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transcribe_async.py
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130 lines (108 loc) · 3.88 KB
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#!/usr/bin/env python
# Copyright 2017 Google Inc. All Rights Reserved.
#
# 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.
"""Google Cloud Speech API sample application using the REST API for async
batch processing.
Example usage:
python transcribe_async.py resources/audio.raw
python transcribe_async.py gs://cloud-samples-tests/speech/brooklyn.flac
"""
# [START import_libraries]
import argparse
import io
import time
# [END import_libraries]
def transcribe_file(speech_file):
"""Transcribe the given audio file asynchronously."""
# [START authenticating]
# Application default credentials provided by env variable
# GOOGLE_APPLICATION_CREDENTIALS
from google.cloud import speech
speech_client = speech.Client()
# [END authenticating]
# [START construct_request]
# Loads the audio into memory
with io.open(speech_file, 'rb') as audio_file:
content = audio_file.read()
audio_sample = speech_client.sample(
content,
source_uri=None,
encoding='LINEAR16',
sample_rate=16000)
# [END construct_request]
# [START send_request]
operation = speech_client.speech_api.async_recognize(audio_sample)
retry_count = 100
while retry_count > 0 and not operation.complete:
retry_count -= 1
time.sleep(2)
operation.poll()
if not operation.complete:
print("Operation not complete and retry limit reached.")
return
alternatives = operation.results
for alternative in alternatives:
print('Transcript: {}'.format(alternative.transcript))
print('Confidence: {}'.format(alternative.confidence))
# [END send_request]
def transcribe_gcs(gcs_uri):
"""Asynchronously transcribes the audio file specified by the gcs_uri."""
# [START authenticating_gcs]
# Application default credentials provided by env variable
# GOOGLE_APPLICATION_CREDENTIALS
from google.cloud import speech
speech_client = speech.Client()
# [END authenticating_gcs]
# [START construct_request_gcs]
# Loads the audio into memory
audio_sample = speech_client.sample(
content=None,
source_uri=gcs_uri,
encoding='FLAC',
sample_rate=16000)
# [END construct_request_gcs]
# [START send_request_gcs]
operation = speech_client.speech_api.async_recognize(audio_sample)
retry_count = 100
while retry_count > 0 and not operation.complete:
retry_count -= 1
time.sleep(2)
operation.poll()
if not operation.complete:
print("Operation not complete and retry limit reached.")
return
alternatives = operation.results
for alternative in alternatives:
print('Transcript: {}'.format(alternative.transcript))
print('Confidence: {}'.format(alternative.confidence))
# [END send_request_gcs]
def main(path):
"""Transcribe the given audio file.
Args:
path: the name of the audio file.
"""
if path.startswith('gs://'):
transcribe_gcs(path)
else:
transcribe_file(path)
# [START run_application]
if __name__ == '__main__':
parser = argparse.ArgumentParser(
description=__doc__,
formatter_class=argparse.RawDescriptionHelpFormatter)
parser.add_argument(
'path', help='File or GCS path for audio file to be recognized')
args = parser.parse_args()
main(args.path)
# [END run_application]