Thank you.  Flatten.iterables gives the answer to my problem, Great stuff and 
promising!!. I have now PCollection<ABC> which has more than 4000 datasets (ie 
4000 ABC objects in PCollection), that will be executed by ParDo.of(new 
ExecFn()).  The computing environment here is on Spark cluster which has 8 
workers, able to see workers, DAG visualization details on Spark admin UI. But, 
precisely I would like to visualize the parallel computation on ABC by 
ExecFn(). Is there any available tool or app or 3rd party components that helps 
to figure out parallelism happening on the pipeline?  Please suggest.

Cheers,
S. Sahayaraj

From: Eugene Kirpichov [mailto:[email protected]]
Sent: Thursday, June 7, 2018 10:32 PM
To: [email protected]
Subject: Re: [EXTERNAL] - Re: Create PCollection<ABC> from List<ABC>in DoFn<>

Also, remember that a DoFn can return multiple results:

@ProcessElement
void process(...) {
  for (...) {
    c.output(...);
  }
}

On Thu, Jun 7, 2018 at 9:27 AM Robert Bradshaw 
<[email protected]<mailto:[email protected]>> wrote:
And if you have a DoFn<X, List<ABC>> you can follow this with 
Flatten.iterables<https://beam.apache.org/documentation/sdks/javadoc/2.4.0/org/apache/beam/sdk/transforms/Flatten.Iterables.html>
 to turn the output PCollection<List<ABC>> into a PCollection<ABC>. In some 
cases you may want to follow this with a 
Reshuffle<https://beam.apache.org/documentation/sdks/javadoc/2.4.0/org/apache/beam/sdk/transforms/Reshuffle.html#viaRandomKey-->
 so that the outputs from a single X get distributed among multiple machines.

On Thu, Jun 7, 2018 at 8:19 AM Marián Dvorský 
<[email protected]<mailto:[email protected]>> wrote:
If you have a function which given X returns a List<ABC>, you can use 
FlatMapElements<https://beam.apache.org/documentation/sdks/javadoc/2.4.0/org/apache/beam/sdk/transforms/FlatMapElements.html>
 transform on PCollection<X> to get a PCollection<ABC>.
On Thu, Jun 7, 2018 at 8:16 AM S. Sahayaraj 
<[email protected]<mailto:[email protected]>> wrote:
In case if we could return List<ABC> from DoFn<> then we could use the code as 
suggested in section 3.1.2 and mentioned by you below., but the return type of 
DoFn<> is always PCollection<> in where I could not have the list of ABC 
objects which further will be fed as input for parallel computation. Is there 
any possibility to convert List<ABC> to PCollection<ABC> in DoFn<> itself? OR 
can DoFn<> return List<ABC> objects?


Cheers,
S. Sahayaraj

From: Robert Bradshaw [mailto:[email protected]<mailto:[email protected]>]
Sent: Wednesday, June 6, 2018 9:40 PM
To: [email protected]<mailto:[email protected]>
Subject: [EXTERNAL] - Re: Create PCollection<ABC> from List<ABC>in DoFn<>

You can use the Create transform to do this, e.g.

  Pipeline p = ...
  List<ABC> inMemoryObjects = ...
  PCollection<ABC> pcollectionOfObject = p.apply(Create.of(inMemoryObjects));
  result = pcollectionOfObject.apply(ParDo.of(SomeDoFn...));

See section 3.1.2 at 
https://beam.apache.org/documentation/programming-guide/#pcollections

On Wed, Jun 6, 2018 at 8:34 AM S. Sahayaraj 
<[email protected]<mailto:[email protected]>> wrote:
Hello,
                I have created a java class which extends DoFn<>, there are 
list of objects of type ABC (List<ABC>) populated in 
processElement(ProcessContext c) at runtime and would like to generate 
respective PCollection<ABC> from List<ABC> so that the subsequent 
transformation can do parallel execution on each ABC object in 
PCollection<ABC>. How do we create PCollection from in-memory object created in 
DoFn<>? OR How do we get pipeline object being in DoFn<>? OR is there any SDK 
guidelines to refer?


Thanks,
S. Sahayaraj

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