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 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 | "use strict"; // Longest Increasing Subsequence in JavaScript // // 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 // Node.js 18+: Int32Array inputs and workspaces provide compact integer storage. Automatic // lengths and checked arithmetic reject values outside signed 32-bit. Invalid inputs or // overflow throw RangeError. // // EXAMPLE // Expected return: 4. // Run: node example.js // Tests for this exact source artifact run before publication. The accompanying source // archive includes unit cases, runtime results, and source hashes. function alg_require(valid) { if (!valid) throw new RangeError("invalid algorithm input"); } function alg_checked(v) { if (!Number.isInteger(v) || v < -2147483648 || v > 2147483647) throw new RangeError("32-bit result overflow"); return v; } function alg_add(a,b) { return alg_checked(a+b); } function alg_sub(a,b) { return alg_checked(a-b); } function alg_mul(a,b) { return alg_checked(a*b); } function alg_size(n) { alg_require(Number.isInteger(n) && n>=0 && n<=4000000); return n; } function lis_length(a) { alg_require(a instanceof Int32Array); let n = a.length; alg_require(((n >= 0) && (n <= 1000000))); alg_require((a.length == n)); let tails = new Int32Array(alg_size(alg_add(n, 1))); let length = 0; let i = 0; let low = 0; let high = 0; let mid = 0; while ((i < n)) { low = 0; high = length; while ((low < high)) { mid = alg_add(low, Math.floor(alg_sub(high, low) / 2)); if ((tails[mid] < a[i])) { low = alg_add(mid, 1); } else { high = mid; } } tails[low] = a[i]; if ((low == length)) { length = alg_add(length, 1); } i = alg_add(i, 1); } return length; } let a = new Int32Array([10, 9, 2, 5, 3, 7, 101, 18]); let result = lis_length(a); console.log(result); |