RxJava 使用可观察对象为 Android 构建缓存

我很难理解如何使用 RxJava 构建缓存。我的想法是，我需要从内存缓存获取数据或从数据库（dynamoDb）加载数据。但是，该缓存应该在片段和/或线程之间共享。所以我需要返回当前正在运行且未完成的现有可观察对象。这允许线程赶上而不做不必要的工作。我是 RxJava 的新手，所以这就是我的草图（为了简洁起见，遗漏了一些代码）：

public class DBCache<K, T> {
private final ConcurrentHashMap<K, Set<T>> resultCache = new ConcurrentHashMap<>;
private final ConcurrentHashMap<K, Observable<Set<T>>> observableCache = new ConcurrentHashMap<>;

private Observable<Set<T>> getFromCache(final DynamoDbCacheKey<K, T> query) {
    return Observable.create(new Observable.OnSubscribe<Set<T>>() {
        @Override
        public void call(Subscriber<? super Set<T>> subscriber) {
        Set<T> results = resultCache.get(query.getKey());
        if (results != null && results.size() > 0) {
            subscriber.onNext(results);
        }
        subscriber.onCompleted();
        }
    });
}

public Observable<Set<T>> get(final QueryCacheKey<K, T> query){
    Observable<Set<T>> cachedObservable = observableCache.get(query.getKey());
    if (cachedObservable != null) {
        return cachedObservable;
    }
    Observable<Set<T>> observable = Observable
        .concat(getFromCache(query), getFromNetwork(query))
        .first()
        .subscribeOn(Schedulers.newThread())
        .observeOn(AndroidSchedulers.mainThread())
        .cache();
    observableCache.putIfAbsent(query.getKey(), observable);
return observable;
} 

private Observable<Set<T>> getFromNetwork(final QueryCacheKey<K, T> query) {
    return Observable.create(new Observable.OnSubscribe<Set<T>>() {
    @Override
    public void call(Subscriber<? super Set<T>> subscriber) {
        try {
            Set<T> results = loadFromDb(query); //omitted
            resultCache.putIfAbsent(query.getKey(), results);
            subscriber.onNext(results);
            subscriber.onCompleted();
            observableCache.remove(query.getKey());
        } catch (Exception exception) {
            subscriber.onError(exception);
        }
    }
    });
} 

}

有没有更好的方法通过 RxJava 来实现这一点（对缓存策略不感兴趣）。有什么想法吗？

这是一个进行一次缓存和检索值的简单示例：

public class RxCache<K, V> {

    final ConcurrentHashMap<K, AsyncSubject<V>> cache;

    final Func1<K, Observable<V>> valueGenerator;

    public RxCache(Func1<K, Observable<V>> valueGenerator) {
        this.valueGenerator = valueGenerator;
        this.cache = new ConcurrentHashMap<>();
    }

    public Observable<V> get(K key) {
        AsyncSubject<V> o = cache.get(key);
        if (o != null) {
            return o;
        }

        o = AsyncSubject.create();

        AsyncSubject<V> p = cache.putIfAbsent(key, o);
        if (p != null) {
            return p;
        }

        valueGenerator.call(key).subscribe(o);

        return o;
    }

    public void remove(K key) {
        cache.remove(key);
    }
}

如果有多个值，请替换AsyncSubject with ReplaySubject.