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Pip cache not downloading

I am trying to use the pip cache in my pipeline:

 

      - step:
          name: build
          runs-on:
            - 'self.hosted'
            - 'windows'
          caches:
            - pip
          script:
            - .\build.ps1 # Contains a 'pip install' step
      

 

On setup I keep getting:

Cache "pip": Downloading
Cache "pip": Not found

On a successful build I see:

Cache "pip": Skipping upload for empty cache

 

The cache documentation mentions ~/.cache/pip as the cache folder for a pip cache. It makes no mention of windows which has it here: $ENV:LOCALAPPDATA\pip\cache\

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