889 lines
79 KiB
Plaintext
889 lines
79 KiB
Plaintext
[99] validation_0-rmse:0.13480 validation_1-rmse:0.09950
|
||
[99] validation_0-rmse:0.14079 validation_1-rmse:0.10036
|
||
[99] validation_0-rmse:0.15004 validation_1-rmse:0.09815
|
||
[99] validation_0-rmse:0.13402 validation_1-rmse:0.10289
|
||
[99] validation_0-rmse:0.14818 validation_1-rmse:0.10475
|
||
[99] validation_0-rmse:0.15738 validation_1-rmse:0.10531
|
||
[99] validation_0-rmse:0.14246 validation_1-rmse:0.11071
|
||
[99] validation_0-rmse:0.16321 validation_1-rmse:0.10649
|
||
[99] validation_0-rmse:0.15096 validation_1-rmse:0.10882
|
||
[99] validation_0-rmse:0.15694 validation_1-rmse:0.11396
|
||
[99] validation_0-rmse:0.18198 validation_1-rmse:0.10994
|
||
[99] validation_0-rmse:0.16824 validation_1-rmse:0.11403
|
||
[99] validation_0-rmse:0.16437 validation_1-rmse:0.11096
|
||
[99] validation_0-rmse:0.17746 validation_1-rmse:0.10819
|
||
[99] validation_0-rmse:0.15331 validation_1-rmse:0.11727
|
||
[99] validation_0-rmse:0.16802 validation_1-rmse:0.11547
|
||
[99] validation_0-rmse:0.15958 validation_1-rmse:0.11029
|
||
[99] validation_0-rmse:0.18742 validation_1-rmse:0.11149
|
||
[99] validation_0-rmse:0.15075 validation_1-rmse:0.09770
|
||
[99] validation_0-rmse:0.13818 validation_1-rmse:0.10038
|
||
[99] validation_0-rmse:0.12954 validation_1-rmse:0.09825
|
||
[99] validation_0-rmse:0.14837 validation_1-rmse:0.10398
|
||
Creating freqtrade_freqtrade_run ...
|
||
Creating freqtrade_freqtrade_run ... done
|
||
2025-04-29 01:54:55,246 - freqtrade - INFO - freqtrade 2025.3
|
||
2025-04-29 01:54:55,464 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
|
||
2025-04-29 01:54:56,878 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
|
||
2025-04-29 01:54:56,879 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/templates/FreqaiExampleStrategy.json ...
|
||
2025-04-29 01:54:56,881 - freqtrade.loggers - INFO - Enabling colorized output.
|
||
2025-04-29 01:54:56,881 - root - INFO - Logfile configured
|
||
2025-04-29 01:54:56,882 - freqtrade.loggers - INFO - Verbosity set to 0
|
||
2025-04-29 01:54:56,882 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
|
||
2025-04-29 01:54:56,883 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
|
||
2025-04-29 01:54:56,883 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250101-20250420 ...
|
||
2025-04-29 01:54:56,907 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
|
||
2025-04-29 01:54:56,908 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
|
||
2025-04-29 01:54:56,908 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
|
||
2025-04-29 01:54:56,908 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250101-20250420
|
||
2025-04-29 01:54:56,909 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
|
||
2025-04-29 01:54:56,910 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
|
||
2025-04-29 01:54:56,916 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
|
||
2025-04-29 01:54:56,916 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
|
||
2025-04-29 01:54:56,917 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
|
||
2025-04-29 01:54:56,919 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
|
||
2025-04-29 01:54:56,919 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
|
||
2025-04-29 01:54:56,920 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.69
|
||
2025-04-29 01:54:56,920 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
|
||
2025-04-29 01:54:56,925 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
|
||
2025-04-29 01:54:56,931 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
|
||
2025-04-29 01:54:59,471 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
|
||
2025-04-29 01:54:59,491 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy FreqaiExampleStrategy from '/freqtrade/templates/FreqaiExampleStrategy.py'...
|
||
2025-04-29 01:54:59,491 - freqtrade.strategy.hyper - INFO - Loading parameters from file /freqtrade/templates/FreqaiExampleStrategy.json
|
||
2025-04-29 01:54:59,492 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
|
||
2025-04-29 01:54:59,492 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
|
||
2025-04-29 01:54:59,493 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
|
||
2025-04-29 01:54:59,493 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
|
||
2025-04-29 01:54:59,493 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
|
||
2025-04-29 01:54:59,494 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit':
|
||
'minutes'}.
|
||
2025-04-29 01:54:59,494 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
|
||
2025-04-29 01:54:59,494 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {'0': 0.132, '8': 0.047, '14': 0.007, '60': 0}
|
||
2025-04-29 01:54:59,495 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
|
||
2025-04-29 01:54:59,495 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
|
||
2025-04-29 01:54:59,495 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
|
||
2025-04-29 01:54:59,495 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
|
||
2025-04-29 01:54:59,496 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.02
|
||
2025-04-29 01:54:59,496 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
|
||
2025-04-29 01:54:59,496 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
|
||
2025-04-29 01:54:59,497 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
|
||
2025-04-29 01:54:59,497 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False,
|
||
'stoploss_on_exchange_interval': 60}
|
||
2025-04-29 01:54:59,497 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
|
||
2025-04-29 01:54:59,498 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
|
||
2025-04-29 01:54:59,498 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
|
||
2025-04-29 01:54:59,498 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
|
||
2025-04-29 01:54:59,499 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
|
||
2025-04-29 01:54:59,499 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
|
||
2025-04-29 01:54:59,499 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
|
||
2025-04-29 01:54:59,500 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
|
||
2025-04-29 01:54:59,500 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
|
||
2025-04-29 01:54:59,500 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
|
||
2025-04-29 01:54:59,500 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
|
||
2025-04-29 01:54:59,501 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
|
||
2025-04-29 01:54:59,501 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
|
||
2025-04-29 01:54:59,501 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
|
||
2025-04-29 01:54:59,502 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
|
||
2025-04-29 01:54:59,505 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
|
||
2025-04-29 01:54:59,512 - freqtrade.optimize.backtesting - INFO - Using fee 0.1500% - worst case fee from exchange (lowest tier).
|
||
2025-04-29 01:54:59,512 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
|
||
2025-04-29 01:54:59,513 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 14450 ...
|
||
2025-04-29 01:54:59,672 - freqtrade.optimize.backtesting - INFO - Loading data from 2024-12-01 21:30:00 up to 2025-04-20 00:00:00 (139 days).
|
||
2025-04-29 01:54:59,672 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
|
||
2025-04-29 01:54:59,673 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy FreqaiExampleStrategy
|
||
2025-04-29 01:55:01,274 - matplotlib.font_manager - INFO - generated new fontManager
|
||
2025-04-29 01:55:01,489 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
|
||
2025-04-29 01:55:01,490 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
|
||
2025-04-29 01:55:01,491 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
|
||
2025-04-29 01:55:01,491 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['BTC/USDT', 'SOL/USDT']
|
||
2025-04-29 01:55:01,492 - freqtrade.strategy.hyper - INFO - Strategy Parameter: buy_rsi = 39.92672300850069
|
||
2025-04-29 01:55:01,492 - freqtrade.strategy.hyper - INFO - Strategy Parameter: sell_rsi = 69.92672300850067
|
||
2025-04-29 01:55:01,493 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
|
||
2025-04-29 01:55:01,498 - FreqaiExampleStrategy - INFO - 处理交易对：BTC/USDT
|
||
2025-04-29 01:55:01,500 - freqtrade.freqai.freqai_interface - INFO - Training 11 timeranges
|
||
2025-04-29 01:55:01,501 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2024-12-02 00:00:00 to 2025-01-01 00:00:00, 1/11 trains
|
||
2025-04-29 01:55:01,502 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1735689600_prediction.feather
|
||
2025-04-29 01:55:01,602 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
|
||
2025-04-29 01:55:01,603 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 5m from 2024-12-01 19:50:00 to 2025-04-20 00:00:00
|
||
2025-04-29 01:55:01,705 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
|
||
2025-04-29 01:55:01,706 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 1h from 2024-11-29 22:00:00 to 2025-04-20 00:00:00
|
||
2025-04-29 01:55:01,814 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
|
||
2025-04-29 01:55:01,815 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2024-12-01 21:30:00 to 2025-04-20 00:00:00
|
||
2025-04-29 01:55:01,942 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
|
||
2025-04-29 01:55:01,943 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 5m from 2024-12-01 19:50:00 to 2025-04-20 00:00:00
|
||
2025-04-29 01:55:02,037 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
|
||
2025-04-29 01:55:02,038 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 1h from 2024-11-29 22:00:00 to 2025-04-20 00:00:00
|
||
2025-04-29 01:55:02,113 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:02,118 - FreqaiExampleStrategy - INFO - 目标列形状：(14450,)
|
||
2025-04-29 01:55:02,121 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.152831
|
||
1 0.003285 50.152831
|
||
2 0.001898 50.152831
|
||
3 0.000484 50.152831
|
||
4 0.001688 50.152831
|
||
2025-04-29 01:55:02,123 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:02,129 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
|
||
2025-04-29 01:55:02,130 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.202701
|
||
1 0.003285 50.202701
|
||
2 0.001898 50.202701
|
||
3 0.000484 50.202701
|
||
4 0.001688 50.202701
|
||
2025-04-29 01:55:02,134 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1735689600/cb_btc_1735689600
|
||
2025-04-29 01:55:02,135 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:55:02,151 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:55:02,152 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2024-12-02 to 2024-12-31 --------------------
|
||
2025-04-29 01:55:07,277 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:55:07,278 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:55:08,221 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (6.09 secs) --------------------
|
||
2025-04-29 01:55:08,222 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:55:08,903 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2024-12-12 00:00:00 to 2025-01-11 00:00:00, 2/11 trains
|
||
2025-04-29 01:55:08,904 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1736553600_prediction.feather
|
||
2025-04-29 01:55:08,907 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:08,912 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
|
||
2025-04-29 01:55:08,914 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.202701
|
||
1 0.003285 50.202701
|
||
2 0.001898 50.202701
|
||
3 0.000484 50.202701
|
||
4 0.001688 50.202701
|
||
2025-04-29 01:55:08,917 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:08,924 - FreqaiExampleStrategy - INFO - 目标列形状：(24050,)
|
||
2025-04-29 01:55:08,925 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.367593
|
||
1 0.003285 50.367593
|
||
2 0.001898 50.367593
|
||
3 0.000484 50.367593
|
||
4 0.001688 50.367593
|
||
2025-04-29 01:55:08,929 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1736553600/cb_btc_1736553600
|
||
2025-04-29 01:55:08,930 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:55:08,946 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:55:08,947 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2024-12-12 to 2025-01-10 --------------------
|
||
2025-04-29 01:55:13,908 - datasieve.pipeline - INFO - DI tossed 5 predictions for being too far from training data.
|
||
2025-04-29 01:55:13,911 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:55:13,912 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:55:14,692 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (5.76 secs) --------------------
|
||
2025-04-29 01:55:14,693 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:55:15,250 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2024-12-22 00:00:00 to 2025-01-21 00:00:00, 3/11 trains
|
||
2025-04-29 01:55:15,250 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1737417600_prediction.feather
|
||
2025-04-29 01:55:15,254 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:15,261 - FreqaiExampleStrategy - INFO - 目标列形状：(24050,)
|
||
2025-04-29 01:55:15,262 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.367593
|
||
1 0.003285 50.367593
|
||
2 0.001898 50.367593
|
||
3 0.000484 50.367593
|
||
4 0.001688 50.367593
|
||
2025-04-29 01:55:15,268 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:15,275 - FreqaiExampleStrategy - INFO - 目标列形状：(28850,)
|
||
2025-04-29 01:55:15,276 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.305589
|
||
1 0.003285 50.305589
|
||
2 0.001898 50.305589
|
||
3 0.000484 50.305589
|
||
4 0.001688 50.305589
|
||
2025-04-29 01:55:15,281 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1737417600/cb_btc_1737417600
|
||
2025-04-29 01:55:15,281 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:55:15,297 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:55:15,298 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2024-12-22 to 2025-01-20 --------------------
|
||
2025-04-29 01:55:20,324 - datasieve.pipeline - INFO - DI tossed 1622 predictions for being too far from training data.
|
||
2025-04-29 01:55:20,327 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:55:20,327 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:55:21,007 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (5.73 secs) --------------------
|
||
2025-04-29 01:55:21,008 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:55:21,504 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-01-01 00:00:00 to 2025-01-31 00:00:00, 4/11 trains
|
||
2025-04-29 01:55:21,505 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1738281600_prediction.feather
|
||
2025-04-29 01:55:21,510 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:21,516 - FreqaiExampleStrategy - INFO - 目标列形状：(28850,)
|
||
2025-04-29 01:55:21,517 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.305589
|
||
1 0.003285 50.305589
|
||
2 0.001898 50.305589
|
||
3 0.000484 50.305589
|
||
4 0.001688 50.305589
|
||
2025-04-29 01:55:21,522 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:21,528 - FreqaiExampleStrategy - INFO - 目标列形状：(33650,)
|
||
2025-04-29 01:55:21,529 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.168798
|
||
1 0.003285 50.168798
|
||
2 0.001898 50.168798
|
||
3 0.000484 50.168798
|
||
4 0.001688 50.168798
|
||
2025-04-29 01:55:21,533 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1738281600/cb_btc_1738281600
|
||
2025-04-29 01:55:21,534 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:55:21,550 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:55:21,550 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-01 to 2025-01-30 --------------------
|
||
2025-04-29 01:55:26,605 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:55:26,606 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:55:27,556 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (6.02 secs) --------------------
|
||
2025-04-29 01:55:27,557 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:55:28,076 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-01-11 00:00:00 to 2025-02-10 00:00:00, 5/11 trains
|
||
2025-04-29 01:55:28,077 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1739145600_prediction.feather
|
||
2025-04-29 01:55:28,081 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:28,088 - FreqaiExampleStrategy - INFO - 目标列形状：(33650,)
|
||
2025-04-29 01:55:28,089 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.168798
|
||
1 0.003285 50.168798
|
||
2 0.001898 50.168798
|
||
3 0.000484 50.168798
|
||
4 0.001688 50.168798
|
||
2025-04-29 01:55:28,094 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:28,100 - FreqaiExampleStrategy - INFO - 目标列形状：(38450,)
|
||
2025-04-29 01:55:28,102 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.167897
|
||
1 0.003285 50.167897
|
||
2 0.001898 50.167897
|
||
3 0.000484 50.167897
|
||
4 0.001688 50.167897
|
||
2025-04-29 01:55:28,106 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1739145600/cb_btc_1739145600
|
||
2025-04-29 01:55:28,107 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:55:28,123 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:55:28,124 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-11 to 2025-02-09 --------------------
|
||
2025-04-29 01:55:33,123 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:55:33,124 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:55:33,929 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (5.82 secs) --------------------
|
||
2025-04-29 01:55:33,930 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:55:34,433 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-01-21 00:00:00 to 2025-02-20 00:00:00, 6/11 trains
|
||
2025-04-29 01:55:34,434 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1740009600_prediction.feather
|
||
2025-04-29 01:55:34,440 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:34,447 - FreqaiExampleStrategy - INFO - 目标列形状：(38450,)
|
||
2025-04-29 01:55:34,448 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.167897
|
||
1 0.003285 50.167897
|
||
2 0.001898 50.167897
|
||
3 0.000484 50.167897
|
||
4 0.001688 50.167897
|
||
2025-04-29 01:55:34,453 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:34,459 - FreqaiExampleStrategy - INFO - 目标列形状：(43250,)
|
||
2025-04-29 01:55:34,461 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.107698
|
||
1 0.003285 50.107698
|
||
2 0.001898 50.107698
|
||
3 0.000484 50.107698
|
||
4 0.001688 50.107698
|
||
2025-04-29 01:55:34,465 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1740009600/cb_btc_1740009600
|
||
2025-04-29 01:55:34,466 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:55:34,482 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:55:34,483 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-21 to 2025-02-19 --------------------
|
||
2025-04-29 01:55:39,369 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:55:39,370 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:55:40,266 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (5.80 secs) --------------------
|
||
2025-04-29 01:55:40,267 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:55:40,801 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-01-31 00:00:00 to 2025-03-02 00:00:00, 7/11 trains
|
||
2025-04-29 01:55:40,802 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1740873600_prediction.feather
|
||
2025-04-29 01:55:40,807 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:40,814 - FreqaiExampleStrategy - INFO - 目标列形状：(43250,)
|
||
2025-04-29 01:55:40,816 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.107698
|
||
1 0.003285 50.107698
|
||
2 0.001898 50.107698
|
||
3 0.000484 50.107698
|
||
4 0.001688 50.107698
|
||
2025-04-29 01:55:40,821 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:40,827 - FreqaiExampleStrategy - INFO - 目标列形状：(48050,)
|
||
2025-04-29 01:55:40,829 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.079166
|
||
1 0.003285 50.079166
|
||
2 0.001898 50.079166
|
||
3 0.000484 50.079166
|
||
4 0.001688 50.079166
|
||
2025-04-29 01:55:40,833 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1740873600/cb_btc_1740873600
|
||
2025-04-29 01:55:40,834 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:55:40,849 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:55:40,850 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-31 to 2025-03-01 --------------------
|
||
2025-04-29 01:55:45,643 - datasieve.pipeline - INFO - DI tossed 2275 predictions for being too far from training data.
|
||
2025-04-29 01:55:45,646 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:55:45,647 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:55:46,544 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (5.71 secs) --------------------
|
||
2025-04-29 01:55:46,544 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:55:47,092 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-02-10 00:00:00 to 2025-03-12 00:00:00, 8/11 trains
|
||
2025-04-29 01:55:47,092 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1741737600_prediction.feather
|
||
2025-04-29 01:55:47,100 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:47,107 - FreqaiExampleStrategy - INFO - 目标列形状：(48050,)
|
||
2025-04-29 01:55:47,109 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.079166
|
||
1 0.003285 50.079166
|
||
2 0.001898 50.079166
|
||
3 0.000484 50.079166
|
||
4 0.001688 50.079166
|
||
2025-04-29 01:55:47,115 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:47,122 - FreqaiExampleStrategy - INFO - 目标列形状：(52850,)
|
||
2025-04-29 01:55:47,123 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.102027
|
||
1 0.003285 50.102027
|
||
2 0.001898 50.102027
|
||
3 0.000484 50.102027
|
||
4 0.001688 50.102027
|
||
2025-04-29 01:55:47,128 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1741737600/cb_btc_1741737600
|
||
2025-04-29 01:55:47,129 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:55:47,145 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:55:47,145 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-02-10 to 2025-03-11 --------------------
|
||
2025-04-29 01:55:51,987 - datasieve.pipeline - INFO - DI tossed 18 predictions for being too far from training data.
|
||
2025-04-29 01:55:51,989 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:55:51,989 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:55:52,741 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (5.61 secs) --------------------
|
||
2025-04-29 01:55:52,742 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:55:53,285 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-02-20 00:00:00 to 2025-03-22 00:00:00, 9/11 trains
|
||
2025-04-29 01:55:53,286 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1742601600_prediction.feather
|
||
2025-04-29 01:55:53,291 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:53,298 - FreqaiExampleStrategy - INFO - 目标列形状：(52850,)
|
||
2025-04-29 01:55:53,300 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.102027
|
||
1 0.003285 50.102027
|
||
2 0.001898 50.102027
|
||
3 0.000484 50.102027
|
||
4 0.001688 50.102027
|
||
2025-04-29 01:55:53,309 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:53,316 - FreqaiExampleStrategy - INFO - 目标列形状：(57650,)
|
||
2025-04-29 01:55:53,318 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.079967
|
||
1 0.003285 50.079967
|
||
2 0.001898 50.079967
|
||
3 0.000484 50.079967
|
||
4 0.001688 50.079967
|
||
2025-04-29 01:55:53,322 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1742601600/cb_btc_1742601600
|
||
2025-04-29 01:55:53,323 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:55:53,339 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:55:53,340 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-02-20 to 2025-03-21 --------------------
|
||
2025-04-29 01:55:58,184 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:55:58,185 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:55:59,097 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (5.77 secs) --------------------
|
||
2025-04-29 01:55:59,098 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:55:59,706 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-02 00:00:00 to 2025-04-01 00:00:00, 10/11 trains
|
||
2025-04-29 01:55:59,706 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1743465600_prediction.feather
|
||
2025-04-29 01:55:59,715 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:59,723 - FreqaiExampleStrategy - INFO - 目标列形状：(57650,)
|
||
2025-04-29 01:55:59,725 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.079967
|
||
1 0.003285 50.079967
|
||
2 0.001898 50.079967
|
||
3 0.000484 50.079967
|
||
4 0.001688 50.079967
|
||
2025-04-29 01:55:59,732 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:55:59,739 - FreqaiExampleStrategy - INFO - 目标列形状：(62450,)
|
||
2025-04-29 01:55:59,741 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.024153
|
||
1 0.003285 50.024153
|
||
2 0.001898 50.024153
|
||
3 0.000484 50.024153
|
||
4 0.001688 50.024153
|
||
2025-04-29 01:55:59,745 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1743465600/cb_btc_1743465600
|
||
2025-04-29 01:55:59,746 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:55:59,762 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:55:59,762 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
|
||
2025-04-29 01:56:04,571 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:56:04,571 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:56:05,520 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (5.77 secs) --------------------
|
||
2025-04-29 01:56:05,521 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:56:06,027 - freqtrade.freqai.freqai_interface - INFO - Training BTC/USDT, 1/2 pairs from 2025-03-12 00:00:00 to 2025-04-11 00:00:00, 11/11 trains
|
||
2025-04-29 01:56:06,027 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_btc_1744329600_prediction.feather
|
||
2025-04-29 01:56:06,037 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:56:06,045 - FreqaiExampleStrategy - INFO - 目标列形状：(62450,)
|
||
2025-04-29 01:56:06,046 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.024153
|
||
1 0.003285 50.024153
|
||
2 0.001898 50.024153
|
||
3 0.000484 50.024153
|
||
4 0.001688 50.024153
|
||
2025-04-29 01:56:06,057 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：BTC/USDT
|
||
2025-04-29 01:56:06,064 - FreqaiExampleStrategy - INFO - 目标列形状：(66770,)
|
||
2025-04-29 01:56:06,065 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.003572 50.093162
|
||
1 0.003285 50.093162
|
||
2 0.001898 50.093162
|
||
3 0.000484 50.093162
|
||
4 0.001688 50.093162
|
||
2025-04-29 01:56:06,070 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-BTC_1744329600/cb_btc_1744329600
|
||
2025-04-29 01:56:06,071 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training BTC/USDT --------------------
|
||
2025-04-29 01:56:06,087 - freqtrade.freqai.data_kitchen - INFO - BTC/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:56:06,088 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
|
||
2025-04-29 01:56:10,904 - datasieve.pipeline - INFO - DI tossed 2001 predictions for being too far from training data.
|
||
2025-04-29 01:56:10,907 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 75 features
|
||
2025-04-29 01:56:10,907 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:56:11,705 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training BTC/USDT (5.63 secs) --------------------
|
||
2025-04-29 01:56:11,706 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:56:12,255 - FreqaiExampleStrategy - INFO - 动态参数：buy_rsi=39.26145316407591, sell_rsi=59.26145316407591, stoploss=-0.15, trailing_stop_positive=0.05
|
||
2025-04-29 01:56:12,275 - FreqaiExampleStrategy - INFO - up_or_down 值统计：
|
||
up_or_down
|
||
1 33535
|
||
0 33236
|
||
2025-04-29 01:56:12,276 - FreqaiExampleStrategy - INFO - do_predict 值统计：
|
||
do_predict
|
||
0.0 35773
|
||
1.0 30998
|
||
2025-04-29 01:56:12,279 - FreqaiExampleStrategy - INFO - 处理交易对：SOL/USDT
|
||
2025-04-29 01:56:12,281 - freqtrade.freqai.freqai_interface - INFO - Training 11 timeranges
|
||
2025-04-29 01:56:12,282 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2024-12-02 00:00:00 to 2025-01-01 00:00:00, 1/11 trains
|
||
2025-04-29 01:56:12,283 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1735689600_prediction.feather
|
||
2025-04-29 01:56:12,334 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 5m to 8690
|
||
2025-04-29 01:56:12,335 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 5m from 2024-12-01 19:50:00 to 2025-04-20 00:00:00
|
||
2025-04-29 01:56:12,422 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 1h to 770
|
||
2025-04-29 01:56:12,422 - freqtrade.data.dataprovider - INFO - Loading data for SOL/USDT 1h from 2024-11-29 22:00:00 to 2025-04-20 00:00:00
|
||
2025-04-29 01:56:12,518 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 14450
|
||
2025-04-29 01:56:12,519 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2024-12-01 21:30:00 to 2025-04-20 00:00:00
|
||
2025-04-29 01:56:13,040 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:13,046 - FreqaiExampleStrategy - INFO - 目标列形状：(14450,)
|
||
2025-04-29 01:56:13,047 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.58814
|
||
1 0.003044 49.58814
|
||
2 0.000465 49.58814
|
||
3 -0.000380 49.58814
|
||
4 0.002829 49.58814
|
||
2025-04-29 01:56:13,052 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:13,057 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
|
||
2025-04-29 01:56:13,059 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.68088
|
||
1 0.003044 49.68088
|
||
2 0.000465 49.68088
|
||
3 -0.000380 49.68088
|
||
4 0.002829 49.68088
|
||
2025-04-29 01:56:13,066 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1735689600/cb_sol_1735689600
|
||
2025-04-29 01:56:13,066 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:56:13,095 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:56:13,096 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2024-12-02 to 2024-12-31 --------------------
|
||
2025-04-29 01:56:18,126 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:56:18,126 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:56:19,586 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.52 secs) --------------------
|
||
2025-04-29 01:56:19,587 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:56:20,174 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2024-12-12 00:00:00 to 2025-01-11 00:00:00, 2/11 trains
|
||
2025-04-29 01:56:20,175 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1736553600_prediction.feather
|
||
2025-04-29 01:56:20,179 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:20,185 - FreqaiExampleStrategy - INFO - 目标列形状：(19250,)
|
||
2025-04-29 01:56:20,186 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.68088
|
||
1 0.003044 49.68088
|
||
2 0.000465 49.68088
|
||
3 -0.000380 49.68088
|
||
4 0.002829 49.68088
|
||
2025-04-29 01:56:20,192 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:20,197 - FreqaiExampleStrategy - INFO - 目标列形状：(24050,)
|
||
2025-04-29 01:56:20,199 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.97721
|
||
1 0.003044 49.97721
|
||
2 0.000465 49.97721
|
||
3 -0.000380 49.97721
|
||
4 0.002829 49.97721
|
||
2025-04-29 01:56:20,204 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1736553600/cb_sol_1736553600
|
||
2025-04-29 01:56:20,205 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:56:20,227 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:56:20,228 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2024-12-12 to 2025-01-10 --------------------
|
||
2025-04-29 01:56:25,109 - datasieve.pipeline - INFO - DI tossed 5 predictions for being too far from training data.
|
||
2025-04-29 01:56:25,112 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:56:25,112 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:56:26,510 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.30 secs) --------------------
|
||
2025-04-29 01:56:26,511 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:56:27,072 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2024-12-22 00:00:00 to 2025-01-21 00:00:00, 3/11 trains
|
||
2025-04-29 01:56:27,073 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1737417600_prediction.feather
|
||
2025-04-29 01:56:27,079 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:27,085 - FreqaiExampleStrategy - INFO - 目标列形状：(24050,)
|
||
2025-04-29 01:56:27,086 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.97721
|
||
1 0.003044 49.97721
|
||
2 0.000465 49.97721
|
||
3 -0.000380 49.97721
|
||
4 0.002829 49.97721
|
||
2025-04-29 01:56:27,094 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:27,100 - FreqaiExampleStrategy - INFO - 目标列形状：(28850,)
|
||
2025-04-29 01:56:27,102 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.941408
|
||
1 0.003044 49.941408
|
||
2 0.000465 49.941408
|
||
3 -0.000380 49.941408
|
||
4 0.002829 49.941408
|
||
2025-04-29 01:56:27,108 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1737417600/cb_sol_1737417600
|
||
2025-04-29 01:56:27,109 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:56:27,130 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:56:27,131 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2024-12-22 to 2025-01-20 --------------------
|
||
2025-04-29 01:56:32,206 - datasieve.pipeline - INFO - DI tossed 1523 predictions for being too far from training data.
|
||
2025-04-29 01:56:32,209 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:56:32,210 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:56:33,558 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.45 secs) --------------------
|
||
2025-04-29 01:56:33,558 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:56:34,118 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-01-01 00:00:00 to 2025-01-31 00:00:00, 4/11 trains
|
||
2025-04-29 01:56:34,119 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1738281600_prediction.feather
|
||
2025-04-29 01:56:34,124 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:34,130 - FreqaiExampleStrategy - INFO - 目标列形状：(28850,)
|
||
2025-04-29 01:56:34,131 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.941408
|
||
1 0.003044 49.941408
|
||
2 0.000465 49.941408
|
||
3 -0.000380 49.941408
|
||
4 0.002829 49.941408
|
||
2025-04-29 01:56:34,137 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:34,143 - FreqaiExampleStrategy - INFO - 目标列形状：(33650,)
|
||
2025-04-29 01:56:34,144 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.830756
|
||
1 0.003044 49.830756
|
||
2 0.000465 49.830756
|
||
3 -0.000380 49.830756
|
||
4 0.002829 49.830756
|
||
2025-04-29 01:56:34,149 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1738281600/cb_sol_1738281600
|
||
2025-04-29 01:56:34,150 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:56:34,173 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:56:34,173 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-01 to 2025-01-30 --------------------
|
||
2025-04-29 01:56:39,271 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:56:39,271 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:56:40,600 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.45 secs) --------------------
|
||
2025-04-29 01:56:40,601 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:56:41,171 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-01-11 00:00:00 to 2025-02-10 00:00:00, 5/11 trains
|
||
2025-04-29 01:56:41,172 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1739145600_prediction.feather
|
||
2025-04-29 01:56:41,177 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:41,183 - FreqaiExampleStrategy - INFO - 目标列形状：(33650,)
|
||
2025-04-29 01:56:41,185 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.830756
|
||
1 0.003044 49.830756
|
||
2 0.000465 49.830756
|
||
3 -0.000380 49.830756
|
||
4 0.002829 49.830756
|
||
2025-04-29 01:56:41,193 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:41,200 - FreqaiExampleStrategy - INFO - 目标列形状：(38450,)
|
||
2025-04-29 01:56:41,201 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.714422
|
||
1 0.003044 49.714422
|
||
2 0.000465 49.714422
|
||
3 -0.000380 49.714422
|
||
4 0.002829 49.714422
|
||
2025-04-29 01:56:41,206 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1739145600/cb_sol_1739145600
|
||
2025-04-29 01:56:41,207 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:56:41,228 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:56:41,229 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-11 to 2025-02-09 --------------------
|
||
2025-04-29 01:56:46,277 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:56:46,278 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:56:47,778 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.57 secs) --------------------
|
||
2025-04-29 01:56:47,779 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:56:48,320 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-01-21 00:00:00 to 2025-02-20 00:00:00, 6/11 trains
|
||
2025-04-29 01:56:48,321 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1740009600_prediction.feather
|
||
2025-04-29 01:56:48,327 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:48,333 - FreqaiExampleStrategy - INFO - 目标列形状：(38450,)
|
||
2025-04-29 01:56:48,334 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.714422
|
||
1 0.003044 49.714422
|
||
2 0.000465 49.714422
|
||
3 -0.000380 49.714422
|
||
4 0.002829 49.714422
|
||
2025-04-29 01:56:48,346 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:48,353 - FreqaiExampleStrategy - INFO - 目标列形状：(43250,)
|
||
2025-04-29 01:56:48,354 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.626186
|
||
1 0.003044 49.626186
|
||
2 0.000465 49.626186
|
||
3 -0.000380 49.626186
|
||
4 0.002829 49.626186
|
||
2025-04-29 01:56:48,361 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1740009600/cb_sol_1740009600
|
||
2025-04-29 01:56:48,361 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:56:48,383 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:56:48,383 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-21 to 2025-02-19 --------------------
|
||
2025-04-29 01:56:53,532 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:56:53,533 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:56:54,862 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.50 secs) --------------------
|
||
2025-04-29 01:56:54,863 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:56:55,419 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-01-31 00:00:00 to 2025-03-02 00:00:00, 7/11 trains
|
||
2025-04-29 01:56:55,420 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1740873600_prediction.feather
|
||
2025-04-29 01:56:55,426 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:55,433 - FreqaiExampleStrategy - INFO - 目标列形状：(43250,)
|
||
2025-04-29 01:56:55,435 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.626186
|
||
1 0.003044 49.626186
|
||
2 0.000465 49.626186
|
||
3 -0.000380 49.626186
|
||
4 0.002829 49.626186
|
||
2025-04-29 01:56:55,445 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:56:55,452 - FreqaiExampleStrategy - INFO - 目标列形状：(48050,)
|
||
2025-04-29 01:56:55,453 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.568812
|
||
1 0.003044 49.568812
|
||
2 0.000465 49.568812
|
||
3 -0.000380 49.568812
|
||
4 0.002829 49.568812
|
||
2025-04-29 01:56:55,459 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1740873600/cb_sol_1740873600
|
||
2025-04-29 01:56:55,459 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:56:55,481 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:56:55,482 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-31 to 2025-03-01 --------------------
|
||
2025-04-29 01:57:00,566 - datasieve.pipeline - INFO - DI tossed 2417 predictions for being too far from training data.
|
||
2025-04-29 01:57:00,569 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:57:00,570 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:57:02,441 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.98 secs) --------------------
|
||
2025-04-29 01:57:02,442 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:57:02,968 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-02-10 00:00:00 to 2025-03-12 00:00:00, 8/11 trains
|
||
2025-04-29 01:57:02,968 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1741737600_prediction.feather
|
||
2025-04-29 01:57:02,980 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:57:02,987 - FreqaiExampleStrategy - INFO - 目标列形状：(48050,)
|
||
2025-04-29 01:57:02,989 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.568812
|
||
1 0.003044 49.568812
|
||
2 0.000465 49.568812
|
||
3 -0.000380 49.568812
|
||
4 0.002829 49.568812
|
||
2025-04-29 01:57:03,001 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:57:03,007 - FreqaiExampleStrategy - INFO - 目标列形状：(52850,)
|
||
2025-04-29 01:57:03,009 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.623338
|
||
1 0.003044 49.623338
|
||
2 0.000465 49.623338
|
||
3 -0.000380 49.623338
|
||
4 0.002829 49.623338
|
||
2025-04-29 01:57:03,014 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1741737600/cb_sol_1741737600
|
||
2025-04-29 01:57:03,015 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:57:03,042 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:57:03,042 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-02-10 to 2025-03-11 --------------------
|
||
2025-04-29 01:57:08,138 - datasieve.pipeline - INFO - DI tossed 3 predictions for being too far from training data.
|
||
2025-04-29 01:57:08,141 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:57:08,141 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:57:09,614 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.60 secs) --------------------
|
||
2025-04-29 01:57:09,615 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:57:10,150 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-02-20 00:00:00 to 2025-03-22 00:00:00, 9/11 trains
|
||
2025-04-29 01:57:10,151 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1742601600_prediction.feather
|
||
2025-04-29 01:57:10,159 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:57:10,167 - FreqaiExampleStrategy - INFO - 目标列形状：(52850,)
|
||
2025-04-29 01:57:10,168 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.623338
|
||
1 0.003044 49.623338
|
||
2 0.000465 49.623338
|
||
3 -0.000380 49.623338
|
||
4 0.002829 49.623338
|
||
2025-04-29 01:57:10,181 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:57:10,188 - FreqaiExampleStrategy - INFO - 目标列形状：(57650,)
|
||
2025-04-29 01:57:10,190 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.644115
|
||
1 0.003044 49.644115
|
||
2 0.000465 49.644115
|
||
3 -0.000380 49.644115
|
||
4 0.002829 49.644115
|
||
2025-04-29 01:57:10,195 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1742601600/cb_sol_1742601600
|
||
2025-04-29 01:57:10,196 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:57:10,218 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:57:10,218 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-02-20 to 2025-03-21 --------------------
|
||
2025-04-29 01:57:15,185 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:57:15,186 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:57:16,538 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.34 secs) --------------------
|
||
2025-04-29 01:57:16,539 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:57:17,068 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-02 00:00:00 to 2025-04-01 00:00:00, 10/11 trains
|
||
2025-04-29 01:57:17,069 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1743465600_prediction.feather
|
||
2025-04-29 01:57:17,084 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:57:17,092 - FreqaiExampleStrategy - INFO - 目标列形状：(57650,)
|
||
2025-04-29 01:57:17,094 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.644115
|
||
1 0.003044 49.644115
|
||
2 0.000465 49.644115
|
||
3 -0.000380 49.644115
|
||
4 0.002829 49.644115
|
||
2025-04-29 01:57:17,108 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:57:17,115 - FreqaiExampleStrategy - INFO - 目标列形状：(62450,)
|
||
2025-04-29 01:57:17,117 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.601082
|
||
1 0.003044 49.601082
|
||
2 0.000465 49.601082
|
||
3 -0.000380 49.601082
|
||
4 0.002829 49.601082
|
||
2025-04-29 01:57:17,124 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1743465600/cb_sol_1743465600
|
||
2025-04-29 01:57:17,125 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:57:17,151 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:57:17,151 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-02 to 2025-03-31 --------------------
|
||
2025-04-29 01:57:22,430 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:57:22,430 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:57:23,725 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.60 secs) --------------------
|
||
2025-04-29 01:57:23,726 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:57:24,305 - freqtrade.freqai.freqai_interface - INFO - Training SOL/USDT, 2/2 pairs from 2025-03-12 00:00:00 to 2025-04-11 00:00:00, 11/11 trains
|
||
2025-04-29 01:57:24,305 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at
|
||
/freqtrade/user_data/models/test175/backtesting_predictions/cb_sol_1744329600_prediction.feather
|
||
2025-04-29 01:57:24,318 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:57:24,325 - FreqaiExampleStrategy - INFO - 目标列形状：(62450,)
|
||
2025-04-29 01:57:24,327 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.601082
|
||
1 0.003044 49.601082
|
||
2 0.000465 49.601082
|
||
3 -0.000380 49.601082
|
||
4 0.002829 49.601082
|
||
2025-04-29 01:57:24,337 - FreqaiExampleStrategy - INFO - 设置 FreqAI 目标，交易对：SOL/USDT
|
||
2025-04-29 01:57:24,345 - FreqaiExampleStrategy - INFO - 目标列形状：(66770,)
|
||
2025-04-29 01:57:24,346 - FreqaiExampleStrategy - INFO - 目标列预览：
|
||
up_or_down &-buy_rsi
|
||
0 0.002704 49.729824
|
||
1 0.003044 49.729824
|
||
2 0.000465 49.729824
|
||
3 -0.000380 49.729824
|
||
4 0.002829 49.729824
|
||
2025-04-29 01:57:24,352 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-SOL_1744329600/cb_sol_1744329600
|
||
2025-04-29 01:57:24,353 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training SOL/USDT --------------------
|
||
2025-04-29 01:57:24,376 - freqtrade.freqai.data_kitchen - INFO - SOL/USDT: dropped 0 training points due to NaNs in populated dataset 14400.
|
||
2025-04-29 01:57:24,376 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-03-12 to 2025-04-10 --------------------
|
||
2025-04-29 01:57:29,392 - datasieve.pipeline - INFO - DI tossed 1948 predictions for being too far from training data.
|
||
2025-04-29 01:57:29,396 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 111 features
|
||
2025-04-29 01:57:29,396 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 11520 data points
|
||
2025-04-29 01:57:30,474 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training SOL/USDT (6.12 secs) --------------------
|
||
2025-04-29 01:57:30,475 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
|
||
2025-04-29 01:57:31,077 - FreqaiExampleStrategy - INFO - 动态参数：buy_rsi=50.0, sell_rsi=70.0, stoploss=-0.15, trailing_stop_positive=0.05
|
||
2025-04-29 01:57:31,096 - FreqaiExampleStrategy - INFO - up_or_down 值统计：
|
||
up_or_down
|
||
0 33825
|
||
1 32946
|
||
2025-04-29 01:57:31,097 - FreqaiExampleStrategy - INFO - do_predict 值统计：
|
||
do_predict
|
||
0.0 36730
|
||
1.0 30041
|
||
2025-04-29 01:57:31,105 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-01-01 00:00:00 up to 2025-04-20 00:00:00 (109 days).
|
||
2025-04-29 01:57:31,109 - FreqaiExampleStrategy - ERROR - MACD 或 MACD 信号列缺失，无法生成买入信号。尝试重新计算 MACD 列。
|
||
2025-04-29 01:57:31,111 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
|
||
2025-04-29 01:57:31,193 - FreqaiExampleStrategy - ERROR - MACD 或 MACD 信号列缺失，无法生成买入信号。尝试重新计算 MACD 列。
|
||
2025-04-29 01:57:31,195 - FreqaiExampleStrategy - INFO - MACD 列已成功重新计算。
|
||
2025-04-29 01:57:33,776 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-04-29_01-57-33.meta.json"
|
||
Result for strategy FreqaiExampleStrategy
|
||
BACKTESTING REPORT
|
||
┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
||
┃ Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
||
┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
||
│ BTC/USDT │ 38 │ -0.39 │ -22.029 │ -2.2 │ 22:13:00 │ 5 32 1 13.2 │
|
||
│ SOL/USDT │ 44 │ -1.94 │ -128.236 │ -12.82 │ 16:35:00 │ 12 26 6 27.3 │
|
||
│ TOTAL │ 82 │ -1.22 │ -150.265 │ -15.03 │ 19:12:00 │ 17 58 7 20.7 │
|
||
└──────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
||
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% ┃
|
||
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
||
│ long │ 82 │ -1.22 │ -150.265 │ -15.03 │ 19:12:00 │ 17 58 7 20.7 │
|
||
│ TOTAL │ 82 │ -1.22 │ -150.265 │ -15.03 │ 19:12:00 │ 17 58 7 20.7 │
|
||
└───────────┴─────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
|
||
EXIT REASON STATS
|
||
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
||
┃ Exit Reason ┃ Exits ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
||
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
||
│ roi │ 75 │ 0.07 │ 7.926 │ 0.79 │ 14:48:00 │ 17 58 0 100 │
|
||
│ trailing_stop_loss │ 7 │ -15.04 │ -158.191 │ -15.82 │ 2 days, 18:13:00 │ 0 0 7 0 │
|
||
│ TOTAL │ 82 │ -1.22 │ -150.265 │ -15.03 │ 19:12:00 │ 17 58 7 20.7 │
|
||
└────────────────────┴───────┴──────────────┴─────────────────┴──────────────┴──────────────────┴────────────────────────┘
|
||
MIXED TAG STATS
|
||
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
|
||
┃ Enter Tag ┃ Exit Reason ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃
|
||
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
|
||
│ ('long', 'roi') │ │ 75 │ 0.07 │ 7.926 │ 0.79 │ 14:48:00 │ 17 58 0 100 │
|
||
│ ('long', 'trailing_stop_loss') │ │ 7 │ -15.04 │ -158.191 │ -15.82 │ 2 days, 18:13:00 │ 0 0 7 0 │
|
||
│ TOTAL │ │ 82 │ -1.22 │ -150.265 │ -15.03 │ 19:12:00 │ 17 58 7 20.7 │
|
||
└────────────────────────────────┴─────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────────┴────────────────────────┘
|
||
SUMMARY METRICS
|
||
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓
|
||
┃ Metric ┃ Value ┃
|
||
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩
|
||
│ Backtesting from │ 2025-01-01 00:00:00 │
|
||
│ Backtesting to │ 2025-04-20 00:00:00 │
|
||
│ Trading Mode │ Spot │
|
||
│ Max open trades │ 2 │
|
||
│ │ │
|
||
│ Total/Daily Avg Trades │ 82 / 0.75 │
|
||
│ Starting balance │ 1000 USDT │
|
||
│ Final balance │ 849.735 USDT │
|
||
│ Absolute profit │ -150.265 USDT │
|
||
│ Total profit % │ -15.03% │
|
||
│ CAGR % │ -42.03% │
|
||
│ Sortino │ -252.56 │
|
||
│ Sharpe │ -4.15 │
|
||
│ Calmar │ -17.48 │
|
||
│ SQN │ -2.60 │
|
||
│ Profit factor │ 0.05 │
|
||
│ Expectancy (Ratio) │ -1.83 (-0.79) │
|
||
│ Avg. daily profit % │ -0.14% │
|
||
│ Avg. stake amount │ 150 USDT │
|
||
│ Total trade volume │ 24523.15 USDT │
|
||
│ │ │
|
||
│ Best Pair │ BTC/USDT -2.20% │
|
||
│ Worst Pair │ SOL/USDT -12.82% │
|
||
│ Best trade │ SOL/USDT 0.90% │
|
||
│ Worst trade │ SOL/USDT -15.19% │
|
||
│ Best day │ 1.76 USDT │
|
||
│ Worst day │ -22.827 USDT │
|
||
│ Days win/draw/lose │ 14 / 80 / 7 │
|
||
│ Avg. Duration Winners │ 0:55:00 │
|
||
│ Avg. Duration Loser │ 2 days, 18:13:00 │
|
||
│ Max Consecutive Wins / Loss │ 2 / 16 │
|
||
│ Rejected Entry signals │ 0 │
|
||
│ Entry/Exit Timeouts │ 0 / 0 │
|
||
│ │ │
|
||
│ Min balance │ 849.735 USDT │
|
||
│ Max balance │ 1000.508 USDT │
|
||
│ Max % of account underwater │ 15.07% │
|
||
│ Absolute Drawdown (Account) │ 15.07% │
|
||
│ Absolute Drawdown │ 150.773 USDT │
|
||
│ Drawdown high │ 0.508 USDT │
|
||
│ Drawdown low │ -150.265 USDT │
|
||
│ Drawdown Start │ 2025-01-06 19:48:00 │
|
||
│ Drawdown End │ 2025-04-06 23:15:00 │
|
||
│ Market change │ -26.79% │
|
||
└─────────────────────────────┴─────────────────────┘
|
||
|
||
Backtested 2025-01-01 00:00:00 -> 2025-04-20 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 ┃
|
||
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━┩
|
||
│ FreqaiExampleStrategy │ 82 │ -1.22 │ -150.265 │ -15.03 │ 19:12:00 │ 17 58 7 20.7 │ 150.773 USDT 15.07% │
|
||
└───────────────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴──────────────────────┘
|