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Jon Wayne Parrott
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Jul 11, 2016
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gcloud==0.17.0 | ||
grpcio==0.15.0 | ||
PyAudio==0.2.9 | ||
grpc-google-cloud-speech==1.0.4 | ||
grpc-google-cloud-speech-v1beta1==1.0.1 |
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#!/usr/bin/env python | ||
# Copyright (C) 2016 Google Inc. | ||
# | ||
# 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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"""Sample that transcribes a FLAC audio file stored in Google Cloud Storage, | ||
using async GRPC.""" | ||
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import argparse | ||
import time | ||
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from gcloud.credentials import get_credentials | ||
from google.cloud.speech.v1beta1 import cloud_speech_pb2 | ||
from google.longrunning import operations_grpc_pb2 | ||
from grpc.beta import implementations | ||
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# Keep the request alive for this many seconds | ||
DEADLINE_SECS = 10 | ||
SPEECH_SCOPE = 'https://www.googleapis.com/auth/cloud-platform' | ||
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def make_channel(host, port): | ||
"""Creates an SSL channel with auth credentials from the environment.""" | ||
# In order to make an https call, use an ssl channel with defaults | ||
ssl_channel = implementations.ssl_channel_credentials(None, None, None) | ||
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# Grab application default credentials from the environment | ||
creds = get_credentials().create_scoped([SPEECH_SCOPE]) | ||
# Add a plugin to inject the creds into the header | ||
auth_header = ( | ||
'Authorization', | ||
'Bearer ' + creds.get_access_token().access_token) | ||
auth_plugin = implementations.metadata_call_credentials( | ||
lambda _, cb: cb([auth_header], None), | ||
name='google_creds') | ||
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# compose the two together for both ssl and google auth | ||
composite_channel = implementations.composite_channel_credentials( | ||
ssl_channel, auth_plugin) | ||
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return implementations.secure_channel(host, port, composite_channel) | ||
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def main(input_uri, encoding, sample_rate): | ||
channel = make_channel('speech.googleapis.com', 443) | ||
service = cloud_speech_pb2.beta_create_Speech_stub(channel) | ||
# The method and parameters can be inferred from the proto from which the | ||
# grpc client lib was generated. See: | ||
# https://github.com/googleapis/googleapis/blob/master/google/cloud/speech/v1beta1/cloud_speech.proto | ||
response = service.AsyncRecognize(cloud_speech_pb2.AsyncRecognizeRequest( | ||
config=cloud_speech_pb2.RecognitionConfig( | ||
encoding=encoding, | ||
sample_rate=sample_rate, | ||
), | ||
audio=cloud_speech_pb2.RecognitionAudio( | ||
uri=input_uri, | ||
) | ||
), DEADLINE_SECS) | ||
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# Print the longrunning operation handle. | ||
print(response) | ||
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# Construct a long running operation endpoint. | ||
service = operations_grpc_pb2.beta_create_Operations_stub(channel) | ||
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name = response.name | ||
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while True: | ||
# Give the server a few seconds to process. | ||
print('Waiting for server processing...') | ||
time.sleep(1) | ||
# Get the long running operation with response. | ||
response = service.GetOperation( | ||
operations_grpc_pb2.GetOperationRequest(name=name), | ||
DEADLINE_SECS) | ||
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if response.done: | ||
break | ||
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# Print the recognition results. | ||
results = cloud_speech_pb2.AsyncRecognizeResponse() | ||
response.response.Unpack(results) | ||
print(results) | ||
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def _gcs_uri(text): | ||
if not text.startswith('gs://'): | ||
raise argparse.ArgumentTypeError( | ||
'Cloud Storage uri must be of the form gs://bucket/path/') | ||
return text | ||
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if __name__ == '__main__': | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument('input_uri', type=_gcs_uri) | ||
parser.add_argument( | ||
'--encoding', default='FLAC', choices=[ | ||
'LINEAR16', 'FLAC', 'MULAW', 'AMR', 'AMR_WB'], | ||
help='How the audio file is encoded. See {}#L67'.format( | ||
'https://github.com/googleapis/googleapis/blob/master/' | ||
'google/cloud/speech/v1beta1/cloud_speech.proto')) | ||
parser.add_argument('--sample_rate', default=16000) | ||
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args = parser.parse_args() | ||
main(args.input_uri, args.encoding, args.sample_rate) |
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# Copyright 2016, Google, Inc. | ||
# 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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import argparse | ||
import re | ||
import sys | ||
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import pytest | ||
from speech_async_grpc import _gcs_uri | ||
from speech_async_grpc import main | ||
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@pytest.mark.skipif( | ||
sys.version_info >= (3, 0), | ||
reason=("grpc doesn't yet support python3 " | ||
'https://github.com/grpc/grpc/issues/282')) | ||
def test_main(cloud_config, capsys): | ||
input_uri = 'gs://{}/speech/audio.flac'.format(cloud_config.storage_bucket) | ||
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main(input_uri, 'FLAC', 16000) | ||
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out, err = capsys.readouterr() | ||
assert re.search(r'how old is the Brooklyn Bridge', out, re.DOTALL | re.I) | ||
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def test_gcs_uri(): | ||
_gcs_uri('gs://bucket/path') | ||
with pytest.raises(argparse.ArgumentTypeError): | ||
_gcs_uri('/local/path') |
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#!/usr/bin/env python | ||
# Copyright 2016 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.""" | ||
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# [START import_libraries] | ||
import argparse | ||
import base64 | ||
import json | ||
import time | ||
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from googleapiclient import discovery | ||
from oauth2client.client import GoogleCredentials | ||
# [END import_libraries] | ||
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# [START authenticating] | ||
DISCOVERY_URL = ('https://{api}.googleapis.com/$discovery/rest?' | ||
'version={apiVersion}') | ||
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# Application default credentials provided by env variable | ||
# GOOGLE_APPLICATION_CREDENTIALS | ||
def get_speech_service(): | ||
credentials = GoogleCredentials.get_application_default().create_scoped( | ||
['https://www.googleapis.com/auth/cloud-platform']) | ||
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return discovery.build( | ||
'speech', 'v1beta1', credentials=credentials, | ||
discoveryServiceUrl=DISCOVERY_URL) | ||
# [END authenticating] | ||
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def main(speech_file): | ||
"""Transcribe the given audio file asynchronously. | ||
Args: | ||
speech_file: the name of the audio file. | ||
""" | ||
# [START construct_request] | ||
with open(speech_file, 'rb') as speech: | ||
# Base64 encode the binary audio file for inclusion in the request. | ||
speech_content = base64.b64encode(speech.read()) | ||
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service = get_speech_service() | ||
service_request = service.speech().asyncrecognize( | ||
body={ | ||
'config': { | ||
'encoding': 'LINEAR16', | ||
'sampleRate': 16000 | ||
}, | ||
'audio': { | ||
'content': speech_content.decode('UTF-8') | ||
} | ||
}) | ||
# [END construct_request] | ||
# [START send_request] | ||
response = service_request.execute() | ||
print(json.dumps(response)) | ||
# [END send_request] | ||
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name = response['name'] | ||
# Construct a GetOperation request. | ||
service_request = service.operations().get(name=name) | ||
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while True: | ||
# Give the server a few seconds to process. | ||
print('Waiting for server processing...') | ||
time.sleep(1) | ||
# Get the long running operation with response. | ||
response = service_request.execute() | ||
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if 'done' in response and response['done']: | ||
break | ||
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print(json.dumps(response['response']['results'])) | ||
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# [START run_application] | ||
if __name__ == '__main__': | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument( | ||
'speech_file', help='Full path of audio file to be recognized') | ||
args = parser.parse_args() | ||
main(args.speech_file) | ||
# [END run_application] |
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# Copyright 2016, Google, Inc. | ||
# 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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import re | ||
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from speech_async_rest import main | ||
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def test_main(resource, capsys): | ||
main(resource('audio.raw')) | ||
out, err = capsys.readouterr() | ||
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assert re.search(r'how old is the Brooklyn Bridge', out, re.DOTALL | re.I) |
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