1m [0m┃[1m [0m[1mAvg Duration[0m[1m [0m┃[1m [0m[1m Win Draw Loss Win%[0m[1m [0m┃
|
||||
┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
||||
│ 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
|
||||
[3m LEFT OPEN TRADES REPORT [0m
|
||||
┏━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
||||
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
||||
┃[1m [0m[1m Pair[0m[1m [0m┃[1m [0m[1mTrades[0m[1m [0m┃[1m [0m[1mAvg Profit %[0m[1m [0m┃[1m [0m[1mTot Profit USDT[0m[1m [0m┃[1m [0m[1mTot Profit %[0m[1m [0m┃[1m [0m[1mAvg Duration[0m[1m [0m┃[1m [0m[1m Win Draw Loss Win%[0m[1m [0m┃
|
||||
┡━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
||||
│ TOTAL │ 0 │ 0.0 │ 0.000 │ 0.0 │ 0:00 │ 0 0 0 0 │
|
||||
└───────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
||||
ENTER TAG STATS
|
||||
[3m ENTER TAG STATS [0m
|
||||
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
||||
┃ Enter Tag ┃ Entries ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
||||
┃[1m [0m[1mEnter Tag[0m[1m [0m┃[1m [0m[1mEntries[0m[1m [0m┃[1m [0m[1mAvg Profit %[0m[1m [0m┃[1m [0m[1mTot Profit USDT[0m[1m [0m┃[1m [0m[1mTot Profit %[0m[1m [0m┃[1m [0m[1mAvg Duration[0m[1m [0m┃[1m [0m[1m Win Draw Loss Win%[0m[1m [0m┃
|
||||
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
||||
│ 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
|
||||
[3m EXIT REASON STATS [0m
|
||||
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
||||
┃ Exit Reason ┃ Exits ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
||||
┃[1m [0m[1m Exit Reason[0m[1m [0m┃[1m [0m[1mExits[0m[1m [0m┃[1m [0m[1mAvg Profit %[0m[1m [0m┃[1m [0m[1mTot Profit USDT[0m[1m [0m┃[1m [0m[1mTot Profit %[0m[1m [0m┃[1m [0m[1m Avg Duration[0m[1m [0m┃[1m [0m[1m Win Draw Loss Win%[0m[1m [0m┃
|
||||
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
||||
│ roi │ 29 │ 0.12 │ 5.235 │ 0.52 │ 9:21:00 │ 7 22 0 100 │
|
||||
│ trailing_stop_loss │ 1 │ -15.0 │ -22.529 │ -2.25 │ 1 day, 21:45:00 │ 0 0 1 0 │
|
||||
│ TOTAL │ 30 │ -0.38 │ -17.294 │ -1.73 │ 10:34:00 │ 7 22 1 23.3 │
|
||||
└────────────────────┴───────┴──────────────┴─────────────────┴──────────────┴─────────────────┴────────────────────────┘
|
||||
MIXED TAG STATS
|
||||
[3m MIXED TAG STATS [0m
|
||||
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
||||
┃ Enter Tag ┃ Exit Reason ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
||||
┃[1m [0m[1m Enter Tag[0m[1m [0m┃[1m [0m[1mExit Reason[0m[1m [0m┃[1m [0m[1mTrades[0m[1m [0m┃[1m [0m[1mAvg Profit %[0m[1m [0m┃[1m [0m[1mTot Profit USDT[0m[1m [0m┃[1m [0m[1mTot Profit %[0m[1m [0m┃[1m [0m[1m Avg Duration[0m[1m [0m┃[1m [0m[1m Win Draw Loss Win%[0m[1m [0m┃
|
||||
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
||||
│ ('long', 'roi') │ │ 29 │ 0.12 │ 5.235 │ 0.52 │ 9:21:00 │ 7 22 0 100 │
|
||||
│ ('long', 'trailing_stop_loss') │ │ 1 │ -15.0 │ -22.529 │ -2.25 │ 1 day, 21:45:00 │ 0 0 1 0 │
|
||||
│ TOTAL │ │ 30 │ -0.38 │ -17.294 │ -1.73 │ 10:34:00 │ 7 22 1 23.3 │
|
||||
└────────────────────────────────┴─────────────┴────────┴──────────────┴─────────────────┴──────────────┴─────────────────┴────────────────────────┘
|
||||
SUMMARY METRICS
|
||||
[3m SUMMARY METRICS [0m
|
||||
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓
|
||||
┃ Metric ┃ Value ┃
|
||||
┃[1m [0m[1mMetric [0m[1m [0m┃[1m [0m[1mValue [0m[1m [0m┃
|
||||
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩
|
||||
│ Backtesting from │ 2025-04-01 00:00:00 │
|
||||
│ Backtesting to │ 2025-04-20 00:00:00 │
|
||||
@ -378,9 +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
|
||||
[3m STRATEGY SUMMARY [0m
|
||||
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
|
||||
┃ Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ Drawdown ┃
|
||||
┃[1m [0m[1m Strategy[0m[1m [0m┃[1m [0m[1mTrades[0m[1m [0m┃[1m [0m[1mAvg Profit %[0m[1m [0m┃[1m [0m[1mTot Profit USDT[0m[1m [0m┃[1m [0m[1mTot Profit %[0m[1m [0m┃[1m [0m[1mAvg Duration[0m[1m [0m┃[1m [0m[1m Win Draw Loss Win%[0m[1m [0m┃[1m [0m[1m Drawdown[0m[1m [0m┃
|
||||
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
|
||||
│ FreqaiExampleStrategy │ 30 │ -0.38 │ -17.294 │ -1.73 │ 10:34:00 │ 7 22 1 23.3 │ 22.529 USDT 2.25% │
|
||||
└───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴────────────────────┘
|
||||
|
||||
Loading…
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Reference in New Issue
Block a user