4357 lines
271 KiB
Plaintext
4357 lines
271 KiB
Plaintext
Creating freqtrade_freqtrade_run ...
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Creating freqtrade_freqtrade_run ... done
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2025-05-04 10:00:04,232 - freqtrade - INFO - freqtrade docker-2025.4-dev-23e4943b
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2025-05-04 10:00:04,439 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
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2025-05-04 10:00:05,878 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
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2025-05-04 10:00:05,880 - freqtrade.loggers - INFO - Enabling colorized output.
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2025-05-04 10:00:05,881 - root - INFO - Logfile configured
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2025-05-04 10:00:05,881 - freqtrade.loggers - INFO - Verbosity set to 0
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2025-05-04 10:00:05,882 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
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2025-05-04 10:00:05,882 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
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2025-05-04 10:00:05,882 - freqtrade.configuration.configuration - INFO - Parameter --fee detected, setting fee to: 0.0008 ...
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2025-05-04 10:00:05,882 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250315-20250415 ...
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2025-05-04 10:00:05,916 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
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2025-05-04 10:00:05,917 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
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2025-05-04 10:00:05,917 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
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2025-05-04 10:00:05,917 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250315-20250415
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2025-05-04 10:00:05,918 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
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2025-05-04 10:00:05,919 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
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2025-05-04 10:00:05,926 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
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2025-05-04 10:00:05,926 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
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2025-05-04 10:00:05,927 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
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2025-05-04 10:00:05,929 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
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2025-05-04 10:00:05,929 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
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2025-05-04 10:00:05,930 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.77
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2025-05-04 10:00:05,930 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
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2025-05-04 10:00:05,935 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
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2025-05-04 10:00:05,940 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
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2025-05-04 10:00:08,555 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
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2025-05-04 10:00:08,608 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy OKXRegressionStrategy from '/freqtrade/templates/OKXRegressionStrategy.py'...
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2025-05-04 10:00:08,609 - freqtrade.strategy.hyper - INFO - Found no parameter file.
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2025-05-04 10:00:08,609 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
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2025-05-04 10:00:08,609 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
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2025-05-04 10:00:08,610 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
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2025-05-04 10:00:08,610 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
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2025-05-04 10:00:08,610 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
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2025-05-04 10:00:08,611 - 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 10:00:08,611 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
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2025-05-04 10:00:08,611 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {}
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2025-05-04 10:00:08,612 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
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2025-05-04 10:00:08,612 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
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2025-05-04 10:00:08,612 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
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2025-05-04 10:00:08,612 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
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2025-05-04 10:00:08,613 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.0
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2025-05-04 10:00:08,613 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
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2025-05-04 10:00:08,613 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
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2025-05-04 10:00:08,614 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
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2025-05-04 10:00:08,614 - 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 10:00:08,614 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
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2025-05-04 10:00:08,615 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
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2025-05-04 10:00:08,615 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
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2025-05-04 10:00:08,615 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
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2025-05-04 10:00:08,615 - 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 10:00:08,616 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
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2025-05-04 10:00:08,616 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
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2025-05-04 10:00:08,616 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
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2025-05-04 10:00:08,616 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
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2025-05-04 10:00:08,617 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
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2025-05-04 10:00:08,617 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
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2025-05-04 10:00:08,617 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
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2025-05-04 10:00:08,617 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
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2025-05-04 10:00:08,618 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
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2025-05-04 10:00:08,618 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
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2025-05-04 10:00:08,621 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
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2025-05-04 10:00:08,627 - freqtrade.optimize.backtesting - INFO - Using fee 0.0800% from config.
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2025-05-04 10:00:08,628 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
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2025-05-04 10:00:08,628 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 43250 ...
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2025-05-04 10:00:08,774 - freqtrade.optimize.backtesting - INFO - Loading data from 2024-12-14 21:30:00 up to 2025-04-15 00:00:00 (121 days).
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2025-05-04 10:00:08,775 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
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2025-05-04 10:00:08,776 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy OKXRegressionStrategy
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2025-05-04 10:00:10,347 - matplotlib.font_manager - INFO - generated new fontManager
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2025-05-04 10:00:10,563 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
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2025-05-04 10:00:10,563 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
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2025-05-04 10:00:10,564 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
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2025-05-04 10:00:10,564 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['OKB/USDT', 'TON/USDT']
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2025-05-04 10:00:10,565 - freqtrade.strategy.hyper - INFO - No params for buy found, using default values.
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2025-05-04 10:00:10,565 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_period = 14
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2025-05-04 10:00:10,566 - freqtrade.strategy.hyper - INFO - No params for sell found, using default values.
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2025-05-04 10:00:10,566 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_multiplier = 2.0
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2025-05-04 10:00:10,567 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
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2025-05-04 10:00:10,573 - freqtrade.freqai.freqai_interface - INFO - Training 4 timeranges
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2025-05-04 10:00:10,575 - freqtrade.freqai.freqai_interface - INFO - Training OKB/USDT, 1/2 pairs from 2024-12-15 00:00:00 to 2025-03-15 00:00:00, 1/4 trains
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2025-05-04 10:00:10,575 - 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_1741996800_prediction.feather
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2025-05-04 10:00:10,887 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
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2025-05-04 10:00:10,888 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2024-12-14 21:30:00 to 2025-04-15 00:00:00
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2025-05-04 10:00:11,124 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
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2025-05-04 10:00:11,124 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2024-12-14 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 10:00:17,121 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-OKB_1741996800/cb_okb_1741996800
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2025-05-04 10:00:17,122 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training OKB/USDT --------------------
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2025-05-04 10:00:17,243 - 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 10:00:17,244 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2024-12-15 to 2025-03-14 --------------------
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2025-05-04 10:00:17,300 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
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2025-05-04 10:00:17,350 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
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2025-05-04 10:00:17,351 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
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[0] validation_0-rmse:0.39273 validation_1-rmse:0.38883
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[1] validation_0-rmse:0.38690 validation_1-rmse:0.38307
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[2] validation_0-rmse:0.38118 validation_1-rmse:0.37740
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[3] validation_0-rmse:0.37553 validation_1-rmse:0.37181
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[4] validation_0-rmse:0.36996 validation_1-rmse:0.36630
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[5] validation_0-rmse:0.36448 validation_1-rmse:0.36088
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[6] validation_0-rmse:0.35908 validation_1-rmse:0.35553
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[7] validation_0-rmse:0.35378 validation_1-rmse:0.35028
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[8] validation_0-rmse:0.34855 validation_1-rmse:0.34510
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[9] validation_0-rmse:0.34340 validation_1-rmse:0.33999
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[10] validation_0-rmse:0.33832 validation_1-rmse:0.33497
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[11] validation_0-rmse:0.33333 validation_1-rmse:0.33002
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[12] validation_0-rmse:0.32841 validation_1-rmse:0.32514
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[13] validation_0-rmse:0.32357 validation_1-rmse:0.32034
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[14] validation_0-rmse:0.31880 validation_1-rmse:0.31562
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[15] validation_0-rmse:0.31410 validation_1-rmse:0.31096
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[16] validation_0-rmse:0.30948 validation_1-rmse:0.30637
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[17] validation_0-rmse:0.30492 validation_1-rmse:0.30185
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[18] validation_0-rmse:0.30044 validation_1-rmse:0.29741
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[19] validation_0-rmse:0.29601 validation_1-rmse:0.29303
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[20] validation_0-rmse:0.29167 validation_1-rmse:0.28871
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[21] validation_0-rmse:0.28739 validation_1-rmse:0.28446
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[22] validation_0-rmse:0.28318 validation_1-rmse:0.28028
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[23] validation_0-rmse:0.27902 validation_1-rmse:0.27616
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[24] validation_0-rmse:0.27492 validation_1-rmse:0.27210
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[25] validation_0-rmse:0.27089 validation_1-rmse:0.26810
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[26] validation_0-rmse:0.26692 validation_1-rmse:0.26417
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[27] validation_0-rmse:0.26301 validation_1-rmse:0.26029
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[28] validation_0-rmse:0.25916 validation_1-rmse:0.25647
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[29] validation_0-rmse:0.25537 validation_1-rmse:0.25271
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[30] validation_0-rmse:0.25165 validation_1-rmse:0.24901
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[31] validation_0-rmse:0.24797 validation_1-rmse:0.24536
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[32] validation_0-rmse:0.24437 validation_1-rmse:0.24178
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[33] validation_0-rmse:0.24082 validation_1-rmse:0.23824
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[34] validation_0-rmse:0.23730 validation_1-rmse:0.23476
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[35] validation_0-rmse:0.23385 validation_1-rmse:0.23133
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[36] validation_0-rmse:0.23044 validation_1-rmse:0.22795
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[37] validation_0-rmse:0.22711 validation_1-rmse:0.22463
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[38] validation_0-rmse:0.22382 validation_1-rmse:0.22135
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[39] validation_0-rmse:0.22058 validation_1-rmse:0.21813
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[40] validation_0-rmse:0.21739 validation_1-rmse:0.21495
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[41] validation_0-rmse:0.21425 validation_1-rmse:0.21183
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[42] validation_0-rmse:0.21116 validation_1-rmse:0.20875
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[43] validation_0-rmse:0.20811 validation_1-rmse:0.20572
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[44] validation_0-rmse:0.20511 validation_1-rmse:0.20273
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[45] validation_0-rmse:0.20216 validation_1-rmse:0.19979
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[46] validation_0-rmse:0.19925 validation_1-rmse:0.19690
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[47] validation_0-rmse:0.19640 validation_1-rmse:0.19405
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[48] validation_0-rmse:0.19358 validation_1-rmse:0.19124
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[49] validation_0-rmse:0.19080 validation_1-rmse:0.18848
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[50] validation_0-rmse:0.18807 validation_1-rmse:0.18576
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[51] validation_0-rmse:0.18539 validation_1-rmse:0.18308
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[52] validation_0-rmse:0.18274 validation_1-rmse:0.18044
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[53] validation_0-rmse:0.18015 validation_1-rmse:0.17784
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[54] validation_0-rmse:0.17759 validation_1-rmse:0.17528
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[55] validation_0-rmse:0.17507 validation_1-rmse:0.17276
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[56] validation_0-rmse:0.17258 validation_1-rmse:0.17029
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[57] validation_0-rmse:0.17014 validation_1-rmse:0.16784
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[58] validation_0-rmse:0.16773 validation_1-rmse:0.16544
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[59] validation_0-rmse:0.16537 validation_1-rmse:0.16308
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[60] validation_0-rmse:0.16304 validation_1-rmse:0.16075
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[61] validation_0-rmse:0.16076 validation_1-rmse:0.15845
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[62] validation_0-rmse:0.15849 validation_1-rmse:0.15620
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[63] validation_0-rmse:0.15629 validation_1-rmse:0.15397
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[64] validation_0-rmse:0.15410 validation_1-rmse:0.15179
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[65] validation_0-rmse:0.15195 validation_1-rmse:0.14963
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[66] validation_0-rmse:0.14983 validation_1-rmse:0.14751
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[67] validation_0-rmse:0.14775 validation_1-rmse:0.14542
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[68] validation_0-rmse:0.14570 validation_1-rmse:0.14337
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[69] validation_0-rmse:0.14368 validation_1-rmse:0.14134
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[70] validation_0-rmse:0.14169 validation_1-rmse:0.13935
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[71] validation_0-rmse:0.13975 validation_1-rmse:0.13739
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[72] validation_0-rmse:0.13783 validation_1-rmse:0.13546
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[73] validation_0-rmse:0.13594 validation_1-rmse:0.13356
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[74] validation_0-rmse:0.13408 validation_1-rmse:0.13169
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[75] validation_0-rmse:0.13226 validation_1-rmse:0.12985
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[76] validation_0-rmse:0.13046 validation_1-rmse:0.12804
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[77] validation_0-rmse:0.12869 validation_1-rmse:0.12626
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[78] validation_0-rmse:0.12695 validation_1-rmse:0.12450
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[79] validation_0-rmse:0.12523 validation_1-rmse:0.12278
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[80] validation_0-rmse:0.12355 validation_1-rmse:0.12107
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[81] validation_0-rmse:0.12190 validation_1-rmse:0.11940
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[82] validation_0-rmse:0.12028 validation_1-rmse:0.11775
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[83] validation_0-rmse:0.11868 validation_1-rmse:0.11613
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[84] validation_0-rmse:0.11711 validation_1-rmse:0.11454
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[85] validation_0-rmse:0.11558 validation_1-rmse:0.11297
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[86] validation_0-rmse:0.11405 validation_1-rmse:0.11142
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[87] validation_0-rmse:0.11256 validation_1-rmse:0.10991
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[88] validation_0-rmse:0.11109 validation_1-rmse:0.10841
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[89] validation_0-rmse:0.10964 validation_1-rmse:0.10693
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[90] validation_0-rmse:0.10821 validation_1-rmse:0.10548
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[91] validation_0-rmse:0.10680 validation_1-rmse:0.10406
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[92] validation_0-rmse:0.10542 validation_1-rmse:0.10266
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[93] validation_0-rmse:0.10406 validation_1-rmse:0.10128
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[94] validation_0-rmse:0.10273 validation_1-rmse:0.09992
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[95] validation_0-rmse:0.10143 validation_1-rmse:0.09859
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[96] validation_0-rmse:0.10013 validation_1-rmse:0.09728
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[97] validation_0-rmse:0.09888 validation_1-rmse:0.09598
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[98] validation_0-rmse:0.09764 validation_1-rmse:0.09471
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[99] validation_0-rmse:0.09642 validation_1-rmse:0.09346
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2025-05-04 10:03:05,857 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training OKB/USDT (168.74 secs) --------------------
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2025-05-04 10:03:06,074 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-OKB_1741996800/cb_okb_1741996800--s_close.html
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2025-05-04 10:03:06,075 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
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2025-05-04 10:03:06,157 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
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2025-05-04 10:03:06,172 - freqtrade.freqai.freqai_interface - INFO - Training OKB/USDT, 1/2 pairs from 2024-12-25 00:00:00 to 2025-03-25 00:00:00, 2/4 trains
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2025-05-04 10:03:06,173 - 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_1742860800_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 10:03:12,769 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-OKB_1742860800/cb_okb_1742860800
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2025-05-04 10:03:12,770 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training OKB/USDT --------------------
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2025-05-04 10:03:12,879 - 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 10:03:12,880 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2024-12-25 to 2025-03-24 --------------------
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2025-05-04 10:03:12,931 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
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2025-05-04 10:03:12,976 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
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2025-05-04 10:03:12,977 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
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[0] validation_0-rmse:0.38944 validation_1-rmse:0.39005
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[1] validation_0-rmse:0.38367 validation_1-rmse:0.38427
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[12] validation_0-rmse:0.32569 validation_1-rmse:0.32616
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[13] validation_0-rmse:0.32088 validation_1-rmse:0.32134
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[14] validation_0-rmse:0.31615 validation_1-rmse:0.31660
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[15] validation_0-rmse:0.31149 validation_1-rmse:0.31193
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[19] validation_0-rmse:0.29357 validation_1-rmse:0.29394
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[20] validation_0-rmse:0.28925 validation_1-rmse:0.28961
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[22] validation_0-rmse:0.28082 validation_1-rmse:0.28116
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[25] validation_0-rmse:0.26865 validation_1-rmse:0.26894
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[27] validation_0-rmse:0.26084 validation_1-rmse:0.26110
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[30] validation_0-rmse:0.24958 validation_1-rmse:0.24979
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[36] validation_0-rmse:0.22856 validation_1-rmse:0.22866
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[46] validation_0-rmse:0.19761 validation_1-rmse:0.19752
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2025-05-04 10:06:22,192 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training OKB/USDT (189.42 secs) --------------------
|
|
2025-05-04 10:06:22,228 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-OKB_1742860800/cb_okb_1742860800--s_close.html
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2025-05-04 10:06:22,229 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
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2025-05-04 10:06:22,303 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
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2025-05-04 10:06:22,317 - freqtrade.freqai.freqai_interface - INFO - Training OKB/USDT, 1/2 pairs from 2025-01-04 00:00:00 to 2025-04-04 00:00:00, 3/4 trains
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2025-05-04 10:06:22,318 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_okb_1743724800_prediction.feather
|
|
/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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/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 10:06:29,632 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-OKB_1743724800/cb_okb_1743724800
|
|
2025-05-04 10:06:29,633 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training OKB/USDT --------------------
|
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2025-05-04 10:06:29,779 - 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 10:06:29,780 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-04 to 2025-04-03 --------------------
|
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2025-05-04 10:06:29,843 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
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2025-05-04 10:06:29,892 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
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2025-05-04 10:06:29,893 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
|
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[0] validation_0-rmse:0.36275 validation_1-rmse:0.37211
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[1] validation_0-rmse:0.35738 validation_1-rmse:0.36660
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[2] validation_0-rmse:0.35208 validation_1-rmse:0.36117
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[3] validation_0-rmse:0.34687 validation_1-rmse:0.35583
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[4] validation_0-rmse:0.34174 validation_1-rmse:0.35056
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[5] validation_0-rmse:0.33669 validation_1-rmse:0.34538
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[6] validation_0-rmse:0.33172 validation_1-rmse:0.34028
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[7] validation_0-rmse:0.32681 validation_1-rmse:0.33525
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[8] validation_0-rmse:0.32199 validation_1-rmse:0.33029
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[9] validation_0-rmse:0.31723 validation_1-rmse:0.32542
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[10] validation_0-rmse:0.31255 validation_1-rmse:0.32061
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[11] validation_0-rmse:0.30794 validation_1-rmse:0.31588
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[12] validation_0-rmse:0.30339 validation_1-rmse:0.31122
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[13] validation_0-rmse:0.29892 validation_1-rmse:0.30663
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[14] validation_0-rmse:0.29451 validation_1-rmse:0.30211
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[15] validation_0-rmse:0.29017 validation_1-rmse:0.29766
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[16] validation_0-rmse:0.28590 validation_1-rmse:0.29328
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[17] validation_0-rmse:0.28169 validation_1-rmse:0.28896
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[18] validation_0-rmse:0.27755 validation_1-rmse:0.28471
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[19] validation_0-rmse:0.27347 validation_1-rmse:0.28052
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[20] validation_0-rmse:0.26945 validation_1-rmse:0.27640
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[21] validation_0-rmse:0.26549 validation_1-rmse:0.27234
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[22] validation_0-rmse:0.26159 validation_1-rmse:0.26834
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[23] validation_0-rmse:0.25776 validation_1-rmse:0.26440
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[24] validation_0-rmse:0.25397 validation_1-rmse:0.26052
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[25] validation_0-rmse:0.25024 validation_1-rmse:0.25670
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[26] validation_0-rmse:0.24657 validation_1-rmse:0.25294
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[27] validation_0-rmse:0.24297 validation_1-rmse:0.24924
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[28] validation_0-rmse:0.23942 validation_1-rmse:0.24559
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[29] validation_0-rmse:0.23593 validation_1-rmse:0.24200
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[30] validation_0-rmse:0.23248 validation_1-rmse:0.23846
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[31] validation_0-rmse:0.22910 validation_1-rmse:0.23498
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[32] validation_0-rmse:0.22576 validation_1-rmse:0.23155
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[33] validation_0-rmse:0.22246 validation_1-rmse:0.22817
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[34] validation_0-rmse:0.21922 validation_1-rmse:0.22484
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2025-05-04 10:09:40,153 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training OKB/USDT (190.52 secs) --------------------
|
|
2025-05-04 10:09:40,190 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-OKB_1743724800/cb_okb_1743724800--s_close.html
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2025-05-04 10:09:40,191 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
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2025-05-04 10:09:40,266 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
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2025-05-04 10:09:40,280 - freqtrade.freqai.freqai_interface - INFO - Training OKB/USDT, 1/2 pairs from 2025-01-14 00:00:00 to 2025-04-14 00:00:00, 4/4 trains
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|
2025-05-04 10:09:40,281 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
|
/freqtrade/user_data/models/test175/backtesting_predictions/cb_okb_1744588800_prediction.feather
|
|
/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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|
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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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|
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|
2025-05-04 10:09:47,744 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-OKB_1744588800/cb_okb_1744588800
|
|
2025-05-04 10:09:47,745 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training OKB/USDT --------------------
|
|
2025-05-04 10:09:47,860 - freqtrade.freqai.data_kitchen - INFO - OKB/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
|
|
2025-05-04 10:09:47,861 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-14 to 2025-04-13 --------------------
|
|
2025-05-04 10:09:47,914 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
|
|
2025-05-04 10:09:47,962 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
|
|
2025-05-04 10:09:47,963 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
|
|
[0] validation_0-rmse:0.37487 validation_1-rmse:0.37064
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[1] validation_0-rmse:0.36937 validation_1-rmse:0.36515
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[2] validation_0-rmse:0.36395 validation_1-rmse:0.35975
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[498] validation_0-rmse:0.03642 validation_1-rmse:0.02471
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[499] validation_0-rmse:0.03642 validation_1-rmse:0.02469
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2025-05-04 10:13:16,409 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training OKB/USDT (208.66 secs) --------------------
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2025-05-04 10:13:16,447 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-OKB_1744588800/cb_okb_1744588800--s_close.html
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2025-05-04 10:13:16,448 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
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2025-05-04 10:13:16,488 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
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2025-05-04 10:13:16,582 - freqtrade.freqai.freqai_interface - INFO - Training 4 timeranges
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2025-05-04 10:13:16,584 - freqtrade.freqai.freqai_interface - INFO - Training TON/USDT, 2/2 pairs from 2024-12-15 00:00:00 to 2025-03-15 00:00:00, 1/4 trains
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2025-05-04 10:13:16,584 - 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_1741996800_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 10:13:23,002 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-TON_1741996800/cb_ton_1741996800
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2025-05-04 10:13:23,002 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training TON/USDT --------------------
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2025-05-04 10:13:23,131 - 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 10:13:23,132 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2024-12-15 to 2025-03-14 --------------------
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2025-05-04 10:13:23,190 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
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2025-05-04 10:13:23,239 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
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2025-05-04 10:13:23,240 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
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[0] validation_0-rmse:0.63613 validation_1-rmse:0.63557
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[1] validation_0-rmse:0.62669 validation_1-rmse:0.62608
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2025-05-04 10:17:01,364 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training TON/USDT (218.36 secs) --------------------
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2025-05-04 10:17:01,399 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-TON_1741996800/cb_ton_1741996800--s_close.html
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2025-05-04 10:17:01,399 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
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2025-05-04 10:17:01,478 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
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2025-05-04 10:17:01,493 - freqtrade.freqai.freqai_interface - INFO - Training TON/USDT, 2/2 pairs from 2024-12-25 00:00:00 to 2025-03-25 00:00:00, 2/4 trains
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2025-05-04 10:17:01,493 - 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_1742860800_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 10:17:07,997 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-TON_1742860800/cb_ton_1742860800
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2025-05-04 10:17:07,998 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training TON/USDT --------------------
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2025-05-04 10:17:08,113 - 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 10:17:08,113 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2024-12-25 to 2025-03-24 --------------------
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2025-05-04 10:17:08,171 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
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2025-05-04 10:17:08,221 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
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2025-05-04 10:17:08,222 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
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[0] validation_0-rmse:0.63905 validation_1-rmse:0.63618
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[1] validation_0-rmse:0.62961 validation_1-rmse:0.62668
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2025-05-04 10:20:55,700 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training TON/USDT (227.70 secs) --------------------
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2025-05-04 10:20:55,739 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-TON_1742860800/cb_ton_1742860800--s_close.html
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2025-05-04 10:20:55,739 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
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2025-05-04 10:20:55,818 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
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2025-05-04 10:20:55,833 - freqtrade.freqai.freqai_interface - INFO - Training TON/USDT, 2/2 pairs from 2025-01-04 00:00:00 to 2025-04-04 00:00:00, 3/4 trains
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2025-05-04 10:20:55,834 - 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_1743724800_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 10:21:03,033 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-TON_1743724800/cb_ton_1743724800
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2025-05-04 10:21:03,034 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training TON/USDT --------------------
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2025-05-04 10:21:03,172 - 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 10:21:03,172 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-04 to 2025-04-03 --------------------
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2025-05-04 10:21:03,233 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
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2025-05-04 10:21:03,283 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
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2025-05-04 10:21:03,283 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
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[0] validation_0-rmse:0.52451 validation_1-rmse:0.52508
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[22] validation_0-rmse:0.37718 validation_1-rmse:0.37757
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2025-05-04 10:24:59,628 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training TON/USDT (236.59 secs) --------------------
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2025-05-04 10:24:59,665 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-TON_1743724800/cb_ton_1743724800--s_close.html
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2025-05-04 10:24:59,666 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
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2025-05-04 10:24:59,742 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
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2025-05-04 10:24:59,758 - freqtrade.freqai.freqai_interface - INFO - Training TON/USDT, 2/2 pairs from 2025-01-14 00:00:00 to 2025-04-14 00:00:00, 4/4 trains
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2025-05-04 10:24:59,759 - 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_1744588800_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 10:25:07,398 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-TON_1744588800/cb_ton_1744588800
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2025-05-04 10:25:07,399 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training TON/USDT --------------------
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2025-05-04 10:25:07,513 - 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 10:25:07,514 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-14 to 2025-04-13 --------------------
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2025-05-04 10:25:07,573 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
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2025-05-04 10:25:07,625 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
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2025-05-04 10:25:07,626 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
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[0] validation_0-rmse:0.52266 validation_1-rmse:0.52544
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[1] validation_0-rmse:0.51487 validation_1-rmse:0.51761
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[20] validation_0-rmse:0.38725 validation_1-rmse:0.38930
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[22] validation_0-rmse:0.37584 validation_1-rmse:0.37782
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[368] validation_0-rmse:0.03553 validation_1-rmse:0.02661
|
|
[369] validation_0-rmse:0.03552 validation_1-rmse:0.02659
|
|
[370] validation_0-rmse:0.03551 validation_1-rmse:0.02656
|
|
[371] validation_0-rmse:0.03551 validation_1-rmse:0.02655
|
|
[372] validation_0-rmse:0.03551 validation_1-rmse:0.02653
|
|
[373] validation_0-rmse:0.03550 validation_1-rmse:0.02651
|
|
[374] validation_0-rmse:0.03550 validation_1-rmse:0.02649
|
|
[375] validation_0-rmse:0.03550 validation_1-rmse:0.02647
|
|
[376] validation_0-rmse:0.03549 validation_1-rmse:0.02645
|
|
[377] validation_0-rmse:0.03548 validation_1-rmse:0.02643
|
|
[378] validation_0-rmse:0.03548 validation_1-rmse:0.02642
|
|
[379] validation_0-rmse:0.03548 validation_1-rmse:0.02640
|
|
[380] validation_0-rmse:0.03547 validation_1-rmse:0.02639
|
|
[381] validation_0-rmse:0.03547 validation_1-rmse:0.02637
|
|
[382] validation_0-rmse:0.03546 validation_1-rmse:0.02635
|
|
[383] validation_0-rmse:0.03546 validation_1-rmse:0.02634
|
|
[384] validation_0-rmse:0.03546 validation_1-rmse:0.02632
|
|
[385] validation_0-rmse:0.03545 validation_1-rmse:0.02631
|
|
[386] validation_0-rmse:0.03545 validation_1-rmse:0.02629
|
|
[387] validation_0-rmse:0.03545 validation_1-rmse:0.02628
|
|
[388] validation_0-rmse:0.03545 validation_1-rmse:0.02626
|
|
[389] validation_0-rmse:0.03544 validation_1-rmse:0.02625
|
|
[390] validation_0-rmse:0.03544 validation_1-rmse:0.02623
|
|
[391] validation_0-rmse:0.03543 validation_1-rmse:0.02621
|
|
[392] validation_0-rmse:0.03543 validation_1-rmse:0.02620
|
|
[393] validation_0-rmse:0.03543 validation_1-rmse:0.02618
|
|
[394] validation_0-rmse:0.03543 validation_1-rmse:0.02616
|
|
[395] validation_0-rmse:0.03542 validation_1-rmse:0.02614
|
|
[396] validation_0-rmse:0.03542 validation_1-rmse:0.02613
|
|
[397] validation_0-rmse:0.03542 validation_1-rmse:0.02611
|
|
[398] validation_0-rmse:0.03541 validation_1-rmse:0.02610
|
|
[399] validation_0-rmse:0.03541 validation_1-rmse:0.02608
|
|
[400] validation_0-rmse:0.03541 validation_1-rmse:0.02607
|
|
[401] validation_0-rmse:0.03541 validation_1-rmse:0.02606
|
|
[402] validation_0-rmse:0.03541 validation_1-rmse:0.02604
|
|
[403] validation_0-rmse:0.03541 validation_1-rmse:0.02603
|
|
[404] validation_0-rmse:0.03540 validation_1-rmse:0.02601
|
|
[405] validation_0-rmse:0.03540 validation_1-rmse:0.02600
|
|
[406] validation_0-rmse:0.03540 validation_1-rmse:0.02598
|
|
[407] validation_0-rmse:0.03540 validation_1-rmse:0.02597
|
|
[408] validation_0-rmse:0.03540 validation_1-rmse:0.02595
|
|
[409] validation_0-rmse:0.03540 validation_1-rmse:0.02593
|
|
[410] validation_0-rmse:0.03539 validation_1-rmse:0.02592
|
|
[411] validation_0-rmse:0.03539 validation_1-rmse:0.02590
|
|
[412] validation_0-rmse:0.03539 validation_1-rmse:0.02589
|
|
[413] validation_0-rmse:0.03539 validation_1-rmse:0.02587
|
|
[414] validation_0-rmse:0.03539 validation_1-rmse:0.02586
|
|
[415] validation_0-rmse:0.03538 validation_1-rmse:0.02585
|
|
[416] validation_0-rmse:0.03538 validation_1-rmse:0.02583
|
|
[417] validation_0-rmse:0.03538 validation_1-rmse:0.02582
|
|
[418] validation_0-rmse:0.03537 validation_1-rmse:0.02580
|
|
[419] validation_0-rmse:0.03537 validation_1-rmse:0.02579
|
|
[420] validation_0-rmse:0.03537 validation_1-rmse:0.02578
|
|
[421] validation_0-rmse:0.03537 validation_1-rmse:0.02576
|
|
[422] validation_0-rmse:0.03536 validation_1-rmse:0.02575
|
|
[423] validation_0-rmse:0.03536 validation_1-rmse:0.02574
|
|
[424] validation_0-rmse:0.03536 validation_1-rmse:0.02573
|
|
[425] validation_0-rmse:0.03536 validation_1-rmse:0.02571
|
|
[426] validation_0-rmse:0.03535 validation_1-rmse:0.02570
|
|
[427] validation_0-rmse:0.03535 validation_1-rmse:0.02568
|
|
[428] validation_0-rmse:0.03535 validation_1-rmse:0.02567
|
|
[429] validation_0-rmse:0.03534 validation_1-rmse:0.02565
|
|
[430] validation_0-rmse:0.03534 validation_1-rmse:0.02564
|
|
[431] validation_0-rmse:0.03534 validation_1-rmse:0.02562
|
|
[432] validation_0-rmse:0.03534 validation_1-rmse:0.02561
|
|
[433] validation_0-rmse:0.03534 validation_1-rmse:0.02559
|
|
[434] validation_0-rmse:0.03533 validation_1-rmse:0.02558
|
|
[435] validation_0-rmse:0.03533 validation_1-rmse:0.02556
|
|
[436] validation_0-rmse:0.03532 validation_1-rmse:0.02555
|
|
[437] validation_0-rmse:0.03532 validation_1-rmse:0.02553
|
|
[438] validation_0-rmse:0.03532 validation_1-rmse:0.02552
|
|
[439] validation_0-rmse:0.03532 validation_1-rmse:0.02550
|
|
[440] validation_0-rmse:0.03532 validation_1-rmse:0.02549
|
|
[441] validation_0-rmse:0.03531 validation_1-rmse:0.02548
|
|
[442] validation_0-rmse:0.03531 validation_1-rmse:0.02546
|
|
[443] validation_0-rmse:0.03531 validation_1-rmse:0.02545
|
|
[444] validation_0-rmse:0.03530 validation_1-rmse:0.02544
|
|
[445] validation_0-rmse:0.03530 validation_1-rmse:0.02542
|
|
[446] validation_0-rmse:0.03530 validation_1-rmse:0.02541
|
|
[447] validation_0-rmse:0.03530 validation_1-rmse:0.02540
|
|
[448] validation_0-rmse:0.03530 validation_1-rmse:0.02538
|
|
[449] validation_0-rmse:0.03529 validation_1-rmse:0.02537
|
|
[450] validation_0-rmse:0.03529 validation_1-rmse:0.02536
|
|
[451] validation_0-rmse:0.03529 validation_1-rmse:0.02535
|
|
[452] validation_0-rmse:0.03529 validation_1-rmse:0.02533
|
|
[453] validation_0-rmse:0.03529 validation_1-rmse:0.02532
|
|
[454] validation_0-rmse:0.03528 validation_1-rmse:0.02531
|
|
[455] validation_0-rmse:0.03528 validation_1-rmse:0.02529
|
|
[456] validation_0-rmse:0.03528 validation_1-rmse:0.02527
|
|
[457] validation_0-rmse:0.03528 validation_1-rmse:0.02526
|
|
[458] validation_0-rmse:0.03528 validation_1-rmse:0.02525
|
|
[459] validation_0-rmse:0.03528 validation_1-rmse:0.02524
|
|
[460] validation_0-rmse:0.03527 validation_1-rmse:0.02522
|
|
[461] validation_0-rmse:0.03527 validation_1-rmse:0.02521
|
|
[462] validation_0-rmse:0.03527 validation_1-rmse:0.02520
|
|
[463] validation_0-rmse:0.03527 validation_1-rmse:0.02518
|
|
[464] validation_0-rmse:0.03527 validation_1-rmse:0.02517
|
|
[465] validation_0-rmse:0.03527 validation_1-rmse:0.02516
|
|
[466] validation_0-rmse:0.03527 validation_1-rmse:0.02515
|
|
[467] validation_0-rmse:0.03527 validation_1-rmse:0.02514
|
|
[468] validation_0-rmse:0.03526 validation_1-rmse:0.02512
|
|
[469] validation_0-rmse:0.03526 validation_1-rmse:0.02511
|
|
[470] validation_0-rmse:0.03526 validation_1-rmse:0.02510
|
|
[471] validation_0-rmse:0.03526 validation_1-rmse:0.02509
|
|
[472] validation_0-rmse:0.03526 validation_1-rmse:0.02507
|
|
[473] validation_0-rmse:0.03526 validation_1-rmse:0.02506
|
|
[474] validation_0-rmse:0.03526 validation_1-rmse:0.02505
|
|
[475] validation_0-rmse:0.03525 validation_1-rmse:0.02504
|
|
[476] validation_0-rmse:0.03526 validation_1-rmse:0.02502
|
|
[477] validation_0-rmse:0.03526 validation_1-rmse:0.02501
|
|
[478] validation_0-rmse:0.03526 validation_1-rmse:0.02500
|
|
[479] validation_0-rmse:0.03525 validation_1-rmse:0.02498
|
|
[480] validation_0-rmse:0.03525 validation_1-rmse:0.02497
|
|
[481] validation_0-rmse:0.03525 validation_1-rmse:0.02496
|
|
[482] validation_0-rmse:0.03525 validation_1-rmse:0.02495
|
|
[483] validation_0-rmse:0.03525 validation_1-rmse:0.02494
|
|
[484] validation_0-rmse:0.03524 validation_1-rmse:0.02493
|
|
[485] validation_0-rmse:0.03524 validation_1-rmse:0.02492
|
|
[486] validation_0-rmse:0.03524 validation_1-rmse:0.02490
|
|
[487] validation_0-rmse:0.03524 validation_1-rmse:0.02489
|
|
[488] validation_0-rmse:0.03524 validation_1-rmse:0.02488
|
|
[489] validation_0-rmse:0.03524 validation_1-rmse:0.02487
|
|
[490] validation_0-rmse:0.03524 validation_1-rmse:0.02485
|
|
[491] validation_0-rmse:0.03524 validation_1-rmse:0.02484
|
|
[492] validation_0-rmse:0.03524 validation_1-rmse:0.02483
|
|
[493] validation_0-rmse:0.03523 validation_1-rmse:0.02482
|
|
[494] validation_0-rmse:0.03523 validation_1-rmse:0.02481
|
|
[495] validation_0-rmse:0.03523 validation_1-rmse:0.02480
|
|
[496] validation_0-rmse:0.03523 validation_1-rmse:0.02479
|
|
[497] validation_0-rmse:0.03523 validation_1-rmse:0.02478
|
|
[498] validation_0-rmse:0.03523 validation_1-rmse:0.02476
|
|
[499] validation_0-rmse:0.03523 validation_1-rmse:0.02475
|
|
2025-05-04 10:29:18,386 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training TON/USDT (250.99 secs) --------------------
|
|
2025-05-04 10:29:18,424 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-TON_1744588800/cb_ton_1744588800--s_close.html
|
|
2025-05-04 10:29:18,425 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
|
2025-05-04 10:29:18,466 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
|
|
2025-05-04 10:29:18,567 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-03-15 00:00:00 up to 2025-04-15 00:00:00 (31 days).
|
|
2025-05-04 10:29:18,940 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-04_10-29-18.meta.json"
|
|
Result for strategy OKXRegressionStrategy
|
|
BACKTESTING REPORT
|
|
┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ TON/USDT │ 5 │ -0.04 │ -0.040 │ -0.0 │ 0:07:00 │ 2 0 3 40.0 │
|
|
│ OKB/USDT │ 29 │ -0.15 │ -0.848 │ -0.08 │ 1:00:00 │ 10 0 19 34.5 │
|
|
│ TOTAL │ 34 │ -0.13 │ -0.887 │ -0.09 │ 0:52:00 │ 12 0 22 35.3 │
|
|
└──────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
LEFT OPEN TRADES REPORT
|
|
┏━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ TOTAL │ 0 │ 0.0 │ 0.000 │ 0.0 │ 0:00 │ 0 0 0 0 │
|
|
└───────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
ENTER TAG STATS
|
|
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Enter Tag ┃ Entries ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ OTHER │ 34 │ -0.13 │ -0.887 │ -0.09 │ 0:52:00 │ 12 0 22 35.3 │
|
|
│ TOTAL │ 34 │ -0.13 │ -0.887 │ -0.09 │ 0:52:00 │ 12 0 22 35.3 │
|
|
└───────────┴─────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
EXIT REASON STATS
|
|
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Exit Reason ┃ Exits ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ trailing_stop_loss │ 30 │ 0.0 │ 0.024 │ 0.0 │ 0:49:00 │ 12 0 18 40.0 │
|
|
│ exit_signal │ 4 │ -1.14 │ -0.911 │ -0.09 │ 1:14:00 │ 0 0 4 0 │
|
|
│ TOTAL │ 34 │ -0.13 │ -0.887 │ -0.09 │ 0:52:00 │ 12 0 22 35.3 │
|
|
└────────────────────┴───────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
MIXED TAG STATS
|
|
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
|
┃ Enter Tag ┃ Exit Reason ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
|
┡━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
|
│ │ trailing_stop_loss │ 30 │ 0.0 │ 0.024 │ 0.0 │ 0:49:00 │ 12 0 18 40.0 │
|
|
│ │ exit_signal │ 4 │ -1.14 │ -0.911 │ -0.09 │ 1:14:00 │ 0 0 4 0 │
|
|
│ TOTAL │ │ 34 │ -0.13 │ -0.887 │ -0.09 │ 0:52:00 │ 12 0 22 35.3 │
|
|
└───────────┴────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
|
SUMMARY METRICS
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓
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┃ Metric ┃ Value ┃
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┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩
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│ Backtesting from │ 2025-03-15 00:00:00 │
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│ Backtesting to │ 2025-04-15 00:00:00 │
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│ Trading Mode │ Spot │
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│ Max open trades │ 2 │
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│ │ │
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│ Total/Daily Avg Trades │ 34 / 1.1 │
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│ Starting balance │ 1000 USDT │
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│ Final balance │ 999.113 USDT │
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│ Absolute profit │ -0.887 USDT │
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│ Total profit % │ -0.09% │
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│ CAGR % │ -1.04% │
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│ Sortino │ -6.33 │
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│ Sharpe │ -2.63 │
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│ Calmar │ -28.54 │
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│ SQN │ -0.72 │
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│ Profit factor │ 0.71 │
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│ Expectancy (Ratio) │ -0.03 (-0.19) │
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│ Avg. daily profit % │ -0.00% │
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│ Avg. stake amount │ 19.971 USDT │
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│ Total trade volume │ 1359.332 USDT │
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│ │ │
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│ Best Pair │ TON/USDT -0.00% │
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│ Worst Pair │ OKB/USDT -0.08% │
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│ Best trade │ OKB/USDT 4.09% │
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│ Worst trade │ OKB/USDT -1.75% │
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│ Best day │ 0.444 USDT │
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│ Worst day │ -0.325 USDT │
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│ Days win/draw/lose │ 4 / 14 / 8 │
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│ Avg. Duration Winners │ 1:19:00 │
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│ Avg. Duration Loser │ 0:38:00 │
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│ Max Consecutive Wins / Loss │ 3 / 6 │
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│ Rejected Entry signals │ 0 │
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│ Entry/Exit Timeouts │ 0 / 0 │
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│ │ │
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│ Min balance │ 998.235 USDT │
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│ Max balance │ 1000.151 USDT │
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│ Max % of account underwater │ 0.19% │
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│ Absolute Drawdown (Account) │ 0.19% │
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│ Absolute Drawdown │ 1.916 USDT │
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│ Drawdown high │ 0.151 USDT │
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│ Drawdown low │ -1.765 USDT │
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│ Drawdown Start │ 2025-03-16 15:09:00 │
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│ Drawdown End │ 2025-04-08 17:27:00 │
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│ Market change │ 6.23% │
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└─────────────────────────────┴─────────────────────┘
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Backtested 2025-03-15 00:00:00 -> 2025-04-15 00:00:00 | Max open trades : 2
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STRATEGY SUMMARY
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┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
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┃ Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ Drawdown ┃
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┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
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│ OKXRegressionStrategy │ 34 │ -0.13 │ -0.887 │ -0.09 │ 0:52:00 │ 12 0 22 35.3 │ 1.916 USDT 0.19% │
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└───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴───────────────────┘
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