VSCode extension not seeing my julia 1.7.1 install

Is this issue resolved? I also met this problem when I upgraded Julia from 1.5 to 1.7.2. Even if my path is correct, Julia extension (v1.5.11) could not start the language server. My system is also windows 7. I can also run Julia in PowerShell without a problem by just typing julia.