myTestFreqAI/output_filted.log
zhangkun9038@dingtalk.com ae443aa5f1 多时间框架
2025-05-04 21:07:27 +08:00

227 lines
28 KiB
Plaintext

Creating freqtrade_freqtrade_run ...
Creating freqtrade_freqtrade_run ... done
2025-05-04 12:38:01,174 - freqtrade - INFO - freqtrade docker-2025.4-dev-23e4943b
2025-05-04 12:38:01,380 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
2025-05-04 12:38:02,816 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
2025-05-04 12:38:02,818 - freqtrade.loggers - INFO - Enabling colorized output.
2025-05-04 12:38:02,818 - root - INFO - Logfile configured
2025-05-04 12:38:02,819 - freqtrade.loggers - INFO - Verbosity set to 0
2025-05-04 12:38:02,819 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
2025-05-04 12:38:02,819 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
2025-05-04 12:38:02,820 - freqtrade.configuration.configuration - INFO - Parameter --fee detected, setting fee to: 0.0008 ...
2025-05-04 12:38:02,820 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250407-20250415 ...
2025-05-04 12:38:02,846 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
2025-05-04 12:38:02,846 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
2025-05-04 12:38:02,847 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
2025-05-04 12:38:02,847 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250407-20250415
2025-05-04 12:38:02,848 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
2025-05-04 12:38:02,849 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
2025-05-04 12:38:02,855 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
2025-05-04 12:38:02,856 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
2025-05-04 12:38:02,856 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
2025-05-04 12:38:02,858 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
2025-05-04 12:38:02,859 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
2025-05-04 12:38:02,859 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.77
2025-05-04 12:38:02,859 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
2025-05-04 12:38:02,864 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
2025-05-04 12:38:02,870 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
2025-05-04 12:38:05,789 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
2025-05-04 12:38:05,841 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy OKXRegressionStrategy from '/freqtrade/templates/OKXRegressionStrategy.py'...
2025-05-04 12:38:05,842 - freqtrade.strategy.hyper - INFO - Found no parameter file.
2025-05-04 12:38:05,842 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
2025-05-04 12:38:05,843 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
2025-05-04 12:38:05,843 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
2025-05-04 12:38:05,843 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
2025-05-04 12:38:05,844 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
2025-05-04 12:38:05,844 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit':
'minutes'}.
2025-05-04 12:38:05,844 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
2025-05-04 12:38:05,845 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {}
2025-05-04 12:38:05,845 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
2025-05-04 12:38:05,845 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
2025-05-04 12:38:05,846 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
2025-05-04 12:38:05,846 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
2025-05-04 12:38:05,846 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.0
2025-05-04 12:38:05,847 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
2025-05-04 12:38:05,847 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
2025-05-04 12:38:05,847 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
2025-05-04 12:38:05,848 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False,
'stoploss_on_exchange_interval': 60}
2025-05-04 12:38:05,848 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
2025-05-04 12:38:05,848 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
2025-05-04 12:38:05,849 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
2025-05-04 12:38:05,849 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
2025-05-04 12:38:05,849 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
2025-05-04 12:38:05,850 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
2025-05-04 12:38:05,850 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
2025-05-04 12:38:05,850 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
2025-05-04 12:38:05,851 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
2025-05-04 12:38:05,851 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
2025-05-04 12:38:05,851 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
2025-05-04 12:38:05,852 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
2025-05-04 12:38:05,852 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
2025-05-04 12:38:05,852 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
2025-05-04 12:38:05,853 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
2025-05-04 12:38:05,857 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
2025-05-04 12:38:05,862 - freqtrade.optimize.backtesting - INFO - Using fee 0.0800% from config.
2025-05-04 12:38:05,863 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
2025-05-04 12:38:05,863 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 43250 ...
2025-05-04 12:38:06,006 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-01-06 21:30:00 up to 2025-04-15 00:00:00 (98 days).
2025-05-04 12:38:06,007 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
2025-05-04 12:38:06,008 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy OKXRegressionStrategy
2025-05-04 12:38:07,597 - matplotlib.font_manager - INFO - generated new fontManager
2025-05-04 12:38:07,798 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
2025-05-04 12:38:07,799 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
2025-05-04 12:38:07,799 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
2025-05-04 12:38:07,799 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['OKB/USDT', 'TON/USDT']
2025-05-04 12:38:07,800 - freqtrade.strategy.hyper - INFO - No params for buy found, using default values.
2025-05-04 12:38:07,801 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_period = 14
2025-05-04 12:38:07,801 - freqtrade.strategy.hyper - INFO - No params for sell found, using default values.
2025-05-04 12:38:07,802 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_multiplier = 2.0
2025-05-04 12:38:07,802 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
2025-05-04 12:38:07,808 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges
2025-05-04 12:38:07,809 - 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
2025-05-04 12:38:07,810 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
/freqtrade/user_data/models/test175/backtesting_predictions/cb_okb_1743984000_prediction.feather
2025-05-04 12:38:08,058 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
2025-05-04 12:38:08,059 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00
2025-05-04 12:38:08,253 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
2025-05-04 12:38:08,254 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00
/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.
dataframe = dataframe.fillna(method="ffill").fillna(0)
/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.
dataframe = dataframe.fillna(method="ffill").fillna(0)
2025-05-04 12:38:14,204 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000
2025-05-04 12:38:14,205 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training OKB/USDT --------------------
2025-05-04 12:38:14,334 - freqtrade.freqai.data_kitchen - INFO - OKB/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
2025-05-04 12:38:14,334 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 --------------------
2025-05-04 12:38:14,391 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
2025-05-04 12:38:14,444 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
2025-05-04 12:38:14,444 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
[99] validation_0-rmse:0.09103 validation_1-rmse:0.09003
2025-05-04 12:41:04,061 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training OKB/USDT (169.86 secs) --------------------
2025-05-04 12:41:04,283 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000--s_close.html
2025-05-04 12:41:04,283 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-05-04 12:41:04,345 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
2025-05-04 12:41:04,441 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges
2025-05-04 12:41:04,442 - 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
2025-05-04 12:41:04,443 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
/freqtrade/user_data/models/test175/backtesting_predictions/cb_ton_1743984000_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.
/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.
2025-05-04 12:41:10,679 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000
2025-05-04 12:41:10,680 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training TON/USDT --------------------
2025-05-04 12:41:10,811 - freqtrade.freqai.data_kitchen - INFO - TON/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
2025-05-04 12:41:10,812 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 --------------------
2025-05-04 12:41:10,870 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
2025-05-04 12:41:10,921 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
2025-05-04 12:41:10,922 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
[99] validation_0-rmse:0.12193 validation_1-rmse:0.12248
2025-05-04 12:44:08,729 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training TON/USDT (178.05 secs) --------------------
2025-05-04 12:44:08,769 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000--s_close.html
2025-05-04 12:44:08,769 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
2025-05-04 12:44:08,831 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
2025-05-04 12:44:08,923 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-04-07 00:00:00 up to 2025-04-15 00:00:00 (8 days).
2025-05-04 12:44:09,123 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-04_12-44-09.meta.json"
Result for strategy OKXRegressionStrategy
BACKTESTING REPORT
┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
│ OKB/USDT │ 6 │ 0.6 │ 0.718 │ 0.07 │ 0:34:00 │ 4 0 2 66.7 │
│ TON/USDT │ 3 │ -0.1 │ -0.062 │ -0.01 │ 0:02:00 │ 1 0 2 33.3 │
│ TOTAL │ 9 │ 0.36 │ 0.656 │ 0.07 │ 0:23:00 │ 5 0 4 55.6 │
└──────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
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 │ 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% ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
│ 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 │
└────────────────────┴───────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
MIXED TAG STATS
┏━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ 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% │
└───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴──────────────────┘