825 lines
62 KiB
Plaintext
825 lines
62 KiB
Plaintext
Creating freqtrade_freqtrade_run ...
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Creating freqtrade_freqtrade_run ... done
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2025-05-04 11:58:28,633 - freqtrade - INFO - freqtrade docker-2025.4-dev-23e4943b
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2025-05-04 11:58:28,848 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
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2025-05-04 11:58:30,260 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
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2025-05-04 11:58:30,262 - freqtrade.loggers - INFO - Enabling colorized output.
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2025-05-04 11:58:30,263 - root - INFO - Logfile configured
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2025-05-04 11:58:30,263 - freqtrade.loggers - INFO - Verbosity set to 0
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2025-05-04 11:58:30,264 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
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2025-05-04 11:58:30,264 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
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2025-05-04 11:58:30,265 - freqtrade.configuration.configuration - INFO - Parameter --fee detected, setting fee to: 0.0008 ...
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2025-05-04 11:58:30,265 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250407-20250415 ...
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2025-05-04 11:58:30,301 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
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2025-05-04 11:58:30,302 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
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2025-05-04 11:58:30,302 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
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2025-05-04 11:58:30,303 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250407-20250415
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2025-05-04 11:58:30,303 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
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2025-05-04 11:58:30,304 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
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2025-05-04 11:58:30,311 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
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2025-05-04 11:58:30,311 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
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2025-05-04 11:58:30,312 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
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2025-05-04 11:58:30,314 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
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2025-05-04 11:58:30,314 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
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2025-05-04 11:58:30,315 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.77
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2025-05-04 11:58:30,315 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
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2025-05-04 11:58:30,320 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
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2025-05-04 11:58:30,326 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
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2025-05-04 11:58:32,974 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
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2025-05-04 11:58:33,028 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy OKXRegressionStrategy from '/freqtrade/templates/OKXRegressionStrategy.py'...
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2025-05-04 11:58:33,028 - freqtrade.strategy.hyper - INFO - Found no parameter file.
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2025-05-04 11:58:33,029 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
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2025-05-04 11:58:33,029 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
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2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
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2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
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2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
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2025-05-04 11:58:33,031 - 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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'minutes'}.
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2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
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2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {}
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2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
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2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
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2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
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2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
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2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.0
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2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
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2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
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2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
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2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy 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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2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
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2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
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2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
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2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
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2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
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2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
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2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
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2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
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2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
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2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
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2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
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2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
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2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
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2025-05-04 11:58:33,038 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
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2025-05-04 11:58:33,038 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
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2025-05-04 11:58:33,042 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
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2025-05-04 11:58:33,048 - freqtrade.optimize.backtesting - INFO - Using fee 0.0800% from config.
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2025-05-04 11:58:33,049 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
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2025-05-04 11:58:33,049 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 43250 ...
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2025-05-04 11:58:33,197 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-01-06 21:30:00 up to 2025-04-15 00:00:00 (98 days).
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2025-05-04 11:58:33,197 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
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2025-05-04 11:58:33,198 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy OKXRegressionStrategy
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2025-05-04 11:58:34,759 - matplotlib.font_manager - INFO - generated new fontManager
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2025-05-04 11:58:34,966 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
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2025-05-04 11:58:34,966 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
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2025-05-04 11:58:34,967 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
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2025-05-04 11:58:34,967 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['OKB/USDT', 'TON/USDT']
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2025-05-04 11:58:34,968 - freqtrade.strategy.hyper - INFO - No params for buy found, using default values.
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2025-05-04 11:58:34,968 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_period = 14
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2025-05-04 11:58:34,969 - freqtrade.strategy.hyper - INFO - No params for sell found, using default values.
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2025-05-04 11:58:34,969 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_multiplier = 2.0
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2025-05-04 11:58:34,970 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
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2025-05-04 11:58:34,975 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges
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2025-05-04 11:58:34,976 - freqtrade.freqai.freqai_interface - INFO - Training OKB/USDT, 1/2 pairs from 2025-01-07 00:00:00 to 2025-04-07 00:00:00, 1/1 trains
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2025-05-04 11:58:34,977 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
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/freqtrade/user_data/models/test175/backtesting_predictions/cb_okb_1743984000_prediction.feather
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2025-05-04 11:58:35,224 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
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2025-05-04 11:58:35,224 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00
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2025-05-04 11:58:35,416 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
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2025-05-04 11:58:35,417 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00
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/freqtrade/templates/OKXRegressionStrategy.py:246: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
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dataframe = dataframe.fillna(method="ffill").fillna(0)
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/freqtrade/templates/OKXRegressionStrategy.py:246: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
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dataframe = dataframe.fillna(method="ffill").fillna(0)
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2025-05-04 11:58:41,469 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000
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2025-05-04 11:58:41,470 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training OKB/USDT --------------------
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2025-05-04 11:58:41,593 - freqtrade.freqai.data_kitchen - INFO - OKB/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
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2025-05-04 11:58:41,594 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 --------------------
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2025-05-04 11:58:41,650 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
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2025-05-04 11:58:41,702 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
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2025-05-04 11:58:41,702 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
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[0] validation_0-rmse:0.36629 validation_1-rmse:0.37143
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[1] validation_0-rmse:0.36088 validation_1-rmse:0.36593
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[2] validation_0-rmse:0.35557 validation_1-rmse:0.36052
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[3] validation_0-rmse:0.35034 validation_1-rmse:0.35518
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[4] validation_0-rmse:0.34517 validation_1-rmse:0.34993
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[5] validation_0-rmse:0.34009 validation_1-rmse:0.34476
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[6] validation_0-rmse:0.33508 validation_1-rmse:0.33966
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[7] validation_0-rmse:0.33016 validation_1-rmse:0.33465
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[8] validation_0-rmse:0.32530 validation_1-rmse:0.32970
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[9] validation_0-rmse:0.32053 validation_1-rmse:0.32484
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[10] validation_0-rmse:0.31583 validation_1-rmse:0.32004
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[11] validation_0-rmse:0.31119 validation_1-rmse:0.31532
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[12] validation_0-rmse:0.30662 validation_1-rmse:0.31068
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[13] validation_0-rmse:0.30213 validation_1-rmse:0.30610
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[14] validation_0-rmse:0.29771 validation_1-rmse:0.30159
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[15] validation_0-rmse:0.29335 validation_1-rmse:0.29715
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[16] validation_0-rmse:0.28905 validation_1-rmse:0.29277
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[17] validation_0-rmse:0.28483 validation_1-rmse:0.28847
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[18] validation_0-rmse:0.28067 validation_1-rmse:0.28423
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[19] validation_0-rmse:0.27657 validation_1-rmse:0.28005
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[20] validation_0-rmse:0.27253 validation_1-rmse:0.27593
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[21] validation_0-rmse:0.26855 validation_1-rmse:0.27188
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[22] validation_0-rmse:0.26463 validation_1-rmse:0.26789
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[23] validation_0-rmse:0.26078 validation_1-rmse:0.26396
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[24] validation_0-rmse:0.25699 validation_1-rmse:0.26009
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[25] validation_0-rmse:0.25326 validation_1-rmse:0.25628
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[26] validation_0-rmse:0.24958 validation_1-rmse:0.25253
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[27] validation_0-rmse:0.24596 validation_1-rmse:0.24883
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[28] validation_0-rmse:0.24240 validation_1-rmse:0.24519
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[29] validation_0-rmse:0.23887 validation_1-rmse:0.24161
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[30] validation_0-rmse:0.23540 validation_1-rmse:0.23808
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[31] validation_0-rmse:0.23200 validation_1-rmse:0.23461
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[32] validation_0-rmse:0.22864 validation_1-rmse:0.23118
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[33] validation_0-rmse:0.22535 validation_1-rmse:0.22781
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[34] validation_0-rmse:0.22210 validation_1-rmse:0.22450
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[35] validation_0-rmse:0.21891 validation_1-rmse:0.22122
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[36] validation_0-rmse:0.21576 validation_1-rmse:0.21801
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[37] validation_0-rmse:0.21265 validation_1-rmse:0.21484
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[38] validation_0-rmse:0.20959 validation_1-rmse:0.21172
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[39] validation_0-rmse:0.20658 validation_1-rmse:0.20865
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[40] validation_0-rmse:0.20360 validation_1-rmse:0.20562
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[41] validation_0-rmse:0.20069 validation_1-rmse:0.20264
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[42] validation_0-rmse:0.19783 validation_1-rmse:0.19970
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[43] validation_0-rmse:0.19500 validation_1-rmse:0.19681
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[44] validation_0-rmse:0.19222 validation_1-rmse:0.19397
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[45] validation_0-rmse:0.18948 validation_1-rmse:0.19117
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[46] validation_0-rmse:0.18677 validation_1-rmse:0.18841
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[47] validation_0-rmse:0.18412 validation_1-rmse:0.18569
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[48] validation_0-rmse:0.18152 validation_1-rmse:0.18302
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[49] validation_0-rmse:0.17895 validation_1-rmse:0.18039
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[50] validation_0-rmse:0.17642 validation_1-rmse:0.17780
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[51] validation_0-rmse:0.17393 validation_1-rmse:0.17525
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[52] validation_0-rmse:0.17148 validation_1-rmse:0.17273
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[53] validation_0-rmse:0.16906 validation_1-rmse:0.17026
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[54] validation_0-rmse:0.16669 validation_1-rmse:0.16782
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[55] validation_0-rmse:0.16435 validation_1-rmse:0.16542
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[56] validation_0-rmse:0.16205 validation_1-rmse:0.16306
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[57] validation_0-rmse:0.15980 validation_1-rmse:0.16074
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[58] validation_0-rmse:0.15757 validation_1-rmse:0.15844
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[59] validation_0-rmse:0.15538 validation_1-rmse:0.15619
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[60] validation_0-rmse:0.15321 validation_1-rmse:0.15397
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[61] validation_0-rmse:0.15107 validation_1-rmse:0.15179
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[62] validation_0-rmse:0.14897 validation_1-rmse:0.14964
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[63] validation_0-rmse:0.14691 validation_1-rmse:0.14753
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[64] validation_0-rmse:0.14489 validation_1-rmse:0.14545
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[65] validation_0-rmse:0.14289 validation_1-rmse:0.14340
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[66] validation_0-rmse:0.14093 validation_1-rmse:0.14138
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[67] validation_0-rmse:0.13899 validation_1-rmse:0.13939
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[68] validation_0-rmse:0.13708 validation_1-rmse:0.13744
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[69] validation_0-rmse:0.13520 validation_1-rmse:0.13551
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[70] validation_0-rmse:0.13337 validation_1-rmse:0.13362
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[71] validation_0-rmse:0.13155 validation_1-rmse:0.13175
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[72] validation_0-rmse:0.12976 validation_1-rmse:0.12992
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[73] validation_0-rmse:0.12800 validation_1-rmse:0.12811
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[74] validation_0-rmse:0.12627 validation_1-rmse:0.12633
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[75] validation_0-rmse:0.12456 validation_1-rmse:0.12458
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[76] validation_0-rmse:0.12288 validation_1-rmse:0.12286
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[77] validation_0-rmse:0.12124 validation_1-rmse:0.12116
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[78] validation_0-rmse:0.11960 validation_1-rmse:0.11949
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[79] validation_0-rmse:0.11800 validation_1-rmse:0.11785
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[80] validation_0-rmse:0.11643 validation_1-rmse:0.11624
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[81] validation_0-rmse:0.11489 validation_1-rmse:0.11465
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[82] validation_0-rmse:0.11336 validation_1-rmse:0.11309
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[83] validation_0-rmse:0.11185 validation_1-rmse:0.11155
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[84] validation_0-rmse:0.11038 validation_1-rmse:0.11004
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[85] validation_0-rmse:0.10893 validation_1-rmse:0.10854
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[86] validation_0-rmse:0.10751 validation_1-rmse:0.10707
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[87] validation_0-rmse:0.10611 validation_1-rmse:0.10563
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[88] validation_0-rmse:0.10473 validation_1-rmse:0.10421
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[89] validation_0-rmse:0.10338 validation_1-rmse:0.10281
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[90] validation_0-rmse:0.10205 validation_1-rmse:0.10144
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[91] validation_0-rmse:0.10074 validation_1-rmse:0.10008
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[92] validation_0-rmse:0.09945 validation_1-rmse:0.09875
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[93] validation_0-rmse:0.09818 validation_1-rmse:0.09745
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[94] validation_0-rmse:0.09693 validation_1-rmse:0.09616
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[95] validation_0-rmse:0.09572 validation_1-rmse:0.09489
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[96] validation_0-rmse:0.09452 validation_1-rmse:0.09365
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[97] validation_0-rmse:0.09334 validation_1-rmse:0.09242
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[98] validation_0-rmse:0.09218 validation_1-rmse:0.09121
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[99] validation_0-rmse:0.09103 validation_1-rmse:0.09003
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2025-05-04 11:59:48,077 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training OKB/USDT (66.61 secs) --------------------
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2025-05-04 11:59:48,295 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000--s_close.html
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2025-05-04 11:59:48,295 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
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2025-05-04 11:59:48,357 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
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2025-05-04 11:59:48,442 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges
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2025-05-04 11:59:48,443 - freqtrade.freqai.freqai_interface - INFO - Training TON/USDT, 2/2 pairs from 2025-01-07 00:00:00 to 2025-04-07 00:00:00, 1/1 trains
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2025-05-04 11:59:48,444 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
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/freqtrade/user_data/models/test175/backtesting_predictions/cb_ton_1743984000_prediction.feather
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/freqtrade/templates/OKXRegressionStrategy.py:246: FutureWarning:
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|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
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/freqtrade/templates/OKXRegressionStrategy.py:246: FutureWarning:
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|
DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
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2025-05-04 11:59:54,567 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000
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2025-05-04 11:59:54,568 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training TON/USDT --------------------
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2025-05-04 11:59:54,684 - freqtrade.freqai.data_kitchen - INFO - TON/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
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2025-05-04 11:59:54,685 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 --------------------
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2025-05-04 11:59:54,741 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
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2025-05-04 11:59:54,791 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
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2025-05-04 11:59:54,791 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
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[0] validation_0-rmse:0.52241 validation_1-rmse:0.52534
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[1] validation_0-rmse:0.51462 validation_1-rmse:0.51751
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[2] validation_0-rmse:0.50695 validation_1-rmse:0.50980
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[3] validation_0-rmse:0.49940 validation_1-rmse:0.50220
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[4] validation_0-rmse:0.49196 validation_1-rmse:0.49472
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[6] validation_0-rmse:0.47742 validation_1-rmse:0.48009
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[7] validation_0-rmse:0.47031 validation_1-rmse:0.47294
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[8] validation_0-rmse:0.46331 validation_1-rmse:0.46590
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[9] validation_0-rmse:0.45641 validation_1-rmse:0.45897
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[10] validation_0-rmse:0.44962 validation_1-rmse:0.45214
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[11] validation_0-rmse:0.44293 validation_1-rmse:0.44541
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[12] validation_0-rmse:0.43634 validation_1-rmse:0.43878
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[13] validation_0-rmse:0.42985 validation_1-rmse:0.43225
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[14] validation_0-rmse:0.42346 validation_1-rmse:0.42583
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[15] validation_0-rmse:0.41716 validation_1-rmse:0.41949
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[17] validation_0-rmse:0.40485 validation_1-rmse:0.40712
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[18] validation_0-rmse:0.39884 validation_1-rmse:0.40107
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[267] validation_0-rmse:0.03252 validation_1-rmse:0.03016
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[268] validation_0-rmse:0.03248 validation_1-rmse:0.03009
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[269] validation_0-rmse:0.03243 validation_1-rmse:0.03003
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[270] validation_0-rmse:0.03239 validation_1-rmse:0.02997
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[271] validation_0-rmse:0.03234 validation_1-rmse:0.02991
|
|
[272] validation_0-rmse:0.03230 validation_1-rmse:0.02985
|
|
[273] validation_0-rmse:0.03226 validation_1-rmse:0.02979
|
|
[274] validation_0-rmse:0.03223 validation_1-rmse:0.02973
|
|
[275] validation_0-rmse:0.03219 validation_1-rmse:0.02968
|
|
[276] validation_0-rmse:0.03215 validation_1-rmse:0.02962
|
|
[277] validation_0-rmse:0.03211 validation_1-rmse:0.02957
|
|
[278] validation_0-rmse:0.03208 validation_1-rmse:0.02951
|
|
[279] validation_0-rmse:0.03205 validation_1-rmse:0.02946
|
|
[280] validation_0-rmse:0.03201 validation_1-rmse:0.02941
|
|
[281] validation_0-rmse:0.03198 validation_1-rmse:0.02935
|
|
[282] validation_0-rmse:0.03194 validation_1-rmse:0.02931
|
|
[283] validation_0-rmse:0.03191 validation_1-rmse:0.02926
|
|
[284] validation_0-rmse:0.03188 validation_1-rmse:0.02921
|
|
[285] validation_0-rmse:0.03185 validation_1-rmse:0.02916
|
|
[286] validation_0-rmse:0.03182 validation_1-rmse:0.02911
|
|
[287] validation_0-rmse:0.03179 validation_1-rmse:0.02907
|
|
[288] validation_0-rmse:0.03176 validation_1-rmse:0.02902
|
|
[289] validation_0-rmse:0.03173 validation_1-rmse:0.02898
|
|
[290] validation_0-rmse:0.03171 validation_1-rmse:0.02893
|
|
[291] validation_0-rmse:0.03169 validation_1-rmse:0.02889
|
|
[292] validation_0-rmse:0.03166 validation_1-rmse:0.02885
|
|
[293] validation_0-rmse:0.03164 validation_1-rmse:0.02882
|
|
[294] validation_0-rmse:0.03161 validation_1-rmse:0.02878
|
|
[295] validation_0-rmse:0.03159 validation_1-rmse:0.02873
|
|
[296] validation_0-rmse:0.03157 validation_1-rmse:0.02870
|
|
[297] validation_0-rmse:0.03155 validation_1-rmse:0.02866
|
|
[298] validation_0-rmse:0.03153 validation_1-rmse:0.02862
|
|
[299] validation_0-rmse:0.03150 validation_1-rmse:0.02858
|
|
2025-05-04 12:01:00,801 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training TON/USDT (66.23 secs) --------------------
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2025-05-04 12:01:00,836 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000--s_close.html
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2025-05-04 12:01:00,836 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
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2025-05-04 12:01:00,894 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
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2025-05-04 12:01:00,976 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-04-07 00:00:00 up to 2025-04-15 00:00:00 (8 days).
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2025-05-04 12:01:01,168 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-04_12-01-01.meta.json"
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Result for strategy OKXRegressionStrategy
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BACKTESTING REPORT
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┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
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┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
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|
┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
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|
│ OKB/USDT │ 6 │ 0.6 │ 0.718 │ 0.07 │ 0:34:00 │ 4 0 2 66.7 │
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│ TON/USDT │ 3 │ -0.1 │ -0.062 │ -0.01 │ 0:02:00 │ 1 0 2 33.3 │
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│ TOTAL │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │
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└──────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
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LEFT OPEN TRADES REPORT
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|
┏━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
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|
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
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│ TOTAL │ 0 │ 0.0 │ 0.000 │ 0.0 │ 0:00 │ 0 0 0 0 │
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└───────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
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|
ENTER TAG STATS
|
|
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
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┃ Enter Tag ┃ Entries ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
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|
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ OTHER │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │
|
|
│ TOTAL │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │
|
|
└───────────┴─────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
EXIT REASON STATS
|
|
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Exit Reason ┃ Exits ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
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│ exit_signal │ 3 │ 1.34 │ 0.803 │ 0.08 │ 1:01:00 │ 3 0 0 100 │
|
|
│ trailing_stop_loss │ 6 │ -0.12 │ -0.147 │ -0.01 │ 0:04:00 │ 2 0 4 33.3 │
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|
│ TOTAL │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │
|
|
└────────────────────┴───────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
MIXED TAG STATS
|
|
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
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┃ Enter Tag ┃ Exit Reason ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ │ exit_signal │ 3 │ 1.34 │ 0.803 │ 0.08 │ 1:01:00 │ 3 0 0 100 │
|
|
│ │ trailing_stop_loss │ 6 │ -0.12 │ -0.147 │ -0.01 │ 0:04:00 │ 2 0 4 33.3 │
|
|
│ TOTAL │ │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │
|
|
└───────────┴────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
SUMMARY METRICS
|
|
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Metric ┃ Value ┃
|
|
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ Backtesting from │ 2025-04-07 00:00:00 │
|
|
│ Backtesting to │ 2025-04-15 00:00:00 │
|
|
│ Trading Mode │ Spot │
|
|
│ Max open trades │ 2 │
|
|
│ │ │
|
|
│ Total/Daily Avg Trades │ 9 / 1.12 │
|
|
│ Starting balance │ 1000 USDT │
|
|
│ Final balance │ 1000.656 USDT │
|
|
│ Absolute profit │ 0.656 USDT │
|
|
│ Total profit % │ 0.07% │
|
|
│ CAGR % │ 3.04% │
|
|
│ Sortino │ 40.69 │
|
|
│ Sharpe │ 8.15 │
|
|
│ Calmar │ 979.41 │
|
|
│ SQN │ 1.07 │
|
|
│ Profit factor │ 2.64 │
|
|
│ Expectancy (Ratio) │ 0.07 (0.73) │
|
|
│ Avg. daily profit % │ 0.01% │
|
|
│ Avg. stake amount │ 20.003 USDT │
|
|
│ Total trade volume │ 361.294 USDT │
|
|
│ │ │
|
|
│ Best Pair │ OKB/USDT 0.07% │
|
|
│ Worst Pair │ TON/USDT -0.01% │
|
|
│ Best trade │ OKB/USDT 2.13% │
|
|
│ Worst trade │ OKB/USDT -0.71% │
|
|
│ Best day │ 0.332 USDT │
|
|
│ Worst day │ 0 USDT │
|
|
│ Days win/draw/lose │ 3 / 3 / 0 │
|
|
│ Avg. Duration Winners │ 0:39:00 │
|
|
│ Avg. Duration Loser │ 0:04:00 │
|
|
│ Max Consecutive Wins / Loss │ 2 / 2 │
|
|
│ Rejected Entry signals │ 0 │
|
|
│ Entry/Exit Timeouts │ 0 / 0 │
|
|
│ │ │
|
|
│ Min balance │ 999.84 USDT │
|
|
│ Max balance │ 1000.656 USDT │
|
|
│ Max % of account underwater │ 0.02% │
|
|
│ Absolute Drawdown (Account) │ 0.02% │
|
|
│ Absolute Drawdown │ 0.16 USDT │
|
|
│ Drawdown high │ -0.039 USDT │
|
|
│ Drawdown low │ -0.16 USDT │
|
|
│ Drawdown Start │ 2025-04-07 07:06:00 │
|
|
│ Drawdown End │ 2025-04-07 07:24:00 │
|
|
│ Market change │ -0.70% │
|
|
└─────────────────────────────┴─────────────────────┘
|
|
|
|
Backtested 2025-04-07 00:00:00 -> 2025-04-15 00:00:00 | Max open trades : 2
|
|
STRATEGY SUMMARY
|
|
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
|
|
┃ Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ Drawdown ┃
|
|
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
|
|
│ OKXRegressionStrategy │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │ 0.16 USDT 0.02% │
|
|
└───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴──────────────────┘
|