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Implemented FFT convolution and lazy segment tree — fast and efficient #1848
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Added FFT Cooley–Tukey polynomial convolution, segment tree with lazy...
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,152 @@ | ||
| // Cooley–Tukey FFT (radix-2, iterative) and polynomial/big-integer multiplication | ||
| // Exports: fft, ifft, multiplyPolynomials, convolveReal, multiplyBigIntegers | ||
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| function isPowerOfTwo(n) { | ||
| return n && (n & (n - 1)) === 0 | ||
| } | ||
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| function nextPowerOfTwo(n) { | ||
| let p = 1 | ||
| while (p < n) p <<= 1 | ||
| return p | ||
| } | ||
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| function bitReverse(n, bits) { | ||
| let rev = 0 | ||
| for (let i = 0; i < bits; i++) { | ||
| rev = (rev << 1) | (n & 1) | ||
| n >>= 1 | ||
| } | ||
| return rev | ||
| } | ||
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| function fft(re, im, invert = false) { | ||
| const n = re.length | ||
| if (!isPowerOfTwo(n)) { | ||
| throw new Error('fft input length must be a power of two') | ||
| } | ||
| if (im.length !== n) throw new Error('re and im lengths must match') | ||
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| // Bit-reverse permutation | ||
| const bits = Math.floor(Math.log2(n)) | ||
| for (let i = 0; i < n; i++) { | ||
| const j = bitReverse(i, bits) | ||
| if (i < j) { | ||
| ;[re[i], re[j]] = [re[j], re[i]] | ||
| ;[im[i], im[j]] = [im[j], im[i]] | ||
| } | ||
| } | ||
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| // Iterative FFT | ||
| for (let len = 2; len <= n; len <<= 1) { | ||
| const ang = 2 * Math.PI / len * (invert ? 1 : -1) | ||
| const wLenRe = Math.cos(ang) | ||
| const wLenIm = Math.sin(ang) | ||
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| for (let i = 0; i < n; i += len) { | ||
| let wRe = 1 | ||
| let wIm = 0 | ||
| for (let j = 0; j < len / 2; j++) { | ||
| const uRe = re[i + j] | ||
| const uIm = im[i + j] | ||
| const vRe = re[i + j + len / 2] | ||
| const vIm = im[i + j + len / 2] | ||
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| // v * w | ||
| const tRe = vRe * wRe - vIm * wIm | ||
| const tIm = vRe * wIm + vIm * wRe | ||
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| // butterfly | ||
| re[i + j] = uRe + tRe | ||
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| im[i + j] = uIm + tIm | ||
| re[i + j + len / 2] = uRe - tRe | ||
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| im[i + j + len / 2] = uIm - tIm | ||
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| // w *= wLen | ||
| const nwRe = wRe * wLenRe - wIm * wLenIm | ||
| const nwIm = wRe * wLenIm + wIm * wLenRe | ||
| wRe = nwRe | ||
| wIm = nwIm | ||
| } | ||
| } | ||
| } | ||
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| if (invert) { | ||
| for (let i = 0; i < n; i++) { | ||
| re[i] /= n | ||
| im[i] /= n | ||
| } | ||
| } | ||
| } | ||
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| function ifft(re, im) { | ||
| fft(re, im, true) | ||
| } | ||
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| function convolveReal(a, b) { | ||
| const need = a.length + b.length - 1 | ||
| const n = nextPowerOfTwo(need) | ||
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| const reA = new Array(n).fill(0) | ||
| const imA = new Array(n).fill(0) | ||
| const reB = new Array(n).fill(0) | ||
| const imB = new Array(n).fill(0) | ||
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| for (let i = 0; i < a.length; i++) reA[i] = a[i] | ||
| for (let i = 0; i < b.length; i++) reB[i] = b[i] | ||
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| fft(reA, imA) | ||
| fft(reB, imB) | ||
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| const re = new Array(n) | ||
| const im = new Array(n) | ||
| for (let i = 0; i < n; i++) { | ||
| // (reA + i imA) * (reB + i imB) | ||
| re[i] = reA[i] * reB[i] - imA[i] * imB[i] | ||
| im[i] = reA[i] * imB[i] + imA[i] * reB[i] | ||
| } | ||
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| ifft(re, im) | ||
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| const res = new Array(need) | ||
| for (let i = 0; i < need; i++) { | ||
| res[i] = Math.round(re[i]) // round to nearest integer to counter FP errors | ||
| } | ||
| return res | ||
| } | ||
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| function multiplyPolynomials(a, b) { | ||
| return convolveReal(a, b) | ||
| } | ||
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| function trimLSD(arr) { | ||
| // Remove trailing zeros in LSD-first arrays | ||
| let i = arr.length - 1 | ||
| while (i > 0 && arr[i] === 0) i-- | ||
| return arr.slice(0, i + 1) | ||
| } | ||
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| function multiplyBigIntegers(A, B, base = 10) { | ||
| // A, B are LSD-first arrays of digits in given base | ||
| if (!Array.isArray(A) || !Array.isArray(B)) { | ||
| throw new Error('Inputs must be digit arrays') | ||
| } | ||
| const conv = convolveReal(A, B) | ||
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| // Carry handling | ||
| const res = conv.slice() | ||
| let carry = 0 | ||
| for (let i = 0; i < res.length; i++) { | ||
| const total = res[i] + carry | ||
| res[i] = total % base | ||
| carry = Math.floor(total / base) | ||
| } | ||
| while (carry > 0) { | ||
| res.push(carry % base) | ||
| carry = Math.floor(carry / base) | ||
| } | ||
| const trimmed = trimLSD(res) | ||
| return trimmed.length === 0 ? [0] : trimmed | ||
| } | ||
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| export { fft, ifft, convolveReal, multiplyPolynomials, multiplyBigIntegers } | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,59 @@ | ||
| import { multiplyPolynomials, multiplyBigIntegers, convolveReal } from '../FFT' | ||
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| describe('FFT polynomial multiplication', () => { | ||
| it('multiplies small polynomials', () => { | ||
| const a = [1, 2, 3] // 1 + 2x + 3x^2 | ||
| const b = [4, 5] // 4 + 5x | ||
| expect(multiplyPolynomials(a, b)).toEqual([4, 13, 22, 15]) | ||
| }) | ||
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| it('convolution matches naive for random arrays', () => { | ||
| const a = [0, 1, 0, 2, 3] | ||
| const b = [1, 2, 3] | ||
| const conv = convolveReal(a, b) | ||
| const naive = [] | ||
| for (let i = 0; i < a.length + b.length - 1; i++) { | ||
| let sum = 0 | ||
| for (let j = 0; j < a.length; j++) { | ||
| const k = i - j | ||
| if (k >= 0 && k < b.length) sum += a[j] * b[k] | ||
| } | ||
| naive.push(sum) | ||
| } | ||
| expect(conv).toEqual(naive) | ||
| }) | ||
| }) | ||
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| describe('FFT big integer multiplication', () => { | ||
| function digitsToBigInt(digs, base = 10) { | ||
| // LSD-first digits to BigInt | ||
| let s = '' | ||
| for (let i = digs.length - 1; i >= 0; i--) s += digs[i].toString(base) | ||
| return BigInt(s) | ||
| } | ||
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| function bigIntToDigits(n, base = 10) { | ||
| if (n === 0n) return [0] | ||
| const digs = [] | ||
| const b = BigInt(base) | ||
| let x = n | ||
| while (x > 0n) { | ||
| digs.push(Number(x % b)) | ||
| x /= b | ||
| } | ||
| return digs | ||
| } | ||
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| it('multiplies large integer arrays (base 10)', () => { | ||
| const A = Array.from({ length: 50 }, () => Math.floor(Math.random() * 10)) | ||
| const B = Array.from({ length: 50 }, () => Math.floor(Math.random() * 10)) | ||
| const prodDigits = multiplyBigIntegers(A, B, 10) | ||
| const prodBigInt = digitsToBigInt(A) * digitsToBigInt(B) | ||
| expect(prodDigits).toEqual(bigIntToDigits(prodBigInt)) | ||
| }) | ||
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| it('handles leading zeros and zero cases', () => { | ||
| expect(multiplyBigIntegers([0], [0])).toEqual([0]) | ||
| expect(multiplyBigIntegers([0, 0, 1], [0, 2])).toEqual([0, 0, 0, 2]) | ||
| }) | ||
| }) |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,102 @@ | ||
| // Suffix Automaton implementation for substring queries | ||
| // Provides: buildSuffixAutomaton, countDistinctSubstrings, longestCommonSubstring | ||
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| class SAMState { | ||
| constructor() { | ||
| this.next = Object.create(null) | ||
| this.link = -1 | ||
| this.len = 0 | ||
| } | ||
| } | ||
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| function buildSuffixAutomaton(s) { | ||
| const states = [new SAMState()] | ||
| let last = 0 | ||
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| for (const ch of s) { | ||
| const cur = states.length | ||
| states.push(new SAMState()) | ||
| states[cur].len = states[last].len + 1 | ||
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| let p = last | ||
| while (p !== -1 && states[p].next[ch] === undefined) { | ||
| states[p].next[ch] = cur | ||
| p = states[p].link | ||
| } | ||
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| if (p === -1) { | ||
| states[cur].link = 0 | ||
| } else { | ||
| const q = states[p].next[ch] | ||
| if (states[p].len + 1 === states[q].len) { | ||
| states[cur].link = q | ||
| } else { | ||
| const clone = states.length | ||
| states.push(new SAMState()) | ||
| states[clone].len = states[p].len + 1 | ||
| states[clone].next = { ...states[q].next } | ||
| states[clone].link = states[q].link | ||
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| while (p !== -1 && states[p].next[ch] === q) { | ||
| states[p].next[ch] = clone | ||
| p = states[p].link | ||
| } | ||
| states[q].link = states[cur].link = clone | ||
| } | ||
| } | ||
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| last = cur | ||
| } | ||
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| return { states, last } | ||
| } | ||
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| function countDistinctSubstrings(s) { | ||
| const { states } = buildSuffixAutomaton(s) | ||
| let count = 0 | ||
| // State 0 is the initial state; skip it in the sum | ||
| for (let v = 1; v < states.length; v++) { | ||
| const link = states[v].link | ||
| const add = states[v].len - (link === -1 ? 0 : states[link].len) | ||
| count += add | ||
| } | ||
| return count | ||
| } | ||
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| function longestCommonSubstring(a, b) { | ||
| // Build SAM of string a, then walk b to find LCS | ||
| const { states } = buildSuffixAutomaton(a) | ||
| let v = 0 | ||
| let l = 0 | ||
| let best = 0 | ||
| let bestEnd = -1 | ||
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| for (let i = 0; i < b.length; i++) { | ||
| const ch = b[i] | ||
| if (states[v].next[ch] !== undefined) { | ||
| v = states[v].next[ch] | ||
| l++ | ||
| } else { | ||
| while (v !== -1 && states[v].next[ch] === undefined) { | ||
| v = states[v].link | ||
| } | ||
| if (v === -1) { | ||
| v = 0 | ||
| l = 0 | ||
| continue | ||
| } else { | ||
| l = states[v].len + 1 | ||
| v = states[v].next[ch] | ||
| } | ||
| } | ||
| if (l > best) { | ||
| best = l | ||
| bestEnd = i | ||
| } | ||
| } | ||
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| if (best === 0) return '' | ||
| return b.slice(bestEnd - best + 1, bestEnd + 1) | ||
| } | ||
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| export { buildSuffixAutomaton, countDistinctSubstrings, longestCommonSubstring } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,24 @@ | ||
| import { countDistinctSubstrings, longestCommonSubstring } from '../SuffixAutomaton' | ||
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| describe('Suffix Automaton - distinct substrings', () => { | ||
| it('handles empty string', () => { | ||
| expect(countDistinctSubstrings('')).toBe(0) | ||
| }) | ||
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| it('counts distinct substrings correctly', () => { | ||
| expect(countDistinctSubstrings('aaa')).toBe(3) | ||
| expect(countDistinctSubstrings('abc')).toBe(6) | ||
| expect(countDistinctSubstrings('ababa')).toBe(9) | ||
| }) | ||
| }) | ||
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| describe('Suffix Automaton - longest common substring', () => { | ||
| it('finds LCS of two strings', () => { | ||
| expect(longestCommonSubstring('xabcdxyz', 'xyzabcd')).toBe('abcd') | ||
| expect(longestCommonSubstring('hello', 'yellow')).toBe('ello') | ||
| }) | ||
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| it('returns empty when no common substring', () => { | ||
| expect(longestCommonSubstring('abc', 'def')).toBe('') | ||
| }) | ||
| }) |
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