dsp/lib/__init__.py
2015-10-19 04:04:32 -07:00

141 lines
4.1 KiB
Python

import numpy as np
#from IPython.display import display
from matplotlib.pylab import show
from .util import *
from .data import *
gen_filters = lambda cascade, srate: [
s2z(*f[1], fc=f[0], srate=srate, gain=10**(f[2]/20)) for f in cascade
]
from .bq import *
from .butterworth import *
from .sweeps import *
from .smoothfft import *
from .plot import *
from .wav import *
from .planes import *
from .fft import *
from .bs import *
def analog(b, a):
import sympy as sym
w,s = sym.symbols('w s')
filt_expr = sym.Poly(b, s)/sym.Poly(a, s)
mag_expr = abs(filt_expr.subs({s: w*sym.I}))**2
return sym.lambdify(w, mag_expr, 'numpy')
def makemag(w0, ba, gain=0):
f = analog(*ba)
def magf(w):
a = f(w/w0)
a[0] = 1e-35
a = np.log10(a)*10 + gain
a[0] = a[1] # safety measure
return a
return magf
def test_filter_raw(ba, fc=1000, gain=0, precision=4096):
fig, ax = new_response(ymin=-24, ymax=24)
xs = xsp(precision)
ax.semilogx(xs, makemag(fc, ba, gain)(xs))
show(fig)
def test_filter(ff, A=toA(12), Q=toQ(1), **kwargs):
test_filter_raw(ff(A, Q), **kwargs)
npc = [makemag(*f) for f in cascades['raw']]
def neonpink(xs):
lament("neonpink(): DEPRECATED; use tilter2(xs, 'raw') instead.")
combined = np.zeros(len(xs))
for f in npc:
combined += f(xs)
return combined
def c_render(cascade, precision=4096):
# TODO: deprecate in favor of tilter2 (which also needs to be renamed)
xs = xsp(precision)
ys = np.zeros_like(xs)
c = [makemag(*f) for f in cascade]
for f in c:
ys += f(xs)
return xs, ys
def c_render2(xs, cascade):
"""c_render optimized and specifically for first/second-order filters"""
import numexpr as ne
j = np.complex(0, 1)
eq2 = 'abs((b0 + j*b1*ws - b2*ws**2)/(a0 + j*a1*ws - a2*ws**2))**2'
eq1 = 'abs((b0 + j*b1*ws)/(a0 + j*a1*ws))**2'
fmt = 'real(log10({})*10 + gain)'
ys = np.zeros(len(xs))
for f in cascade:
w0, ba, gain = f
b, a = ba
if len(b) == 3 and len(a) == 3:
eq = fmt.format(eq2)
b2, b1, b0 = b
a2, a1, a0 = a
elif len(b) == 2 and len(a) == 2:
eq = fmt.format(eq1)
b1, b0 = b
a1, a0 = a
else:
raise Exception("incompatible cascade; consider using c_render instead")
ws = xs/w0
ys += ne.evaluate(eq)
return ys
def firize(xs, ys, n=4096, srate=44100, plot=None):
import scipy.signal as sig
if plot:
plot.semilogx(xs, ys, label='desired')
xf = xs/srate*2
yg = 10**(ys/20)
xf = np.hstack((0, xf, 1))
yg = np.hstack((0, yg, yg[-1]))
b = sig.firwin2(n, xf, yg, antisymmetric=True)
if plot:
_, ys = sig.freqz(b, worN=xs/srate*tau)
ys = 20*np.log10(np.abs(ys))
plot.semilogx(xs, ys, label='FIR ({} taps)'.format(n))
plot.legend(loc=8)
return b
def tilter(xs, ys, tilt):
"""tilts a magnitude plot by some decibels, or by equalizer curve."""
lament("tilter(): DEPRECATED; use ys -= tilter2(xs, tilt) instead.")
if tilt == 'neon':
noise = neonpink(xs)
elif type(tilt) is str:
noise = np.zeros(len(xs))
c = [makemag(*f) for f in cascades[tilt]]
for f in c:
noise += f(xs)
elif isinstance(tilt, int) or isinstance(tilt, float):
noise = tilt*(np.log2(1000) - np.log2(xs))
else:
noise = np.zeros(xs.shape)
return xs, ys - noise
def tilter2(xs, tilt):
if type(tilt) is str:
noise = np.zeros(len(xs))
c = [makemag(*f) for f in cascades[tilt]]
for f in c:
noise += f(xs)
elif isinstance(tilt, int) or isinstance(tilt, float):
noise = tilt*(np.log2(1000) - np.log2(xs + 1e-35))
else:
noise = np.zeros(xs.shape)
return noise
from .plotwav import *
# this is similar to default behaviour of having no __all__ variable at all,
# but ours ignores modules as well. this allows for `import sys` and such
# without clobbering `from our_module import *`.
__all__ = [o for o in locals() if type(o) != 'module' and not o.startswith('_')]