LogViewer
生成的参数组合数量:45
2025-05-19 19:08:43 | INFO | metric_online:run_with_hydra:972 - Total tasks generated: 45
2025-05-19 19:08:43 | INFO | metric_online:run_with_hydra:989 - Starting parallel execution with n_jobs=1...
2025-05-19 19:08:50 | INFO | metric_online:main2:871 - save train test done /root/data/Research1//feature/finalcomd//B8Wstats250412/B8Wstats250412_0--combo52
/root/project/auto/auto/metric_online.py:673: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.
  data_dict['pearson_next'] = self.calculate_func_metric(func='pearson', key='next', priceT1=self.close, priceT0=self.opencol.groupby(level='comd').shift(-1), scaled_x=False)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:10:57 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:10:57 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:10:57 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:10:57 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:10:58 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:10:58 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:10:58 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:10:59 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:10:59 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:10:59 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:02 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:03 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:03 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:03 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:03 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:05 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:05 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:06 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:06 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:06 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:11 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:11 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:11 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:12 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:12 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:16 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:17 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:17 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:17 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:17 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:19 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:19 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:20 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:20 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:20 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:23 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:23 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:24 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:24 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:24 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:25 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:25 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:25 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:25 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:26 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:26 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:26 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:27 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:27 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:27 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:27 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:28 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:28 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:28 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:29 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:30 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:30 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:31 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:31 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:31 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:33 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:33 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:34 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:34 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:34 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:35 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:35 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:35 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:36 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:36 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:36 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:37 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:37 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:37 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:37 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:39 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:40 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:40 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:40 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:40 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:41 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:41 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:41 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:42 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:42 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:42 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:43 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:43 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:43 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:43 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:44 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:44 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:44 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:45 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:45 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:48 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:48 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:49 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:49 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:49 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:54 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:54 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:54 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:55 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:55 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:55 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:55 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:56 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:56 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:56 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:57 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:57 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:57 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:58 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:11:58 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
config_key B8Wstats250412 not found in config_dict
{'obj': 'Sharpe', 'rm': 'MDD', 'model': 'Classic', 'method_mu': 'hist', 'method_cov': 'hist', 'linkage': 'single', 'leaf_order': True, 'codependence': 'pearson', 'lookback_period': 15, 'every': 10, 'nea': 5, 'split_every': False, 'normalize_every': False}

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2025-05-19 19:12:13 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v5] 优化前的夏普率: 3.78136
2025-05-19 19:12:13 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v5] 优化后的夏普率: 6.05273
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:13 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:14 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:15 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:15 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:17 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:18 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:19 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:20 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:20 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:20 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:21 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:21 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:22 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:22 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:23 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:23 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:23 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:24 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:24 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:25 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:26 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:27 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:27 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'obj': 'Sharpe', 'rm': 'MDD', 'model': 'Classic', 'method_mu': 'hist', 'method_cov': 'hist', 'linkage': 'single', 'leaf_order': True, 'codependence': 'pearson', 'lookback_period': 15, 'every': 10, 'nea': 5, 'split_every': False, 'normalize_every': False}

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2025-05-19 19:12:36 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v6] 优化前的夏普率: 4.1654
2025-05-19 19:12:36 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v6] 优化后的夏普率: 6.57596
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:36 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:37 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:38 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:38 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:40 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:41 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:42 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:43 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:43 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:43 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:44 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:44 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:45 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:45 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:46 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:46 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:47 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:47 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:47 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:48 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:50 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:50 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:50 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'obj': 'Sharpe', 'rm': 'MDD', 'model': 'Classic', 'method_mu': 'hist', 'method_cov': 'hist', 'linkage': 'single', 'leaf_order': True, 'codependence': 'pearson', 'lookback_period': 15, 'every': 10, 'nea': 5, 'split_every': False, 'normalize_every': False}

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2025-05-19 19:12:58 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v7] 优化前的夏普率: 4.72813
2025-05-19 19:12:58 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v7] 优化后的夏普率: 6.34283
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:59 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:12:59 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:00 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:01 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:02 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:03 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:04 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:05 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:05 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:06 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:06 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:07 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:07 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:08 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:08 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:09 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:09 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:09 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:10 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:11 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:12 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:12 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:13 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'obj': 'Sharpe', 'rm': 'MDD', 'model': 'Classic', 'method_mu': 'hist', 'method_cov': 'hist', 'linkage': 'single', 'leaf_order': True, 'codependence': 'pearson', 'lookback_period': 15, 'every': 10, 'nea': 5, 'split_every': False, 'normalize_every': False}

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2025-05-19 19:13:19 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v8] 优化前的夏普率: 10.52209
2025-05-19 19:13:19 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v8] 优化后的夏普率: 10.18662
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:20 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:20 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:21 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:22 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:23 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:25 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:25 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:26 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:27 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:27 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:27 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:28 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:29 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:29 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:29 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:30 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:30 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:31 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:31 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:32 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:33 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:34 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:34 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'obj': 'Sharpe', 'rm': 'MDD', 'model': 'Classic', 'method_mu': 'hist', 'method_cov': 'hist', 'linkage': 'single', 'leaf_order': True, 'codependence': 'pearson', 'lookback_period': 15, 'every': 10, 'nea': 5, 'split_every': False, 'normalize_every': False}

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2025-05-19 19:13:42 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v9] 优化前的夏普率: 4.60447
2025-05-19 19:13:42 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v9] 优化后的夏普率: 6.02162
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:42 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:43 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:44 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:44 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:46 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:47 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:48 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:49 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:49 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:50 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:50 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:51 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:51 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:52 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:52 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:53 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:53 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:53 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:54 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:55 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:56 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:56 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:13:57 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
[2025-05-19 19:13:59,619][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:13:59,621][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:13:59,628][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:13:59,629][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:13:59,637][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:13:59,638][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:14:03,506][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:14:03,507][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:14:03,515][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:14:03,516][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:14:03,523][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:14:03,524][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
/root/project/auto/auto/metric_online.py:673: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.
  data_dict['pearson_next'] = self.calculate_func_metric(func='pearson', key='next', priceT1=self.close, priceT0=self.opencol.groupby(level='comd').shift(-1), scaled_x=False)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:11 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:12 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:12 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:12 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:13 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:13 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:13 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:14 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:14 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:14 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:18 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:18 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:19 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:19 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:19 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:22 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:22 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:22 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:23 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:23 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:28 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:29 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:29 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:29 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:30 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:36 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:36 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:36 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:37 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:37 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:39 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:39 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:40 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:40 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:40 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:44 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:45 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:45 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:45 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:46 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:46 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:46 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:47 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:47 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:47 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:48 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:48 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:48 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:49 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:49 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:49 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:50 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:50 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:50 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:51 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:53 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:53 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:54 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:54 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:54 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:56 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:57 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:57 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:58 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:58 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:58 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:59 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:59 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:16:59 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:00 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:00 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:00 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:01 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:01 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:02 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:04 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:04 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:04 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:05 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:05 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:06 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:06 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:06 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:07 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:07 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:07 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:08 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:08 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:08 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:09 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:09 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:09 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:10 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:10 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:11 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:14 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:15 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:15 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:15 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:16 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:21 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:22 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:22 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:22 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:23 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:23 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:23 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:24 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:24 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:24 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:25 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:25 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:26 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:26 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:17:26 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'obj': 'Sharpe', 'rm': 'MDD', 'model': 'Classic', 'method_mu': 'hist', 'method_cov': 'hist', 'linkage': 'single', 'leaf_order': True, 'codependence': 'pearson', 'lookback_period': 15, 'every': 10, 'nea': 5, 'split_every': False, 'normalize_every': False}

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2025-05-19 19:18:17 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v5] 优化前的夏普率: 0.98244
2025-05-19 19:18:17 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v5] 优化后的夏普率: 0.2406
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:18 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:18 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:19 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:20 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:22 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:23 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:24 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:25 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:25 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:26 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:26 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:27 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:27 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:28 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:28 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:29 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:29 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:30 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:30 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:31 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:32 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:33 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:18:33 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'obj': 'Sharpe', 'rm': 'MDD', 'model': 'Classic', 'method_mu': 'hist', 'method_cov': 'hist', 'linkage': 'single', 'leaf_order': True, 'codependence': 'pearson', 'lookback_period': 15, 'every': 10, 'nea': 5, 'split_every': False, 'normalize_every': False}

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2025-05-19 19:19:12 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v6] 优化前的夏普率: 0.98596
2025-05-19 19:19:12 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v6] 优化后的夏普率: 0.78433
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:13 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:13 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:14 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:15 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:16 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:18 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:18 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:19 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:20 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:20 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:21 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:21 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:22 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:22 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:23 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:24 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:24 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:24 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:25 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:26 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:27 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:27 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:19:28 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'obj': 'Sharpe', 'rm': 'MDD', 'model': 'Classic', 'method_mu': 'hist', 'method_cov': 'hist', 'linkage': 'single', 'leaf_order': True, 'codependence': 'pearson', 'lookback_period': 15, 'every': 10, 'nea': 5, 'split_every': False, 'normalize_every': False}

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2025-05-19 19:20:10 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v7] 优化前的夏普率: 1.03078
2025-05-19 19:20:10 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v7] 优化后的夏普率: 0.55995
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:11 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:11 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:12 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:13 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:14 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:16 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:17 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:18 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:18 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:18 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:19 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:19 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:20 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:21 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:21 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:22 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:22 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:22 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:23 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:24 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:25 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:26 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:20:26 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'obj': 'Sharpe', 'rm': 'MDD', 'model': 'Classic', 'method_mu': 'hist', 'method_cov': 'hist', 'linkage': 'single', 'leaf_order': True, 'codependence': 'pearson', 'lookback_period': 15, 'every': 10, 'nea': 5, 'split_every': False, 'normalize_every': False}

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2025-05-19 19:21:04 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v8] 优化前的夏普率: 0.72972
2025-05-19 19:21:04 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v8] 优化后的夏普率: 0.35596
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:05 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:05 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:07 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:07 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:09 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:11 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:11 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:13 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:13 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:13 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:14 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:15 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:15 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:16 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:16 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:17 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:17 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:18 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:18 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:19 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:21 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:21 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:21:22 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'obj': 'Sharpe', 'rm': 'MDD', 'model': 'Classic', 'method_mu': 'hist', 'method_cov': 'hist', 'linkage': 'single', 'leaf_order': True, 'codependence': 'pearson', 'lookback_period': 15, 'every': 10, 'nea': 5, 'split_every': False, 'normalize_every': False}

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2025-05-19 19:22:03 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v9] 优化前的夏普率: 1.00784
2025-05-19 19:22:03 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v9] 优化后的夏普率: 0.64876
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:03 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:04 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:05 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:06 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:07 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:09 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:10 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:11 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:11 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:11 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:12 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:13 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:13 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:14 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:14 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:15 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:15 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:16 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:16 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:17 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:19 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:19 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-19 19:22:19 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
[2025-05-19 19:22:22,301][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:22,302][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:22,309][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:22,310][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:22,317][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:22,317][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:25,982][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:25,983][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:25,990][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:25,991][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:25,997][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
[2025-05-19 19:22:25,998][matplotlib.category][INFO] - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.
2025-05-19 19:22:34 | INFO | metric_online:run_with_hydra:1006 - {'action': 'parallel_done', 'success_count': 1, 'fail_count': 0}