Created
September 8, 2021 17:10
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import argparse | |
from typing import Iterable | |
from typing import List | |
from typing import Tuple | |
from typing import Union | |
import apache_beam as beam | |
from apache_beam.transforms.combiners import ToDictCombineFn | |
from apache_beam.transforms.combiners import ToSetCombineFn | |
from apache_beam.options.pipeline_options import PipelineOptions | |
from apache_beam.options.pipeline_options import SetupOptions | |
from apache_beam.pvalue import TaggedOutput | |
class Foobar(beam.DoFn): | |
KV = 'foo' | |
KKV = 'bar' | |
def process(self, element: str) -> Iterable[Union[ | |
Tuple[str, str], | |
Tuple[str, Tuple[str, List[str]]] | |
]]: | |
if len(element) % 2: | |
# Output to main i.e. KV | |
yield (element, 'foo') | |
else: | |
yield TaggedOutput(Foobar.KKV, | |
(element, (element + 'bar', ['baz']))) | |
def run(argv=None, save_main_session=True): | |
parser = argparse.ArgumentParser() | |
_, pipeline_args = parser.parse_known_args(argv) | |
pipeline_options = PipelineOptions() | |
pipeline_options.view_as(SetupOptions).save_main_session =\ | |
save_main_session | |
with beam.Pipeline(options=pipeline_options) as p: | |
partitioned_elements = ( | |
p | |
| 'Create some test values' >> beam.Create([ | |
'test', | |
'tester', | |
'testing', | |
'tests', | |
]) | |
| 'Partition the test values by length' >> beam.ParDo(Foobar()) | |
) | |
''' | |
This seems to run fine on PortableRunner + DirectRunner, but on | |
Dataflow v2 runner, this fails with: | |
line: "shuffle_dax_writer.cc:59" | |
message: "Check failed: kv_coder : expecting a KV coder, but had | |
Strings | |
''' | |
( | |
partitioned_elements[Foobar.KV] | |
| beam.CombinePerKey(ToSetCombineFn()) | |
) | |
( | |
partitioned_elements[Foobar.KKV] | |
| beam.CombinePerKey(ToDictCombineFn()) | |
) | |
if __name__ == '__main__': | |
run() |
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