I want my python GUI apps to run on all three OSs without need to recompile on each platform. Is python executable created by pyinstaller (by or similar utility) platform independent like Java's bytecode? Java's bytecode runs on Windows, Mac and Linux using JRE.
Python vs Java bytecode
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It's right there in the documentation
In other words: no, it's not portable. You need to compile for each platform/architecture.
As stated by @juanpa.arrivillaga in the comments, this has nothing to do with the bytecode python normally executes. That is portable. The problem here is that PyInstaller bundles a python interpreter that is os- and architecture- specific (that is, this doesn't work for the same reason you wouldn't normally be able to run a Windows executable on MacOs).