A segment tree range query combines the small number of disjoint nodes covering a half-open interval..
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 | from bisect import bisect_left # Iterative Segment Tree Range Sum in Python # # PURPOSE # A segment tree range query combines the small number of disjoint nodes covering a half- # open interval. # # METHOD # Move both endpoints to leaves. Include a left endpoint when it is a right child and a # right endpoint when it is about to cross a left child, then move both up. # # COMPLEXITY # O(log n) time, O(1) auxiliary space. # # CONTRACT # tree has 2*n entries; n>=1, 0<=left<=right<=n. Returns sum in [left,right). Empty range # returns zero. # Public APIs infer array lengths except in C, which accepts pointer/length pairs. Vertex # counts and matrix dimensions remain explicit. Arrays must contain signed 32-bit integers. # Sorted order, correct tree topology, and caller-owned data-structure invariants are # preconditions; checking them on every query would change query complexity. # Scalar and shape checks are included. Value-range checks are included where needed to # prevent invalid indexing or nontermination. Allocation sizes are capped at 4,000,000 # workspace entries. Arithmetic outside Python raises an error on 32-bit overflow; Python # uses arbitrary precision. Native allocation failures propagate. In-place outputs may be # partly updated after arithmetic failure. These are single-threaded, in-memory # implementations. # # LANGUAGE DETAILS # Python 3.9+: automatic lengths, native lists, arbitrary-precision arithmetic, and # bisect_left for LIS. Invalid scalar/shape inputs raise ValueError. Integer element types # and sorted/tree invariants remain caller preconditions. # # EXAMPLE # Expected return: 5. # Run: python example.py # Tests for this exact source artifact run before publication. The accompanying source # archive includes unit cases, runtime results, and source hashes. def alg_require(condition): if not condition: raise ValueError("invalid algorithm input; see contract") def alg_size(n): alg_require(0 <= n <= 4000000) return n def segment_sum(tree: list[int], left: int, right: int) -> int: alg_require(isinstance(tree, (list, tuple)) and len(tree) <= 1000000) alg_require(type(left) is int and -2147483648 <= left <= 2147483647) alg_require(type(right) is int and -2147483648 <= right <= 2147483647) n: int = len(tree) // 2 alg_require(n >= 0 and n <= 1000000) alg_require(len(tree) == 2 * n) alg_require(n >= 1 and left >= 0 and (left <= right) and (right <= n)) left += n right += n total: int = 0 while left < right: if left % 2 == 1: total += tree[left] left += 1 if right % 2 == 1: right -= 1 total += tree[right] left = left // 2 right = right // 2 return total tree = [0, 10, 3, 7, 1, 2, 3, 4] left = 1 right = 3 result = segment_sum(tree, left, right) print(result) |