Files
amodem/amodem/sampling.py
2014-08-26 17:28:33 +03:00

84 lines
2.6 KiB
Python

#!/usr/bin/env python
import numpy as np
import itertools
import logging
from amodem import common
log = logging.getLogger(__name__)
class Interpolator(object):
def __init__(self, resolution=10000, width=128):
self.width = width
self.resolution = resolution
N = resolution * width
u = np.arange(-N, N, dtype=float)
window = (1 + np.cos(0.5 * np.pi * u / N)) / 2.0
h = np.sinc(u / resolution) * window
self.filt = []
for index in range(resolution): # split into multiphase filters
filt = h[index::resolution]
filt = filt[::-1]
self.filt.append(filt)
lengths = map(len, self.filt)
self.coeff_len = 2*width
assert set(lengths) == set([self.coeff_len])
assert len(self.filt) == resolution
class Sampler(object):
def __init__(self, src, interp=None):
self.freq = 1.0
self.equalizer = lambda x: x
if interp is not None:
self.interp = interp
self.resolution = self.interp.resolution
self.filt = self.interp.filt
self.width = self.interp.width
# TODO: explain indices arithmetic
padding = [0.0] * self.interp.width
self.src = itertools.chain(padding, src)
self.offset = self.interp.width + 1
self.buff = np.zeros(self.interp.coeff_len)
self.index = 0
self.take = self._take
else:
# skip interpolation
src = iter(src)
self.take = lambda size: common.take(src, size)
def _take(self, size):
frame = np.zeros(size)
count = 0
try:
for frame_index in range(size):
offset = self.offset
# offset = k + (j / self.resolution)
k = int(offset) # integer part
j = int((offset - k) * self.resolution) # fractional part
coeffs = self.filt[j]
end = k + self.width
while self.index < end:
self.buff[:-1] = self.buff[1:]
self.buff[-1] = next(self.src) # throws StopIteration
self.index += 1
self.offset += self.freq
frame[frame_index] = np.dot(coeffs, self.buff)
count = frame_index + 1
except StopIteration:
pass
return self.equalizer(frame[:count])
def resample(src, dst, df=0.0):
from . import common
x = common.load(src)
sampler = Sampler(x, Interpolator())
sampler.freq += df
y = sampler.take(len(x))
dst.write(common.dumps(y))