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troupe-standup/wizard-work/beam/find_duplicate.py
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Python

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