Android 使用RxJava和switchIfEmpty()进行存储库数据缓存管理

Android 使用RxJava和switchIfEmpty()进行存储库数据缓存管理,android,caching,rx-java,repository-pattern,Android,Caching,Rx Java,Repository Pattern,我有两个使用公共存储库的片段 我正在尝试为这个存储库实现一个缓存管理系统 这个想法是: 加载一个片段,它调用getData()方法,此方法使用getDataFromNetwork()对远程JSON Api进行网络调用,获取结果并将其作为列表(我的代码中的数据变量)放入缓存中 加载下一个片段。如果发生在60秒之前,则没有网络调用,数据直接来自我的数据列表中的缓存,使用getDataFromMemory() RxJavaObservable.switchIfEmpty()用于知道Observable

我有两个使用公共存储库的片段

我正在尝试为这个存储库实现一个缓存管理系统

这个想法是: 加载一个片段,它调用
getData()
方法,此方法使用
getDataFromNetwork()
对远程JSON Api进行网络调用,获取结果并将其作为
列表
(我的代码中的
数据
变量)放入缓存中

加载下一个片段。如果发生在60秒之前,则没有网络调用,数据直接来自我的数据列表中的缓存,使用
getDataFromMemory()

RxJava
Observable.switchIfEmpty()
用于知道Observable(我的ArrayList)是否为空,并调用正确的方法

我不知道如何首次亮相,所以我只是在我的主布局上放了一个按钮。当我启动我的应用程序时,第一个片段会自动加载,
getData()
第一次被调用。当我按下这个按钮时,它会加载第二个片段,
getData()
被再次调用

如果我在60秒之前按下这个按钮,我就不会有对JSON api的网络调用,但是。。。我有一个,我总是接到第二个网络电话,我的缓存数据没有被使用。我的代码怎么了

public class CommonRepository implements Repository {
    private static final String TAG = CommonRepository.class.getSimpleName();
    private long timestamp;
    private static final long STALE_MS = 60 * 1000; // Data is stale after 60 seconds
    private PollutionApiService pollutionApiService;
    private ArrayList<Aqicn> data;


    public CommonRepository(PollutionApiService pollutionApiService) {
        this.pollutionApiService = pollutionApiService;
        this.timestamp = System.currentTimeMillis();
        data = new ArrayList<>();
    }

    @Override
    public Observable<Aqicn> getDataFromNetwork(String city, String authToken) {
        Observable<Aqicn> aqicn = pollutionApiService.getPollutionObservable(city, authToken)
                .doOnNext(new Action1<Aqicn>() {
                    @Override
                    public void call(Aqicn aqicn) {
                        data.add(aqicn);
                    }
                });
        return aqicn;
    }

    private boolean isUpToDate() {
        return System.currentTimeMillis() - timestamp < STALE_MS;
    }

    @Override
    public Observable<Aqicn> getDataFromMemory() {
        if (isUpToDate()) {
            return Observable.from(data);
        } else {
            timestamp = System.currentTimeMillis();
            data.clear();
            return Observable.empty();
        }
    }

    @Override
    public Observable<Aqicn> getData(String city, String authToken) {
        return getDataFromMemory().switchIfEmpty(getDataFromNetwork(city, authToken));
    }
}

我不知道这些细节是如何运作的,但我是这样解释的。Dagger创建一个可观察的服务提供商。当我执行
返回cachedData
时,此可观察对象已订阅,因此网络调用已完成。。。但不知道怎么做,也不知道怎么解决。事实上,每次我执行
返回cachedData
时,都会有一个网络调用。

我使用以下类实现了缓存行为

为了使用缓存类,您需要以下依赖项:

接口存储库{
单个getData(字符串param1、字符串param2);
}
类RepositoryImpl实现存储库{
私有最终缓存;
私人最终功能2 calculateKey;
RepositoryImpl(缓存){
this.cache=cache;
this.calculateKey=(s,s2)->s+s2;
}
@凌驾
公共单getData(字符串param1、字符串param2){
可能networkFallback=getFromNetwork(param1,param2,calculateKey).toMaybe();
返回getFromCache(参数1、参数2、calculateKey)。switchIfEmpty(网络回退)
.toSingle();
}
专用单getFromNetwork(字符串参数1、字符串参数2、函数2 calculateKey){
返回Single.fromCallable(结果::new)
.doOnSuccess(结果->{
如果(!cache.containsKey(calculateKey.apply(param1,param2))){
System.out.println(“保存在缓存中”);
字符串apply=calculateKey.apply(param1,param2);
cache.put(应用,结果);
}
})//模拟网络请求
.延迟(50,时间单位毫秒);
}
private可能是getFromCache(字符串参数1、字符串参数2、函数2 calculateKey){
可能返回。延迟(()->{
String key=calculateKey.apply(param1,param2);
if(cache.containsKey(键)){
System.out.println(“从缓存获取”);
返回Maybe.just(cache.get(key));
}否则{
返回Maybe.empty();
}
});
}
}
班级成绩{
}
测试行为:

@Test
    // Call getData two times with equal params. First request gets cached. Second request requests from network too, because cash has already expired.
void getData_requestCashed_cashExpiredOnRequest() throws Exception {
    // Arrange
    Cache<String, Result> cacheMock = mock(Cache.class);
    InOrder inOrder = Mockito.inOrder(cacheMock);
    Repository rep = new RepositoryImpl(cacheMock);

    Result result = new Result();
    when(cacheMock.containsKey(anyString())).thenAnswer(invocation -> false);
    when(cacheMock.get(anyString())).thenAnswer(invocation -> result);

    Single<Result> data1 = rep.getData("hans", "wurst");
    Single<Result> data2 = rep.getData("hans", "wurst");

    // Action
    data1.test()
            .await()
            .assertValueAt(0, r -> r != result);

    // Validate first Subscription: save to cache
    inOrder.verify(cacheMock, times(2))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(1))
            .put(anyString(), any());

    data2.test()
            .await()
            .assertValueAt(0, r -> r != result);

    // Validate second Subscription: save to cache
    inOrder.verify(cacheMock, times(2))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(1))
            .put(anyString(), any());
}

@Test
    // Call getData two times with different params for each request. Values cashed but only for each request. Second request will hit network again due to different params.
void getData_twoDifferentRequests_cacheNotHit() throws Exception {
    // Arrange
    Cache<String, Result> cacheMock = mock(Cache.class);
    InOrder inOrder = Mockito.inOrder(cacheMock);
    Repository rep = new RepositoryImpl(cacheMock);

    Result result = new Result();
    when(cacheMock.containsKey(anyString())).thenAnswer(invocation -> false);
    when(cacheMock.get(anyString())).thenAnswer(invocation -> result);

    Single<Result> data1 = rep.getData("hans", "wurst");
    Single<Result> data2 = rep.getData("hansX", "wurstX");

    // Action
    data1.test()
            .await()
            .assertValueAt(0, r -> r != result);

    // Validate first Subscription: save to cache
    inOrder.verify(cacheMock, times(2))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(1))
            .put(anyString(), any());

    // Action
    data2.test()
            .await()
            .assertValueAt(0, r -> r != result);

    // Validate second Subscription: save to cache
    inOrder.verify(cacheMock, times(2))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(1))
            .put(anyString(), any());
}


@Test
    // Call getData two times with equal params. First request hit network. Second request hits cache. Cache does not expire between two requests.
void getData_twoEqualRequests_cacheHitOnSecond() throws Exception {
    // Arrange
    Cache<String, Result> cacheMock = mock(Cache.class);
    InOrder inOrder = Mockito.inOrder(cacheMock);
    Repository rep = new RepositoryImpl(cacheMock);

    Result result = new Result();
    when(cacheMock.containsKey(anyString())).thenAnswer(invocation -> false);

    Single<Result> data1 = rep.getData("hans", "wurst");
    Single<Result> data2 = rep.getData("hans", "wurst");

    // Action
    data1.test()
            .await();

    // Validate first Subscription: save to cache
    inOrder.verify(cacheMock, times(2))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(0))
            .get(anyString());
    inOrder.verify(cacheMock, times(1))
            .put(anyString(), any());

    when(cacheMock.containsKey(anyString())).thenAnswer(invocation -> true);
    when(cacheMock.get(anyString())).thenAnswer(invocation -> result);

    TestObserver<Result> sub2 = data2.test()
            .await()
            .assertNoErrors()
            .assertValueCount(1)
            .assertComplete();

    // Validate second subscription: load from cache
    inOrder.verify(cacheMock, times(1))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(0))
            .put(anyString(), any());
    inOrder.verify(cacheMock, times(1))
            .get(anyString());

    sub2.assertResult(result);
}
@测试
//使用相等的参数调用getData两次。第一个请求被缓存。第二个请求也来自网络,因为现金已经过期。
void getData\u requestCashed\u cashExpiredOnRequest()引发异常{
//安排
Cache cacheMock=mock(Cache.class);
inoorder inoorder=Mockito.inoorder(cacheMock);
Repository=newrepositoryimpl(cacheMock);
结果=新结果();
当(cacheMock.containsKey(anyString())。然后回答(调用->false);
当(cacheMock.get(anyString())。然后回答(调用->结果);
单个数据1=rep.getData(“hans”、“wurst”);
单个数据2=rep.getData(“hans”、“wurst”);
//行动
data1.test()
.等待
.assertValueAt(0,r->r!=结果);
//验证第一个订阅:保存到缓存
顺序验证(cacheMock,次(2))
.containsKey(anyString());
顺序验证(cacheMock,次(1))
.put(anyString(),any());
数据2.test()
.等待
.assertValueAt(0,r->r!=结果);
//验证第二个订阅:保存到缓存
顺序验证(cacheMock,次(2))
.containsKey(anyString());
顺序验证(cacheMock,次(1))
.put(anyString(),any());
}
@试验
//对每个请求使用不同的参数调用getData两次。值已兑现,但仅适用于每个请求。由于参数不同,第二个请求将再次命中网络。
void getData\u twoDifferentRequests\u cacheNotHit()引发异常{
//安排
Cache cacheMock=mock(Cache.class);
inoorder inoorder=Mockito.inoorder(cacheMock);
Repository=newrepositoryimpl(cacheMock);
结果=新结果();
当(cacheMock.containsKey(anyString())。然后回答(调用->false);
当(cacheMock.get(anyString())。然后回答(调用->结果);
单个数据1=rep.getData(“hans”、“wurst”);
单个数据2=rep.getData(“hansX”、“wurstX”);
//行动
data1.test()
.等待
.assertValueAt(0,r->r!=结果);
//验证第一个订阅:保存到缓存
顺序验证(cacheMock,次(2))
.containsKey(anyString());
顺序验证(cacheMock,次(1))
.put(anyString(),any());
//行动
数据2.test()
.等待
.assertValueAt(0,r->r!=结果);
//验证第二个订阅:保存到缓存
顺序验证(cacheMock,次(2))
.包含
public interface PollutionApiService {
    @GET("feed/{city}/")
    Observable<Aqicn> getPollutionObservable(@Path("city") String city, @Query("token") String token);
}
interface Repository {
    Single<Result> getData(String param1, String param2);
}

class RepositoryImpl implements Repository {

    private final Cache<String, Result> cache;

    private final Function2<String, String, String> calculateKey;

    RepositoryImpl(Cache<String, Result> cache) {
        this.cache = cache;
        this.calculateKey = (s, s2) -> s + s2;
    }

    @Override
    public Single<Result> getData(String param1, String param2) {
        Maybe<Result> networkFallback = getFromNetwork(param1, param2, calculateKey).toMaybe();

        return getFromCache(param1, param2, calculateKey).switchIfEmpty(networkFallback)
                .toSingle();
    }

    private Single<Result> getFromNetwork(String param1, String param2, Function2<String, String, String> calculateKey) {
        return Single.fromCallable(Result::new)
                .doOnSuccess(result -> {
                    if (!cache.containsKey(calculateKey.apply(param1, param2))) {
                        System.out.println("save in cache");

                        String apply = calculateKey.apply(param1, param2);
                        cache.put(apply, result);
                    }
                }) // simulate network request
                .delay(50, TimeUnit.MILLISECONDS);
    }

    private Maybe<Result> getFromCache(String param1, String param2, Function2<String, String, String> calculateKey) {
        return Maybe.defer(() -> {
            String key = calculateKey.apply(param1, param2);

            if (cache.containsKey(key)) {
                System.out.println("get from cache");
                return Maybe.just(cache.get(key));
            } else {
                return Maybe.empty();
            }
        });
    }
}

class Result {
}
@Test
    // Call getData two times with equal params. First request gets cached. Second request requests from network too, because cash has already expired.
void getData_requestCashed_cashExpiredOnRequest() throws Exception {
    // Arrange
    Cache<String, Result> cacheMock = mock(Cache.class);
    InOrder inOrder = Mockito.inOrder(cacheMock);
    Repository rep = new RepositoryImpl(cacheMock);

    Result result = new Result();
    when(cacheMock.containsKey(anyString())).thenAnswer(invocation -> false);
    when(cacheMock.get(anyString())).thenAnswer(invocation -> result);

    Single<Result> data1 = rep.getData("hans", "wurst");
    Single<Result> data2 = rep.getData("hans", "wurst");

    // Action
    data1.test()
            .await()
            .assertValueAt(0, r -> r != result);

    // Validate first Subscription: save to cache
    inOrder.verify(cacheMock, times(2))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(1))
            .put(anyString(), any());

    data2.test()
            .await()
            .assertValueAt(0, r -> r != result);

    // Validate second Subscription: save to cache
    inOrder.verify(cacheMock, times(2))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(1))
            .put(anyString(), any());
}

@Test
    // Call getData two times with different params for each request. Values cashed but only for each request. Second request will hit network again due to different params.
void getData_twoDifferentRequests_cacheNotHit() throws Exception {
    // Arrange
    Cache<String, Result> cacheMock = mock(Cache.class);
    InOrder inOrder = Mockito.inOrder(cacheMock);
    Repository rep = new RepositoryImpl(cacheMock);

    Result result = new Result();
    when(cacheMock.containsKey(anyString())).thenAnswer(invocation -> false);
    when(cacheMock.get(anyString())).thenAnswer(invocation -> result);

    Single<Result> data1 = rep.getData("hans", "wurst");
    Single<Result> data2 = rep.getData("hansX", "wurstX");

    // Action
    data1.test()
            .await()
            .assertValueAt(0, r -> r != result);

    // Validate first Subscription: save to cache
    inOrder.verify(cacheMock, times(2))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(1))
            .put(anyString(), any());

    // Action
    data2.test()
            .await()
            .assertValueAt(0, r -> r != result);

    // Validate second Subscription: save to cache
    inOrder.verify(cacheMock, times(2))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(1))
            .put(anyString(), any());
}


@Test
    // Call getData two times with equal params. First request hit network. Second request hits cache. Cache does not expire between two requests.
void getData_twoEqualRequests_cacheHitOnSecond() throws Exception {
    // Arrange
    Cache<String, Result> cacheMock = mock(Cache.class);
    InOrder inOrder = Mockito.inOrder(cacheMock);
    Repository rep = new RepositoryImpl(cacheMock);

    Result result = new Result();
    when(cacheMock.containsKey(anyString())).thenAnswer(invocation -> false);

    Single<Result> data1 = rep.getData("hans", "wurst");
    Single<Result> data2 = rep.getData("hans", "wurst");

    // Action
    data1.test()
            .await();

    // Validate first Subscription: save to cache
    inOrder.verify(cacheMock, times(2))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(0))
            .get(anyString());
    inOrder.verify(cacheMock, times(1))
            .put(anyString(), any());

    when(cacheMock.containsKey(anyString())).thenAnswer(invocation -> true);
    when(cacheMock.get(anyString())).thenAnswer(invocation -> result);

    TestObserver<Result> sub2 = data2.test()
            .await()
            .assertNoErrors()
            .assertValueCount(1)
            .assertComplete();

    // Validate second subscription: load from cache
    inOrder.verify(cacheMock, times(1))
            .containsKey(anyString());
    inOrder.verify(cacheMock, times(0))
            .put(anyString(), any());
    inOrder.verify(cacheMock, times(1))
            .get(anyString());

    sub2.assertResult(result);
}