From ae443aa5f1c628a5030872a9d00aa11a5b36f41d Mon Sep 17 00:00:00 2001
From: "zhangkun9038@dingtalk.com" <zhangkun9038@dingtalk.com>
Date: Sun, 4 May 2025 21:07:27 +0800
Subject: [PATCH] =?UTF-8?q?=E5=A4=9A=E6=97=B6=E9=97=B4=E6=A1=86=E6=9E=B6?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 freqtrade/templates/OKXRegressionStrategy.py  |  12 +-
 output.log                                    | 222 +++++++++---------
 output_filted.log                             | 222 +++++++++---------
 ...ktest-result-2025-05-04_12-01-01.meta.json |   1 -
 ... backtest-result-2025-05-04_12-44-09.json} |   2 +-
 ...ktest-result-2025-05-04_12-44-09.meta.json |   1 +
 ...5-05-04_12-44-09_OKXRegressionStrategy.py} |  59 +++++
 ...st-result-2025-05-04_12-44-09_config.json} |   0
 result/output_filted.log                      | 222 +++++++++---------
 9 files changed, 405 insertions(+), 336 deletions(-)
 delete mode 100644 result/backtest-result-2025-05-04_12-01-01.meta.json
 rename result/{backtest-result-2025-05-04_12-01-01.json => backtest-result-2025-05-04_12-44-09.json} (99%)
 create mode 100644 result/backtest-result-2025-05-04_12-44-09.meta.json
 rename result/{backtest-result-2025-05-04_12-01-01_OKXRegressionStrategy.py => backtest-result-2025-05-04_12-44-09_OKXRegressionStrategy.py} (89%)
 rename result/{backtest-result-2025-05-04_12-01-01_config.json => backtest-result-2025-05-04_12-44-09_config.json} (100%)

diff --git a/freqtrade/templates/OKXRegressionStrategy.py b/freqtrade/templates/OKXRegressionStrategy.py
index dedb3360..160d0fab 100644
--- a/freqtrade/templates/OKXRegressionStrategy.py
+++ b/freqtrade/templates/OKXRegressionStrategy.py
@@ -293,11 +293,21 @@ class OKXRegressionStrategy(IStrategy):
         dataframe['bb_lower'] = lower
 
         # 添加高时间框架数据（例如 1h）
+        dataframe_1h = None  # 显式声明
         if self.config['timeframe'] != '1h':
             dataframe_1h = self.dp.get_analyzed_dataframe(metadata['pair'], '1h')[0]
-            dataframe['trend_1h'] = dataframe_1h['close'].rolling(window=20).mean()
+            # 确保 dataframe_1h 存在 'close' 列并且非空
+            if dataframe_1h is not None and not dataframe_1h.empty and 'close' in dataframe_1h.columns:
+                dataframe['trend_1h'] = dataframe_1h['close'].rolling(window=20).mean()
+            else:
+                # 回退到当前时间框架数据
+                dataframe['trend_1h'] = dataframe['close'].rolling(window=20).mean()
         else:
             dataframe['trend_1h'] = dataframe['close'].rolling(window=20).mean()
+
+        # 记录 1h 数据框信息
+        logger.debug(f"dataframe_1h columns: {dataframe_1h.columns.tolist() if dataframe_1h is not None and not dataframe_1h.empty else '未使用'}")
+
         return dataframe
 
 
diff --git a/output.log b/output.log
index f95e1526..feeec01f 100644
--- a/output.log
+++ b/output.log
@@ -1,103 +1,103 @@
 Creating freqtrade_freqtrade_run ... 
 Creating freqtrade_freqtrade_run ... done
-2025-05-04 11:58:28,633 - freqtrade - INFO - freqtrade docker-2025.4-dev-23e4943b
-2025-05-04 11:58:28,848 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
-2025-05-04 11:58:30,260 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
-2025-05-04 11:58:30,262 - freqtrade.loggers - INFO - Enabling colorized output.
-2025-05-04 11:58:30,263 - root - INFO - Logfile configured
-2025-05-04 11:58:30,263 - freqtrade.loggers - INFO - Verbosity set to 0
-2025-05-04 11:58:30,264 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
-2025-05-04 11:58:30,264 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
-2025-05-04 11:58:30,265 - freqtrade.configuration.configuration - INFO - Parameter --fee detected, setting fee to: 0.0008 ...
-2025-05-04 11:58:30,265 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250407-20250415 ...
-2025-05-04 11:58:30,301 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
-2025-05-04 11:58:30,302 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
-2025-05-04 11:58:30,302 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
-2025-05-04 11:58:30,303 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250407-20250415
-2025-05-04 11:58:30,303 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
-2025-05-04 11:58:30,304 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
-2025-05-04 11:58:30,311 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
-2025-05-04 11:58:30,311 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
-2025-05-04 11:58:30,312 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
-2025-05-04 11:58:30,314 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
-2025-05-04 11:58:30,314 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
-2025-05-04 11:58:30,315 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.77
-2025-05-04 11:58:30,315 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
-2025-05-04 11:58:30,320 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
-2025-05-04 11:58:30,326 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
-2025-05-04 11:58:32,974 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
-2025-05-04 11:58:33,028 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy OKXRegressionStrategy from '/freqtrade/templates/OKXRegressionStrategy.py'...
-2025-05-04 11:58:33,028 - freqtrade.strategy.hyper - INFO - Found no parameter file.
-2025-05-04 11:58:33,029 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
-2025-05-04 11:58:33,029 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
-2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
-2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
-2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
-2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 
+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 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
-2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {}
-2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
-2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
-2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
-2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
-2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.0
-2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
-2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
-2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
-2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False, 
+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 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
-2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
-2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
-2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
-2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
-2025-05-04 11:58:33,038 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
-2025-05-04 11:58:33,038 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
-2025-05-04 11:58:33,042 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
-2025-05-04 11:58:33,048 - freqtrade.optimize.backtesting - INFO - Using fee 0.0800% from config.
-2025-05-04 11:58:33,049 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
-2025-05-04 11:58:33,049 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 43250 ...
-2025-05-04 11:58:33,197 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-01-06 21:30:00 up to 2025-04-15 00:00:00 (98 days).
-2025-05-04 11:58:33,197 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
-2025-05-04 11:58:33,198 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy OKXRegressionStrategy
-2025-05-04 11:58:34,759 - matplotlib.font_manager - INFO - generated new fontManager
-2025-05-04 11:58:34,966 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
-2025-05-04 11:58:34,966 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
-2025-05-04 11:58:34,967 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
-2025-05-04 11:58:34,967 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['OKB/USDT', 'TON/USDT']
-2025-05-04 11:58:34,968 - freqtrade.strategy.hyper - INFO - No params for buy found, using default values.
-2025-05-04 11:58:34,968 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_period = 14
-2025-05-04 11:58:34,969 - freqtrade.strategy.hyper - INFO - No params for sell found, using default values.
-2025-05-04 11:58:34,969 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_multiplier = 2.0
-2025-05-04 11:58:34,970 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
-2025-05-04 11:58:34,975 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges
-2025-05-04 11:58:34,976 - freqtrade.freqai.freqai_interface - INFO - Training OKB/USDT, 1/2 pairs from 2025-01-07 00:00:00 to 2025-04-07 00:00:00, 1/1 trains
-2025-05-04 11:58:34,977 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at 
+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 11:58:35,224 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
-2025-05-04 11:58:35,224 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00
-2025-05-04 11:58:35,416 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
-2025-05-04 11:58:35,417 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00
+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 11:58:41,469 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000
-2025-05-04 11:58:41,470 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training OKB/USDT --------------------
-2025-05-04 11:58:41,593 - freqtrade.freqai.data_kitchen - INFO - OKB/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
-2025-05-04 11:58:41,594 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 --------------------
-2025-05-04 11:58:41,650 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
-2025-05-04 11:58:41,702 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
-2025-05-04 11:58:41,702 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
+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
 [0]	validation_0-rmse:0.36629	validation_1-rmse:0.37143
 [1]	validation_0-rmse:0.36088	validation_1-rmse:0.36593
 [2]	validation_0-rmse:0.35557	validation_1-rmse:0.36052
@@ -398,13 +398,13 @@ Creating freqtrade_freqtrade_run ... done
 [297]	validation_0-rmse:0.03425	validation_1-rmse:0.02814
 [298]	validation_0-rmse:0.03423	validation_1-rmse:0.02811
 [299]	validation_0-rmse:0.03422	validation_1-rmse:0.02808
-2025-05-04 11:59:48,077 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training OKB/USDT (66.61 secs) --------------------
-2025-05-04 11:59:48,295 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000--s_close.html
-2025-05-04 11:59:48,295 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
-2025-05-04 11:59:48,357 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
-2025-05-04 11:59:48,442 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges
-2025-05-04 11:59:48,443 - freqtrade.freqai.freqai_interface - INFO - Training TON/USDT, 2/2 pairs from 2025-01-07 00:00:00 to 2025-04-07 00:00:00, 1/1 trains
-2025-05-04 11:59:48,444 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at 
+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:
 
@@ -414,13 +414,13 @@ DataFrame.fillna with 'method' is deprecated and will raise in a future version.
 
 DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
 
-2025-05-04 11:59:54,567 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000
-2025-05-04 11:59:54,568 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training TON/USDT --------------------
-2025-05-04 11:59:54,684 - freqtrade.freqai.data_kitchen - INFO - TON/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
-2025-05-04 11:59:54,685 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 --------------------
-2025-05-04 11:59:54,741 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
-2025-05-04 11:59:54,791 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
-2025-05-04 11:59:54,791 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
+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
 [0]	validation_0-rmse:0.52241	validation_1-rmse:0.52534
 [1]	validation_0-rmse:0.51462	validation_1-rmse:0.51751
 [2]	validation_0-rmse:0.50695	validation_1-rmse:0.50980
@@ -721,12 +721,12 @@ DataFrame.fillna with 'method' is deprecated and will raise in a future version.
 [297]	validation_0-rmse:0.03155	validation_1-rmse:0.02866
 [298]	validation_0-rmse:0.03153	validation_1-rmse:0.02862
 [299]	validation_0-rmse:0.03150	validation_1-rmse:0.02858
-2025-05-04 12:01:00,801 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training TON/USDT (66.23 secs) --------------------
-2025-05-04 12:01:00,836 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000--s_close.html
-2025-05-04 12:01:00,836 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
-2025-05-04 12:01:00,894 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
-2025-05-04 12:01:00,976 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-04-07 00:00:00 up to 2025-04-15 00:00:00 (8 days).
-2025-05-04 12:01:01,168 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-04_12-01-01.meta.json"
+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                                              
 ┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
diff --git a/output_filted.log b/output_filted.log
index a9ddaece..d0dfeb40 100644
--- a/output_filted.log
+++ b/output_filted.log
@@ -1,111 +1,111 @@
 Creating freqtrade_freqtrade_run ... 
 Creating freqtrade_freqtrade_run ... done
-2025-05-04 11:58:28,633 - freqtrade - INFO - freqtrade docker-2025.4-dev-23e4943b
-2025-05-04 11:58:28,848 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
-2025-05-04 11:58:30,260 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
-2025-05-04 11:58:30,262 - freqtrade.loggers - INFO - Enabling colorized output.
-2025-05-04 11:58:30,263 - root - INFO - Logfile configured
-2025-05-04 11:58:30,263 - freqtrade.loggers - INFO - Verbosity set to 0
-2025-05-04 11:58:30,264 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
-2025-05-04 11:58:30,264 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
-2025-05-04 11:58:30,265 - freqtrade.configuration.configuration - INFO - Parameter --fee detected, setting fee to: 0.0008 ...
-2025-05-04 11:58:30,265 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250407-20250415 ...
-2025-05-04 11:58:30,301 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
-2025-05-04 11:58:30,302 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
-2025-05-04 11:58:30,302 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
-2025-05-04 11:58:30,303 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250407-20250415
-2025-05-04 11:58:30,303 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
-2025-05-04 11:58:30,304 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
-2025-05-04 11:58:30,311 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
-2025-05-04 11:58:30,311 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
-2025-05-04 11:58:30,312 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
-2025-05-04 11:58:30,314 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
-2025-05-04 11:58:30,314 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
-2025-05-04 11:58:30,315 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.77
-2025-05-04 11:58:30,315 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
-2025-05-04 11:58:30,320 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
-2025-05-04 11:58:30,326 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
-2025-05-04 11:58:32,974 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
-2025-05-04 11:58:33,028 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy OKXRegressionStrategy from '/freqtrade/templates/OKXRegressionStrategy.py'...
-2025-05-04 11:58:33,028 - freqtrade.strategy.hyper - INFO - Found no parameter file.
-2025-05-04 11:58:33,029 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
-2025-05-04 11:58:33,029 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
-2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
-2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
-2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
-2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 
+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 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
-2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {}
-2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
-2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
-2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
-2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
-2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.0
-2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
-2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
-2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
-2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False, 
+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 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
-2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
-2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
-2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
-2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
-2025-05-04 11:58:33,038 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
-2025-05-04 11:58:33,038 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
-2025-05-04 11:58:33,042 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
-2025-05-04 11:58:33,048 - freqtrade.optimize.backtesting - INFO - Using fee 0.0800% from config.
-2025-05-04 11:58:33,049 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
-2025-05-04 11:58:33,049 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 43250 ...
-2025-05-04 11:58:33,197 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-01-06 21:30:00 up to 2025-04-15 00:00:00 (98 days).
-2025-05-04 11:58:33,197 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
-2025-05-04 11:58:33,198 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy OKXRegressionStrategy
-2025-05-04 11:58:34,759 - matplotlib.font_manager - INFO - generated new fontManager
-2025-05-04 11:58:34,966 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
-2025-05-04 11:58:34,966 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
-2025-05-04 11:58:34,967 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
-2025-05-04 11:58:34,967 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['OKB/USDT', 'TON/USDT']
-2025-05-04 11:58:34,968 - freqtrade.strategy.hyper - INFO - No params for buy found, using default values.
-2025-05-04 11:58:34,968 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_period = 14
-2025-05-04 11:58:34,969 - freqtrade.strategy.hyper - INFO - No params for sell found, using default values.
-2025-05-04 11:58:34,969 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_multiplier = 2.0
-2025-05-04 11:58:34,970 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
-2025-05-04 11:58:34,975 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges
-2025-05-04 11:58:34,976 - freqtrade.freqai.freqai_interface - INFO - Training OKB/USDT, 1/2 pairs from 2025-01-07 00:00:00 to 2025-04-07 00:00:00, 1/1 trains
-2025-05-04 11:58:34,977 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at 
+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 11:58:35,224 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
-2025-05-04 11:58:35,224 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00
-2025-05-04 11:58:35,416 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
-2025-05-04 11:58:35,417 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00
+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 11:58:41,469 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000
-2025-05-04 11:58:41,470 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training OKB/USDT --------------------
-2025-05-04 11:58:41,593 - freqtrade.freqai.data_kitchen - INFO - OKB/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
-2025-05-04 11:58:41,594 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 --------------------
-2025-05-04 11:58:41,650 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
-2025-05-04 11:58:41,702 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
-2025-05-04 11:58:41,702 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
+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 11:59:48,077 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training OKB/USDT (66.61 secs) --------------------
-2025-05-04 11:59:48,295 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000--s_close.html
-2025-05-04 11:59:48,295 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
-2025-05-04 11:59:48,357 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
-2025-05-04 11:59:48,442 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges
-2025-05-04 11:59:48,443 - freqtrade.freqai.freqai_interface - INFO - Training TON/USDT, 2/2 pairs from 2025-01-07 00:00:00 to 2025-04-07 00:00:00, 1/1 trains
-2025-05-04 11:59:48,444 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at 
+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:
 
@@ -115,20 +115,20 @@ DataFrame.fillna with 'method' is deprecated and will raise in a future version.
 
 DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
 
-2025-05-04 11:59:54,567 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000
-2025-05-04 11:59:54,568 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training TON/USDT --------------------
-2025-05-04 11:59:54,684 - freqtrade.freqai.data_kitchen - INFO - TON/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
-2025-05-04 11:59:54,685 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 --------------------
-2025-05-04 11:59:54,741 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
-2025-05-04 11:59:54,791 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
-2025-05-04 11:59:54,791 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
+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 12:01:00,801 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training TON/USDT (66.23 secs) --------------------
-2025-05-04 12:01:00,836 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000--s_close.html
-2025-05-04 12:01:00,836 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
-2025-05-04 12:01:00,894 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
-2025-05-04 12:01:00,976 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-04-07 00:00:00 up to 2025-04-15 00:00:00 (8 days).
-2025-05-04 12:01:01,168 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-04_12-01-01.meta.json"
+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                                              
 ┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
diff --git a/result/backtest-result-2025-05-04_12-01-01.meta.json b/result/backtest-result-2025-05-04_12-01-01.meta.json
deleted file mode 100644
index 6b90e119..00000000
--- a/result/backtest-result-2025-05-04_12-01-01.meta.json
+++ /dev/null
@@ -1 +0,0 @@
-{"OKXRegressionStrategy":{"run_id":"203132ae0c5df1caf5c9fd1791d1721147fe4890","backtest_start_time":1746359913,"timeframe":"3m","timeframe_detail":null,"backtest_start_ts":1743984000,"backtest_end_ts":1744675200}}
\ No newline at end of file
diff --git a/result/backtest-result-2025-05-04_12-01-01.json b/result/backtest-result-2025-05-04_12-44-09.json
similarity index 99%
rename from result/backtest-result-2025-05-04_12-01-01.json
rename to result/backtest-result-2025-05-04_12-44-09.json
index 39e4d19c..54cdeaef 100644
--- a/result/backtest-result-2025-05-04_12-01-01.json
+++ b/result/backtest-result-2025-05-04_12-44-09.json
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/result/backtest-result-2025-05-04_12-44-09.meta.json b/result/backtest-result-2025-05-04_12-44-09.meta.json
new file mode 100644
index 00000000..bbf80141
--- /dev/null
+++ b/result/backtest-result-2025-05-04_12-44-09.meta.json
@@ -0,0 +1 @@
+{"OKXRegressionStrategy":{"run_id":"ba6bbc90aba8ad2f31e1ac23d54cca8263b3b93d","backtest_start_time":1746362286,"timeframe":"3m","timeframe_detail":null,"backtest_start_ts":1743984000,"backtest_end_ts":1744675200}}
\ No newline at end of file
diff --git a/result/backtest-result-2025-05-04_12-01-01_OKXRegressionStrategy.py b/result/backtest-result-2025-05-04_12-44-09_OKXRegressionStrategy.py
similarity index 89%
rename from result/backtest-result-2025-05-04_12-01-01_OKXRegressionStrategy.py
rename to result/backtest-result-2025-05-04_12-44-09_OKXRegressionStrategy.py
index 4ca987ae..160d0fab 100644
--- a/result/backtest-result-2025-05-04_12-01-01_OKXRegressionStrategy.py
+++ b/result/backtest-result-2025-05-04_12-44-09_OKXRegressionStrategy.py
@@ -285,6 +285,29 @@ class OKXRegressionStrategy(IStrategy):
         if dataframe is None:
             dataframe = DataFrame()
         dataframe['ATR_{}'.format(self.atr_period.value)] = ta.ATR(dataframe['high'], dataframe['low'], dataframe['close'], timeperiod=self.atr_period.value)
+        # 添加 RSI 和布林带指标
+        dataframe['rsi'] = ta.RSI(dataframe['close'], timeperiod=14)
+        upper, middle, lower = ta.BBANDS(dataframe['close'], timeperiod=20, nbdevup=2, nbdevdn=2)
+        dataframe['bb_upper'] = upper
+        dataframe['bb_middle'] = middle
+        dataframe['bb_lower'] = lower
+
+        # 添加高时间框架数据（例如 1h）
+        dataframe_1h = None  # 显式声明
+        if self.config['timeframe'] != '1h':
+            dataframe_1h = self.dp.get_analyzed_dataframe(metadata['pair'], '1h')[0]
+            # 确保 dataframe_1h 存在 'close' 列并且非空
+            if dataframe_1h is not None and not dataframe_1h.empty and 'close' in dataframe_1h.columns:
+                dataframe['trend_1h'] = dataframe_1h['close'].rolling(window=20).mean()
+            else:
+                # 回退到当前时间框架数据
+                dataframe['trend_1h'] = dataframe['close'].rolling(window=20).mean()
+        else:
+            dataframe['trend_1h'] = dataframe['close'].rolling(window=20).mean()
+
+        # 记录 1h 数据框信息
+        logger.debug(f"dataframe_1h columns: {dataframe_1h.columns.tolist() if dataframe_1h is not None and not dataframe_1h.empty else '未使用'}")
+
         return dataframe
 
 
@@ -560,3 +583,39 @@ class OKXRegressionStrategy(IStrategy):
         except Exception as e:
             logger.error(f"FreqAI fit 失败：{str(e)}")
             raise
+    def _callback_stop_loss(self, dataframe: DataFrame, metadata: dict, callback_percent: float = 0.015) -> DataFrame:
+        """
+        回调止损逻辑：当价格从近期高点回撤超过指定百分比，
+        并结合 RSI 或布林带信号，同时考虑高时间框架趋势。
+        """
+
+        # 计算滚动最高价（过去 N 根K线内的最高点）
+        rolling_high_period = 20
+        dataframe['rolling_high'] = dataframe['close'].rolling(window=rolling_high_period).max()
+
+        # 计算当前价格相对于最近高点的回撤比例
+        dataframe['callback_ratio'] = (dataframe['close'] - dataframe['rolling_high']) / dataframe['rolling_high']
+
+        # 获取 RSI 和布林带信息
+        rsi_overbought = 70
+        dataframe['in_overbought'] = dataframe['rsi'] > rsi_overbought
+        dataframe['below_bb_upper'] = dataframe['close'] < dataframe['bb_upper']
+
+        # 获取高时间框架趋势（1小时均线）
+        dataframe['trend_up'] = dataframe['close'] > dataframe['trend_1h']
+        dataframe['trend_down'] = dataframe['close'] < dataframe['trend_1h']
+
+        # 回调止损条件：
+        # 1. 当前价格回撤超过设定的百分比
+        # 2. RSI 处于超买状态 OR 价格跌破布林带上轨
+        # 3. 当前处于下降趋势（高时间框架确认）
+        callback_condition = (
+            (dataframe['callback_ratio'] <= -callback_percent) &
+            ((dataframe['in_overbought'] | (~dataframe['below_bb_upper']))) &
+            (dataframe['trend_down'])
+        )
+
+        # 应用回调止损逻辑
+        dataframe.loc[callback_condition, 'exit_long'] = 1
+
+        return dataframe
diff --git a/result/backtest-result-2025-05-04_12-01-01_config.json b/result/backtest-result-2025-05-04_12-44-09_config.json
similarity index 100%
rename from result/backtest-result-2025-05-04_12-01-01_config.json
rename to result/backtest-result-2025-05-04_12-44-09_config.json
diff --git a/result/output_filted.log b/result/output_filted.log
index a9ddaece..d0dfeb40 100644
--- a/result/output_filted.log
+++ b/result/output_filted.log
@@ -1,111 +1,111 @@
 Creating freqtrade_freqtrade_run ... 
 Creating freqtrade_freqtrade_run ... done
-2025-05-04 11:58:28,633 - freqtrade - INFO - freqtrade docker-2025.4-dev-23e4943b
-2025-05-04 11:58:28,848 - numexpr.utils - INFO - NumExpr defaulting to 12 threads.
-2025-05-04 11:58:30,260 - freqtrade.configuration.load_config - INFO - Using config: /freqtrade/config_examples/config_freqai.okx.json ...
-2025-05-04 11:58:30,262 - freqtrade.loggers - INFO - Enabling colorized output.
-2025-05-04 11:58:30,263 - root - INFO - Logfile configured
-2025-05-04 11:58:30,263 - freqtrade.loggers - INFO - Verbosity set to 0
-2025-05-04 11:58:30,264 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqtrade/templates
-2025-05-04 11:58:30,264 - freqtrade.configuration.configuration - INFO - Using max_open_trades: 4 ...
-2025-05-04 11:58:30,265 - freqtrade.configuration.configuration - INFO - Parameter --fee detected, setting fee to: 0.0008 ...
-2025-05-04 11:58:30,265 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250407-20250415 ...
-2025-05-04 11:58:30,301 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqtrade/user_data ...
-2025-05-04 11:58:30,302 - freqtrade.configuration.configuration - INFO - Using data directory: /freqtrade/user_data/data/okx ...
-2025-05-04 11:58:30,302 - freqtrade.configuration.configuration - INFO - Parameter --cache=none detected ...
-2025-05-04 11:58:30,303 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250407-20250415
-2025-05-04 11:58:30,303 - freqtrade.configuration.configuration - INFO - Using freqaimodel class name: XGBoostRegressor
-2025-05-04 11:58:30,304 - freqtrade.exchange.check_exchange - INFO - Checking exchange...
-2025-05-04 11:58:30,311 - freqtrade.exchange.check_exchange - INFO - Exchange "okx" is officially supported by the Freqtrade development team.
-2025-05-04 11:58:30,311 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration.
-2025-05-04 11:58:30,312 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
-2025-05-04 11:58:30,314 - freqtrade.commands.optimize_commands - INFO - Starting freqtrade in Backtesting mode
-2025-05-04 11:58:30,314 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled
-2025-05-04 11:58:30,315 - freqtrade.exchange.exchange - INFO - Using CCXT 4.4.77
-2025-05-04 11:58:30,315 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}}
-2025-05-04 11:58:30,320 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'enableRateLimit': True, 'rateLimit': 500, 'options': {'defaultType': 'spot'}, 'timeout': 20000}
-2025-05-04 11:58:30,326 - freqtrade.exchange.exchange - INFO - Using Exchange "OKX"
-2025-05-04 11:58:32,974 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Okx'...
-2025-05-04 11:58:33,028 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy OKXRegressionStrategy from '/freqtrade/templates/OKXRegressionStrategy.py'...
-2025-05-04 11:58:33,028 - freqtrade.strategy.hyper - INFO - Found no parameter file.
-2025-05-04 11:58:33,029 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value in config file: 3m.
-2025-05-04 11:58:33,029 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stoploss' with value in config file: -0.05.
-2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value in config file: USDT.
-2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value in config file: 150.
-2025-05-04 11:58:33,030 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'startup_candle_count' with value in config file: 30.
-2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'unfilledtimeout' with value in config file: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 
+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 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value in config file: 4.
-2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {}
-2025-05-04 11:58:33,031 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 3m
-2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -0.05
-2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: True
-2025-05-04 11:58:33,032 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive: 0.01
-2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.0
-2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False
-2025-05-04 11:58:33,033 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False
-2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True
-2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'limit', 'exit': 'limit', 'stoploss': 'limit', 'stoploss_on_exchange': False, 
+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 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'}
-2025-05-04 11:58:33,034 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT
-2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 150
-2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30
-2025-05-04 11:58:33,035 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using unfilledtimeout: {'entry': 5, 'exit': 15, 'exit_timeout_count': 0, 'unit': 'minutes'}
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False
-2025-05-04 11:58:33,036 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False
-2025-05-04 11:58:33,037 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1
-2025-05-04 11:58:33,038 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: 4
-2025-05-04 11:58:33,038 - freqtrade.configuration.config_validation - INFO - Validating configuration ...
-2025-05-04 11:58:33,042 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'...
-2025-05-04 11:58:33,048 - freqtrade.optimize.backtesting - INFO - Using fee 0.0800% from config.
-2025-05-04 11:58:33,049 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
-2025-05-04 11:58:33,049 - freqtrade.data.history.history_utils - INFO - Using indicator startup period: 43250 ...
-2025-05-04 11:58:33,197 - freqtrade.optimize.backtesting - INFO - Loading data from 2025-01-06 21:30:00 up to 2025-04-15 00:00:00 (98 days).
-2025-05-04 11:58:33,197 - freqtrade.optimize.backtesting - INFO - Dataload complete. Calculating indicators
-2025-05-04 11:58:33,198 - freqtrade.optimize.backtesting - INFO - Running backtesting for Strategy OKXRegressionStrategy
-2025-05-04 11:58:34,759 - matplotlib.font_manager - INFO - generated new fontManager
-2025-05-04 11:58:34,966 - freqtrade.resolvers.iresolver - INFO - Using resolved freqaimodel XGBoostRegressor from '/freqtrade/freqtrade/freqai/prediction_models/XGBoostRegressor.py'...
-2025-05-04 11:58:34,966 - freqtrade.freqai.data_drawer - INFO - Could not find existing datadrawer, starting from scratch
-2025-05-04 11:58:34,967 - freqtrade.freqai.data_drawer - INFO - Could not find existing historic_predictions, starting from scratch
-2025-05-04 11:58:34,967 - freqtrade.freqai.freqai_interface - INFO - Set fresh train queue from whitelist. Queue: ['OKB/USDT', 'TON/USDT']
-2025-05-04 11:58:34,968 - freqtrade.strategy.hyper - INFO - No params for buy found, using default values.
-2025-05-04 11:58:34,968 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_period = 14
-2025-05-04 11:58:34,969 - freqtrade.strategy.hyper - INFO - No params for sell found, using default values.
-2025-05-04 11:58:34,969 - freqtrade.strategy.hyper - INFO - Strategy Parameter(default): atr_multiplier = 2.0
-2025-05-04 11:58:34,970 - freqtrade.strategy.hyper - INFO - No params for protection found, using default values.
-2025-05-04 11:58:34,975 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges
-2025-05-04 11:58:34,976 - freqtrade.freqai.freqai_interface - INFO - Training OKB/USDT, 1/2 pairs from 2025-01-07 00:00:00 to 2025-04-07 00:00:00, 1/1 trains
-2025-05-04 11:58:34,977 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at 
+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 11:58:35,224 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
-2025-05-04 11:58:35,224 - freqtrade.data.dataprovider - INFO - Loading data for BTC/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00
-2025-05-04 11:58:35,416 - freqtrade.data.dataprovider - INFO - Increasing startup_candle_count for freqai on 3m to 43250
-2025-05-04 11:58:35,417 - freqtrade.data.dataprovider - INFO - Loading data for ETH/USDT 3m from 2025-01-06 21:30:00 to 2025-04-15 00:00:00
+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 11:58:41,469 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000
-2025-05-04 11:58:41,470 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training OKB/USDT --------------------
-2025-05-04 11:58:41,593 - freqtrade.freqai.data_kitchen - INFO - OKB/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
-2025-05-04 11:58:41,594 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 --------------------
-2025-05-04 11:58:41,650 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
-2025-05-04 11:58:41,702 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
-2025-05-04 11:58:41,702 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
+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 11:59:48,077 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training OKB/USDT (66.61 secs) --------------------
-2025-05-04 11:59:48,295 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-OKB_1743984000/cb_okb_1743984000--s_close.html
-2025-05-04 11:59:48,295 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
-2025-05-04 11:59:48,357 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
-2025-05-04 11:59:48,442 - freqtrade.freqai.freqai_interface - INFO - Training 1 timeranges
-2025-05-04 11:59:48,443 - freqtrade.freqai.freqai_interface - INFO - Training TON/USDT, 2/2 pairs from 2025-01-07 00:00:00 to 2025-04-07 00:00:00, 1/1 trains
-2025-05-04 11:59:48,444 - freqtrade.freqai.data_kitchen - INFO - Could not find backtesting prediction file at 
+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:
 
@@ -115,20 +115,20 @@ DataFrame.fillna with 'method' is deprecated and will raise in a future version.
 
 DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
 
-2025-05-04 11:59:54,567 - freqtrade.freqai.freqai_interface - INFO - Could not find model at /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000
-2025-05-04 11:59:54,568 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Starting training TON/USDT --------------------
-2025-05-04 11:59:54,684 - freqtrade.freqai.data_kitchen - INFO - TON/USDT: dropped 0 training points due to NaNs in populated dataset 43200.
-2025-05-04 11:59:54,685 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Training on data from 2025-01-07 to 2025-04-06 --------------------
-2025-05-04 11:59:54,741 - datasieve.pipeline - INFO - VarianceThreshold will remove 1 features from the dataset.on transform. ['%-hour_of_day']
-2025-05-04 11:59:54,791 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 181 features
-2025-05-04 11:59:54,791 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - Training model on 34560 data points
+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 12:01:00,801 - freqtrade.freqai.base_models.BaseRegressionModel - INFO - -------------------- Done training TON/USDT (66.23 secs) --------------------
-2025-05-04 12:01:00,836 - freqtrade.plot.plotting - INFO - Stored plot as /freqtrade/user_data/models/test175/sub-train-TON_1743984000/cb_ton_1743984000--s_close.html
-2025-05-04 12:01:00,836 - freqtrade.freqai.freqai_interface - INFO - Saving metadata to disk.
-2025-05-04 12:01:00,894 - datasieve.pipeline - WARNING - Could not find step di in pipeline, returning None
-2025-05-04 12:01:00,976 - freqtrade.optimize.backtesting - INFO - Backtesting with data from 2025-04-07 00:00:00 up to 2025-04-15 00:00:00 (8 days).
-2025-05-04 12:01:01,168 - freqtrade.misc - INFO - dumping json to "/freqtrade/user_data/backtest_results/backtest-result-2025-05-04_12-01-01.meta.json"
+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                                              
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