As long as you want to go basically. I did one of the shorter loops on a lunch break with a friend not inclined toward walking.
The walking trail is limitless. You just can walk as far as you want. I once did a route around the whole entire park, and it's around 4 hours + getting lost. It's 3 hours estimated on my view.
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