/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

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

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

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

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:02 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:02 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:02 | 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)
2025-05-14 19:16:03 | 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)
2025-05-14 19:16:03 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:03 | 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)
2025-05-14 19:16:04 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:04 | 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)
2025-05-14 19:16:05 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:05 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:06 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:06 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:06 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:07 | 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)
2025-05-14 19:16:07 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:07 | 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)
2025-05-14 19:16:08 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:08 | 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)
2025-05-14 19:16:08 | 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:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:16:10 | 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)
2025-05-14 19:16:11 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:11 | 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)
2025-05-14 19:16:11 | 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)
2025-05-14 19:16:12 | 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)
2025-05-14 19:16:12 | 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)
2025-05-14 19:16:13 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:13 | 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)
2025-05-14 19:16:13 | 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)
2025-05-14 19:16:14 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:16 | 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)
2025-05-14 19:16:16 | 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)
2025-05-14 19:16:16 | 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)
2025-05-14 19:16:17 | 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)
2025-05-14 19:16:17 | 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:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:16:19 | 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)
2025-05-14 19:16:20 | 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)
2025-05-14 19:16:20 | 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)
2025-05-14 19:16:20 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:21 | 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)
2025-05-14 19:16:23 | 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)
2025-05-14 19:16:23 | 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)
2025-05-14 19:16:24 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:24 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:24 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:25 | 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)
2025-05-14 19:16:25 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:26 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:26 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:16:26 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

  4%|▍         | 5/128 [00:02<01:09,  1.76it/s, 2020-03-21 → 2020-04-11]
  6%|▋         | 8/128 [00:02<00:39,  3.04it/s, 2020-05-08 → 2020-05-28]
  9%|▊         | 11/128 [00:03<00:25,  4.61it/s, 2020-06-19 → 2020-07-11]
 10%|█         | 13/128 [00:03<00:19,  5.80it/s, 2020-07-21 → 2020-08-08]
 12%|█▎        | 16/128 [00:03<00:14,  7.89it/s, 2020-09-01 → 2020-09-19]
 14%|█▍        | 18/128 [00:04<00:24,  4.53it/s, 2020-09-29 → 2020-10-27]
 16%|█▋        | 21/128 [00:04<00:16,  6.32it/s, 2020-11-18 → 2020-12-08]
 19%|█▉        | 24/128 [00:04<00:12,  8.36it/s, 2020-12-30 → 2021-01-20]
 21%|██        | 27/128 [00:04<00:09, 10.44it/s, 2021-02-11 → 2021-03-10]
 23%|██▎       | 29/128 [00:06<00:29,  3.41it/s, 2021-03-18 → 2021-04-08]
 25%|██▌       | 32/128 [00:06<00:20,  4.77it/s, 2021-04-30 → 2021-05-25]
 27%|██▋       | 34/128 [00:08<00:36,  2.56it/s, 2021-06-02 → 2021-06-23]
 28%|██▊       | 36/128 [00:10<00:46,  1.98it/s, 2021-07-01 → 2021-07-21]
 30%|██▉       | 38/128 [00:11<00:45,  2.00it/s, 2021-07-29 → 2021-08-18]
 30%|███       | 39/128 [00:12<00:50,  1.75it/s, 2021-08-12 → 2021-09-01]
 31%|███▏      | 40/128 [00:13<00:56,  1.56it/s, 2021-08-26 → 2021-09-15]
 34%|███▎      | 43/128 [00:13<00:32,  2.66it/s, 2021-10-16 → 2021-11-05]
 36%|███▌      | 46/128 [00:14<00:29,  2.75it/s, 2021-11-27 → 2021-12-17]
 37%|███▋      | 47/128 [00:15<00:36,  2.20it/s, 2021-12-11 → 2021-12-31]
 39%|███▉      | 50/128 [00:16<00:31,  2.44it/s, 2022-01-25 → 2022-02-19]
 40%|███▉      | 51/128 [00:17<00:38,  2.01it/s, 2022-02-15 → 2022-03-05]
 41%|████▏     | 53/128 [00:17<00:26,  2.80it/s, 2022-03-15 → 2022-04-02]
 43%|████▎     | 55/128 [00:18<00:29,  2.48it/s, 2022-04-14 → 2022-05-07]
 45%|████▌     | 58/128 [00:18<00:18,  3.85it/s, 2022-05-31 → 2022-06-21]
 47%|████▋     | 60/128 [00:19<00:22,  3.06it/s, 2022-06-29 → 2022-07-19]
 48%|████▊     | 61/128 [00:20<00:28,  2.32it/s, 2022-07-13 → 2022-08-02]
 48%|████▊     | 62/128 [00:21<00:35,  1.88it/s, 2022-07-27 → 2022-08-16]
 51%|█████     | 65/128 [00:21<00:19,  3.20it/s, 2022-09-07 → 2022-09-28]
 53%|█████▎    | 68/128 [00:22<00:19,  3.08it/s, 2022-10-27 → 2022-11-16]
 54%|█████▍    | 69/128 [00:23<00:24,  2.37it/s, 2022-11-10 → 2022-11-30]
 55%|█████▍    | 70/128 [00:24<00:30,  1.93it/s, 2022-11-24 → 2022-12-14]
 55%|█████▌    | 71/128 [00:25<00:33,  1.69it/s, 2022-12-08 → 2022-12-28]
 56%|█████▋    | 72/128 [00:26<00:37,  1.48it/s, 2022-12-22 → 2023-01-12]
 57%|█████▋    | 73/128 [00:27<00:41,  1.34it/s, 2023-01-06 → 2023-02-02]
 59%|█████▊    | 75/128 [00:28<00:34,  1.54it/s, 2023-02-10 → 2023-03-02]
 61%|██████    | 78/128 [00:28<00:18,  2.74it/s, 2023-03-24 → 2023-04-14]
 63%|██████▎   | 81/128 [00:29<00:16,  2.78it/s, 2023-05-11 → 2023-05-31]
 64%|██████▍   | 82/128 [00:30<00:17,  2.61it/s, 2023-05-25 → 2023-06-14]
 66%|██████▋   | 85/128 [00:30<00:10,  4.08it/s, 2023-07-08 → 2023-07-28]
 68%|██████▊   | 87/128 [00:31<00:13,  3.13it/s, 2023-08-05 → 2023-08-25]
 70%|██████▉   | 89/128 [00:32<00:14,  2.68it/s, 2023-09-02 → 2023-09-22]
 71%|███████   | 91/128 [00:33<00:15,  2.43it/s, 2023-10-10 → 2023-10-28]
 72%|███████▏  | 92/128 [00:34<00:18,  1.97it/s, 2023-10-24 → 2023-11-11]
 74%|███████▍  | 95/128 [00:34<00:10,  3.21it/s, 2023-12-05 → 2023-12-23]
 75%|███████▌  | 96/128 [00:34<00:10,  3.12it/s, 2023-12-19 → 2024-01-09]
 76%|███████▌  | 97/128 [00:35<00:13,  2.25it/s, 2024-01-03 → 2024-01-23]
 77%|███████▋  | 99/128 [00:36<00:13,  2.14it/s, 2024-01-31 → 2024-02-28]
 78%|███████▊  | 100/128 [00:37<00:15,  1.76it/s, 2024-02-22 → 2024-03-13]
 79%|███████▉  | 101/128 [00:38<00:17,  1.52it/s, 2024-03-07 → 2024-03-27]
 81%|████████▏ | 104/128 [00:38<00:08,  2.79it/s, 2024-04-20 → 2024-05-15]
 84%|████████▎ | 107/128 [00:38<00:04,  4.38it/s, 2024-06-06 → 2024-06-27]
 85%|████████▌ | 109/128 [00:39<00:03,  4.83it/s, 2024-07-05 → 2024-07-25]
 87%|████████▋ | 111/128 [00:41<00:07,  2.35it/s, 2024-08-02 → 2024-08-22]
 88%|████████▊ | 113/128 [00:42<00:06,  2.22it/s, 2024-08-30 → 2024-09-21]
 89%|████████▉ | 114/128 [00:43<00:07,  1.89it/s, 2024-09-13 → 2024-10-12]
 91%|█████████▏| 117/128 [00:43<00:03,  3.09it/s, 2024-11-05 → 2024-11-23]
 93%|█████████▎| 119/128 [00:44<00:03,  2.76it/s, 2024-12-03 → 2024-12-21]
 94%|█████████▍| 120/128 [00:45<00:03,  2.18it/s, 2024-12-17 → 2025-01-07]
 95%|█████████▍| 121/128 [00:45<00:03,  1.79it/s, 2024-12-31 → 2025-01-21]
 97%|█████████▋| 124/128 [00:46<00:01,  3.08it/s, 2025-02-20 → 2025-03-12]
 99%|█████████▉| 127/128 [00:46<00:00,  4.66it/s, 2025-04-03 → 2025-04-25]
100%|██████████| 128/128 [00:47<00:00,  2.71it/s, 2025-04-03 → 2025-04-25]
2025-05-14 19:17:16 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v5] 优化前的夏普率: 0.98244
2025-05-14 19:17:16 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v5] 优化后的夏普率: 0.23917
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:17 | 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)
2025-05-14 19:17:18 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:19 | 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)
2025-05-14 19:17:20 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:21 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:21 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:21 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:22 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:23 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:17:25 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:17:26 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:26 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:26 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:17:28 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:28 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:29 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:29 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:30 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:30 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:31 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:31 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:32 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:17:33 | WARNING | func_backtester_hf:run_sig2pos:898 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:899: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

  4%|▍         | 5/128 [00:02<01:10,  1.75it/s, 2020-03-21 → 2020-04-11]
  6%|▋         | 8/128 [00:02<00:39,  3.05it/s, 2020-05-08 → 2020-05-28]
  9%|▊         | 11/128 [00:03<00:25,  4.64it/s, 2020-06-19 → 2020-07-11]
 11%|█         | 14/128 [00:03<00:17,  6.51it/s, 2020-08-04 → 2020-08-22]
 13%|█▎        | 17/128 [00:03<00:13,  8.52it/s, 2020-09-15 → 2020-10-13]
 16%|█▌        | 20/128 [00:03<00:10, 10.70it/s, 2020-11-04 → 2020-11-24]
 18%|█▊        | 23/128 [00:03<00:08, 12.85it/s, 2020-12-16 → 2021-01-06]
 20%|██        | 26/128 [00:03<00:06, 14.72it/s, 2021-01-28 → 2021-02-24]
 23%|██▎       | 29/128 [00:04<00:09, 10.30it/s, 2021-03-18 → 2021-04-08]
 25%|██▌       | 32/128 [00:04<00:07, 12.33it/s, 2021-04-30 → 2021-05-25]
 27%|██▋       | 34/128 [00:06<00:26,  3.52it/s, 2021-06-02 → 2021-06-23]
 29%|██▉       | 37/128 [00:06<00:18,  4.86it/s, 2021-07-15 → 2021-08-04]
 30%|███       | 39/128 [00:07<00:24,  3.59it/s, 2021-08-12 → 2021-09-01]
 32%|███▏      | 41/128 [00:08<00:29,  2.96it/s, 2021-09-09 → 2021-10-01]
 34%|███▍      | 44/128 [00:08<00:19,  4.26it/s, 2021-10-30 → 2021-11-19]
 36%|███▌      | 46/128 [00:09<00:24,  3.29it/s, 2021-11-27 → 2021-12-17]
 37%|███▋      | 47/128 [00:10<00:32,  2.46it/s, 2021-12-11 → 2021-12-31]
 39%|███▉      | 50/128 [00:10<00:20,  3.79it/s, 2022-01-25 → 2022-02-19]
 41%|████      | 52/128 [00:10<00:16,  4.75it/s, 2022-03-01 → 2022-03-19]
 43%|████▎     | 55/128 [00:12<00:19,  3.79it/s, 2022-04-14 → 2022-05-07]
 45%|████▌     | 58/128 [00:12<00:13,  5.32it/s, 2022-05-31 → 2022-06-21]
 47%|████▋     | 60/128 [00:13<00:18,  3.73it/s, 2022-06-29 → 2022-07-19]
 48%|████▊     | 62/128 [00:14<00:21,  3.01it/s, 2022-07-27 → 2022-08-16]
 51%|█████     | 65/128 [00:14<00:14,  4.36it/s, 2022-09-07 → 2022-09-28]
 52%|█████▏    | 67/128 [00:15<00:18,  3.24it/s, 2022-10-13 → 2022-11-02]
 54%|█████▍    | 69/128 [00:16<00:21,  2.71it/s, 2022-11-10 → 2022-11-30]
 56%|█████▋    | 72/128 [00:16<00:14,  3.98it/s, 2022-12-22 → 2023-01-12]
 58%|█████▊    | 74/128 [00:17<00:17,  3.10it/s, 2023-01-20 → 2023-02-16]
 59%|█████▊    | 75/128 [00:18<00:22,  2.32it/s, 2023-02-10 → 2023-03-02]
 60%|██████    | 77/128 [00:18<00:16,  3.15it/s, 2023-03-10 → 2023-03-30]
 62%|██████▏   | 79/128 [00:18<00:11,  4.20it/s, 2023-04-08 → 2023-04-28]
 64%|██████▍   | 82/128 [00:19<00:07,  6.12it/s, 2023-05-25 → 2023-06-14]
 66%|██████▌   | 84/128 [00:19<00:05,  7.36it/s, 2023-06-22 → 2023-07-14]
 67%|██████▋   | 86/128 [00:19<00:04,  8.64it/s, 2023-07-22 → 2023-08-11]
 70%|██████▉   | 89/128 [00:20<00:08,  4.76it/s, 2023-09-02 → 2023-09-22]
 71%|███████   | 91/128 [00:21<00:10,  3.39it/s, 2023-10-10 → 2023-10-28]
 73%|███████▎  | 93/128 [00:22<00:12,  2.72it/s, 2023-11-07 → 2023-11-25]
 73%|███████▎  | 94/128 [00:23<00:16,  2.07it/s, 2023-11-21 → 2023-12-09]
 76%|███████▌  | 97/128 [00:24<00:13,  2.31it/s, 2024-01-03 → 2024-01-23]
 78%|███████▊  | 100/128 [00:25<00:11,  2.47it/s, 2024-02-22 → 2024-03-13]
 79%|███████▉  | 101/128 [00:26<00:13,  2.03it/s, 2024-03-07 → 2024-03-27]
 80%|███████▉  | 102/128 [00:27<00:15,  1.72it/s, 2024-03-21 → 2024-04-12]
 82%|████████▏ | 105/128 [00:27<00:08,  2.85it/s, 2024-05-09 → 2024-05-29]
 84%|████████▎ | 107/128 [00:28<00:05,  3.78it/s, 2024-06-06 → 2024-06-27]
 85%|████████▌ | 109/128 [00:29<00:06,  2.91it/s, 2024-07-05 → 2024-07-25]
 86%|████████▌ | 110/128 [00:30<00:08,  2.15it/s, 2024-07-19 → 2024-08-08]
 87%|████████▋ | 111/128 [00:31<00:09,  1.72it/s, 2024-08-02 → 2024-08-22]
 88%|████████▊ | 112/128 [00:32<00:10,  1.48it/s, 2024-08-16 → 2024-09-05]
 88%|████████▊ | 113/128 [00:33<00:11,  1.31it/s, 2024-08-30 → 2024-09-21]
 89%|████████▉ | 114/128 [00:34<00:11,  1.21it/s, 2024-09-13 → 2024-10-12]
 91%|█████████▏| 117/128 [00:34<00:04,  2.38it/s, 2024-11-05 → 2024-11-23]
 92%|█████████▏| 118/128 [00:35<00:05,  1.85it/s, 2024-11-19 → 2024-12-07]
 94%|█████████▍| 120/128 [00:36<00:04,  1.86it/s, 2024-12-17 → 2025-01-07]
 95%|█████████▍| 121/128 [00:37<00:04,  1.56it/s, 2024-12-31 → 2025-01-21]
 97%|█████████▋| 124/128 [00:37<00:01,  2.77it/s, 2025-02-20 → 2025-03-12]
 99%|█████████▉| 127/128 [00:37<00:00,  4.24it/s, 2025-04-03 → 2025-04-25]
100%|██████████| 128/128 [00:38<00:00,  3.29it/s, 2025-04-03 → 2025-04-25]
2025-05-14 19:18:12 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v6] 优化前的夏普率: 0.98596
2025-05-14 19:18:12 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v6] 优化后的夏普率: 0.82639
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:13 | 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)
2025-05-14 19:18:14 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:15 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:15 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:17 | 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)
2025-05-14 19:18:17 | 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)
2025-05-14 19:18:17 | 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)
2025-05-14 19:18:18 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:19 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:18:20 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:21 | 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)
2025-05-14 19:18:22 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:22 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:18:23 | 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)
2025-05-14 19:18:24 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:24 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:25 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:25 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:26 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:26 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:27 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:28 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:18:28 | WARNING | func_backtester_hf:run_sig2pos:939 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:940: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

  3%|▎         | 4/128 [00:02<01:05,  1.88it/s, 2020-03-07 → 2020-03-27]
  4%|▍         | 5/128 [00:03<01:19,  1.55it/s, 2020-03-21 → 2020-04-11]
  5%|▌         | 7/128 [00:03<00:48,  2.48it/s, 2020-04-21 → 2020-05-14]
  7%|▋         | 9/128 [00:03<00:33,  3.54it/s, 2020-05-22 → 2020-06-11]
  9%|▊         | 11/128 [00:03<00:24,  4.72it/s, 2020-06-19 → 2020-07-11]
 10%|█         | 13/128 [00:03<00:19,  5.92it/s, 2020-07-21 → 2020-08-08]
 12%|█▏        | 15/128 [00:03<00:15,  7.09it/s, 2020-08-18 → 2020-09-05]
 13%|█▎        | 17/128 [00:05<00:29,  3.74it/s, 2020-09-15 → 2020-10-13]
 15%|█▍        | 19/128 [00:05<00:22,  4.75it/s, 2020-10-21 → 2020-11-10]
 16%|█▋        | 21/128 [00:05<00:18,  5.85it/s, 2020-11-18 → 2020-12-08]
 18%|█▊        | 23/128 [00:05<00:15,  6.92it/s, 2020-12-16 → 2021-01-06]
 20%|█▉        | 25/128 [00:05<00:13,  7.84it/s, 2021-01-14 → 2021-02-03]
 21%|██        | 27/128 [00:05<00:11,  8.75it/s, 2021-02-11 → 2021-03-10]
 23%|██▎       | 29/128 [00:06<00:24,  4.09it/s, 2021-03-18 → 2021-04-08]
 25%|██▌       | 32/128 [00:07<00:16,  5.97it/s, 2021-04-30 → 2021-05-25]
 27%|██▋       | 34/128 [00:08<00:25,  3.72it/s, 2021-06-02 → 2021-06-23]
 29%|██▉       | 37/128 [00:08<00:16,  5.35it/s, 2021-07-15 → 2021-08-04]
 30%|███       | 39/128 [00:09<00:24,  3.64it/s, 2021-08-12 → 2021-09-01]
 31%|███▏      | 40/128 [00:10<00:34,  2.58it/s, 2021-08-26 → 2021-09-15]
 34%|███▎      | 43/128 [00:10<00:21,  3.97it/s, 2021-10-16 → 2021-11-05]
 35%|███▌      | 45/128 [00:10<00:16,  5.10it/s, 2021-11-13 → 2021-12-03]
 37%|███▋      | 47/128 [00:12<00:34,  2.38it/s, 2021-12-11 → 2021-12-31]
 39%|███▉      | 50/128 [00:12<00:21,  3.58it/s, 2022-01-25 → 2022-02-19]
 41%|████      | 52/128 [00:13<00:26,  2.89it/s, 2022-03-01 → 2022-03-19]
 42%|████▏     | 54/128 [00:13<00:20,  3.68it/s, 2022-03-29 → 2022-04-20]
 44%|████▍     | 56/128 [00:14<00:24,  2.90it/s, 2022-04-28 → 2022-05-21]
 46%|████▌     | 59/128 [00:15<00:16,  4.30it/s, 2022-06-15 → 2022-07-05]
 48%|████▊     | 61/128 [00:17<00:29,  2.30it/s, 2022-07-13 → 2022-08-02]
 50%|█████     | 64/128 [00:17<00:18,  3.39it/s, 2022-08-24 → 2022-09-14]
 52%|█████▏    | 66/128 [00:18<00:21,  2.83it/s, 2022-09-22 → 2022-10-19]
 53%|█████▎    | 68/128 [00:19<00:24,  2.49it/s, 2022-10-27 → 2022-11-16]
 54%|█████▍    | 69/128 [00:20<00:29,  2.01it/s, 2022-11-10 → 2022-11-30]
 56%|█████▋    | 72/128 [00:20<00:17,  3.16it/s, 2022-12-22 → 2023-01-12]
 57%|█████▋    | 73/128 [00:21<00:23,  2.32it/s, 2023-01-06 → 2023-02-02]
 59%|█████▊    | 75/128 [00:22<00:25,  2.11it/s, 2023-02-10 → 2023-03-02]
 60%|██████    | 77/128 [00:22<00:17,  2.84it/s, 2023-03-10 → 2023-03-30]
 62%|██████▏   | 79/128 [00:23<00:13,  3.71it/s, 2023-04-08 → 2023-04-28]
 63%|██████▎   | 81/128 [00:23<00:09,  4.71it/s, 2023-05-11 → 2023-05-31]
 64%|██████▍   | 82/128 [00:23<00:09,  5.06it/s, 2023-05-25 → 2023-06-14]
 66%|██████▌   | 84/128 [00:23<00:06,  6.36it/s, 2023-06-22 → 2023-07-14]
 67%|██████▋   | 86/128 [00:24<00:12,  3.38it/s, 2023-07-22 → 2023-08-11]
 70%|██████▉   | 89/128 [00:25<00:12,  3.09it/s, 2023-09-02 → 2023-09-22]
 71%|███████   | 91/128 [00:26<00:14,  2.63it/s, 2023-10-10 → 2023-10-28]
 73%|███████▎  | 93/128 [00:27<00:14,  2.37it/s, 2023-11-07 → 2023-11-25]
 73%|███████▎  | 94/128 [00:28<00:17,  1.92it/s, 2023-11-21 → 2023-12-09]
 75%|███████▌  | 96/128 [00:29<00:12,  2.65it/s, 2023-12-19 → 2024-01-09]
 76%|███████▌  | 97/128 [00:30<00:15,  1.97it/s, 2024-01-03 → 2024-01-23]
 77%|███████▋  | 99/128 [00:30<00:10,  2.81it/s, 2024-01-31 → 2024-02-28]
 78%|███████▊  | 100/128 [00:31<00:13,  2.01it/s, 2024-02-22 → 2024-03-13]
 79%|███████▉  | 101/128 [00:32<00:16,  1.61it/s, 2024-03-07 → 2024-03-27]
 80%|███████▉  | 102/128 [00:33<00:18,  1.38it/s, 2024-03-21 → 2024-04-12]
 82%|████████▏ | 105/128 [00:33<00:08,  2.63it/s, 2024-05-09 → 2024-05-29]
 84%|████████▍ | 108/128 [00:33<00:04,  4.19it/s, 2024-06-21 → 2024-07-11]
 86%|████████▌ | 110/128 [00:35<00:08,  2.19it/s, 2024-07-19 → 2024-08-08]
 87%|████████▋ | 111/128 [00:36<00:09,  1.82it/s, 2024-08-02 → 2024-08-22]
 88%|████████▊ | 112/128 [00:37<00:10,  1.57it/s, 2024-08-16 → 2024-09-05]
 88%|████████▊ | 113/128 [00:38<00:10,  1.40it/s, 2024-08-30 → 2024-09-21]
 89%|████████▉ | 114/128 [00:39<00:10,  1.28it/s, 2024-09-13 → 2024-10-12]
 91%|█████████ | 116/128 [00:39<00:06,  2.00it/s, 2024-10-22 → 2024-11-09]
 92%|█████████▏| 118/128 [00:40<00:05,  1.95it/s, 2024-11-19 → 2024-12-07]
 94%|█████████▍| 120/128 [00:41<00:04,  1.94it/s, 2024-12-17 → 2025-01-07]
 95%|█████████▍| 121/128 [00:42<00:04,  1.64it/s, 2024-12-31 → 2025-01-21]
 97%|█████████▋| 124/128 [00:43<00:01,  2.85it/s, 2025-02-20 → 2025-03-12]
 99%|█████████▉| 127/128 [00:43<00:00,  4.33it/s, 2025-04-03 → 2025-04-25]
100%|██████████| 128/128 [00:44<00:00,  2.90it/s, 2025-04-03 → 2025-04-25]
2025-05-14 19:19:13 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v7] 优化前的夏普率: 1.03078
2025-05-14 19:19:13 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v7] 优化后的夏普率: 0.57083
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:17 | 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)
2025-05-14 19:19:18 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:18 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:19:21 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:22 | 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)
2025-05-14 19:19:22 | 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)
2025-05-14 19:19:23 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:24 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:25 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:25 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:25 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:26 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:26 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:27 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:28 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:29 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:19:29 | WARNING | func_backtester_hf:run_sig2pos:978 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:979: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'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}

  3%|▎         | 4/128 [00:02<01:04,  1.93it/s, 2020-03-10 → 2020-03-28]
  4%|▍         | 5/128 [00:03<01:17,  1.58it/s, 2020-03-24 → 2020-04-14]
  5%|▌         | 7/128 [00:03<00:48,  2.50it/s, 2020-04-22 → 2020-05-15]
  7%|▋         | 9/128 [00:03<00:33,  3.55it/s, 2020-05-23 → 2020-06-12]
  9%|▊         | 11/128 [00:03<00:24,  4.73it/s, 2020-06-20 → 2020-07-14]
 10%|█         | 13/128 [00:03<00:19,  5.84it/s, 2020-07-22 → 2020-08-11]
 12%|█▏        | 15/128 [00:03<00:16,  6.93it/s, 2020-08-19 → 2020-09-08]
 13%|█▎        | 17/128 [00:05<00:30,  3.63it/s, 2020-09-16 → 2020-10-14]
 15%|█▍        | 19/128 [00:05<00:23,  4.58it/s, 2020-10-22 → 2020-11-11]
 16%|█▋        | 21/128 [00:05<00:19,  5.62it/s, 2020-11-19 → 2020-12-09]
 18%|█▊        | 23/128 [00:05<00:15,  6.62it/s, 2020-12-17 → 2021-01-07]
 20%|█▉        | 25/128 [00:05<00:13,  7.54it/s, 2021-01-15 → 2021-02-04]
 21%|██        | 27/128 [00:05<00:11,  8.45it/s, 2021-02-19 → 2021-03-11]
 23%|██▎       | 29/128 [00:07<00:24,  4.04it/s, 2021-03-19 → 2021-04-09]
 24%|██▍       | 31/128 [00:07<00:19,  4.99it/s, 2021-04-17 → 2021-05-12]
 25%|██▌       | 32/128 [00:07<00:22,  4.36it/s, 2021-05-01 → 2021-05-26]
 26%|██▌       | 33/128 [00:08<00:36,  2.58it/s, 2021-05-20 → 2021-06-09]
 27%|██▋       | 34/128 [00:09<00:49,  1.92it/s, 2021-06-03 → 2021-06-24]
 28%|██▊       | 36/128 [00:09<00:31,  2.95it/s, 2021-07-02 → 2021-07-22]
 30%|██▉       | 38/128 [00:09<00:21,  4.18it/s, 2021-07-30 → 2021-08-19]
 31%|███▏      | 40/128 [00:11<00:43,  2.03it/s, 2021-08-27 → 2021-09-16]
 34%|███▎      | 43/128 [00:11<00:26,  3.27it/s, 2021-10-19 → 2021-11-06]
 35%|███▌      | 45/128 [00:12<00:19,  4.27it/s, 2021-11-16 → 2021-12-04]
 37%|███▋      | 47/128 [00:13<00:25,  3.16it/s, 2021-12-14 → 2022-01-01]
 39%|███▉      | 50/128 [00:13<00:16,  4.68it/s, 2022-01-26 → 2022-02-22]
 41%|████      | 52/128 [00:13<00:12,  5.86it/s, 2022-03-02 → 2022-03-22]
 43%|████▎     | 55/128 [00:14<00:17,  4.17it/s, 2022-04-15 → 2022-05-10]
 45%|████▍     | 57/128 [00:14<00:13,  5.08it/s, 2022-05-18 → 2022-06-08]
 46%|████▌     | 59/128 [00:14<00:10,  6.34it/s, 2022-06-16 → 2022-07-06]
 48%|████▊     | 61/128 [00:16<00:25,  2.60it/s, 2022-07-14 → 2022-08-03]
 50%|█████     | 64/128 [00:16<00:16,  3.85it/s, 2022-08-25 → 2022-09-15]
 52%|█████▏    | 66/128 [00:16<00:12,  4.84it/s, 2022-09-23 → 2022-10-20]
 53%|█████▎    | 68/128 [00:18<00:25,  2.37it/s, 2022-10-28 → 2022-11-17]
 55%|█████▍    | 70/128 [00:19<00:26,  2.22it/s, 2022-11-25 → 2022-12-15]
 56%|█████▋    | 72/128 [00:20<00:26,  2.13it/s, 2022-12-23 → 2023-01-13]
 57%|█████▋    | 73/128 [00:21<00:26,  2.09it/s, 2023-01-07 → 2023-02-03]
 59%|█████▊    | 75/128 [00:22<00:26,  2.03it/s, 2023-02-11 → 2023-03-03]
 61%|██████    | 78/128 [00:22<00:15,  3.22it/s, 2023-03-25 → 2023-04-15]
 63%|██████▎   | 81/128 [00:22<00:09,  4.71it/s, 2023-05-12 → 2023-06-01]
 65%|██████▍   | 83/128 [00:23<00:13,  3.41it/s, 2023-06-09 → 2023-07-01]
 66%|██████▋   | 85/128 [00:23<00:09,  4.39it/s, 2023-07-11 → 2023-07-29]
 69%|██████▉   | 88/128 [00:24<00:06,  6.20it/s, 2023-08-22 → 2023-09-09]
 70%|███████   | 90/128 [00:26<00:14,  2.64it/s, 2023-09-19 → 2023-10-17]
 72%|███████▏  | 92/128 [00:26<00:10,  3.45it/s, 2023-10-25 → 2023-11-14]
 73%|███████▎  | 94/128 [00:27<00:12,  2.83it/s, 2023-11-22 → 2023-12-12]
 74%|███████▍  | 95/128 [00:28<00:15,  2.17it/s, 2023-12-06 → 2023-12-26]
 76%|███████▌  | 97/128 [00:29<00:15,  2.06it/s, 2024-01-04 → 2024-01-24]
 78%|███████▊  | 100/128 [00:29<00:08,  3.24it/s, 2024-02-23 → 2024-03-14]
 79%|███████▉  | 101/128 [00:30<00:11,  2.38it/s, 2024-03-08 → 2024-03-28]
 80%|████████  | 103/128 [00:30<00:07,  3.27it/s, 2024-04-09 → 2024-04-27]
 83%|████████▎ | 106/128 [00:30<00:04,  4.98it/s, 2024-05-24 → 2024-06-14]
 85%|████████▌ | 109/128 [00:30<00:02,  6.81it/s, 2024-07-06 → 2024-07-26]
 87%|████████▋ | 111/128 [00:32<00:06,  2.71it/s, 2024-08-03 → 2024-08-23]
 88%|████████▊ | 113/128 [00:34<00:06,  2.34it/s, 2024-08-31 → 2024-09-24]
 90%|████████▉ | 115/128 [00:34<00:04,  3.10it/s, 2024-10-09 → 2024-10-29]
 92%|█████████▏| 118/128 [00:34<00:02,  4.42it/s, 2024-11-20 → 2024-12-10]
 94%|█████████▍| 120/128 [00:35<00:02,  3.29it/s, 2024-12-18 → 2025-01-08]
 95%|█████████▍| 121/128 [00:36<00:02,  2.42it/s, 2025-01-01 → 2025-01-22]
 96%|█████████▌| 123/128 [00:36<00:01,  3.32it/s, 2025-02-07 → 2025-02-27]
 98%|█████████▊| 126/128 [00:36<00:00,  4.98it/s, 2025-03-21 → 2025-04-11]
100%|██████████| 128/128 [00:37<00:00,  3.38it/s, 2025-04-04 → 2025-04-26]
100%|██████████| 128/128 [00:37<00:00,  3.39it/s, 2025-04-04 → 2025-04-26]
2025-05-14 19:20:07 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v8] 优化前的夏普率: 0.72972
2025-05-14 19:20:07 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v8] 优化后的夏普率: 0.36173
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:08 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:09 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:10 | 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)
2025-05-14 19:20:11 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:12 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:12 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:12 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:13 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:20:14 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:20:15 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:16 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:17 | 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)
2025-05-14 19:20:17 | 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)
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:20:19 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:19 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:19 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:20 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:21 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:21 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:22 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:23 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:23 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:20:24 | WARNING | func_backtester_hf:run_sig2pos:1019 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1020: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
{'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}

  4%|▍         | 5/128 [00:02<01:08,  1.79it/s, 2020-03-21 → 2020-04-11]
  6%|▋         | 8/128 [00:02<00:38,  3.10it/s, 2020-05-08 → 2020-05-28]
  9%|▊         | 11/128 [00:03<00:24,  4.69it/s, 2020-06-19 → 2020-07-11]
 11%|█         | 14/128 [00:03<00:17,  6.53it/s, 2020-08-04 → 2020-08-22]
 13%|█▎        | 17/128 [00:04<00:24,  4.58it/s, 2020-09-15 → 2020-10-13]
 15%|█▍        | 19/128 [00:04<00:19,  5.64it/s, 2020-10-21 → 2020-11-10]
 17%|█▋        | 22/128 [00:04<00:13,  7.59it/s, 2020-12-02 → 2020-12-22]
 20%|█▉        | 25/128 [00:04<00:10,  9.62it/s, 2021-01-14 → 2021-02-03]
 22%|██▏       | 28/128 [00:05<00:18,  5.54it/s, 2021-03-04 → 2021-03-24]
 23%|██▎       | 30/128 [00:05<00:14,  6.65it/s, 2021-04-01 → 2021-04-22]
 25%|██▌       | 32/128 [00:05<00:12,  7.96it/s, 2021-04-30 → 2021-05-25]
 27%|██▋       | 34/128 [00:07<00:33,  2.83it/s, 2021-06-02 → 2021-06-23]
 29%|██▉       | 37/128 [00:07<00:22,  4.12it/s, 2021-07-15 → 2021-08-04]
 30%|███       | 39/128 [00:09<00:27,  3.20it/s, 2021-08-12 → 2021-09-01]
 32%|███▏      | 41/128 [00:10<00:31,  2.73it/s, 2021-09-09 → 2021-10-01]
 34%|███▍      | 44/128 [00:10<00:20,  4.00it/s, 2021-10-30 → 2021-11-19]
 36%|███▌      | 46/128 [00:11<00:26,  3.15it/s, 2021-11-27 → 2021-12-17]
 37%|███▋      | 47/128 [00:12<00:34,  2.38it/s, 2021-12-11 → 2021-12-31]
 39%|███▉      | 50/128 [00:12<00:21,  3.69it/s, 2022-01-25 → 2022-02-19]
 41%|████      | 52/128 [00:13<00:25,  2.95it/s, 2022-03-01 → 2022-03-19]
 43%|████▎     | 55/128 [00:13<00:17,  4.24it/s, 2022-04-14 → 2022-05-07]
 45%|████▌     | 58/128 [00:13<00:11,  5.86it/s, 2022-05-31 → 2022-06-21]
 47%|████▋     | 60/128 [00:14<00:17,  3.88it/s, 2022-06-29 → 2022-07-19]
 48%|████▊     | 62/128 [00:15<00:21,  3.08it/s, 2022-07-27 → 2022-08-16]
 51%|█████     | 65/128 [00:15<00:14,  4.44it/s, 2022-09-07 → 2022-09-28]
 52%|█████▏    | 67/128 [00:16<00:11,  5.25it/s, 2022-10-13 → 2022-11-02]
 54%|█████▍    | 69/128 [00:18<00:23,  2.50it/s, 2022-11-10 → 2022-11-30]
 56%|█████▋    | 72/128 [00:18<00:15,  3.67it/s, 2022-12-22 → 2023-01-12]
 58%|█████▊    | 74/128 [00:19<00:18,  2.97it/s, 2023-01-20 → 2023-02-16]
 59%|█████▊    | 75/128 [00:20<00:23,  2.28it/s, 2023-02-10 → 2023-03-02]
 61%|██████    | 78/128 [00:20<00:14,  3.55it/s, 2023-03-24 → 2023-04-14]
 63%|██████▎   | 81/128 [00:20<00:09,  5.10it/s, 2023-05-11 → 2023-05-31]
 66%|██████▌   | 84/128 [00:20<00:06,  6.90it/s, 2023-06-22 → 2023-07-14]
 67%|██████▋   | 86/128 [00:20<00:05,  8.02it/s, 2023-07-22 → 2023-08-11]
 70%|██████▉   | 89/128 [00:21<00:08,  4.86it/s, 2023-09-02 → 2023-09-22]
 71%|███████   | 91/128 [00:22<00:10,  3.52it/s, 2023-10-10 → 2023-10-28]
 73%|███████▎  | 93/128 [00:23<00:12,  2.89it/s, 2023-11-07 → 2023-11-25]
 74%|███████▍  | 95/128 [00:24<00:08,  3.71it/s, 2023-12-05 → 2023-12-23]
 76%|███████▌  | 97/128 [00:25<00:10,  2.95it/s, 2024-01-03 → 2024-01-23]
 78%|███████▊  | 100/128 [00:26<00:09,  2.88it/s, 2024-02-22 → 2024-03-13]
 79%|███████▉  | 101/128 [00:27<00:12,  2.24it/s, 2024-03-07 → 2024-03-27]
 80%|███████▉  | 102/128 [00:28<00:14,  1.83it/s, 2024-03-21 → 2024-04-12]
 82%|████████▏ | 105/128 [00:28<00:07,  3.04it/s, 2024-05-09 → 2024-05-29]
 84%|████████▍ | 108/128 [00:28<00:04,  4.53it/s, 2024-06-21 → 2024-07-11]
 86%|████████▌ | 110/128 [00:30<00:07,  2.33it/s, 2024-07-19 → 2024-08-08]
 87%|████████▋ | 111/128 [00:31<00:08,  1.92it/s, 2024-08-02 → 2024-08-22]
 88%|████████▊ | 112/128 [00:32<00:09,  1.64it/s, 2024-08-16 → 2024-09-05]
 88%|████████▊ | 113/128 [00:33<00:10,  1.44it/s, 2024-08-30 → 2024-09-21]
 89%|████████▉ | 114/128 [00:34<00:10,  1.31it/s, 2024-09-13 → 2024-10-12]
 91%|█████████ | 116/128 [00:34<00:05,  2.05it/s, 2024-10-22 → 2024-11-09]
 92%|█████████▏| 118/128 [00:35<00:04,  2.00it/s, 2024-11-19 → 2024-12-07]
 94%|█████████▍| 120/128 [00:36<00:04,  1.97it/s, 2024-12-17 → 2025-01-07]
 95%|█████████▍| 121/128 [00:37<00:04,  1.65it/s, 2024-12-31 → 2025-01-21]
 97%|█████████▋| 124/128 [00:37<00:01,  2.85it/s, 2025-02-20 → 2025-03-12]
 99%|█████████▉| 127/128 [00:37<00:00,  4.31it/s, 2025-04-03 → 2025-04-25]
100%|██████████| 128/128 [00:39<00:00,  3.28it/s, 2025-04-03 → 2025-04-25]
2025-05-14 19:21:03 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:430 - [v9] 优化前的夏普率: 1.00784
2025-05-14 19:21:03 | INFO | metric_online:run_optimize_portfolio_new_with_sector_constraints:431 - [v9] 优化后的夏普率: 0.64788
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:21:04 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:21:05 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:21:06 | 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)
2025-05-14 19:21:07 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:21:08 | 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)
2025-05-14 19:21:08 | 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)
2025-05-14 19:21:08 | 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)
2025-05-14 19:21:09 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:21:10 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:21:11 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:21:12 | 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)
2025-05-14 19:21:13 | 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)
2025-05-14 19:21:13 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/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)
2025-05-14 19:21:15 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:21:15 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:21:15 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:21:16 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

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

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:21:17 | 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)
2025-05-14 19:21:17 | 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)
2025-05-14 19:21:18 | 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)
2025-05-14 19:21:18 | 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)
2025-05-14 19:21:19 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
2025-05-14 19:21:20 | WARNING | func_backtester_hf:run_sig2pos:1060 - The given signal has NaN. Will use 0 to fill
/root/project/auto/auto/functions/func_backtester_hf.py:1061: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  signal.fillna(0, inplace=True)
[2025-05-14 19:21:22,483][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.
[2025-05-14 19:21:22,484][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.
[2025-05-14 19:21:22,491][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.
[2025-05-14 19:21:22,492][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.
[2025-05-14 19:21:22,499][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.
[2025-05-14 19:21:22,500][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.
[2025-05-14 19:21:26,205][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.
[2025-05-14 19:21:26,206][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.
[2025-05-14 19:21:26,213][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.
[2025-05-14 19:21:26,214][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.
[2025-05-14 19:21:26,221][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.
[2025-05-14 19:21:26,222][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.
2025-05-14 19:21:34 | INFO | metric_online:run_with_hydra:1006 - {'action': 'parallel_done', 'success_count': 1, 'fail_count': 0}