Patience-style tail tracking finds the length of a longest strictly increasing subsequence using binary search.
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 | // Longest Increasing Subsequence in Java // // PURPOSE // Patience-style tail tracking finds the length of a longest strictly increasing subsequence // using binary search. A subsequence may skip elements while preserving order. // // METHOD // Keep the smallest possible tail for each subsequence length. Lower-bound search finds the // first tail at least as large as the next value. Replace that tail or extend the length. // Strict increase means equal values replace rather than extend. // // COMPLEXITY // O(n log n) time and O(n) auxiliary space. // // CONTRACT // Returns the length only. Equal values do not extend a strictly increasing subsequence. // Empty input 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 // Java 17+: primitive int arrays, Arrays.binarySearch for LIS, and Math exact arithmetic. // Invalid input throws IllegalArgumentException; arithmetic overflow throws // ArithmeticException. // // EXAMPLE // Expected return: 4. // Run: javac AlgorithmExample.java && java AlgorithmExample // Tests for this exact source artifact run before publication. The accompanying source // archive includes unit cases, runtime results, and source hashes. class AlgorithmExample { static void alg_require(boolean valid) { if (!valid) throw new IllegalArgumentException("invalid algorithm input"); } static int alg_size(int n) { alg_require(n>=0 && n<=4000000); return n; } static int lis_length(int[] a) { java.util.Objects.requireNonNull(a, "a"); int n = a.length; alg_require(((n >= 0) && (n <= 1000000))); alg_require((a.length == n)); int[] tails = new int[a.length]; int length = 0; for (int value : a) { int at = java.util.Arrays.binarySearch(tails, 0, length, value); if (at < 0) at = -at - 1; tails[at] = value; if (at == length) length++; } return length; } public static void main(String[] args) { int[] a = new int[] {10, 9, 2, 5, 3, 7, 101, 18}; int result = lis_length(a); System.out.println(result); } } |