问题
Spring Boot Application:
a @RestController receives the following payload:
{
"cartoon": "The Little Mermaid",
"characterNames": ["Ariel", "Prince Eric", "Sebastian", "Flounder"]
}
I need to process it in the following way:
- Get the unique Id for each character name: make an HTTP call to "cartoon-characters" microservice, that returns ids by names
Transform data received by the controller: replace character names with appropriate ids that were received on the previous step from "cartoon-characters" microservice.
{ "cartoon": "The Little Mermaid", "characterIds": [1, 2, 3, 4] }Send an HTTP POST request to "cartoon-db" microservice with transformed data.
- Map the response from "cartoon-db" to the internal representation that is the controller return value.
The problem that I got:
I need to implement all these steps using the paradigm of Reactive Programming (non-blocking\async processing) with Spring WebFlux (Mono|Flux) and Spring Reactive WebClient - but I have zero experience with that stack, trying to read about it as much as I can, plus googling a lot but still, have a bunch of unanswered questions, for example:
Q1. I have already configured reactive webClient that sends a request to "cartoon-characters" microservice:
public Mono<Integer> getCartoonCharacterIdbyName(String characterName) {
return WebClient.builder().baseUrl("http://cartoon-characters").build()
.get()
.uri("/character/{characterName}", characterName)
.retrieve()
.bodyToMono(Integer.class);
}
As you may see, I have got a list of cartoon character names and for each of them I need to call getCartoonCharacterIdbyName(String name) method, I am not sure that the right option to call it in series, believe the right option: parallel execution.
Wrote the following method:
public List<Integer> getCartoonCharacterIds(List<String> names) {
Flux<Integer> flux = Flux.fromStream(names.stream())
.flatMap(this::getCartoonCharacterIdbyName);
return StreamSupport.stream(flux.toIterable().spliterator(), false)
.collect(Collectors.toList());
}
but I have doubts, that this code does parallel WebClient execution and also, code calls flux.toIterable() that block the thread, so with this implementation I lost non-blocking mechanism.
Are my assumptions correct?
How do I need to rewrite it to having parallelism and non-blocking?
Q2.
Is it technically possible to transform input data received by the controller (I mean replace names with ids) in reactive style: when we operate with Flux<Integer> characterIds, but not with the List<Integer> of characterIds?
Q3. Is it potentially possible to get not just transformed Data object, but Mono<> after step 2 that can be consumed by another WebClient in Step 3?
回答1:
Actually it's a good question since understanding the WebFlux, or project reactor framework, when it comes to chaining micro-services requires a couple of steps.
The first is to realize that a WebClient should take a publisher in and return a publisher. Extrapolate this to 4 different method signatures to help with thinking.
- Mono -> Mono
- Flux -> Flux
- Mono -> Flux
- Flux -> Mono
For sure, in all cases, it is just Publisher->Publisher, but leave that until you understand things better. The first two are obvious, and you just use .map(...) to handle objects in the flow, but you need to learn how to handle the second two. As commented above, going from Flux->Mono could be done with .collectList(), or also with .reduce(...). Going from Mono->Flux seems to generally be done with .flatMapMany or .flatMapIterable or some variation of that. There are probably other techniques. You should never use .block() in any WebFlux code, and generally you will get a runtime error if you try to do so.
In your example you want to go to
- (Mono->Flux)->(Flux->Flux)->(Flux->Flux)
As you said, you want
- Mono->Flux->Flux
The second part is to understand about chaining Flows. You could do
- p3(p2(p1(object)));
Which would chain p1->p2->p3, but I always found it more understandable to make a "Service Layer" instead.
- o2 = p1(object);
- o3 = p2(o2);
- result = p3(o3);
This code is just much easier to read and maintain and, with some maturity, you come to understand the worth of that statement.
The only problem I had with your example was doing a Flux<String> with WebClient as a @RequestBody. Doesn't work. See WebClient bodyToFlux(String.class) for string list doesn't separate individual values. Other than that, it's a pretty straightforward application. You'll find when you debug it that it gets to the .subscribe(System.out::println) line before it gets to the Flux<Integer> ids = mapNamesToIds(fn) line. This is because the Flow is setup before it is executed. Takes a while to understand this but it is the point of the project reactor framework.
@SpringBootApplication
@RestController
@RequestMapping("/demo")
public class DemoApplication implements ApplicationRunner {
public static void main(String[] args) {
SpringApplication.run(DemoApplication.class, args);
}
Map<Integer, CartoonCharacter> characters;
@Override
public void run(ApplicationArguments args) throws Exception {
String[] names = new String[] {"Ariel", "Prince Eric", "Sebastian", "Flounder"};
characters = Arrays.asList( new CartoonCharacter[] {
new CartoonCharacter(names[0].hashCode(), names[0], "Mermaid"),
new CartoonCharacter(names[1].hashCode(), names[1], "Human"),
new CartoonCharacter(names[2].hashCode(), names[2], "Crustacean"),
new CartoonCharacter(names[3].hashCode(), names[3], "Fish")}
)
.stream().collect(Collectors.toMap(CartoonCharacter::getId, Function.identity()));
// TODO Auto-generated method stub
CartoonRequest cr = CartoonRequest.builder()
.cartoon("The Little Mermaid")
.characterNames(Arrays.asList(names))
.build();
thisLocalClient
.post()
.uri("cartoonDetails")
.body(Mono.just(cr), CartoonRequest.class)
.retrieve()
.bodyToFlux(CartoonCharacter.class)
.subscribe(System.out::println);
}
@Bean
WebClient localClient() {
return WebClient.create("http://localhost:8080/demo/");
}
@Autowired
WebClient thisLocalClient;
@PostMapping("cartoonDetails")
Flux<CartoonCharacter> getDetails(@RequestBody Mono<CartoonRequest> cartoonRequest) {
Flux<StringWrapper> fn = cartoonRequest.flatMapIterable(cr->cr.getCharacterNames().stream().map(StringWrapper::new).collect(Collectors.toList()));
Flux<Integer> ids = mapNamesToIds(fn);
Flux<CartoonCharacter> details = mapIdsToDetails(ids);
return details;
}
// Service Layer Methods
private Flux<Integer> mapNamesToIds(Flux<StringWrapper> names) {
return thisLocalClient
.post()
.uri("findIds")
.body(names, StringWrapper.class)
.retrieve()
.bodyToFlux(Integer.class);
}
private Flux<CartoonCharacter> mapIdsToDetails(Flux<Integer> ids) {
return thisLocalClient
.post()
.uri("findDetails")
.body(ids, Integer.class)
.retrieve()
.bodyToFlux(CartoonCharacter.class);
}
// Services
@PostMapping("findIds")
Flux<Integer> getIds(@RequestBody Flux<StringWrapper> names) {
return names.map(name->name.getString().hashCode());
}
@PostMapping("findDetails")
Flux<CartoonCharacter> getDetails(@RequestBody Flux<Integer> ids) {
return ids.map(characters::get);
}
}
Also:
@Data
@NoArgsConstructor
@AllArgsConstructor
@Builder
public class StringWrapper {
private String string;
}
@Data
@Builder
public class CartoonRequest {
private String cartoon;
private List<String> characterNames;
}
@Data
@Builder
@NoArgsConstructor
@AllArgsConstructor
public class CartoonCharacter {
Integer id;
String name;
String species;
}
来源：https://stackoverflow.com/questions/60858717/reactive-programming-spring-webflux-how-to-build-a-chain-of-micro-service-call