/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:10:49 | 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)
2025-05-13 21:10:49 | 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)
2025-05-13 21:10:50 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:10:52 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:10:52 | 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)
2025-05-13 21:10:52 | 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)
2025-05-13 21:10:53 | 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)
2025-05-13 21:10:53 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:10:55 | 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)
2025-05-13 21:10:56 | 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)
2025-05-13 21:10:56 | 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)
2025-05-13 21:10:56 | 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)
2025-05-13 21:10:57 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:10:57 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:10:58 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:10:58 | 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)
2025-05-13 21:10:58 | 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)
2025-05-13 21:10:59 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:11:01 | 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)
2025-05-13 21:11:01 | 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)
2025-05-13 21:11:02 | 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)
2025-05-13 21:11:02 | 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)
2025-05-13 21:11:02 | 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)
2025-05-13 21:11:03 | 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)
2025-05-13 21:11:03 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:11:04 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:11:04 | 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)
2025-05-13 21:11:04 | 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:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:11:06 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:11:07 | 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)
2025-05-13 21:11:07 | 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)
2025-05-13 21:11:07 | 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)
2025-05-13 21:11:08 | 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:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:11:10 | 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)
2025-05-13 21:11:10 | 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)
2025-05-13 21:11:11 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:11:11 | 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)
2025-05-13 21:11:11 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:11:12 | 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)
2025-05-13 21:11:12 | 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)
2025-05-13 21:11:13 | 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)
2025-05-13 21:11:13 | 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)
2025-05-13 21:11:13 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

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

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

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

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

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

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

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

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

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2025-05-13 21:12:10 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v5] 优化前的夏普率: 0.98244
2025-05-13 21:12:10 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v5] 优化后的夏普率: 0.24078
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:10 | 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)
2025-05-13 21:12:11 | 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)
2025-05-13 21:12:11 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:13 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:12:15 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:16 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:16 | 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)
2025-05-13 21:12:17 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:18 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:18 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:19 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:19 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:20 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:20 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:21 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:21 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:22 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:22 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:23 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:24 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:24 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:25 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:12:25 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'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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2025-05-13 21:13:07 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v6] 优化前的夏普率: 0.98596
2025-05-13 21:13:07 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v6] 优化后的夏普率: 0.8136
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:08 | 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)
2025-05-13 21:13:08 | 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)
2025-05-13 21:13:09 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:13:10 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:13:13 | 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)
2025-05-13 21:13:13 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:14 | 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)
2025-05-13 21:13:14 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:15 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:16 | 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)
2025-05-13 21:13:16 | 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)
2025-05-13 21:13:17 | 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)
2025-05-13 21:13:17 | 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)
2025-05-13 21:13:18 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:18 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:19 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:20 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:20 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:21 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:21 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:22 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:23 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:13:23 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in 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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2025-05-13 21:14:06 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v7] 优化前的夏普率: 1.03078
2025-05-13 21:14:06 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v7] 优化后的夏普率: 0.54671
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:07 | 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)
2025-05-13 21:14:07 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:08 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:10 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:14:12 | 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)
2025-05-13 21:14:12 | 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)
2025-05-13 21:14:13 | 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)
2025-05-13 21:14:13 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:14 | 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)
2025-05-13 21:14:15 | 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)
2025-05-13 21:14:15 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:16 | 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)
2025-05-13 21:14:16 | 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)
2025-05-13 21:14:17 | 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)
2025-05-13 21:14:17 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:18 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:19 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:19 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:20 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:20 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:21 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:22 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:14:22 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

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2025-05-13 21:15:03 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v8] 优化前的夏普率: 0.72972
2025-05-13 21:15:03 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v8] 优化后的夏普率: 0.35871
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:15:03 | 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)
2025-05-13 21:15:04 | 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)
2025-05-13 21:15:05 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:15:06 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:15:08 | 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)
2025-05-13 21:15:09 | 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)
2025-05-13 21:15:10 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:15:10 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:15:11 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:15:11 | 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)
2025-05-13 21:15:12 | 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)
2025-05-13 21:15:13 | 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)
2025-05-13 21:15:13 | 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)
2025-05-13 21:15:13 | 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)
2025-05-13 21:15:14 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:15:15 | 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)
2025-05-13 21:15:16 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:15:17 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:15:17 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:15:18 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:15:18 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'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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2025-05-13 21:16:00 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v9] 优化前的夏普率: 1.00784
2025-05-13 21:16:00 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v9] 优化后的夏普率: 0.6496
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:01 | 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)
2025-05-13 21:16:01 | 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)
2025-05-13 21:16:02 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:16:04 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-13 21:16:06 | 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)
2025-05-13 21:16:06 | 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)
2025-05-13 21:16:07 | 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)
2025-05-13 21:16:08 | 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)
2025-05-13 21:16:08 | 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)
2025-05-13 21:16:09 | 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)
2025-05-13 21:16:10 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:10 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:11 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:11 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:12 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:12 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:13 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:14 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:14 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:15 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:15 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:16 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-13 21:16:17 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
[2025-05-13 21:16:20,426][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.
[2025-05-13 21:16:20,427][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.
[2025-05-13 21:16:20,434][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.
[2025-05-13 21:16:20,435][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.
[2025-05-13 21:16:20,442][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.
[2025-05-13 21:16:20,443][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.
[2025-05-13 21:16:24,131][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.
[2025-05-13 21:16:24,132][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.
[2025-05-13 21:16:24,139][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.
[2025-05-13 21:16:24,140][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.
[2025-05-13 21:16:24,147][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.
[2025-05-13 21:16:24,148][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.
2025-05-13 21:16:32 | INFO | metric_online:run_with_hydra:1006 - {'action': 'parallel_done', 'success_count': 1, 'fail_count': 0}