#!/usr/local/bin/python2.3 import math import sys pi=math.pi e=math.e j=complex(0,1) def fft(f,inv): n=len(f) if n==1: return f for p in 2,3,5: if n%p==0: break else: raise Exception('%s not factorable ' % n) m = n/p Fout=[] for q in range(p): # 0,1 fp = f[q::p] Fp = fft( fp ,inv) Fout.extend( Fp ) for u in range(m): scratch = Fout[u::m] # u to end in strides of m for q1 in range(p): k = q1*m + u # indices to Fout above that became scratch Fout[ k ] = scratch[0] # cuz e**0==1 in loop below for q in range(1,p): if inv: t = e ** ( j*2*pi*k*q/n ) else: t = e ** ( -j*2*pi*k*q/n ) Fout[ k ] += scratch[q] * t return Fout def rifft(F): N = len(F) - 1 Z = [0] * (N) for k in range(N): Fek = ( F[k] + F[-k-1].conjugate() ) Fok = ( F[k] - F[-k-1].conjugate() ) * e ** (j*pi*k/N) Z[k] = Fek + j*Fok fp = fft(Z , 1) f = [] for c in fp: f.append(c.real) f.append(c.imag) return f def real_fft( f,inv ): if inv: return rifft(f) N = len(f) / 2 res = f[::2] ims = f[1::2] fp = [ complex(r,i) for r,i in zip(res,ims) ] print 'fft input ', fp Fp = fft( fp ,0 ) print 'fft output ', Fp F = [] for k in range(N): F1k = Fp[k] + Fp[-k].conjugate() F2k = -j*(Fp[k] - Fp[-k].conjugate()) print 'F2k[%d]=%s' % (k,F2k) F.append( ( F1k + e ** ( -j*pi*k/N ) * F2k ) * .5 ) F.append( complex( Fp[0].real - Fp[0].imag , 0 ) ) return F def main(): #fft_func = fft fft_func = real_fft tvec = [0.309655,0.815653,0.768570,0.591841,0.404767,0.637617,0.007803,0.012665] Ftvec = [ complex(r,i) for r,i in zip( [3.548571,-0.378761,-0.061950,0.188537,-0.566981,0.188537,-0.061950,-0.378761], [0.000000,-1.296198,-0.848764,0.225337,0.000000,-0.225337,0.848764,1.296198] ) ] F = fft_func( tvec,0 ) nerrs= 0 for i in range(len(Ftvec)/2 + 1): if abs( F[i] - Ftvec[i] )> 1e-5: print 'F[%d]: %s != %s' % (i,F[i],Ftvec[i]) nerrs += 1 print '%d errors in forward fft' % nerrs if nerrs: return trec = fft_func( F , 1 ) for i in range(len(trec) ): trec[i] /= len(trec) for i in range(len(tvec) ): if abs( trec[i] - tvec[i] )> 1e-5: print 't[%d]: %s != %s' % (i,tvec[i],trec[i]) nerrs += 1 print '%d errors in reverse fft' % nerrs if __name__ == "__main__": main()