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- ################################################################################
- # Licensed to the Apache Software Foundation (ASF) under one
- # or more contributor license agreements. See the NOTICE file
- # distributed with this work for additional information
- # regarding copyright ownership. The ASF licenses this file
- # to you 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.
- ################################################################################
- import json
- import logging
- import sys
- from pyflink.datastream import StreamExecutionEnvironment
- def process_json_data():
- env = StreamExecutionEnvironment.get_execution_environment()
- # define the source
- ds = env.from_collection(
- collection=[
- (1, '{"name": "Flink", "tel": 123, "addr": {"country": "Germany", "city": "Berlin"}}'),
- (2, '{"name": "hello", "tel": 135, "addr": {"country": "China", "city": "Shanghai"}}'),
- (3, '{"name": "world", "tel": 124, "addr": {"country": "USA", "city": "NewYork"}}'),
- (4, '{"name": "PyFlink", "tel": 32, "addr": {"country": "China", "city": "Hangzhou"}}')]
- )
- def update_tel(data):
- # parse the json
- json_data = json.loads(data[1])
- json_data['tel'] += 1
- return data[0], json_data
- def filter_by_country(data):
- # the json data could be accessed directly, there is no need to parse it again using
- # json.loads
- return "China" in data[1]['addr']['country']
- ds.map(update_tel).filter(filter_by_country).print()
- # submit for execution
- env.execute()
- if __name__ == '__main__':
- logging.basicConfig(stream=sys.stdout, level=logging.INFO, format="%(message)s")
- process_json_data()
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