Prefix sums turn a range sum into a subtraction.
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 | from bisect import bisect_left # Prefix Sum Range Query in Python # # PURPOSE # Prefix sums turn a range sum into a subtraction. The preprocessed prefix at index i stores # the sum of all elements before i. # # METHOD # Build prefix[i+1] = prefix[i] + a[i]. For inclusive bounds left and right, subtract # prefix[left] from prefix[right+1]. Build once and reuse the prefix for many queries in a # real application. # # COMPLEXITY # O(n) preprocessing and O(n) space; each query after preprocessing is O(1). This self- # contained function includes preprocessing on every call. # # CONTRACT # 0 <= left <= right < n. Returns the inclusive range sum. All prefix totals must fit. # 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: 6. # 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 range_sum(a: list[int], left: int, right: int) -> int: alg_require(isinstance(a, (list, tuple)) and len(a) <= 1000000) alg_require(type(left) is int and -2147483648 <= left <= 2147483647) alg_require(type(right) is int and -2147483648 <= right <= 2147483647) n: int = len(a) alg_require(n >= 0 and n <= 1000000) alg_require(len(a) == n) alg_require(left >= 0 and left <= right and (right < n)) prefix: list[int] = [0] * alg_size(n + 1) i: int = 0 while i < n: prefix[i + 1] = prefix[i] + a[i] i += 1 return prefix[right + 1] - prefix[left] a = [2, 4, -1, 3] left = 1 right = 3 result = range_sum(a, left, right) print(result) |