#include <vector>#include <complex>#include <cmath>#define for if (0); else forusing namespace std;const int MaxFastBits = 16;int **gFFTBitTable = 0;int NumberOfBitsNeeded(int PowerOfTwo) {for (int i = 0;; ++i) {if (PowerOfTwo & (1 << i)) {return i;}}}int ReverseBits(int index, int NumBits) {int ret = 0;for (int i = 0; i < NumBits; ++i, index >>= 1) {ret = (ret << 1) | (index & 1);}return ret;}void InitFFT() { gFFTBitTable = new int *[MaxFastBits]; for (int i = 1, length = 2; i <= MaxFastBits; ++i, length <<= 1) { gFFTBitTable[i - 1] = new int[length]; for (int j = 0; j < length; ++j) { gFFTBitTable[i - 1][j] = ReverseBits(j, i);} }}inline int FastReverseBits(int i, int NumBits) { return NumBits <= MaxFastBits ? gFFTBitTable[NumBits - 1][i] : ReverseBits(i, NumBits);}void FFT(bool InverseTransform, vector<complex<double> >& In, vector<complex<double> >& Out) { if (!gFFTBitTable) { InitFFT(); } // simultaneous data copy and bit-reversal ordering into outputsint NumSamples = In.size(); int NumBits = NumberOfBitsNeeded(NumSamples); for (int i = 0; i < NumSamples; ++i) {Out[FastReverseBits(i, NumBits)] = In[i]; } // the FFT process double angle_numerator = acos(-1.) * (InverseTransform ? -2 : 2); for (int BlockEnd = 1, BlockSize = 2; BlockSize <= NumSamples; BlockSize <<= 1) { double delta_angle = angle_numerator / BlockSize; double sin1 = sin(-delta_angle); double cos1 = cos(-delta_angle); double sin2 = sin(-delta_angle * 2); double cos2 = cos(-delta_angle * 2); for (int i = 0; i < NumSamples; i += BlockSize) {complex<double> a1(cos1, sin1), a2(cos2, sin2); for (int j = i, n = 0; n < BlockEnd; ++j, ++n) {complex<double> a0(2 * cos1 * a1.real() - a2.real(), 2 * cos1 * a1.imag() - a2.imag());a2 = a1;a1 = a0;complex<double> a = a0 * Out[j + BlockEnd];Out[j + BlockEnd] = Out[j] - a;Out[j] += a; } } BlockEnd = BlockSize; } // normalize if inverse transform if (InverseTransform) { for (int i = 0; i < NumSamples; ++i) {Out[i] /= NumSamples; } }}vector<double> convolution(vector<double> a, vector<double> b) {int n = a.size();vector<complex<double> > s(n), d1(n), d2(n), y(n); for (int i = 0; i < n; ++i) { s[i] = complex<double>(a[i], 0);} FFT(false, s, d1); s[0] = complex<double>(b[0], 0); for (int i = 1; i < n; ++i) {s[i] = complex<double>(b[n - i], 0);} FFT(false, s, d2); for (int i = 0; i < n; ++i) {y[i] = d1[i] * d2[i]; } FFT(true, y, s);vector<double> ret(n);for (int i = 0; i < n; ++i) {ret[i] = s[i].real();}return ret;}int main() { double a[4] = {1, 2, 3, 4}, b[4] = {1, 2, 3, 4}; vector<double> r = convolution(vector<double>(a, a + 4), vector<double>(b, b + 4));// r[0] = 30 (1*1 + 2*2 + 3*3 + 4*4)// r[1] = 24 (1*4 + 2*1 + 3*2 + 4*3)// r[2] = 22 (1*3 + 2*4 + 3*1 + 4*2)// r[3] = 24 (1*2 + 2*3 + 3*4 + 4*1)return 0;}