执行时间响应式编程

Question

Is this an ideal way to find execution time of method ( getFavouriteDetails() ), in reactive programming ?

public List<Favourites> getFavouriteDetails(String userId){
    userService.getFavorites(userId) 
               .flatMap(favoriteService::getDetails) 
               .switchIfEmpty(suggestionService.getSuggestions()) 
               .take(5) 
               .publishOn(UiUtils.uiThreadScheduler()) 
               .subscribe(uiList::show, UiUtils::errorPopup)
               .flatMap(a -> Mono.subscriberContext().map(ctx -> {
                         log.info("Time taken : " + Duration.between(ctx.get(key), Instant.now()).toMillis() + " milliseconds.");
                         return a;
                     }))
               .subscriberContext(ctx -> ctx.put(key, Instant.now()))
}

Answer 1

Two approaches to ensure that you only measure execution time when you subscribe -

• Wrap a Mono around the Flux using flatMapMany . This returns a Flux as well.
• Use an AtomicReference, set time in onSubscribe and log elapsed time in doFinally .

Sample code -

timeFluxV1(getFavouriteDetails(userId)).subscribe(uiList::show, UiUtils::errorPopup);

timeFluxV1(getFavouriteDetails(userId)).subscribe(uiList::show, UiUtils::errorPopup);
 
private <T>  Flux<T> timeFluxV1(Flux<T> flux) {
    return Mono.fromSupplier(System::nanoTime)
             .flatMapMany(time -> flux.doFinally(sig -> log.info("Time taken : " + TimeUnit.NANOSECONDS.toMillis(System.nanoTime() - time) + " milliseconds.")));
}


private <T>  Flux<T> timeFluxV2(Flux<T> flux) {
    AtomicReference<Long> startTime = new AtomicReference<>();
    return flux.doOnSubscribe(x -> startTime.set(System.nanoTime()))
            .doFinally(x -> log.info("Time taken : " + TimeUnit.NANOSECONDS.toMillis(System.nanoTime() - startTime.get()) + " milliseconds."));
}

public Flux<Favourites> getFavouriteDetails(String userId) {
    return userService.getFavorites(userId)
               .flatMap(favoriteService::getDetails) 
               .switchIfEmpty(suggestionService.getSuggestions()) 
               .take(5) 
               .publishOn(UiUtils.uiThreadScheduler());
}

Answer 2

To time a method, the most basic way in Java is to use long System.nanoTime() . Instant and System.currentTimeMillis are for wall-clock operations and are not guaranteed to be monotonous nor precise enough...

In Reactor, to measure the time a sequence takes to complete, you would usually need to start the timing on subscription (nothing happens until you subscribe) and stop the timing within a doFinally (which execute some code on the side of the main sequence whenever it completes, errors or is cancelled).

Here however you are subscribing yourself, so there is no risk to be multiple subscriptions. You can thus do away with the "start timing on subscription" constraint.

It gives us something like this:

public List<Favourites> getFavouriteDetails(String userId){
    final long start = System.nanoTime();
    userService.getFavorites(userId) 
               .flatMap(favoriteService::getDetails) 
               .switchIfEmpty(suggestionService.getSuggestions()) 
               .take(5) 
               .publishOn(UiUtils.uiThreadScheduler())
               .doFinally(endType -> log.info("Time taken : " + TimeUnit.NANOSECONDS.toMillis(System.nanoTime() - start) + " milliseconds."))
               .subscribe(uiList::show, UiUtils::errorPopup);
    //return needed!
}

Note that there is also a elapsed() operator, which measures the time between subscription and 1st onNext, then between subsequent onNexts. It outputs a Flux<Tuple2<Long, T>> , and you could aggregate the longs to get overall timing, but that would lose you the "realtime" nature of T s in that case.