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Speech continuous #1940
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Speech continuous #1940
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c6f5f11
Draft 1: indefinitely-long streaming transcription
1c71119
Clean up & refactor of indefinite speech transcrib
0ba088a
Make sure chunks_per_second is a whole number.
b0bd8e9
Update for google-cloud-python client lib.
b25330a
Update sample to not error out, but make a new request every ~60ish s…
nnegrey 62354a2
Merge branch 'master' into speech-continuous
nnegrey c8fb089
Update transcribe_streaming_mic.py
nnegrey 0b009fb
Clean up unnecessary code, since we no longer wait for it to error out
nnegrey f576f9e
Update based on feedback
nnegrey fce535c
Merge branch 'speech-continuous' of https://github.com/GoogleCloudPla…
nnegrey 06d09c6
Merge branch 'master' into speech-continuous
nnegrey bbef44f
Merge branch 'master' into speech-continuous
nnegrey 48ae540
Merge branch 'master' into speech-continuous
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google-cloud-speech==0.36.0 | ||
pyaudio==0.2.11 | ||
six==1.12.0 |
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@@ -0,0 +1,223 @@ | ||
#!/usr/bin/env python | ||
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# Copyright 2018 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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"""Google Cloud Speech API sample application using the streaming API. | ||
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NOTE: This module requires the additional dependency `pyaudio`. To install | ||
using pip: | ||
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pip install pyaudio | ||
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Example usage: | ||
python transcribe_streaming_indefinite.py | ||
""" | ||
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# [START speech_transcribe_infinite_streaming] | ||
from __future__ import division | ||
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import time | ||
import re | ||
import sys | ||
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from google.cloud import speech | ||
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import pyaudio | ||
from six.moves import queue | ||
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# Audio recording parameters | ||
STREAMING_LIMIT = 55000 | ||
SAMPLE_RATE = 16000 | ||
CHUNK_SIZE = int(SAMPLE_RATE / 10) # 100ms | ||
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def get_current_time(): | ||
return int(round(time.time() * 1000)) | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. probably don't need both |
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def duration_to_secs(duration): | ||
return duration.seconds + (duration.nanos / float(1e9)) | ||
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class ResumableMicrophoneStream: | ||
"""Opens a recording stream as a generator yielding the audio chunks.""" | ||
def __init__(self, rate, chunk_size): | ||
self._rate = rate | ||
self._chunk_size = chunk_size | ||
self._num_channels = 1 | ||
self._max_replay_secs = 5 | ||
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# Create a thread-safe buffer of audio data | ||
self._buff = queue.Queue() | ||
self.closed = True | ||
self.start_time = get_current_time() | ||
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# 2 bytes in 16 bit samples | ||
self._bytes_per_sample = 2 * self._num_channels | ||
self._bytes_per_second = self._rate * self._bytes_per_sample | ||
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self._bytes_per_chunk = (self._chunk_size * self._bytes_per_sample) | ||
self._chunks_per_second = ( | ||
self._bytes_per_second // self._bytes_per_chunk) | ||
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def __enter__(self): | ||
self.closed = False | ||
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self._audio_interface = pyaudio.PyAudio() | ||
self._audio_stream = self._audio_interface.open( | ||
format=pyaudio.paInt16, | ||
channels=self._num_channels, | ||
rate=self._rate, | ||
input=True, | ||
frames_per_buffer=self._chunk_size, | ||
# Run the audio stream asynchronously to fill the buffer object. | ||
# This is necessary so that the input device's buffer doesn't | ||
# overflow while the calling thread makes network requests, etc. | ||
stream_callback=self._fill_buffer, | ||
) | ||
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return self | ||
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def __exit__(self, type, value, traceback): | ||
self._audio_stream.stop_stream() | ||
self._audio_stream.close() | ||
self.closed = True | ||
# Signal the generator to terminate so that the client's | ||
# streaming_recognize method will not block the process termination. | ||
self._buff.put(None) | ||
self._audio_interface.terminate() | ||
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def _fill_buffer(self, in_data, *args, **kwargs): | ||
"""Continuously collect data from the audio stream, into the buffer.""" | ||
self._buff.put(in_data) | ||
return None, pyaudio.paContinue | ||
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def generator(self): | ||
while not self.closed: | ||
if get_current_time() - self.start_time > STREAMING_LIMIT: | ||
self.start_time = get_current_time() | ||
break | ||
# Use a blocking get() to ensure there's at least one chunk of | ||
# data, and stop iteration if the chunk is None, indicating the | ||
# end of the audio stream. | ||
chunk = self._buff.get() | ||
if chunk is None: | ||
return | ||
data = [chunk] | ||
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# Now consume whatever other data's still buffered. | ||
while True: | ||
try: | ||
chunk = self._buff.get(block=False) | ||
if chunk is None: | ||
return | ||
data.append(chunk) | ||
except queue.Empty: | ||
break | ||
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yield b''.join(data) | ||
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def listen_print_loop(responses, stream): | ||
"""Iterates through server responses and prints them. | ||
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The responses passed is a generator that will block until a response | ||
is provided by the server. | ||
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Each response may contain multiple results, and each result may contain | ||
multiple alternatives; for details, see https://goo.gl/tjCPAU. Here we | ||
print only the transcription for the top alternative of the top result. | ||
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In this case, responses are provided for interim results as well. If the | ||
response is an interim one, print a line feed at the end of it, to allow | ||
the next result to overwrite it, until the response is a final one. For the | ||
final one, print a newline to preserve the finalized transcription. | ||
""" | ||
responses = (r for r in responses if ( | ||
r.results and r.results[0].alternatives)) | ||
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num_chars_printed = 0 | ||
for response in responses: | ||
if not response.results: | ||
continue | ||
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# The `results` list is consecutive. For streaming, we only care about | ||
# the first result being considered, since once it's `is_final`, it | ||
# moves on to considering the next utterance. | ||
result = response.results[0] | ||
if not result.alternatives: | ||
continue | ||
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# Display the transcription of the top alternative. | ||
top_alternative = result.alternatives[0] | ||
transcript = top_alternative.transcript | ||
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# Display interim results, but with a carriage return at the end of the | ||
# line, so subsequent lines will overwrite them. | ||
# | ||
# If the previous result was longer than this one, we need to print | ||
# some extra spaces to overwrite the previous result | ||
overwrite_chars = ' ' * (num_chars_printed - len(transcript)) | ||
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if not result.is_final: | ||
sys.stdout.write(transcript + overwrite_chars + '\r') | ||
sys.stdout.flush() | ||
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num_chars_printed = len(transcript) | ||
else: | ||
print(transcript + overwrite_chars) | ||
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# Exit recognition if any of the transcribed phrases could be | ||
# one of our keywords. | ||
if re.search(r'\b(exit|quit)\b', transcript, re.I): | ||
print('Exiting..') | ||
stream.closed = True | ||
break | ||
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num_chars_printed = 0 | ||
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def main(): | ||
client = speech.SpeechClient() | ||
config = speech.types.RecognitionConfig( | ||
encoding=speech.enums.RecognitionConfig.AudioEncoding.LINEAR16, | ||
sample_rate_hertz=SAMPLE_RATE, | ||
language_code='en-US', | ||
max_alternatives=1, | ||
enable_word_time_offsets=True) | ||
streaming_config = speech.types.StreamingRecognitionConfig( | ||
config=config, | ||
interim_results=True) | ||
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mic_manager = ResumableMicrophoneStream(SAMPLE_RATE, CHUNK_SIZE) | ||
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print('Say "Quit" or "Exit" to terminate the program.') | ||
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with mic_manager as stream: | ||
while not stream.closed: | ||
audio_generator = stream.generator() | ||
requests = (speech.types.StreamingRecognizeRequest( | ||
audio_content=content) | ||
for content in audio_generator) | ||
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responses = client.streaming_recognize(streaming_config, | ||
requests) | ||
# Now, put the transcription responses to use. | ||
listen_print_loop(responses, stream) | ||
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if __name__ == '__main__': | ||
main() | ||
# [END speech_transcribe_infinite_streaming] |
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indefinite
orinfinite
?