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# Copyright 2018 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. | ||
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"""This application demonstrates how to do batch operations using Cloud | ||
Spanner. | ||
For more information, see the README.rst under /spanner. | ||
""" | ||
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import argparse | ||
import concurrent.futures | ||
import time | ||
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from google.cloud import spanner | ||
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# [START spanner_batch_client] | ||
def run_batch_query(instance_id, database_id): | ||
"""Runs an example batch query.""" | ||
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# Expected Table Format: | ||
# CREATE TABLE Singers ( | ||
# SingerId INT64 NOT NULL, | ||
# FirstName STRING(1024), | ||
# LastName STRING(1024), | ||
# SingerInfo BYTES(MAX), | ||
# ) PRIMARY KEY (SingerId); | ||
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spanner_client = spanner.Client() | ||
instance = spanner_client.instance(instance_id) | ||
database = instance.database(database_id) | ||
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# Create the batch transaction and generate partitions | ||
snapshot = database.batch_snapshot() | ||
partitions = snapshot.generate_read_batches( | ||
table='Singers', | ||
columns=('SingerId', 'FirstName', 'LastName',), | ||
keyset=spanner.KeySet(all_=True) | ||
) | ||
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# Create a pool of workers for the tasks | ||
start = time.time() | ||
with concurrent.futures.ThreadPoolExecutor() as executor: | ||
futures = [executor.submit(process, snapshot, p) for p in partitions] | ||
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for future in concurrent.futures.as_completed(futures, timeout=3600): | ||
finish, row_ct = future.result() | ||
elapsed = finish - start | ||
print(u'Completed {} rows in {} seconds'.format(row_ct, elapsed)) | ||
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# Clean up | ||
snapshot.close() | ||
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def process(snapshot, partition): | ||
"""Processes the requests of a query in an separate process.""" | ||
print('Started processing partition.') | ||
row_ct = 0 | ||
for row in snapshot.process_read_batch(partition): | ||
print(u'SingerId: {}, AlbumId: {}, AlbumTitle: {}'.format(*row)) | ||
row_ct += 1 | ||
return time.time(), row_ct | ||
# [END spanner_batch_client] | ||
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if __name__ == '__main__': | ||
parser = argparse.ArgumentParser( | ||
description=__doc__, | ||
formatter_class=argparse.RawDescriptionHelpFormatter) | ||
parser.add_argument( | ||
'instance_id', help='Your Cloud Spanner instance ID.') | ||
parser.add_argument( | ||
'database_id', help='Your Cloud Spanner database ID.', | ||
default='example_db') | ||
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args = parser.parse_args() | ||
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run_batch_query(args.instance_id, args.database_id) |
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google-cloud-spanner==1.1.0 | ||
google-cloud-spanner==1.2.0 | ||
futures ; python_version < '3' |