Created
December 26, 2019 20:42
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SO question 55055026
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import apache_beam as beam | |
import apache_beam.transforms.window as window | |
from apache_beam.transforms import trigger | |
from apache_beam.options.pipeline_options import PipelineOptions | |
from apache_beam.options.pipeline_options import SetupOptions | |
from apache_beam.options.pipeline_options import StandardOptions | |
def load_my_conversion_data(): | |
return {'EURUSD': 1.1, 'USDMXN': 4.4} | |
def load_conversion_data(_): | |
# I will suppose that these are currency conversions. E.g. | |
# {'EURUSD': 1.1, 'USDMXN' 20,} | |
print 'in_load_conversion_data' | |
return load_my_conversion_data() | |
class ConvertTo(beam.DoFn): | |
def __init__(self, target_currency): | |
self.target_currency = target_currency | |
def process(self, elm, rates): | |
print 'in_DoFn' | |
elm = elm.attributes | |
if elm['currency'] == self.target_currency: | |
yield elm | |
elif ' % s % s' % (elm['currency'], self.target_currency) in rates: | |
rate = rates[' % s % s' % (elm['currency'], self.target_currency)] | |
result = {}.update(elm).update({'currency': self.target_currency, | |
'value': elm['value']*rate}) | |
yield result | |
else: | |
return # We drop that value | |
pipeline_options = PipelineOptions() | |
pipeline_options.view_as(StandardOptions).streaming = True | |
p = beam.Pipeline(options=pipeline_options) | |
some_topic = 'projects/PROJECT_ID/topics/some_topic' | |
some_other_topic = 'projects/PROJECT_ID/topics/some_other_topic' | |
with beam.Pipeline(options=pipeline_options) as p: | |
table_pcv = beam.pvalue.AsSingleton(( | |
p | |
| 'some_other_topic' >> beam.io.ReadFromPubSub(topic=some_other_topic, with_attributes=True) | |
| 'same_window' >> beam.WindowInto(window.FixedWindows(1)) | |
| beam.Map(load_conversion_data))) | |
_ = (p | 'some_topic' >> beam.io.ReadFromPubSub(topic=some_topic) | |
| 'some_window' >> beam.WindowInto(window.FixedWindows(1)) | |
| beam.ParDo(ConvertTo('USD'), rates=table_pcv)) |
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