def recognize_stream(bytestream: Generator[ByteString, None,
None], client: speech.SpeechClient,
recognition_config: types.RecognitionConfig, q: Queue):
"""Streams transcription of the given audio file."""
requests = (types.StreamingRecognizeRequest(audio_content=chunk)
for chunk in bytestream)
responses = client.streaming_recognize(
get_streaming_recognition_config(recognition_config), requests)
while True:
try:
resp = next(responses)
logger.debug("reading next response; resp.results is {}".format(
resp.results))
except StopIteration:
logger.info("no more responses!")
break
if resp.results:
final = [x for x in resp.results if x.is_final]
if final: q.put(final[0].alternatives[0])
logger.info("exit from recognize_stream!")
return
class GoogleAsr(Asr):
NAME = 'Google Asr'
DEPENDENCIES = {'system': [], 'pip': {'google-cloud-speech==1.3.1'}}
def __init__(self):
super().__init__()
self._capableOfArbitraryCapture = True
self._isOnlineASR = True
self._client: Optional[SpeechClient] = None
self._streamingConfig: Optional[
types.StreamingRecognitionConfig] = None
self._previousCapture = ''
def onStart(self):
super().onStart()
os.environ['GOOGLE_APPLICATION_CREDENTIALS'] = str(
Path(self.Commons.rootDir(), 'credentials/googlecredentials.json'))
self._client = SpeechClient()
# noinspection PyUnresolvedReferences
config = types.RecognitionConfig(
encoding=enums.RecognitionConfig.AudioEncoding.LINEAR16,
sample_rate_hertz=self.AudioServer.SAMPLERATE,
language_code=self.LanguageManager.getLanguageAndCountryCode())
self._streamingConfig = types.StreamingRecognitionConfig(
config=config, interim_results=True)
def decodeStream(self, session: DialogSession) -> Optional[ASRResult]:
super().decodeStream(session)
recorder = Recorder(self._timeout, session.user, session.siteId)
self.ASRManager.addRecorder(session.siteId, recorder)
self._recorder = recorder
with Stopwatch() as processingTime:
with recorder as stream:
audioStream = stream.audioStream()
# noinspection PyUnresolvedReferences
try:
requests = (types.StreamingRecognizeRequest(
audio_content=content) for content in audioStream)
responses = self._client.streaming_recognize(
self._streamingConfig, requests)
result = self._checkResponses(session, responses)
except:
self.logWarning('Failed ASR request')
self.end()
return ASRResult(
text=result[0],
session=session,
likelihood=result[1],
processingTime=processingTime.time) if result else None
def _checkResponses(self, session: DialogSession,
responses: Generator) -> Optional[tuple]:
if responses is None:
return None
for response in responses:
if not response.results:
continue
result = response.results[0]
if not result.alternatives:
continue
if result.is_final:
return result.alternatives[0].transcript, result.alternatives[
0].confidence
elif result.alternatives[0].transcript != self._previousCapture:
self.partialTextCaptured(
session=session,
text=result.alternatives[0].transcript,
likelihood=result.alternatives[0].confidence,
seconds=0)
self._previousCapture = result.alternatives[0].transcript
return None
sock.connect(address)
else:
sock = None
client = SpeechClient()
config = types.RecognitionConfig(
encoding=enums.RecognitionConfig.AudioEncoding.LINEAR16,
sample_rate_hertz=RATE,
language_code=args.lang_code)
streaming_config = types.StreamingRecognitionConfig(config=config,
interim_results=True)
print("%s recognition started!" % args.lang_code)
while True:
with MicrophoneStream(RATE, CHUNK) as stream:
audio_generator = stream.generator()
requests = (types.StreamingRecognizeRequest(audio_content=content)
for content in audio_generator)
try:
responses = client.streaming_recognize(streaming_config,
requests)
listen_print_loop(responses,
print_locally=args.debug,
sock=sock)
except KeyboardInterrupt:
break
except: # ignore "400 Exceeded maximum allowed stream duration of 305 seconds."
continue
if sock is not None:
sock.close()
class GoogleAsr(Asr):
NAME = 'Google Asr'
DEPENDENCIES = {
'system': [],
'pip' : {
'google-cloud-speech==1.3.1'
}
}
def __init__(self):
super().__init__()
self._credentialsFile = Path(self.Commons.rootDir(), 'credentials/googlecredentials.json')
self._capableOfArbitraryCapture = True
self._isOnlineASR = True
self._client: Optional[SpeechClient] = None
self._streamingConfig: Optional[types.StreamingRecognitionConfig] = None
if self._credentialsFile.exists() and not self.ConfigManager.getAliceConfigByName('googleASRCredentials'):
self.ConfigManager.updateAliceConfiguration(key='googleASRCredentials', value=self._credentialsFile.read_text(), doPreAndPostProcessing=False)
self._internetLostFlag = Event() # Set if internet goes down, cut the decoding
self._lastResultCheck = 0 # The time the intermediate results were last checked. If actual time is greater than this value + 3, stop processing, internet issues
self._previousCapture = '' # The text that was last captured in the iteration
def onStart(self):
super().onStart()
os.environ['GOOGLE_APPLICATION_CREDENTIALS'] = str(self._credentialsFile)
self._client = SpeechClient()
# noinspection PyUnresolvedReferences
config = types.RecognitionConfig(
encoding=enums.RecognitionConfig.AudioEncoding.LINEAR16,
sample_rate_hertz=self.AudioServer.SAMPLERATE,
language_code=self.LanguageManager.getLanguageAndCountryCode()
)
self._streamingConfig = types.StreamingRecognitionConfig(config=config, interim_results=True)
def decodeStream(self, session: DialogSession) -> Optional[ASRResult]:
super().decodeStream(session)
recorder = Recorder(self._timeout, session.user, session.deviceUid)
self.ASRManager.addRecorder(session.deviceUid, recorder)
self._recorder = recorder
result = None
with Stopwatch() as processingTime:
with recorder as stream:
audioStream = stream.audioStream()
# noinspection PyUnresolvedReferences
try:
requests = (types.StreamingRecognizeRequest(audio_content=content) for content in audioStream)
responses = self._client.streaming_recognize(self._streamingConfig, requests)
result = self._checkResponses(session, responses)
except Exception as e:
self._internetLostFlag.clear()
self.logWarning(f'Failed ASR request: {e}')
self.end()
return ASRResult(
text=result[0],
session=session,
likelihood=result[1],
processingTime=processingTime.time
) if result else None
def onInternetLost(self):
self._internetLostFlag.set()
def _checkResponses(self, session: DialogSession, responses: Generator) -> Optional[tuple]:
if responses is None:
return None
for response in responses:
if self._internetLostFlag.is_set():
self.logDebug('Internet connectivity lost during ASR decoding')
if not response.results:
raise Exception('Internet connectivity lost during decoding')
result = response.results[0]
return result.alternatives[0].transcript, result.alternatives[0].confidence
if not response.results:
continue
result = response.results[0]
if not result.alternatives:
continue
if result.is_final:
return result.alternatives[0].transcript, result.alternatives[0].confidence
elif result.alternatives[0].transcript != self._previousCapture:
self.partialTextCaptured(session=session, text=result.alternatives[0].transcript, likelihood=result.alternatives[0].confidence, seconds=0)
self._previousCapture = result.alternatives[0].transcript
elif result.alternatives[0].transcript == self._previousCapture:
now = int(time())
if self._lastResultCheck == 0:
self._lastResultCheck = 0
continue
if now > self._lastResultCheck + 3:
self.logDebug(f'Stopping process as there seems to be connectivity issues')
return result.alternatives[0].transcript, result.alternatives[0].confidence
self._lastResultCheck = now
return None
class GoogleAsr(Asr):
NAME = 'Google Asr'
DEPENDENCIES = {'system': [], 'pip': {'google-cloud-speech==1.3.1'}}
def __init__(self):
super().__init__()
self._capableOfArbitraryCapture = True
self._isOnlineASR = True
self._client: Optional[SpeechClient] = None
self._streamingConfig: Optional[
types.StreamingRecognitionConfig] = None
self._internetLostFlag = Event(
) # Set if internet goes down, cut the decoding
self._lastResultCheck = 0 # The time the intermediate results were last checked. If actual time is greater than this value + 3, stop processing, internet issues
self._previousCapture = '' # The text that was last captured in the iteration
self._delayedGoogleConfirmation = False # set whether slow internet is detected or not
def onStart(self):
super().onStart()
os.environ['GOOGLE_APPLICATION_CREDENTIALS'] = str(
Path(self.Commons.rootDir(), 'credentials/googlecredentials.json'))
self._client = SpeechClient()
# noinspection PyUnresolvedReferences
config = types.RecognitionConfig(
encoding=enums.RecognitionConfig.AudioEncoding.LINEAR16,
sample_rate_hertz=self.AudioServer.SAMPLERATE,
language_code=self.LanguageManager.getLanguageAndCountryCode())
self._streamingConfig = types.StreamingRecognitionConfig(
config=config, interim_results=True)
def decodeStream(self, session: DialogSession) -> Optional[ASRResult]:
super().decodeStream(session)
recorder = Recorder(self._timeout, session.user, session.siteId)
self.ASRManager.addRecorder(session.siteId, recorder)
self._recorder = recorder
result = None
with Stopwatch() as processingTime:
with recorder as stream:
audioStream = stream.audioStream()
# noinspection PyUnresolvedReferences
try:
requests = (types.StreamingRecognizeRequest(
audio_content=content) for content in audioStream)
responses = self._client.streaming_recognize(
self._streamingConfig, requests)
result = self._checkResponses(session, responses)
except:
self._internetLostFlag.clear()
self.logWarning('Failed ASR request')
self.end()
return ASRResult(
text=result[0],
session=session,
likelihood=result[1],
processingTime=processingTime.time) if result else None
def onInternetLost(self):
self._internetLostFlag.set()
def _checkResponses(self, session: DialogSession,
responses: Generator) -> Optional[tuple]:
if responses is None:
return None
for response in responses:
if self._internetLostFlag.is_set():
self.logDebug('Internet connectivity lost during ASR decoding')
if not response.results:
raise Exception(
'Internet connectivity lost during decoding')
result = response.results[0]
return result.alternatives[0].transcript, result.alternatives[
0].confidence
if not response.results:
continue
result = response.results[0]
if not result.alternatives:
continue
if result.is_final:
self._lastResultCheck = 0
self._delayedGoogleConfirmation = False
# print(f'Text confirmed by Google')
return result.alternatives[0].transcript, result.alternatives[
0].confidence
elif result.alternatives[0].transcript != self._previousCapture:
self.partialTextCaptured(
session=session,
text=result.alternatives[0].transcript,
likelihood=result.alternatives[0].confidence,
seconds=0)
# below function captures the "potential" full utterance not just one word from it
if len(self._previousCapture) <= len(
result.alternatives[0].transcript):
self._previousCapture = result.alternatives[0].transcript
elif result.alternatives[0].transcript == self._previousCapture:
# If we are here it's cause google hasn't responded yet with confirmation on captured text
# Store the time in seconds since epoch
now = int(time())
# Set a reference to nows time plus 3 seconds
self._lastResultCheck = now + 3
# wait 3 seconds and see if google responds
if not self._delayedGoogleConfirmation:
# print(f'Text of "{self._previousCapture}" captured but not confirmed by GoogleASR yet')
while now <= self._lastResultCheck:
now = int(time())
self._delayedGoogleConfirmation = True
# Give google the option to still process the utterance
continue
# During next iteration, If google hasn't responded in 3 seconds assume intent is correct
if self._delayedGoogleConfirmation:
self.logDebug(
f'Stopping process as there seems to be connectivity issues'
)
self._lastResultCheck = 0
self._delayedGoogleConfirmation = False
return result.alternatives[
0].transcript, result.alternatives[0].confidence
return None