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Pipeline

BehavioralDecouplingAbout 2 min

Intent

Allows processing of data in a series of stages by giving in an initial input and passing the
processed output to be used by the next stages.

Explanation

The Pipeline pattern uses ordered stages to process a sequence of input values. Each implemented
task is represented by a stage of the pipeline. You can think of pipelines as similar to assembly
lines in a factory, where each item in the assembly line is constructed in stages. The partially
assembled item is passed from one assembly stage to another. The outputs of the assembly line occur
in the same order as that of the inputs.

Real world example

Suppose we wanted to pass through a string to a series of filtering stages and convert it as a
char array on the last stage.

In plain words

Pipeline pattern is an assembly line where partial results are passed from one stage to another.

Wikipedia says

In software engineering, a pipeline consists of a chain of processing elements (processes,
threads, coroutines, functions, etc.), arranged so that the output of each element is the input
of the next; the name is by analogy to a physical pipeline.

Programmatic Example

The stages of our pipeline are called Handlers.

interface Handler<I, O> {
  O process(I input);
}

In our string processing example we have 3 different concrete Handlers.

class RemoveAlphabetsHandler implements Handler<String, String> {
  ...
}

class RemoveDigitsHandler implements Handler<String, String> {
  ...
}

class ConvertToCharArrayHandler implements Handler<String, char[]> {
  ...
}

Here is the Pipeline that will gather and execute the handlers one by one.

class Pipeline<I, O> {

  private final Handler<I, O> currentHandler;

  Pipeline(Handler<I, O> currentHandler) {
    this.currentHandler = currentHandler;
  }

  <K> Pipeline<I, K> addHandler(Handler<O, K> newHandler) {
    return new Pipeline<>(input -> newHandler.process(currentHandler.process(input)));
  }

  O execute(I input) {
    return currentHandler.process(input);
  }
}

And here's the Pipeline in action processing the string.

    var filters = new Pipeline<>(new RemoveAlphabetsHandler())
        .addHandler(new RemoveDigitsHandler())
        .addHandler(new ConvertToCharArrayHandler());
    filters.execute("GoYankees123!");

Class diagram

alt text
Pipeline pattern class diagram

Applicability

Use the Pipeline pattern when you want to

  • Execute individual stages that yields a final value.
  • Add readability to complex sequence of operations by providing a fluent builder as an interface.
  • Improve testability of code since stages will most likely be doing a single thing, complying to
    the Single Responsibility Principle (SRP)open in new window

Known uses

Credits