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SymPy is a tool, and like all tools, it can only be used well if you know the best way to use it. In your example, it is easy to see how SymPy might solve it, but in the general case it is hard to program intuition. As such, it is up to you as the user to determine how best to express your problem so that SymPy will work the fastest. In this case, I can get the exact answers in under 3 seconds using this code:
The following MWE takes 100% of a CPU core and does not find the solution after a full minute:
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