Created
October 11, 2015 10:58
-
-
Save bastibe/747283c55aad66404046 to your computer and use it in GitHub Desktop.
A simple limiter in Python
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# A simple limiter | |
from sounddevice import Stream, CallbackStop | |
from time import sleep | |
from numpy import array, random, zeros | |
import matplotlib.pyplot as plt | |
################################### Constants ################################## | |
fs = 44100 # Hz | |
threshold = 0.6 # absolute gain | |
delay = 40 # samples | |
signal_length = 1 # second | |
release_coeff = 0.9995 # release time factor | |
attack_coeff = 0.9 # attack time factor | |
block_length = 1024 # samples | |
#################### Generate quiet-loud-quiet noise signal #################### | |
signal = array(random.rand(fs*signal_length)*2-1) | |
signal[:signal_length*fs/3] *= 0.1 | |
signal[signal_length*fs*2/3:] *= 0.1 | |
############################# Implementation of Limiter ######################## | |
class Limiter: | |
def __init__(self, attack_coeff, release_coeff, delay, threshold): | |
self.delay_index = 0 | |
self.envelope = 0 | |
self.gain = 1 | |
self.delay = delay | |
self.delay_line = zeros(delay) | |
self.release_coeff = release_coeff | |
self.attack_coeff = attack_coeff | |
self.threshold = threshold | |
def limit(self, signal): | |
for idx, sample in enumerate(signal): | |
self.delay_line[self.delay_index] = sample | |
self.delay_index = (self.delay_index + 1) % self.delay | |
# calculate an envelope of the signal | |
self.envelope = max(abs(sample), self.envelope*self.release_coeff) | |
if self.envelope > self.threshold: | |
target_gain = self.threshold / self.envelope | |
else: | |
target_gain = 1.0 | |
# have self.gain go towards a desired limiter gain | |
self.gain = ( self.gain*self.attack_coeff + | |
target_gain*(1-self.attack_coeff) ) | |
# limit the delayed signal | |
signal[idx] = self.delay_line[self.delay_index] * self.gain | |
return signal | |
################################# Play the Audio ############################### | |
original_signal = array(signal, copy=True) | |
output_signal = array(signal, copy=True) | |
limiter = Limiter(attack_coeff, release_coeff, delay, threshold) | |
def callback(indata, outdata, frames, time, status): | |
if status: | |
print("Playback Error: {}".format(status)) | |
played_frames = callback.counter | |
callback.counter += frames | |
if callback.counter > len(signal): | |
raise CallbackStop() | |
limited_signal = limiter.limit(signal[played_frames:callback.counter]) | |
outdata[:, 0] = limited_signal | |
output_signal[played_frames:callback.counter] = limited_signal | |
callback.counter = 0 | |
with Stream(channels=1, callback=callback) as s: | |
while s.active: | |
sleep(0.1) | |
############################## Plot results #################################### | |
plt.figure() | |
plt.plot(original_signal, color='grey', label='original signal') | |
plt.plot(output_signal, color='black', label='limited signal') | |
plt.legend() | |
plt.show(block=True) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment