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FFT study in Python.
Original in C: http://www.kurims.kyoto-u.ac.jp/~ooura/fftman/ftmn1_2.html
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import math | |
def fft(data): | |
n = len(data) | |
assert 2 ** int(math.log(n, 2)) == n, "Number of samples should be 2^n." | |
theta = math.pi * 2 / n | |
def scramble(k, i): | |
while True: | |
i ^= k | |
if i >= k: | |
return i | |
k >>= 1 | |
i = 0 | |
for j in range(1, n - 1): | |
i = scramble(n >> 1, i) | |
if j < i: | |
(data[i], data[j]) = (data[j], data[i]) | |
mh = 1 | |
while True: | |
m = mh << 1 | |
if m > n: | |
break | |
irev = 0 | |
for i in range(0, n, m): | |
w = math.cos(theta * irev) + math.sin(theta * irev) * 1j | |
irev = scramble(n >> 2, irev) | |
for j in range(i, i + mh): | |
k = j + mh | |
(data[j], data[k]) = (data[j] + data[k], (data[j] - data[k]) * w) | |
mh = m | |
def squareWave(n, hz): | |
return [float((i * hz) % n) / n > 0.5 and -1 or 1 for i in range(n)] | |
def sawWave(n, hz): | |
return [float((i * hz) % n) / n - 0.5 for i in range(n)] | |
def sinWave(n, hz): | |
return [math.sin(math.pi * 2 * i * hz / n) for i in range(n)] | |
def dcLevel(n, value): | |
return [value] * n | |
def add(a, b): | |
return map(lambda x: x[0] + x[1], zip(a, b)) | |
def mul(a, b): | |
return map(lambda x: x[0] * x[1], zip(a, b)) | |
def amp(data, value): | |
return [x * value for x in data] | |
def dump(data, title): | |
print '# %s' % title | |
i = 0 | |
for value in data: | |
print '%4d %10.6f' % (i, value) | |
i += 1 | |
if __name__ == '__main__': | |
n = 256 | |
data = squareWave(n, 60) | |
#dump(data, 'input') | |
fft(data) | |
dump(map(abs, data), 'result') |
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