LSD radix sort orders bounded nonnegative integers one byte at a time using stable counting passes..
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 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 | from bisect import bisect_left # LSD Radix Sort in Python # # PURPOSE # LSD radix sort orders bounded nonnegative integers one byte at a time using stable # counting passes. # # METHOD # For each of four base-256 digits, count occurrences, compute cumulative positions, then # distribute from right to left to preserve stability. # # COMPLEXITY # O(4(n+256)) time and O(n+256) auxiliary space for 32-bit keys. Stable. # # CONTRACT # Keys are nonnegative signed 32-bit integers. Sorts ascending in place, returns 0. # 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: 0. # Expected a after call: [0, 1, 255, 256, 65536]. # 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 radix_sort(a: list[int]) -> int: alg_require(isinstance(a, list) and len(a) <= 1000000) n: int = len(a) alg_require(n >= 0 and n <= 1000000) alg_require(len(a) == n) for value in a: alg_require(value >= 0) output: list[int] = [0] * alg_size(n + 1) count: list[int] = [0] * alg_size(256) divisor: int = 1 digit: int = 0 pass_index: int = 0 i: int = 0 while pass_index < 4: i = 0 while i < 256: count[i] = 0 i += 1 i = 0 while i < n: digit = a[i] // divisor % 256 count[digit] += 1 i += 1 i = 1 while i < 256: count[i] += count[i - 1] i += 1 i = n - 1 while i >= 0: digit = a[i] // divisor % 256 count[digit] -= 1 output[count[digit]] = a[i] i -= 1 i = 0 while i < n: a[i] = output[i] i += 1 pass_index += 1 if pass_index < 4: divisor *= 256 return 0 a = [256, 1, 65536, 0, 255] result = radix_sort(a) print(result) # Expected a: [0, 1, 255, 256, 65536] print(a) |