I have an application written in Python and 'compiled' with PyInstaller. It also uses PyQt for the GUI framework.
Running this application has a delay of about 10 seconds before the main window loads and is shown. As far as I can tell, this is not due to slowness in my code. Instead, I suspect this is due to the Python runtime initializing.
The problem is that this application is started with a custom laucncher / taskbar application. The user will click the button to launch the app, see nothing appear to happen, and click elsewhere on another application. When my application shows it's window, it cannot come to the foreground due to the rules for SetForegroundWindow.
I have access to the source for the PyInstaller win32 loader, the Python code, and even the launcher code.
My questions are:

How can I make this application start faster?
How can I measure the time spend i the first few seconds of the process's lifetime?
What is the generally accepted technique for reducing time until the first window is shown?

I'd like to avoid adding a splash screen for two reasons - one, I expect it won't help (the overhead is before Python code runs) and two, I just don't like splash screens :)
If I need to, I could probably edit the PyInstaller loader stub to create a window, but that's another route i'd rather not take.
Tell PyInstaller to create a console-mode executable. This gives you a working console you can use for debugging.
At the top of your main script, even before the first import is run, add a print "Python Code starting". Then run your packaged executable from the command line. This way you can get a clear picture whether the time is spent in PyInstaller's bootloader or in your application.
PyInstaller's bootloader is usually quite fast in one-dir mode, but it can be much slower in one-file mode, because it depacks everything into a temporary directory. On Windows, I/O is very slow, and then you have antiviruses that will want to double check all those DLL files.
PyQt itself is a non-issue. PyQt is generated by SIP which generates very fast lazy bindings; importing the whole PyQt is faster than any other GUI library because it basically does nothing: all bindings to classes/functions are dynamically created when (and if!) you access them, saving lots of memory too.
If your application is slow at coming up, that will be true without PyInstaller as well. In that case, your only solution is either a splash screen (import just PyQt, create QApplication, create a display the splashscreen, then import the rest of your program and run it), or rework your code. I can't help you much without details.
App created with PyInstaller has a slow startup