signal.fillna(0, inplace=True)
2025-05-12 23:50:21 | 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)
2025-05-12 23:50:22 | 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)
2025-05-12 23:50:22 | 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)
2025-05-12 23:50:22 | 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)
2025-05-12 23:50:23 | 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)
2025-05-12 23:50:23 | 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)
2025-05-12 23:50:23 | 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)
2025-05-12 23:50:24 | 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)
2025-05-12 23:50:24 | 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)
/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)
2025-05-12 23:50:28 | 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)
2025-05-12 23:50:29 | 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)
2025-05-12 23:50:29 | 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)
2025-05-12 23:50:29 | 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)
2025-05-12 23:50:30 | 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)
2025-05-12 23:50:30 | 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)
2025-05-12 23:50:30 | 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)
2025-05-12 23:50:31 | 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)
2025-05-12 23:50:31 | 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)
2025-05-12 23:50:31 | 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)
2025-05-12 23:50:32 | 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)
2025-05-12 23:50:32 | 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)
2025-05-12 23:50:32 | 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)
2025-05-12 23:50:33 | 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)
2025-05-12 23:50:33 | 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)
2025-05-12 23:50:34 | 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)
2025-05-12 23:50:34 | 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)
2025-05-12 23:50:34 | 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)
2025-05-12 23:50:35 | 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)
2025-05-12 23:50:35 | 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)
2025-05-12 23:50:35 | 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)
2025-05-12 23:50:36 | 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)
2025-05-12 23:50:36 | 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)
2025-05-12 23:50:36 | 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)
2025-05-12 23:50:37 | 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)
2025-05-12 23:50:37 | 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)
2025-05-12 23:50:38 | 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)
2025-05-12 23:50:38 | 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)
2025-05-12 23:50:38 | 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)
2025-05-12 23:50:39 | 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)
2025-05-12 23:50:41 | 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)
2025-05-12 23:50:41 | 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)
2025-05-12 23:50:42 | 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)
2025-05-12 23:50:42 | 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)
2025-05-12 23:50:42 | 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)
2025-05-12 23:50:43 | 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)
2025-05-12 23:50:43 | 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)
2025-05-12 23:50:43 | 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)
2025-05-12 23:50:44 | 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)
2025-05-12 23:50:44 | 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: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)
{'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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2025-05-12 23:51:39 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v5] 优化前的夏普率: 0.98244
2025-05-12 23:51:39 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v5] 优化后的夏普率: 0.23917
/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)
2025-05-12 23:51:40 | 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)
2025-05-12 23:51:40 | 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)
2025-05-12 23:51:41 | 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)
/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)
2025-05-12 23:51:43 | 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)
2025-05-12 23:51:44 | 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)
/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)
2025-05-12 23:51:44 | 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)
/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)
2025-05-12 23:51:45 | 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)
2025-05-12 23:51:46 | 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)
2025-05-12 23:51:47 | 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)
2025-05-12 23:51:47 | 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)
2025-05-12 23:51:48 | 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)
2025-05-12 23:51:48 | 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)
/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)
2025-05-12 23:51:49 | 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)
2025-05-12 23:51:49 | 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)
2025-05-12 23:51:50 | 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)
2025-05-12 23:51:51 | 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)
2025-05-12 23:51:51 | 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)
2025-05-12 23:51:52 | 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)
2025-05-12 23:51:52 | 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)
2025-05-12 23:51:52 | 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)
2025-05-12 23:51:53 | 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)
/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)
2025-05-12 23:51:53 | 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)
2025-05-12 23:51:54 | 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)
/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)
{'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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2025-05-12 23:52:35 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v6] 优化前的夏普率: 0.98596
2025-05-12 23:52:35 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v6] 优化后的夏普率: 0.79018
/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)
2025-05-12 23:52:35 | 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)
/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)
2025-05-12 23:52:36 | 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)
/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)
2025-05-12 23:52:37 | 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)
2025-05-12 23:52:38 | 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)
2025-05-12 23:52:39 | 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)
/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)
2025-05-12 23:52:40 | 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)
2025-05-12 23:52:41 | 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)
/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)
2025-05-12 23:52:42 | 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)
2025-05-12 23:52:43 | 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)
2025-05-12 23:52:43 | 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)
/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)
2025-05-12 23:52:44 | 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)
2025-05-12 23:52:44 | 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)
2025-05-12 23:52:45 | 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)
2025-05-12 23:52:45 | 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)
2025-05-12 23:52:46 | 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)
/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)
2025-05-12 23:52:47 | 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)
2025-05-12 23:52:47 | 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)
2025-05-12 23:52:47 | 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)
2025-05-12 23:52:48 | 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)
2025-05-12 23:52:48 | 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)
2025-05-12 23:52:49 | 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)
2025-05-12 23:52:49 | 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)
2025-05-12 23:52:50 | 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)
/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)
{'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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2025-05-12 23:53:35 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v7] 优化前的夏普率: 1.03078
2025-05-12 23:53:35 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v7] 优化后的夏普率: 0.5601
/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)
2025-05-12 23:53:36 | 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)
/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)
2025-05-12 23:53:36 | 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)
/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)
2025-05-12 23:53:38 | 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)
2025-05-12 23:53:39 | 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)
2025-05-12 23:53:40 | 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)
/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)
2025-05-12 23:53:41 | 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)
/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)
2025-05-12 23:53:41 | 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)
/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)
2025-05-12 23:53:43 | 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)
2025-05-12 23:53:43 | 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)
2025-05-12 23:53:44 | 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)
/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)
2025-05-12 23:53:44 | 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)
2025-05-12 23:53:45 | 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)
/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)
2025-05-12 23:53:45 | 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)
2025-05-12 23:53:46 | 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)
2025-05-12 23:53:46 | 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)
2025-05-12 23:53:47 | 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)
2025-05-12 23:53:48 | 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)
2025-05-12 23:53:48 | 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)
2025-05-12 23:53:48 | 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)
2025-05-12 23:53:49 | 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)
2025-05-12 23:53:49 | 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)
/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)
2025-05-12 23:53:50 | 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)
2025-05-12 23:53:50 | 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)
/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)
{'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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2025-05-12 23:54:29 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v8] 优化前的夏普率: 0.72972
2025-05-12 23:54:29 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v8] 优化后的夏普率: 0.33797
/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)
2025-05-12 23:54:30 | 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)
/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)
2025-05-12 23:54:30 | 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)
/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)
2025-05-12 23:54:31 | 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)
2025-05-12 23:54:33 | 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)
/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)
2025-05-12 23:54:34 | 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)
/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)
2025-05-12 23:54:34 | 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)
/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)
2025-05-12 23:54:35 | 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)
2025-05-12 23:54:37 | 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)
2025-05-12 23:54:37 | 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)
2025-05-12 23:54:38 | 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)
2025-05-12 23:54:38 | 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)
2025-05-12 23:54:39 | 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)
2025-05-12 23:54:39 | 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)
2025-05-12 23:54:40 | 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)
2025-05-12 23:54:40 | 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)
/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)
2025-05-12 23:54:41 | 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)
2025-05-12 23:54:42 | 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)
2025-05-12 23:54:42 | 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)
2025-05-12 23:54:43 | 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)
2025-05-12 23:54:43 | 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)
2025-05-12 23:54:43 | 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)
/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)
2025-05-12 23:54:44 | 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)
2025-05-12 23:54:45 | 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)
/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)
{'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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2025-05-12 23:55:28 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v9] 优化前的夏普率: 1.00784
2025-05-12 23:55:28 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v9] 优化后的夏普率: 0.64341
/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)
2025-05-12 23:55:28 | 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)
2025-05-12 23:55:29 | 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: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)
2025-05-12 23:55:30 | 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: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)
2025-05-12 23:55:31 | 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: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)
2025-05-12 23:55:32 | 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)
2025-05-12 23:55:33 | 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)
2025-05-12 23:55:34 | 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)
/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)
2025-05-12 23:55:35 | 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)
2025-05-12 23:55:36 | 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)
2025-05-12 23:55:36 | 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)
/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)
2025-05-12 23:55:37 | 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)
2025-05-12 23:55:37 | 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: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)
2025-05-12 23:55:38 | 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)
2025-05-12 23:55:38 | 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)
2025-05-12 23:55:39 | 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)
2025-05-12 23:55:40 | 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)
2025-05-12 23:55:40 | 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)
2025-05-12 23:55:41 | 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)
2025-05-12 23:55:41 | 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)
2025-05-12 23:55:42 | 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)
2025-05-12 23:55:42 | 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)
/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)
2025-05-12 23:55:43 | 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)
2025-05-12 23:55:43 | 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)
/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)
[2025-05-12 23:55:47,076][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.
[2025-05-12 23:55:47,077][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.
[2025-05-12 23:55:47,084][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.
[2025-05-12 23:55:47,085][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.
[2025-05-12 23:55:47,092][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.
[2025-05-12 23:55:47,093][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.
[2025-05-12 23:55:50,782][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.
[2025-05-12 23:55:50,783][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.
[2025-05-12 23:55:50,791][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.
[2025-05-12 23:55:50,792][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.
[2025-05-12 23:55:50,798][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.
[2025-05-12 23:55:50,799][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.
2025-05-12 23:55:59 | INFO | metric_online:run_with_hydra:1006 - {'action': 'parallel_done', 'success_count': 1, 'fail_count': 0}