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[FLINK-26969][python][examples] Add a few examples of window operatio…
…n in Python DataStream API This closes apache#19328.
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flink-python/pyflink/examples/datastream/windowing/__init__.py
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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. | ||
################################################################################ |
103 changes: 103 additions & 0 deletions
103
flink-python/pyflink/examples/datastream/windowing/session_with_dynamic_gap_window.py
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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 sys | ||
|
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import argparse | ||
from typing import Iterable | ||
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from pyflink.datastream.connectors import FileSink, OutputFileConfig, RollingPolicy | ||
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from pyflink.common import Types, WatermarkStrategy, Encoder | ||
from pyflink.common.watermark_strategy import TimestampAssigner | ||
from pyflink.datastream import StreamExecutionEnvironment, ProcessWindowFunction | ||
from pyflink.datastream.window import EventTimeSessionWindows, \ | ||
SessionWindowTimeGapExtractor, TimeWindow | ||
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class MyTimestampAssigner(TimestampAssigner): | ||
def extract_timestamp(self, value, record_timestamp) -> int: | ||
return int(value[1]) | ||
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class MySessionWindowTimeGapExtractor(SessionWindowTimeGapExtractor): | ||
def extract(self, element: tuple) -> int: | ||
return element[1] | ||
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class CountWindowProcessFunction(ProcessWindowFunction[tuple, tuple, str, TimeWindow]): | ||
def process(self, | ||
key: str, | ||
context: ProcessWindowFunction.Context[TimeWindow], | ||
elements: Iterable[tuple]) -> Iterable[tuple]: | ||
return [(key, context.window().start, context.window().end, len([e for e in elements]))] | ||
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def clear(self, context: ProcessWindowFunction.Context) -> None: | ||
pass | ||
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if __name__ == '__main__': | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument( | ||
'--output', | ||
dest='output', | ||
required=False, | ||
help='Output file to write results to.') | ||
|
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argv = sys.argv[1:] | ||
known_args, _ = parser.parse_known_args(argv) | ||
output_path = known_args.output | ||
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env = StreamExecutionEnvironment.get_execution_environment() | ||
# write all the data to one file | ||
env.set_parallelism(1) | ||
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# define the source | ||
data_stream = env.from_collection([ | ||
('hi', 1), ('hi', 2), ('hi', 3), ('hi', 4), ('hi', 8), ('hi', 9), ('hi', 15)], | ||
type_info=Types.TUPLE([Types.STRING(), Types.INT()])) | ||
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# define the watermark strategy | ||
watermark_strategy = WatermarkStrategy.for_monotonous_timestamps() \ | ||
.with_timestamp_assigner(MyTimestampAssigner()) | ||
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ds = data_stream.assign_timestamps_and_watermarks(watermark_strategy) \ | ||
.key_by(lambda x: x[0], key_type=Types.STRING()) \ | ||
.window(EventTimeSessionWindows.with_dynamic_gap(MySessionWindowTimeGapExtractor())) \ | ||
.process(CountWindowProcessFunction(), | ||
Types.TUPLE([Types.STRING(), Types.INT(), Types.INT(), Types.INT()])) | ||
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# define the sink | ||
if output_path is not None: | ||
ds.sink_to( | ||
sink=FileSink.for_row_format( | ||
base_path=output_path, | ||
encoder=Encoder.simple_string_encoder()) | ||
.with_output_file_config( | ||
OutputFileConfig.builder() | ||
.with_part_prefix("prefix") | ||
.with_part_suffix(".ext") | ||
.build()) | ||
.with_rolling_policy(RollingPolicy.default_rolling_policy()) | ||
.build() | ||
) | ||
else: | ||
print("Printing result to stdout. Use --output to specify output path.") | ||
ds.print() | ||
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# submit for execution | ||
env.execute() |
103 changes: 103 additions & 0 deletions
103
flink-python/pyflink/examples/datastream/windowing/session_with_gap_window.py
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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 sys | ||
|
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import argparse | ||
from typing import Iterable | ||
|
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from pyflink.datastream.connectors import FileSink, RollingPolicy, OutputFileConfig | ||
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from pyflink.common import Types, WatermarkStrategy, Time, Encoder | ||
from pyflink.common.watermark_strategy import TimestampAssigner | ||
from pyflink.datastream import StreamExecutionEnvironment, ProcessWindowFunction | ||
from pyflink.datastream.window import EventTimeSessionWindows, \ | ||
SessionWindowTimeGapExtractor, TimeWindow | ||
|
||
|
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class MyTimestampAssigner(TimestampAssigner): | ||
def extract_timestamp(self, value, record_timestamp) -> int: | ||
return int(value[1]) | ||
|
||
|
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class MySessionWindowTimeGapExtractor(SessionWindowTimeGapExtractor): | ||
def extract(self, element: tuple) -> int: | ||
return element[1] | ||
|
||
|
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class CountWindowProcessFunction(ProcessWindowFunction[tuple, tuple, str, TimeWindow]): | ||
def process(self, | ||
key: str, | ||
context: ProcessWindowFunction.Context[TimeWindow], | ||
elements: Iterable[tuple]) -> Iterable[tuple]: | ||
return [(key, context.window().start, context.window().end, len([e for e in elements]))] | ||
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def clear(self, context: ProcessWindowFunction.Context) -> None: | ||
pass | ||
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|
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if __name__ == '__main__': | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument( | ||
'--output', | ||
dest='output', | ||
required=False, | ||
help='Output file to write results to.') | ||
|
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argv = sys.argv[1:] | ||
known_args, _ = parser.parse_known_args(argv) | ||
output_path = known_args.output | ||
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env = StreamExecutionEnvironment.get_execution_environment() | ||
# write all the data to one file | ||
env.set_parallelism(1) | ||
|
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# define the source | ||
data_stream = env.from_collection([ | ||
('hi', 1), ('hi', 2), ('hi', 3), ('hi', 4), ('hi', 8), ('hi', 9), ('hi', 15)], | ||
type_info=Types.TUPLE([Types.STRING(), Types.INT()])) | ||
|
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# define the watermark strategy | ||
watermark_strategy = WatermarkStrategy.for_monotonous_timestamps() \ | ||
.with_timestamp_assigner(MyTimestampAssigner()) | ||
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ds = data_stream.assign_timestamps_and_watermarks(watermark_strategy) \ | ||
.key_by(lambda x: x[0], key_type=Types.STRING()) \ | ||
.window(EventTimeSessionWindows.with_gap(Time.milliseconds(5))) \ | ||
.process(CountWindowProcessFunction(), | ||
Types.TUPLE([Types.STRING(), Types.INT(), Types.INT(), Types.INT()])) | ||
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# define the sink | ||
if output_path is not None: | ||
ds.sink_to( | ||
sink=FileSink.for_row_format( | ||
base_path=output_path, | ||
encoder=Encoder.simple_string_encoder()) | ||
.with_output_file_config( | ||
OutputFileConfig.builder() | ||
.with_part_prefix("prefix") | ||
.with_part_suffix(".ext") | ||
.build()) | ||
.with_rolling_policy(RollingPolicy.default_rolling_policy()) | ||
.build() | ||
) | ||
else: | ||
print("Printing result to stdout. Use --output to specify output path.") | ||
ds.print() | ||
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# submit for execution | ||
env.execute() |
97 changes: 97 additions & 0 deletions
97
flink-python/pyflink/examples/datastream/windowing/sliding_time_window.py
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@@ -0,0 +1,97 @@ | ||
################################################################################ | ||
# 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 sys | ||
|
||
import argparse | ||
from typing import Iterable | ||
|
||
from pyflink.datastream.connectors import FileSink, OutputFileConfig, RollingPolicy | ||
|
||
from pyflink.common import Types, WatermarkStrategy, Time, Encoder | ||
from pyflink.common.watermark_strategy import TimestampAssigner | ||
from pyflink.datastream import StreamExecutionEnvironment, ProcessWindowFunction | ||
from pyflink.datastream.window import SlidingEventTimeWindows, TimeWindow | ||
|
||
|
||
class MyTimestampAssigner(TimestampAssigner): | ||
def extract_timestamp(self, value, record_timestamp) -> int: | ||
return int(value[1]) | ||
|
||
|
||
class CountWindowProcessFunction(ProcessWindowFunction[tuple, tuple, str, TimeWindow]): | ||
def process(self, | ||
key: str, | ||
context: ProcessWindowFunction.Context[TimeWindow], | ||
elements: Iterable[tuple]) -> Iterable[tuple]: | ||
return [(key, context.window().start, context.window().end, len([e for e in elements]))] | ||
|
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def clear(self, context: ProcessWindowFunction.Context) -> None: | ||
pass | ||
|
||
|
||
if __name__ == '__main__': | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument( | ||
'--output', | ||
dest='output', | ||
required=False, | ||
help='Output file to write results to.') | ||
|
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argv = sys.argv[1:] | ||
known_args, _ = parser.parse_known_args(argv) | ||
output_path = known_args.output | ||
|
||
env = StreamExecutionEnvironment.get_execution_environment() | ||
# write all the data to one file | ||
env.set_parallelism(1) | ||
|
||
# define the source | ||
data_stream = env.from_collection([ | ||
('hi', 1), ('hi', 2), ('hi', 3), ('hi', 4), ('hi', 5), ('hi', 8), ('hi', 9), ('hi', 15)], | ||
type_info=Types.TUPLE([Types.STRING(), Types.INT()])) | ||
|
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# define the watermark strategy | ||
watermark_strategy = WatermarkStrategy.for_monotonous_timestamps() \ | ||
.with_timestamp_assigner(MyTimestampAssigner()) | ||
|
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ds = data_stream.assign_timestamps_and_watermarks(watermark_strategy) \ | ||
.key_by(lambda x: x[0], key_type=Types.STRING()) \ | ||
.window(SlidingEventTimeWindows.of(Time.milliseconds(5), Time.milliseconds(2))) \ | ||
.process(CountWindowProcessFunction(), | ||
Types.TUPLE([Types.STRING(), Types.INT(), Types.INT(), Types.INT()])) | ||
|
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# define the sink | ||
if output_path is not None: | ||
ds.sink_to( | ||
sink=FileSink.for_row_format( | ||
base_path=output_path, | ||
encoder=Encoder.simple_string_encoder()) | ||
.with_output_file_config( | ||
OutputFileConfig.builder() | ||
.with_part_prefix("prefix") | ||
.with_part_suffix(".ext") | ||
.build()) | ||
.with_rolling_policy(RollingPolicy.default_rolling_policy()) | ||
.build() | ||
) | ||
else: | ||
print("Printing result to stdout. Use --output to specify output path.") | ||
ds.print() | ||
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# submit for execution | ||
env.execute() |
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