VScode Jupyter cannot connect to my venv python3 kernel

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I'm using VScode to run my ipynb files. The python extension auto-upgraded today and then the jupyter files cannot connect to my python3 venv. I can only solve this problem by degrading the extension version to the one released 1 month ago.

I'm using the setting.json file to declare the path of kernel

{
    "python.pythonPath": " /Users/xuehuisun/fca3/bin/python3"
}

These are available options for jupyter kernel BEFORE the degrading:

enter image description here

These are available options for jupyter kernel AFTER the degrading:

enter image description here

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