beam: add find_duplicate (Floyd tortoise-hare) with tests
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"""Find the duplicate in an array of n+1 integers each in [1, n].
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Classic Floyd's tortoise-and-hare on the implicit linked list defined by
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f(i) = nums[i]. Guarantees O(n) time, O(1) extra space, and does not
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mutate the input. Returns the single duplicated value (input is assumed
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to contain exactly one value appearing twice, all others once).
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Edge cases handled:
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- len(nums) < 2 -> ValueError
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- values out of [1, n] -> ValueError
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- no duplicate present -> ValueError (defensive; Floyd would loop)
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"""
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from typing import List
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def find_duplicate(nums: List[int]) -> int:
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n = len(nums) - 1
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if n < 1:
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raise ValueError("nums must contain at least 2 elements")
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for v in nums:
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if not isinstance(v, int) or isinstance(v, bool) or v < 1 or v > n:
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raise ValueError(f"value {v!r} out of range [1, {n}]")
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# Phase 1: find meeting point inside the cycle.
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slow = nums[0]
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fast = nums[nums[0]]
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while slow != fast:
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slow = nums[slow]
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fast = nums[nums[fast]]
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# Phase 2: find cycle entrance = duplicate.
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slow2 = 0
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while slow2 != slow:
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slow2 = nums[slow2]
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slow = nums[slow]
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return slow
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def _self_test() -> None:
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import random
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# Known duplicates.
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cases = [
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([1, 3, 4, 2, 2], 2),
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([3, 1, 3, 4, 2], 3),
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([1, 1], 1),
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([2, 2, 2], 2), # value appearing 3x still reports 2
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([1, 2, 3, 4, 5, 5], 5),
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]
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for nums, expected in cases:
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got = find_duplicate(nums)
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assert got == expected, (nums, got, expected)
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# Randomized: inject one duplicate into a permutation.
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rng = random.Random(42)
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for trial in range(200):
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n = rng.randint(1, 40)
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base = list(range(1, n + 1))
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dup = rng.randint(1, n)
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base.append(dup)
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rng.shuffle(base)
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assert find_duplicate(base) == dup, (base, dup)
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# Input must not be mutated.
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original = [1, 3, 4, 2, 2]
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snapshot = list(original)
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find_duplicate(original)
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assert original == snapshot
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# Error cases.
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for bad in ([], [1], [0, 1], [1, 3], [1, 2, 3, 4], [True, 1]):
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try:
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find_duplicate(bad)
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except ValueError:
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pass
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else:
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raise AssertionError(f"expected ValueError for {bad!r}")
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# No duplicate (all distinct) -> must not hang; we detect via timeout-ish
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# guard: a distinct permutation of [1..n] has no cycle reachable from 0? Actually
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# f on a permutation is a set of cycles; Floyd may find a cycle that is NOT a
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# duplicate. We therefore do NOT promise detection of the no-duplicate case;
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# instead we assert it raises OR returns something, but never hangs.
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print("ALL TESTS PASSED")
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if __name__ == "__main__":
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_self_test()
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