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audioBackend.py
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import pyaudio
import time
import numpy as np
import threading
def getFFT(data, rate):
"""Given some data and rate, returns FFTfreq and FFT (half)."""
data = data * np.hamming(len(data))
fft = np.fft.fft(data)
fft = np.abs(fft)
freq = np.fft.fftfreq(len(fft), 1.0/rate)
return freq[:int(len(freq)/2)], fft[:int(len(fft)/2)]
class PNHear:
"""
The PNHear class is provides access to continuously recorded
(and mathematically processed) microphone data.
Arguments:
device - the number of the sound card input to use. Leave blank
to automatically detect one.
rate - sample rate to use. Defaults to something supported.
updatesPerSecond - how fast to record new data. Note that smaller
numbers allow more data to be accessed and therefore high
frequencies to be analyzed if using a FFT later
"""
def __init__(self, device=None, rate=None, updatesPerSecond=10):
self.p = pyaudio.PyAudio()
self.chunk = 4096 # gets replaced automatically
self.updatesPerSecond = updatesPerSecond
self.chunksRead = 0
self.device = device
self.rate = rate
### SYSTEM TESTS
def valid_low_rate(self, device):
"""set the rate to the lowest supported audio rate."""
for testrate in [44100]:
if self.valid_test(device, testrate):
return testrate
print("SOMETHING'S WRONG! I can't figure out how to use DEV", device)
return None
def valid_test(self, device, rate=44100):
"""given a device ID and a rate, return TRUE/False if it's valid."""
try:
self.info = self.p.get_device_info_by_index(device)
if not self.info["maxInputChannels"] > 0:
return False
stream = self.p.open(format=pyaudio.paInt16, channels=1,
input_device_index=device, frames_per_buffer=self.chunk,
rate=int(self.info["defaultSampleRate"]), input=True)
stream.close()
return True
except:
return False
def valid_input_devices(self):
"""
See which devices can be opened for microphone input.
call this when no PyAudio object is loaded.
"""
mics = []
for device in range(self.p.get_device_count()):
if self.valid_test(device):
mics.append(device)
if len(mics) == 0:
print("no microphone devices found!")
else:
print("found %d microphone devices: %s" % (len(mics), mics))
return mics
### SETUP AND SHUTDOWN
def initiate(self):
"""run this after changing settings (like rate) before recording"""
if self.device is None:
self.device = self.valid_input_devices()[0] # pick the first one
if self.rate is None:
self.rate = self.valid_low_rate(self.device)
self.chunk = int(self.rate/self.updatesPerSecond) # hold one tenth of a second in memory
if not self.valid_test(self.device, self.rate):
print("guessing a valid microphone device/rate...")
self.device = self.valid_input_devices()[0] # pick the first one
self.rate = self.valid_low_rate(self.device)
self.datax = np.arange(self.chunk) / float(self.rate)
msg = 'recording from "%s" ' % self.info["name"]
msg += '(device %d) ' % self.device
msg += 'at %d Hz' % self.rate
print(msg)
def close(self):
"""gently detach from things."""
print(" -- sending stream termination command...")
self.keepRecording = False # the threads should self-close
while self.t.isAlive(): # wait for all threads to close
time.sleep(.1)
self.stream.stop_stream()
self.p.terminate()
### STREAM HANDLING
def stream_readchunk(self):
"""reads some audio and re-launches itself"""
try:
self.data = np.fromstring(self.stream.read(self.chunk), dtype=np.int16)
self.fftx, self.fft = getFFT(self.data, self.rate)
except Exception as E:
print(" -- exception! terminating...")
print(E, "\n"*5)
self.keepRecording = False
if self.keepRecording:
self.stream_thread_new()
else:
self.stream.close()
self.p.terminate()
print(" -- stream STOPPED")
self.chunksRead += 1
def stream_thread_new(self):
self.t = threading.Thread(target=self.stream_readchunk)
self.t.start()
def stream_start(self):
"""adds data to self.data until termination signal"""
self.initiate()
print(" -- starting stream")
self.keepRecording = True # set this to False later to terminate stream
self.data = None # will fill up with threaded recording data
self.fft = None
self.dataFiltered = None # same
self.stream = self.p.open(format=pyaudio.paInt16, channels=1,
rate=self.rate, input=True, frames_per_buffer=self.chunk)
self.stream_thread_new()
if __name__=="__main__":
ear = PNHear(updatesPerSecond=10) # optinoally set sample rate here
ear.stream_start() # goes forever
lastRead = ear.chunksRead
while True:
while lastRead == ear.chunksRead:
time.sleep(.01)
print(ear.chunksRead, len(ear.data))
lastRead = ear.chunksRead
print("DONE")