See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:48 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:48 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:49 | 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)
2025-05-15 19:16:49 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:49 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:50 | 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)
2025-05-15 19:16:50 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:50 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:51 | 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)
2025-05-15 19:16:51 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:53 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:54 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:54 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:54 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:55 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:55 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:55 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:56 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:56 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:56 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:57 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:57 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:57 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:58 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:16:58 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
/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)
2025-05-15 19:17:05 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:06 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:06 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:07 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:07 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:07 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:08 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:08 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:08 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:09 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:17:13 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:13 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:13 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:14 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:14 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:14 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:17:16 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'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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2025-05-15 19:18:06 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v5] 优化前的夏普率: 0.98244
2025-05-15 19:18:06 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v5] 优化后的夏普率: 0.23989
/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)
2025-05-15 19:18:07 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:07 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:18:08 | 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)
2025-05-15 19:18:09 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:18:11 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:11 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:18:12 | 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)
2025-05-15 19:18:13 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:13 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:18:14 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:15 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:15 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:16 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:16 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:17 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:17 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:18 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:18 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:18 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:18:20 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:20 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:22 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:18:22 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'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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2025-05-15 19:19:02 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v6] 优化前的夏普率: 0.98596
2025-05-15 19:19:02 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v6] 优化后的夏普率: 0.57602
/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)
2025-05-15 19:19:02 | 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)
2025-05-15 19:19:03 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:19:03 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:19:04 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:19:06 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:19:07 | 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)
2025-05-15 19:19:08 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:19:08 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:19:08 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:19:10 | 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)
2025-05-15 19:19:10 | 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)
2025-05-15 19:19:11 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:19:11 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:19:12 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:19:12 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:19:12 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:19:13 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:19:14 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:19:14 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:19:16 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:19:16 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:19:18 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'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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2025-05-15 19:20:01 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v7] 优化前的夏普率: 1.03078
2025-05-15 19:20:01 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v7] 优化后的夏普率: 0.54261
/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)
2025-05-15 19:20:02 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:02 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:03 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:20:04 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:20:06 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:06 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:20:07 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:08 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:08 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:20:09 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:20:10 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:10 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:11 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:12 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:12 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:12 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:13 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:13 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:14 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:20:16 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:16 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:20:17 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:17 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'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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2025-05-15 19:20:57 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v8] 优化前的夏普率: 0.72972
2025-05-15 19:20:57 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v8] 优化后的夏普率: 0.34038
/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)
2025-05-15 19:20:57 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:20:58 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:20:58 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:21:00 | 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)
/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)
2025-05-15 19:21:01 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:02 | 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)
2025-05-15 19:21:03 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:03 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:04 | 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)
2025-05-15 19:21:05 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:06 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:06 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:21:07 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:07 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:07 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:08 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:21:09 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:09 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:09 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:21:11 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:12 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:21:13 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:13 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'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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2025-05-15 19:21:53 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v9] 优化前的夏普率: 1.00784
2025-05-15 19:21:53 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v9] 优化后的夏普率: 0.67692
/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)
2025-05-15 19:21:54 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:54 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:55 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:56 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:21:58 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:21:58 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:21:59 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:00 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:00 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:22:01 | 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)
2025-05-15 19:22:02 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:02 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/root/project/auto/auto/functions/func_backtester_hf.py: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)
2025-05-15 19:22:03 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:03 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:04 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:04 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:05 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:05 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:06 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
/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)
2025-05-15 19:22:07 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:08 | 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)
2025-05-15 19:22:09 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-15 19:22:09 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
[2025-05-15 19:22:12,237][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.
[2025-05-15 19:22:12,238][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.
[2025-05-15 19:22:12,245][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.
[2025-05-15 19:22:12,246][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.
[2025-05-15 19:22:12,253][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.
[2025-05-15 19:22:12,254][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.
[2025-05-15 19:22:15,955][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.
[2025-05-15 19:22:15,956][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.
[2025-05-15 19:22:15,964][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.
[2025-05-15 19:22:15,965][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.
[2025-05-15 19:22:15,972][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.
[2025-05-15 19:22:15,973][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.
2025-05-15 19:22:24 | INFO | metric_online:run_with_hydra:1006 - {'action': 'parallel_done', 'success_count': 1, 'fail_count': 0}