Provide a default image for image field programmatically at theme level

I have an image field on a node, which will not always be populated. In the case where the field is empty (no image), I want to alter the markup to display a random image which always exists in a specified directory of the files dir. The second part isn’t a problem, but I am struggling with the alter part. I am trying to find the correct hook or theme function to test if the image field is empty and then render some markup in it’s place. I am lead towards a theme function. Any ideas?

Thanks

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Provide a default image for image field programmatically at theme level

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