RxJava Retry Web Service Connection incrementally if there is Network Kind of Error.

RetryWithDelay.java

public class RetryWithDelay implements Func1<Observable<? extends Throwable>, Observable<?>> {
    private int numberOfTry;
    private int delay;
    private int retryCount = 1;
    private final TimeUnit timeUnit;


    public RetryWithDelay(int numberOfTry, int delay, TimeUnit timeUnit) {
        this.numberOfTry = numberOfTry;
        this.delay = delay;
        this.timeUnit = timeUnit;
    }

    @Override
    public Observable<?> call(Observable<? extends Throwable> errors) {
        return errors
                .flatMap(error -> {
                    if(error instanceof IOException) {         // Network Error
                        int delayFinal = delay * retryCount;
                        retryCount++;
                        if (retryCount <= numberOfTry+1) {
                            // You might want to notify UI with EventBus etc... with Retry duration
                            Log.d("RetryWithDelay"+" call()", "retryCount " + delayFinal);
                            return Observable.timer((long) delayFinal, timeUnit);
                        } else {
                            return Observable.error(error); // Let them go to onError() after few retries
                        }
                    }else{  // Http Error or other Unexpected Error
                        return Observable.error(error); // Let them go to onError()
                    }

                });

    }
}

Test

public class RetryWithDelayTest {

    private boolean returnCorrectAnswer;

    @Before
    public void setUp() throws Exception {
        returnCorrectAnswer = false;
    }

    @Before
    public void tearDown() throws Exception {
        returnCorrectAnswer = false;
    }


    @Test
    public void retry_shouldRetryOneTimeAndFail() {
        // Assign
        TestObserver<String> testObserver = new TestObserver<>();
        TestScheduler testScheduler = new TestScheduler();

        // Act
        createObservable()
                .subscribeOn(testScheduler)
                .retryWhen(new RetryWithDelay(1, 1, TimeUnit.SECONDS, testScheduler))
                .subscribe(testObserver);

        // Assert
        testObserver.assertSubscribed();
        testObserver.assertNoValues();
        testObserver.assertNoErrors();

        testScheduler.advanceTimeBy(1, TimeUnit.SECONDS);
        testObserver.assertValueCount(0);
        Assert.assertEquals(testObserver.errorCount(), 1);
        testObserver.assertError(IOException.class);
        testObserver.assertNotComplete();
    }

    @Test
    public void retry_shouldRetryTwoTimesAndFail() {
        // Assign
        TestObserver<String> testObserver = new TestObserver<>();
        TestScheduler testScheduler = new TestScheduler();

        // Act
        createObservable()
                .retryWhen(new RetryWithDelay(2, 1, TimeUnit.SECONDS, testScheduler))
                .subscribeOn(Schedulers.trampoline())
                .subscribe(testObserver);

        // Assert
        testObserver.assertSubscribed();
        testObserver.assertNoValues();
        testObserver.assertNoErrors();

        testScheduler.advanceTimeBy(3, TimeUnit.SECONDS);
        testObserver.assertValueCount(0);
        Assert.assertEquals(testObserver.errorCount(), 1);
        testObserver.assertError(IOException.class);
        testObserver.assertNotComplete();
    }

    @Test
    public void retry_shouldRetryOneTimeAndSucceed() {
        // Assign
        TestObserver<String> testObserver = new TestObserver<>();
        TestScheduler testScheduler = new TestScheduler();

        // Act
        createObservable()
                .subscribeOn(testScheduler)
                .retryWhen(new RetryWithDelay(1, 2, TimeUnit.SECONDS, testScheduler))
                .subscribe(testObserver);

        // Assert
        testObserver.assertSubscribed();
        testObserver.assertNoValues();
        testObserver.assertNoErrors();

        testScheduler.advanceTimeTo(1, TimeUnit.SECONDS);
        testObserver.assertNoValues();
        testObserver.assertNoErrors();

        returnCorrectAnswer = true;
        testScheduler.advanceTimeTo(2, TimeUnit.SECONDS);
        testObserver.assertValueCount(1);
        testObserver.assertNoErrors();
    }

    @Test
    public void retry_shouldRetryTwoTimesAndSucceed() {
        // Assign
        TestObserver<String> testObserver = new TestObserver<>();
        TestScheduler testScheduler = new TestScheduler();

        // Act
        createObservable()
                .subscribeOn(testScheduler)
                .retryWhen(new RetryWithDelay(2, 2, TimeUnit.SECONDS, testScheduler))
                .subscribe(testObserver);

        // Assert
        testObserver.assertSubscribed();
        testObserver.assertNoValues();
        testObserver.assertNoErrors();

        testScheduler.advanceTimeTo(2, TimeUnit.SECONDS);
        testObserver.assertNoValues();
        testObserver.assertNoErrors();

        returnCorrectAnswer = true;
        testScheduler.advanceTimeTo(6, TimeUnit.SECONDS);
        testObserver.assertValueCount(1);
        testObserver.assertNoErrors();
    }

    @Test
    public void retry_shouldNotRetryAndShouldFailOnDifferentExceptions() {
        // Assign
        TestObserver testObserver = new TestObserver();
        TestScheduler testScheduler = new TestScheduler();

        // Act
        Observable.create(e -> e.onError(new RuntimeException()))
                .subscribeOn(testScheduler)
                .retryWhen(new RetryWithDelay(1, 2, TimeUnit.SECONDS))
                .subscribe(testObserver);

        // Assert
        testObserver.assertSubscribed();
        testObserver.assertNoValues();
        testObserver.assertNoErrors();

        testScheduler.advanceTimeBy(1, TimeUnit.SECONDS); // Retry is after 2s, so no retry is called
        testObserver.assertValueCount(0);
        Assert.assertEquals(1, testObserver.errorCount());
        testObserver.assertError(RuntimeException.class);
        testObserver.assertNotComplete();
    }

    // Helper
    private Observable<String> createObservable() {
        return Observable.create(e -> {
            System.out.println(returnCorrectAnswer);

            if (returnCorrectAnswer)
                e.onNext("Correct Answer");
            else
                e.onError(new IOException());
        });
    }
}

Screw this, use Coroutine and good-old while loop :D