Interpolation search estimates the target position from endpoint values, which can help on roughly uniform numeric data..
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 | "use strict"; // Interpolation Search in JavaScript // // PURPOSE // Interpolation search estimates the target position from endpoint values, which can help on // roughly uniform numeric data. // // METHOD // Estimate a position proportional to the target value between endpoint values. Compare // there and discard the impossible side. Handle equal endpoints separately. // // COMPLEXITY // Expected O(log log n) comparisons for suitable uniform distributions; O(n) worst case, // O(1) space. // // CONTRACT // Ascending nonnegative integers <= 10000; n <= 10000 so the interpolation product fits // signed 32-bit. Returns any matching index or -1. // 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: 2. // 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 interpolation_search(a, target) { alg_require(a instanceof Int32Array); alg_require(Number.isInteger(target) && target >= -2147483648 && target <= 2147483647); let n = a.length; alg_require(((n >= 0) && (n <= 1000000))); alg_require((a.length == n)); alg_require((n <= 10000)); for (let alg_i = 0; alg_i < a.length; alg_i++) { let alg_value = a[alg_i]; alg_require(((alg_value >= 0) && (alg_value <= 10000))); } let low = 0; let high = alg_sub(n, 1); let pos = 0; while (((low <= high) && (target >= a[low]) && (target <= a[high]))) { if ((a[low] == a[high])) { return low; } pos = alg_add(low, Math.floor(alg_mul(alg_sub(target, a[low]), alg_sub(high, low)) / alg_sub(a[high], a[low]))); if ((a[pos] == target)) { return pos; } if ((a[pos] < target)) { low = alg_add(pos, 1); } else { high = alg_sub(pos, 1); } } return alg_sub(0, 1); } let a = new Int32Array([0, 10, 20, 30]); let target = 20; let result = interpolation_search(a, target); console.log(result); |