正在优化中,效果不错

This commit is contained in:
zhangkun9038@dingtalk.com 2025-10-02 04:58:57 +00:00
parent 1038a92998
commit 02535ec1ce
4 changed files with 210 additions and 12 deletions

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@ -28,11 +28,10 @@
"rsi_bull_threshold": 54,
"rsi_length": 16,
"rsi_oversold": 47,
"stake_divisor": 2.867,
"stochrsi_bull_threshold": 36,
"stochrsi_neutral_threshold": 30,
"volume_multiplier": 1.6,
"step_coefficient": 0.96
"stake_divisor": 2.719
},
"sell": {
"exit_bb_upper_deviation": 0.99,
@ -40,10 +39,10 @@
"roi_param_a": -6e-05,
"roi_param_k": 132,
"roi_param_t": 0.168,
"rsi_overbought": 59
"rsi_overbought": 58
},
"protection": {}
},
"ft_stratparam_v": 1,
"export_time": "2025-10-01 04:05:41.897882+00:00"
"export_time": "2025-10-01 07:04:56.228084+00:00"
}

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@ -81,25 +81,25 @@ class FreqaiPrimer(IStrategy):
can_short = False # 禁用做空
# 自定义指标参数 - 使用Hyperopt可优化参数
bb_length = IntParameter(10, 30, default=20, optimize=False, load=True, space='buy')
bb_length = IntParameter(10, 30, default=20, optimize=True, load=True, space='buy')
bb_std = DecimalParameter(1.5, 3.0, decimals=1, default=2.0, optimize=False, load=True, space='buy')
rsi_length = IntParameter(7, 21, default=14, optimize=False, load=True, space='buy')
rsi_oversold = IntParameter(30, 50, default=42, optimize=False, load=True, space='buy')
rsi_oversold = IntParameter(30, 50, default=42, optimize=True, load=True, space='buy')
# 入场条件阈值参数
bb_lower_deviation = DecimalParameter(1.01, 1.05, decimals=2, default=1.03, optimize=False, load=True, space='buy')
bb_lower_deviation = DecimalParameter(1.01, 1.05, decimals=2, default=1.03, optimize=True, load=True, space='buy')
rsi_bull_threshold = IntParameter(45, 55, default=50, optimize=False, load=True, space='buy')
stochrsi_bull_threshold = IntParameter(30, 40, default=35, optimize=False, load=True, space='buy')
stochrsi_neutral_threshold = IntParameter(20, 30, default=25, optimize=False, load=True, space='buy')
stochrsi_neutral_threshold = IntParameter(20, 30, default=25, optimize=True, load=True, space='buy')
volume_multiplier = DecimalParameter(1.2, 2.0, decimals=1, default=1.5, optimize=False, load=True, space='buy')
bb_width_threshold = DecimalParameter(0.01, 0.03, decimals=3, default=0.02, optimize=False, load=True, space='buy')
min_condition_count = IntParameter(2, 4, default=3, optimize=False, load=True, space='buy')
min_condition_count = IntParameter(2, 4, default=3, optimize=True, load=True, space='buy')
# 剧烈拉升检测参数 - 使用Hyperopt可优化参数
h1_max_candles = IntParameter(100, 300, default=200, optimize=False, load=True, space='buy')
h1_rapid_rise_threshold = DecimalParameter(0.05, 0.15, decimals=3, default=0.11, optimize=False, load=True, space='buy')
h1_rapid_rise_threshold = DecimalParameter(0.05, 0.15, decimals=3, default=0.11, optimize=True, load=True, space='buy')
h1_max_consecutive_candles = IntParameter(1, 4, default=2, optimize=False, load=True, space='buy')
# 定义可优化参数
max_entry_adjustments = IntParameter(2, 5, default=3, optimize=False, load=True, space='buy') # 最大加仓次数

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@ -166,8 +166,8 @@ docker-compose run --rm freqtrade hyperopt $PAIRS_FLAG \
--strategy-path /freqtrade/templates \
--timerange ${START_DATE}-${END_DATE} \
--random-state 42 \
-e 1000 \
-j 28 \
-e 2500 \
-j 6 \
--hyperopt-loss SharpeHyperOptLossDaily \
--spaces buy \
--fee 0.0016

199
tools/nohup.out Normal file
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@ -0,0 +1,199 @@
Using strategy: FreqaiPrimer
Using config: freqaiprimer.json
Using testBranch: freqai-stable2-531e8d69
Using pairs from --pairs parameter:
Number of pairs: 0
Using default pairs: BTC/USDT TON/USDT DOT/USDT XRP/USDT OKB/USDT SOL/USDT DOGE/USDT WCT/USDT TRUMP/USDT SUI/USDT PEPE/USDT TRB/USDT MASK/USDT UNI/USDT KAITO/USDT
rm: cannot remove 'result/*': No such file or directory
docker-compose run --rm freqtrade hyperopt --pairs BTC/USDT TON/USDT DOT/USDT XRP/USDT OKB/USDT SOL/USDT DOGE/USDT WCT/USDT TRUMP/USDT SUI/USDT PEPE/USDT TRB/USDT MASK/USDT UNI/USDT KAITO/USDT --logfile /freqtrade/user_data/logs/freqtrade.log --freqaimodel LightGBMRegressorMultiTarget --strategy FreqaiPrimer --config /freqtrade/config_examples/freqaiprimer.json --config /freqtrade/templates/freqaiprimer.json --enable-protections --strategy-path /freqtrade/templates --timerange 1748131200-1758585600 -e 100 -j 4 --hyperopt-loss ShortTradeDurHyperOptLoss --spaces buy sell trailing --fee 0.0016
Creating freqtrade_freqtrade_run ...
Creating freqtrade_freqtrade_run ... done
2025-09-24 12:21:51,016 - freqtrade - INFO - freqtrade 2025.6
2025-09-24 12:21:51,635 - numexpr.utils - INFO - NumExpr defaulting to 6 threads.
2025-09-24 12:21:52,753 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/freqaiprimer.json ...
2025-09-24 12:21:52,756 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/templates/freqaiprimer.json ...
2025-09-24 12:21:52,758 - freqtrade.loggers - INFO - Enabling colorized output.
2025-09-24 12:21:52,758 - root - INFO - Logfile configured
2025-09-24 12:21:52,758 - freqtrade.loggers - INFO - Verbosity set to 0
2025-09-24 12:21:52,759 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
2025-09-24 12:21:52,759 - freqtrade.configuration.configuration - INFO - Parameter --enable-protections detected, enabling Protections. ...
2025-09-24 12:21:52,759 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 5 ...
2025-09-24 12:21:52,764 - freqtrade.configuration.configuration - INFO - Parameter --fee detected, setting fee to: 0.0016 ...
2025-09-24 12:21:52,765 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 1748131200-1758585600 ...
2025-09-24 12:21:52,798 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
2025-09-24 12:21:52,799 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
2025-09-24 12:21:52,799 - freqtrade.configuration.configuration - INFO - Parameter --epochs detected ... Will run Hyperopt with for 500 epochs ...
2025-09-24 12:21:52,800 - freqtrade.configuration.configuration - INFO - Parameter -s/--spaces detected: ['buy', 'sell']
2025-09-24 12:21:52,800 - freqtrade.configuration.configuration - INFO - Parameter -j/--job-workers detected: 4
2025-09-24 12:21:52,800 - freqtrade.configuration.configuration - INFO - Parameter --min-trades detected: 1
2025-09-24 12:21:52,800 - freqtrade.configuration.configuration - INFO - Using Hyperopt loss class name: SharpeHyperOptLossDaily
2025-09-24 12:21:52,800 - freqtrade.configuration.configuration - INFO - Using pairs ['BTC/USDT', 'TON/USDT', 'DOT/USDT', 'XRP/USDT', 'OKB/USDT', 'SOL/USDT', 'DOGE/USDT', 'WCT/USDT', 'TRUMP/USDT',
'SUI/USDT', 'PEPE/USDT', 'TRB/USDT', 'MASK/USDT', 'UNI/USDT', 'KAITO/USDT']
2025-09-24 12:21:52,801 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 1748131200-1758585600
2025-09-24 12:21:52,801 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: LightGBMRegressorMultiTarget
2025-09-24 12:21:52,801 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
2025-09-24 12:21:52,807 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
2025-09-24 12:21:52,807 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
2025-09-24 12:21:52,809 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Hyperopt mode
2025-09-24 12:21:52,809 - freqtrade.optimize.hyperopt.hyperopt - INFO - Removing `/freqtrade/user_data/hyperopt_results/hyperopt_tickerdata.pkl`.
2025-09-24 12:21:52,858 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
2025-09-24 12:21:52,858 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.91
2025-09-24 12:21:52,859 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
2025-09-24 12:21:52,863 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 3000, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
2025-09-24 12:21:52,868 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
2025-09-24 12:22:05,808 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
2025-09-24 12:22:05,887 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy FreqaiPrimer from '/freqtrade/templates/freqaiprimer.py'...
2025-09-24 12:22:05,888 - freqtrade.strategy.hyper - INFO - Loading parameters from file /freqtrade/templates/freqaiprimer.json
2025-09-24 12:22:05,888 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
2025-09-24 12:22:05,888 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.14.
2025-09-24 12:22:05,889 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'process_only_new_candles' with value in config file: False.
2025-09-24 12:22:05,889 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
2025-09-24 12:22:05,889 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 75.
2025-09-24 12:22:05,889 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 200.
2025-09-24 12:22:05,889 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit':
'minutes'}.
2025-09-24 12:22:05,890 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'use_exit_signal' with value in config file: True.
2025-09-24 12:22:05,890 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'position_adjustment_enable' with value in config file: True.
2025-09-24 12:22:05,890 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_entry_position_adjustment' with value in config file: 3.
2025-09-24 12:22:05,890 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 5.
2025-09-24 12:22:05,890 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {}
2025-09-24 12:22:05,891 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
2025-09-24 12:22:05,891 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.14
2025-09-24 12:22:05,891 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
2025-09-24 12:22:05,891 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.0125
2025-09-24 12:22:05,891 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.045
2025-09-24 12:22:05,892 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
2025-09-24 12:22:05,892 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
2025-09-24 12:22:05,892 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: False
2025-09-24 12:22:05,892 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False,
'stoploss_on_exchange_interval': 60}
2025-09-24 12:22:05,893 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
2025-09-24 12:22:05,893 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
2025-09-24 12:22:05,893 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 75
2025-09-24 12:22:05,893 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 200
2025-09-24 12:22:05,893 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
2025-09-24 12:22:05,893 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
2025-09-24 12:22:05,894 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
2025-09-24 12:22:05,894 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
2025-09-24 12:22:05,894 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
2025-09-24 12:22:05,894 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
2025-09-24 12:22:05,894 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
2025-09-24 12:22:05,895 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: True
2025-09-24 12:22:05,895 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: 3
2025-09-24 12:22:05,895 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 5
2025-09-24 12:22:05,895 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
2025-09-24 12:22:05,907 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
2025-09-24 12:22:05,916 - freqtrade.optimize.backtesting - INFO - Using fee 0.1600% from config.
2025-09-24 12:22:05,917 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 3560
2025-09-24 12:22:09,445 - matplotlib.font_manager - INFO - generated new fontManager
2025-09-24 12:22:09,760 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel LightGBMRegressorMultiTarget from
'/freqtrade/freqtrade/freqai/prediction_models/LightGBMRegressorMultiTarget.py'...
2025-09-24 12:22:09,761 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
2025-09-24 12:22:09,761 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
2025-09-24 12:22:09,762 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['BTC/USDT', 'TON/USDT', 'DOT/USDT', 'XRP/USDT', 'OKB/USDT', 'SOL/USDT', 'DOGE/USDT',
'WCT/USDT', 'TRUMP/USDT', 'SUI/USDT', 'PEPE/USDT', 'TRB/USDT', 'MASK/USDT', 'UNI/USDT', 'KAITO/USDT']
2025-09-24 12:22:09,763 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): add_position_callback = 0.043
2025-09-24 12:22:09,763 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): add_position_growth = 4.5
2025-09-24 12:22:09,763 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): add_position_multiplier = 0.86
2025-09-24 12:22:09,764 - freqtrade.strategy.hyper - INFO - Strategy Parameter: bb_length = 13
2025-09-24 12:22:09,764 - freqtrade.strategy.hyper - INFO - Strategy Parameter: bb_lower_deviation = 1.04
2025-09-24 12:22:09,764 - freqtrade.strategy.hyper - INFO - Strategy Parameter: bb_std = 3.0
2025-09-24 12:22:09,764 - freqtrade.strategy.hyper - INFO - Strategy Parameter: bb_width_threshold = 0.012
2025-09-24 12:22:09,765 - freqtrade.strategy.hyper - INFO - Strategy Parameter: h1_max_candles = 200
2025-09-24 12:22:09,765 - freqtrade.strategy.hyper - INFO - Strategy Parameter: h1_max_consecutive_candles = 3
2025-09-24 12:22:09,765 - freqtrade.strategy.hyper - INFO - Strategy Parameter: h1_rapid_rise_threshold = 0.064
2025-09-24 12:22:09,766 - freqtrade.strategy.hyper - INFO - Strategy Parameter: max_entry_adjustments = 4
2025-09-24 12:22:09,766 - freqtrade.strategy.hyper - INFO - Strategy Parameter: min_condition_count = 2
2025-09-24 12:22:09,766 - freqtrade.strategy.hyper - INFO - Strategy Parameter: rsi_bull_threshold = 54
2025-09-24 12:22:09,766 - freqtrade.strategy.hyper - INFO - Strategy Parameter: rsi_length = 16
2025-09-24 12:22:09,767 - freqtrade.strategy.hyper - INFO - Strategy Parameter: rsi_oversold = 47
2025-09-24 12:22:09,767 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): stake_divisor = 9.3
2025-09-24 12:22:09,767 - freqtrade.strategy.hyper - INFO - Strategy Parameter: stochrsi_bull_threshold = 36
2025-09-24 12:22:09,767 - freqtrade.strategy.hyper - INFO - Strategy Parameter: stochrsi_neutral_threshold = 30
2025-09-24 12:22:09,767 - freqtrade.strategy.hyper - INFO - Strategy Parameter: volume_multiplier = 1.6
2025-09-24 12:22:09,768 - freqtrade.strategy.hyper - INFO - Strategy Parameter: exit_bb_upper_deviation = 0.99
2025-09-24 12:22:09,768 - freqtrade.strategy.hyper - INFO - Strategy Parameter: exit_volume_multiplier = 1.7
2025-09-24 12:22:09,768 - freqtrade.strategy.hyper - INFO - Strategy Parameter: roi_param_a = -6e-05
2025-09-24 12:22:09,769 - freqtrade.strategy.hyper - INFO - Strategy Parameter: roi_param_k = 132
2025-09-24 12:22:09,769 - freqtrade.strategy.hyper - INFO - Strategy Parameter: roi_param_t = 0.168
2025-09-24 12:22:09,769 - freqtrade.strategy.hyper - INFO - Strategy Parameter: rsi_overbought = 59
2025-09-24 12:22:09,769 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
2025-09-24 12:22:09,775 - freqtrade.resolvers.iresolver - INFO - Using resolved hyperoptloss SharpeHyperOptLossDaily from '/freqtrade/freqtrade/optimize/hyperopt_loss/hyperopt_loss_sharpe_daily.py'...
2025-09-24 12:22:09,776 - freqtrade.optimize.hyperopt.hyperopt - INFO - Using optimizer random state: 5334
2025-09-24 12:22:09,777 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 3560 ...
2025-09-24 12:22:10,621 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-05-17 14:00:00 up to 2025-09-23 00:00:00 (128 days).
2025-09-24 12:22:14,346 - freqtrade.optimize.hyperopt.hyperopt_optimizer - INFO - Dataload complete. Calculating indicators
2025-09-24 12:22:14,380 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:14,380 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:14,502 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:14,502 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:14,677 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:14,678 - freqtrade.data.dataprovider - INFO - Loading data for TON/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:14,702 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:14,702 - freqtrade.data.dataprovider - INFO - Loading data for TON/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:14,844 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:14,844 - freqtrade.data.dataprovider - INFO - Loading data for DOT/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:14,874 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:14,874 - freqtrade.data.dataprovider - INFO - Loading data for DOT/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,010 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:15,011 - freqtrade.data.dataprovider - INFO - Loading data for XRP/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,034 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:15,035 - freqtrade.data.dataprovider - INFO - Loading data for XRP/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,153 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:15,153 - freqtrade.data.dataprovider - INFO - Loading data for OKB/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,177 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:15,177 - freqtrade.data.dataprovider - INFO - Loading data for OKB/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,289 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:15,290 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,314 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:15,314 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,413 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:15,413 - freqtrade.data.dataprovider - INFO - Loading data for DOGE/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,437 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:15,437 - freqtrade.data.dataprovider - INFO - Loading data for DOGE/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,521 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:15,521 - freqtrade.data.dataprovider - INFO - Loading data for WCT/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,545 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:15,545 - freqtrade.data.dataprovider - INFO - Loading data for WCT/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,614 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:15,615 - freqtrade.data.dataprovider - INFO - Loading data for TRUMP/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,635 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:15,636 - freqtrade.data.dataprovider - INFO - Loading data for TRUMP/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,737 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:15,738 - freqtrade.data.dataprovider - INFO - Loading data for SUI/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,767 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:15,768 - freqtrade.data.dataprovider - INFO - Loading data for SUI/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,860 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:15,861 - freqtrade.data.dataprovider - INFO - Loading data for PEPE/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,885 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:15,885 - freqtrade.data.dataprovider - INFO - Loading data for PEPE/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,965 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:15,966 - freqtrade.data.dataprovider - INFO - Loading data for TRB/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:15,989 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:15,989 - freqtrade.data.dataprovider - INFO - Loading data for TRB/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:16,067 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:16,068 - freqtrade.data.dataprovider - INFO - Loading data for MASK/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:16,090 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:16,090 - freqtrade.data.dataprovider - INFO - Loading data for MASK/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:16,174 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:16,174 - freqtrade.data.dataprovider - INFO - Loading data for UNI/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:16,201 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:16,201 - freqtrade.data.dataprovider - INFO - Loading data for UNI/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:16,301 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 15m to 872
2025-09-24 12:22:16,302 - freqtrade.data.dataprovider - INFO - Loading data for KAITO/USDT 15m from 2025-05-15 22:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:16,328 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 368
2025-09-24 12:22:16,329 - freqtrade.data.dataprovider - INFO - Loading data for KAITO/USDT 1h from 2025-05-09 16:00:00 to 2025-09-23 00:00:00
2025-09-24 12:22:16,608 - freqtrade.optimize.hyperopt.hyperopt_optimizer - INFO - Hyperopting with data from 2025-05-25 00:00:00 up to 2025-09-23 00:00:00 (121 days)..
2025-09-24 12:22:17,493 - freqtrade.optimize.hyperopt.hyperopt - INFO - Found 6 CPU cores. Let's make them scream!
2025-09-24 12:22:17,494 - freqtrade.optimize.hyperopt.hyperopt - INFO - Number of parallel jobs set as: 4
2025-09-24 12:22:17,498 - freqtrade.optimize.hyperopt.hyperopt_optimizer - INFO - Using optuna sampler NSGAIIISampler.
2025-09-24 12:22:17,567 - freqtrade.optimize.hyperopt.hyperopt - INFO - Effective number of parallel workers used: 4
/home/ftuser/.local/lib/python3.13/site-packages/pandas_ta/__init__.py:6: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
from pkg_resources import get_distribution, DistributionNotFound
/home/ftuser/.local/lib/python3.13/site-packages/pandas_ta/__init__.py:6: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
from pkg_resources import get_distribution, DistributionNotFound
/home/ftuser/.local/lib/python3.13/site-packages/pandas_ta/__init__.py:6: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
from pkg_resources import get_distribution, DistributionNotFound
/home/ftuser/.local/lib/python3.13/site-packages/pandas_ta/__init__.py:6: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
from pkg_resources import get_distribution, DistributionNotFound
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