refactor sigproc

This commit is contained in:
Roman Zeyde
2014-07-04 18:26:14 +03:00
parent 4753797136
commit 2e2ebd6280
3 changed files with 78 additions and 88 deletions

View File

@@ -2,74 +2,12 @@ import numpy as np
import recv
import common
import sigproc
import loop
class Interpolator(object):
def __init__(self, resolution=10000, width=128):
self.width = width
self.resolution = resolution
self.N = resolution * width
u = np.arange(-self.N, self.N, dtype=float)
window = (1 + np.cos(0.5 * np.pi * u / self.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)
assert set(lengths) == set([2*width])
assert len(self.filt) == resolution
def get(self, offset):
# offset = k + (j / self.resolution)
k = int(offset)
j = int((offset - k) * self.resolution)
coeffs = self.filt[j]
return coeffs, k - self.width
class Sampler(object):
def __init__(self, src, interp):
self.src = iter(src)
self.freq = 1.0
self.interp = interp
coeffs, begin = self.interp.get(0)
self.offset = -begin # should fill samples buffer
self.buff = np.zeros(len(coeffs))
self.index = 0
def __iter__(self):
return self
def correct(self, offset=0):
assert self.freq + offset > 0
self.offset += offset
def next(self):
res = self._sample()
self.offset += self.freq
return res
def _sample(self):
coeffs, begin = self.interp.get(self.offset)
end = begin + len(coeffs)
while True:
if self.index == end:
return np.dot(coeffs, self.buff)
self.buff[:-1] = self.buff[1:]
self.buff[-1] = self.src.next() # throws StopIteration
self.index += 1
def clip(x, lims):
return min(max(x, lims[0]), lims[1])
def loop_filter(P, I):
return
class FreqLoop(object):
def __init__(self, x, freq):
self.sampler = Sampler(x, Interpolator())
self.sampler = sigproc.Sampler(x, sigproc.Interpolator())
self.symbols = recv.extract_symbols(self.sampler, freq)
Kp, Ki = 0.2, 0.01
b = np.array([1, -1])*Kp + np.array([0.5, 0.5])*Ki
@@ -78,7 +16,7 @@ class FreqLoop(object):
def correct(self, actual, expected):
self.err = np.angle(expected / actual) / np.pi
self.err = clip(self.err, [-0.1, 0.1])
self.err = sigproc.clip(self.err, [-0.1, 0.1])
self.correction = self.filt(self.err)
self.sampler.correct(offset=self.correction)
@@ -107,7 +45,7 @@ def main():
symbols.correction * (f0 / common.Nsym),
])
S = np.array(list(S))
S = np.array(S)
pylab.figure()

View File

@@ -15,22 +15,11 @@ def lfilter(b, a, x):
y_ = [u] + y_[1:]
yield u
class Filter(object):
def __init__(self, b, a):
self.b = b
self.a = a
def apply(self, x):
return lfilter(self.b, self.a, x)
@classmethod
def train(cls, S, training):
A = np.array([ S[1:], S[:-1], training[:-1] ]).T
b = training[1:]
b0, b1, a1 = linalg.lstsq(A, b)[0]
return cls([b0, b1], [1, -a1])
def train(S, training):
A = np.array([ S[1:], S[:-1], training[:-1] ]).T
b = training[1:]
b0, b1, a1 = linalg.lstsq(A, b)[0]
return lambda x: lfilter(b=[b0, b1], a=[1, -a1], x=x)
class QAM(object):
def __init__(self, bits_per_symbol, radii):
@@ -63,9 +52,62 @@ class QAM(object):
modulator = QAM(bits_per_symbol=2, radii=[1.0])
def test():
q = QAM(bits_per_symbol=8, radii=[0.25, 0.5, 0.75, 1.0])
bits = [(1,1,0,1,0,0,1,0)]
S = q.encode(bits)
res = list(q.decode(list(S)))
assert res == bits, (res)
class Interpolator(object):
def __init__(self, resolution=10000, width=128):
self.width = width
self.resolution = resolution
self.N = resolution * width
u = np.arange(-self.N, self.N, dtype=float)
window = (1 + np.cos(0.5 * np.pi * u / self.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)
assert set(lengths) == set([2*width])
assert len(self.filt) == resolution
def get(self, offset):
# offset = k + (j / self.resolution)
k = int(offset)
j = int((offset - k) * self.resolution)
coeffs = self.filt[j]
return coeffs, k - self.width
class Sampler(object):
def __init__(self, src, interp):
self.src = iter(src)
self.freq = 1.0
self.interp = interp
coeffs, begin = self.interp.get(0)
self.offset = -begin # should fill samples buffer
self.buff = np.zeros(len(coeffs))
self.index = 0
def __iter__(self):
return self
def correct(self, offset=0):
assert self.freq + offset > 0
self.offset += offset
def next(self):
res = self._sample()
self.offset += self.freq
return res
def _sample(self):
coeffs, begin = self.interp.get(self.offset)
end = begin + len(coeffs)
while True:
if self.index == end:
return np.dot(coeffs, self.buff)
self.buff[:-1] = self.buff[1:]
self.buff[-1] = self.src.next() # throws StopIteration
self.index += 1
def clip(x, lims):
return min(max(x, lims[0]), lims[1])

10
test_sigproc.py Normal file
View File

@@ -0,0 +1,10 @@
import sigproc
import itertools
def test_qam():
q = sigproc.QAM(bits_per_symbol=8, radii=[0.25, 0.5, 0.75, 1.0])
bits = [(1,1,0,1,0,0,1,0), (0,1,0,0,0,1,1,1)]
stream = itertools.chain(*bits)
S = q.encode(list(stream))
decoded = list(q.decode(list(S)))
assert decoded == bits