'Substitute ints into Dataflow via Cloudbuild yaml
I've got a streaming Dataflow pipeline, written in Java with BEAM 2.35. It commits data to BigQuery via StorageWriteApi. Initially the code looks like
BigQueryIO.writeTableRows()
.withTimePartitioning(/* some column */)
.withClustering(/* another column */)
.withMethod(BigQueryIO.Write.Method.STORAGE_WRITE_API)
.withTriggeringFrequency(Duration.standardSeconds(30))
.withNumStorageWriteApiStreams(20) // want to make this dynamic
This code runs in different environment eg Dev & Prod. When I deploy in Dev I want 2 StorageWriteApiStreams, in Prod I want 20, and I'm trying to pass/resolve these values at the moment I deploy with a Cloudbuild.
The cloudbuild-dev.yaml looks like
steps:
- lots-of-steps
args:
--numStorageWriteApiStreams=${_NUM_STORAGEWRITEAPI_STREAMS}
substitutions:
_PROJECT: dev-project
_NUM_STORAGEWRITEAPI_STREAMS: '2'
I expose the substitution in the job code with an interface
ValueProvider<String> getNumStorageWriteApiStreams();
void setNumStorageWriteApiStreams(ValueProvider<String> numStorageWriteApiStreams);
I then refactor the writeTableRows() call to invoke getNumStorageWriteApiStreams()
BigQueryIO.writeTableRows()
.withTimePartitioning(/* some column */)
.withClustering(/* another column */)
.withMethod(BigQueryIO.Write.Method.STORAGE_WRITE_API)
.withTriggeringFrequency(Duration.standardSeconds(30))
.withNumStorageWriteApiStreams(Integer.parseInt(String.valueOf(options.getNumStorageWriteApiStreams())))
Now it's dynamic but I get a build failure on account of java.lang.IllegalArgumentException: methods with same signature getNumStorageWriteApiStreams() but incompatible return types: [class java.lang.Integer, interface org.apache.beam.sdk.options.ValueProvider]
My understanding was that Integer.parseInt returns an int, which I want so I can pass it to withNumStorageWriteApiStreams() which requires an int.
I'd appreciate any help I can get here thanks
Solution 1:[1]
Turns out BigQueryOptions.java already has a method getNumStorageWriteApiStreams() that returns an Integer. I was unknowingly trying to rewrite it with a different return, oops.
Sources
This article follows the attribution requirements of Stack Overflow and is licensed under CC BY-SA 3.0.
Source: Stack Overflow
| Solution | Source |
|---|---|
| Solution 1 | onji |
