序
本文主要研究一下jetcache的ProxyCache
ProxyCache
jetcache-core/src/main/java/com/alicp/jetcache/ProxyCache.java
代码语言:javascript复制public interface ProxyCache<K, V> extends Cache<K, V> {
Cache<K, V> getTargetCache();
@Override
default <T> T unwrap(Class<T> clazz) {
return getTargetCache().unwrap(clazz);
}
}
ProxyCache继承了Cache接口,它定义了getTargetCache方法,并默认实现了unwrap方法
SimpleProxyCache
jetcache-core/src/main/java/com/alicp/jetcache/SimpleProxyCache.java
代码语言:javascript复制public class SimpleProxyCache<K, V> implements ProxyCache<K, V> {
protected Cache<K, V> cache;
public SimpleProxyCache(Cache<K, V> cache) {
this.cache = cache;
}
@Override
public CacheConfig<K, V> config() {
return cache.config();
}
@Override
public Cache<K, V> getTargetCache() {
return cache;
}
@Override
public V get(K key) {
return cache.get(key);
}
@Override
public Map<K, V> getAll(Set<? extends K> keys) {
return cache.getAll(keys);
}
@Override
public void put(K key, V value) {
cache.put(key, value);
}
@Override
public void putAll(Map<? extends K, ? extends V> map) {
cache.putAll(map);
}
@Override
public boolean putIfAbsent(K key, V value) {
return cache.putIfAbsent(key, value);
}
@Override
public boolean remove(K key) {
return cache.remove(key);
}
@Override
public void removeAll(Set<? extends K> keys) {
cache.removeAll(keys);
}
@Override
public <T> T unwrap(Class<T> clazz) {
return cache.unwrap(clazz);
}
@Override
public AutoReleaseLock tryLock(K key, long expire, TimeUnit timeUnit) {
return cache.tryLock(key, expire, timeUnit);
}
@Override
public boolean tryLockAndRun(K key, long expire, TimeUnit timeUnit, Runnable action) {
return cache.tryLockAndRun(key, expire, timeUnit, action);
}
@Override
public CacheGetResult<V> GET(K key) {
return cache.GET(key);
}
@Override
public MultiGetResult<K, V> GET_ALL(Set<? extends K> keys) {
return cache.GET_ALL(keys);
}
@Override
public V computeIfAbsent(K key, Function<K, V> loader) {
return cache.computeIfAbsent(key, loader);
}
@Override
public V computeIfAbsent(K key, Function<K, V> loader, boolean cacheNullWhenLoaderReturnNull) {
return cache.computeIfAbsent(key, loader, cacheNullWhenLoaderReturnNull);
}
@Override
public V computeIfAbsent(K key, Function<K, V> loader, boolean cacheNullWhenLoaderReturnNull, long expireAfterWrite, TimeUnit timeUnit) {
return cache.computeIfAbsent(key, loader, cacheNullWhenLoaderReturnNull, expireAfterWrite, timeUnit);
}
@Override
public void put(K key, V value, long expireAfterWrite, TimeUnit timeUnit) {
cache.put(key, value, expireAfterWrite, timeUnit);
}
@Override
public CacheResult PUT(K key, V value) {
return cache.PUT(key, value);
}
@Override
public CacheResult PUT(K key, V value, long expireAfterWrite, TimeUnit timeUnit) {
return cache.PUT(key, value, expireAfterWrite, timeUnit);
}
@Override
public void putAll(Map<? extends K, ? extends V> map, long expireAfterWrite, TimeUnit timeUnit) {
cache.putAll(map, expireAfterWrite, timeUnit);
}
@Override
public CacheResult PUT_ALL(Map<? extends K, ? extends V> map) {
return cache.PUT_ALL(map);
}
@Override
public CacheResult PUT_ALL(Map<? extends K, ? extends V> map, long expireAfterWrite, TimeUnit timeUnit) {
return cache.PUT_ALL(map, expireAfterWrite, timeUnit);
}
@Override
public CacheResult REMOVE(K key) {
return cache.REMOVE(key);
}
@Override
public CacheResult REMOVE_ALL(Set<? extends K> keys) {
return cache.REMOVE_ALL(keys);
}
@Override
public CacheResult PUT_IF_ABSENT(K key, V value, long expireAfterWrite, TimeUnit timeUnit) {
return cache.PUT_IF_ABSENT(key, value, expireAfterWrite, timeUnit);
}
@Override
public void close() {
cache.close();
}
}
SimpleProxyCache实现了ProxyCache接口,它定义了cache属性,其方法均委托给了cache对象
LoadingCache
jetcache-core/src/main/java/com/alicp/jetcache/LoadingCache.java
代码语言:javascript复制public class LoadingCache<K, V> extends SimpleProxyCache<K, V> {
protected Consumer<CacheEvent> eventConsumer;
protected CacheConfig<K, V> config;
public LoadingCache(Cache<K, V> cache) {
super(cache);
this.config = config();
eventConsumer = CacheUtil.getAbstractCache(cache)::notify;
}
@Override
public V get(K key) throws CacheInvokeException {
CacheLoader<K, V> loader = config.getLoader();
if (loader != null) {
return AbstractCache.computeIfAbsentImpl(key, loader,
config.isCacheNullValue() ,0, null, this);
} else {
return cache.get(key);
}
}
protected boolean needUpdate(V loadedValue, CacheLoader<K, V> loader) {
if (loadedValue == null && !config.isCacheNullValue()) {
return false;
}
if (loader.vetoCacheUpdate()) {
return false;
}
return true;
}
@Override
public Map<K, V> getAll(Set<? extends K> keys) throws CacheInvokeException {
CacheLoader<K, V> loader = config.getLoader();
if (loader != null) {
MultiGetResult<K, V> r = GET_ALL(keys);
Map<K, V> kvMap;
if (r.isSuccess() || r.getResultCode() == CacheResultCode.PART_SUCCESS) {
kvMap = r.unwrapValues();
} else {
kvMap = new HashMap<>();
}
Set<K> keysNeedLoad = new LinkedHashSet<>();
keys.forEach((k) -> {
if (!kvMap.containsKey(k)) {
keysNeedLoad.add(k);
}
});
if (!config.isCachePenetrationProtect()) {
if (eventConsumer != null) {
loader = CacheUtil.createProxyLoader(cache, loader, eventConsumer);
}
Map<K, V> loadResult;
try {
loadResult = loader.loadAll(keysNeedLoad);
CacheLoader<K, V> theLoader = loader;
Map<K, V> updateValues = new HashMap<>();
loadResult.forEach((k,v)->{
if (needUpdate(v, theLoader)){
updateValues.put(k, v);
}
});
// batch put
if (!updateValues.isEmpty()) {
PUT_ALL(updateValues);
}
} catch (Throwable e) {
throw new CacheInvokeException(e);
}
kvMap.putAll(loadResult);
} else {
AbstractCache<K, V> abstractCache = CacheUtil.getAbstractCache(cache);
loader = CacheUtil.createProxyLoader(cache, loader, eventConsumer);
for(K key : keysNeedLoad) {
Consumer<V> cacheUpdater = (v) -> {
if(needUpdate(v, config.getLoader())) {
PUT(key, v);
}
};
V v = AbstractCache.synchronizedLoad(config, abstractCache, key, loader, cacheUpdater);
kvMap.put(key, v);
}
}
return kvMap;
} else {
return cache.getAll(keys);
}
}
}
LoadingCache继承了SimpleProxyCache,其get方法会判断config.getLoader()是否为null,不为null则执行AbstractCache.computeIfAbsentImpl(key, loader,config.isCacheNullValue() ,0, null, this);getAll方法多了loader以及config.isCachePenetrationProtect()的处理逻辑,对于开启cachePenetrationProtect的会通过CacheUtil.createProxyLoader包装一下loader,然后AbstractCache.synchronizedLoad去加载value
createProxyLoader
jetcache-core/src/main/java/com/alicp/jetcache/CacheUtil.java
代码语言:javascript复制public class CacheUtil {
private interface ProxyLoader<K, V> extends CacheLoader<K, V> {
}
public static <K, V> ProxyLoader<K, V> createProxyLoader(Cache<K, V> cache,
CacheLoader<K, V> loader,
Consumer<CacheEvent> eventConsumer) {
if (loader instanceof ProxyLoader) {
return (ProxyLoader<K, V>) loader;
}
return new ProxyLoader<K, V>() {
@Override
public V load(K key) throws Throwable {
long t = System.currentTimeMillis();
V v = null;
boolean success = false;
try {
v = loader.load(key);
success = true;
} finally {
t = System.currentTimeMillis() - t;
CacheLoadEvent event = new CacheLoadEvent(cache, t, key, v, success);
eventConsumer.accept(event);
}
return v;
}
@Override
public Map<K, V> loadAll(Set<K> keys) throws Throwable {
long t = System.currentTimeMillis();
boolean success = false;
Map<K, V> kvMap = null;
try {
kvMap = loader.loadAll(keys);
success = true;
} finally {
t = System.currentTimeMillis() - t;
CacheLoadAllEvent event = new CacheLoadAllEvent(cache, t, keys, kvMap, success);
eventConsumer.accept(event);
}
return kvMap;
}
@Override
public boolean vetoCacheUpdate() {
return loader.vetoCacheUpdate();
}
};
}
public static <K, V> ProxyLoader<K, V> createProxyLoader(Cache<K, V> cache,
Function<K, V> loader,
Consumer<CacheEvent> eventConsumer) {
if (loader instanceof ProxyLoader) {
return (ProxyLoader<K, V>) loader;
}
if (loader instanceof CacheLoader) {
return createProxyLoader(cache, (CacheLoader) loader, eventConsumer);
}
return k -> {
long t = System.currentTimeMillis();
V v = null;
boolean success = false;
try {
v = loader.apply(k);
success = true;
} finally {
t = System.currentTimeMillis() - t;
CacheLoadEvent event = new CacheLoadEvent(cache, t, k, v, success);
eventConsumer.accept(event);
}
return v;
};
}
public static <K, V> AbstractCache<K, V> getAbstractCache(Cache<K, V> c) {
while (c instanceof ProxyCache) {
c = ((ProxyCache) c).getTargetCache();
}
return (AbstractCache) c;
}
}
CacheUtil提供了两个createProxyLoader,一个loader类型为CacheLoader,一个为Function;其load及loadAll方法委托给了loader,主要是增加了耗时统计并创建CacheLoadEvent,交给eventConsumer.accept(event)去消费
synchronizedLoad
jetcache-core/src/main/java/com/alicp/jetcache/AbstractCache.java
代码语言:javascript复制 static <K, V> V synchronizedLoad(CacheConfig config, AbstractCache<K,V> abstractCache,
K key, Function<K, V> newLoader, Consumer<V> cacheUpdater) {
ConcurrentHashMap<Object, LoaderLock> loaderMap = abstractCache.initOrGetLoaderMap();
Object lockKey = buildLoaderLockKey(abstractCache, key);
while (true) {
boolean create[] = new boolean[1];
LoaderLock ll = loaderMap.computeIfAbsent(lockKey, (unusedKey) -> {
create[0] = true;
LoaderLock loaderLock = new LoaderLock();
loaderLock.signal = new CountDownLatch(1);
loaderLock.loaderThread = Thread.currentThread();
return loaderLock;
});
if (create[0] || ll.loaderThread == Thread.currentThread()) {
try {
CacheGetResult<V> getResult = abstractCache.GET(key);
if (getResult.isSuccess()) {
ll.success = true;
ll.value = getResult.getValue();
return getResult.getValue();
} else {
V loadedValue = newLoader.apply(key);
ll.success = true;
ll.value = loadedValue;
cacheUpdater.accept(loadedValue);
return loadedValue;
}
} finally {
if (create[0]) {
ll.signal.countDown();
loaderMap.remove(lockKey);
}
}
} else {
try {
Duration timeout = config.getPenetrationProtectTimeout();
if (timeout == null) {
ll.signal.await();
} else {
boolean ok = ll.signal.await(timeout.toMillis(), TimeUnit.MILLISECONDS);
if(!ok) {
logger.info("loader wait timeout:" timeout);
return newLoader.apply(key);
}
}
} catch (InterruptedException e) {
logger.warn("loader wait interrupted");
return newLoader.apply(key);
}
if (ll.success) {
return (V) ll.value;
} else {
continue;
}
}
}
}
AbstractCache提供了synchronizedLoad静态方法,它先通过buildLoaderLockKey来创建lockKey,之后while循环,computeIfAbsent指定lockKey的LoaderLock,对于loaderThread为当前线程的先通过GET获取result,若为success则返回,否则通过loader加载,然后通知cacheUpdater,最后执行ll.signal.countDown(),对于非当前thread的则根据指定的timeout执行ll.signal.await(),若await超时或者InterruptedException则执行newLoader.apply,否则对于success的直接返回value,非success则继续循环处理
RefreshCache
jetcache-core/src/main/java/com/alicp/jetcache/RefreshCache.java
代码语言:javascript复制public class RefreshCache<K, V> extends LoadingCache<K, V> {
private static final Logger logger = LoggerFactory.getLogger(RefreshCache.class);
public static final byte[] LOCK_KEY_SUFFIX = "_#RL#".getBytes();
public static final byte[] TIMESTAMP_KEY_SUFFIX = "_#TS#".getBytes();
private ConcurrentHashMap<Object, RefreshTask> taskMap = new ConcurrentHashMap<>();
private boolean multiLevelCache;
public RefreshCache(Cache cache) {
super(cache);
multiLevelCache = isMultiLevelCache();
}
protected void stopRefresh() {
List<RefreshTask> tasks = new ArrayList<>();
tasks.addAll(taskMap.values());
tasks.forEach(task -> task.cancel());
}
@Override
public void close() {
stopRefresh();
super.close();
}
private boolean hasLoader() {
return config.getLoader() != null;
}
@Override
public V computeIfAbsent(K key, Function<K, V> loader) {
return computeIfAbsent(key, loader, config().isCacheNullValue());
}
@Override
public V computeIfAbsent(K key, Function<K, V> loader, boolean cacheNullWhenLoaderReturnNull) {
return AbstractCache.computeIfAbsentImpl(key, loader, cacheNullWhenLoaderReturnNull,
0, null, this);
}
@Override
public V computeIfAbsent(K key, Function<K, V> loader, boolean cacheNullWhenLoaderReturnNull,
long expireAfterWrite, TimeUnit timeUnit) {
return AbstractCache.computeIfAbsentImpl(key, loader, cacheNullWhenLoaderReturnNull,
expireAfterWrite, timeUnit, this);
}
private boolean isMultiLevelCache() {
Cache c = getTargetCache();
while (c instanceof ProxyCache) {
c = ((ProxyCache) c).getTargetCache();
}
return c instanceof MultiLevelCache;
}
private Object getTaskId(K key) {
Cache c = concreteCache();
if (c instanceof AbstractEmbeddedCache) {
return ((AbstractEmbeddedCache) c).buildKey(key);
} else if (c instanceof AbstractExternalCache) {
byte[] bs = ((AbstractExternalCache) c).buildKey(key);
return ByteBuffer.wrap(bs);
} else {
logger.error("can't getTaskId from " c.getClass());
return null;
}
}
@Override
public V get(K key) throws CacheInvokeException {
if (config.getRefreshPolicy() != null && hasLoader()) {
addOrUpdateRefreshTask(key, null);
}
return super.get(key);
}
@Override
public Map<K, V> getAll(Set<? extends K> keys) throws CacheInvokeException {
if (config.getRefreshPolicy() != null && hasLoader()) {
for (K key : keys) {
addOrUpdateRefreshTask(key, null);
}
}
return super.getAll(keys);
}
//......
private byte[] combine(byte[] bs1, byte[] bs2) {
byte[] newArray = Arrays.copyOf(bs1, bs1.length bs2.length);
System.arraycopy(bs2, 0, newArray, bs1.length, bs2.length);
return newArray;
}
}
RefreshCache继承了LoadingCache,它定义了taskMap用于存储RefreshTask,它覆盖了computeIfAbsent方法,复用了AbstractCache定义的静态方法computeIfAbsentImpl,传入的cache为this;其get及getAll方法对于config.getRefreshPolicy()及config.getLoader()不为null的会额外执行addOrUpdateRefreshTask
addOrUpdateRefreshTask
代码语言:javascript复制 protected void addOrUpdateRefreshTask(K key, CacheLoader<K,V> loader) {
RefreshPolicy refreshPolicy = config.getRefreshPolicy();
if (refreshPolicy == null) {
return;
}
long refreshMillis = refreshPolicy.getRefreshMillis();
if (refreshMillis > 0) {
Object taskId = getTaskId(key);
RefreshTask refreshTask = taskMap.computeIfAbsent(taskId, tid -> {
logger.debug("add refresh task. interval={}, key={}", refreshMillis , key);
RefreshTask task = new RefreshTask(taskId, key, loader);
task.lastAccessTime = System.currentTimeMillis();
ScheduledFuture<?> future = JetCacheExecutor.heavyIOExecutor().scheduleWithFixedDelay(
task, refreshMillis, refreshMillis, TimeUnit.MILLISECONDS);
task.future = future;
return task;
});
refreshTask.lastAccessTime = System.currentTimeMillis();
}
}
addOrUpdateRefreshTask方法先获取refreshMillis,对于refreshMillis小于等于0的不处理,大于0的先通过getTaskId(key)获取taskId,然后通过taskMap.computeIfAbsent获取或者创建refreshTask,最后更新refreshTask的lastAccessTime;当新创建refreshTask时,会通过JJetCacheExecutor.heavyIOExecutor().scheduleWithFixedDelay(task, refreshMillis, refreshMillis, TimeUnit.MILLISECONDS)去调度该refreshTask,即每隔refreshMillis调度执行refreshTask
RefreshTask
代码语言:javascript复制 class RefreshTask implements Runnable {
private Object taskId;
private K key;
private CacheLoader<K, V> loader;
private long lastAccessTime;
private ScheduledFuture future;
RefreshTask(Object taskId, K key, CacheLoader<K, V> loader) {
this.taskId = taskId;
this.key = key;
this.loader = loader;
}
private void cancel() {
logger.debug("cancel refresh: {}", key);
future.cancel(false);
taskMap.remove(taskId);
}
private void load() throws Throwable {
CacheLoader<K,V> l = loader == null? config.getLoader(): loader;
if (l != null) {
l = CacheUtil.createProxyLoader(cache, l, eventConsumer);
V v = l.load(key);
if (needUpdate(v, l)) {
cache.PUT(key, v);
}
}
}
private void externalLoad(final Cache concreteCache, final long currentTime)
throws Throwable {
byte[] newKey = ((AbstractExternalCache) concreteCache).buildKey(key);
byte[] lockKey = combine(newKey, LOCK_KEY_SUFFIX);
long loadTimeOut = RefreshCache.this.config.getRefreshPolicy().getRefreshLockTimeoutMillis();
long refreshMillis = config.getRefreshPolicy().getRefreshMillis();
byte[] timestampKey = combine(newKey, TIMESTAMP_KEY_SUFFIX);
// AbstractExternalCache buildKey method will not convert byte[]
CacheGetResult refreshTimeResult = concreteCache.GET(timestampKey);
boolean shouldLoad = false;
if (refreshTimeResult.isSuccess()) {
shouldLoad = currentTime >= Long.parseLong(refreshTimeResult.getValue().toString()) refreshMillis;
} else if (refreshTimeResult.getResultCode() == CacheResultCode.NOT_EXISTS) {
shouldLoad = true;
}
if (!shouldLoad) {
if (multiLevelCache) {
refreshUpperCaches(key);
}
return;
}
Runnable r = () -> {
try {
load();
// AbstractExternalCache buildKey method will not convert byte[]
concreteCache.put(timestampKey, String.valueOf(System.currentTimeMillis()));
} catch (Throwable e) {
throw new CacheException("refresh error", e);
}
};
// AbstractExternalCache buildKey method will not convert byte[]
boolean lockSuccess = concreteCache.tryLockAndRun(lockKey, loadTimeOut, TimeUnit.MILLISECONDS, r);
if(!lockSuccess && multiLevelCache) {
JetCacheExecutor.heavyIOExecutor().schedule(
() -> refreshUpperCaches(key), (long)(0.2 * refreshMillis), TimeUnit.MILLISECONDS);
}
}
private void refreshUpperCaches(K key) {
MultiLevelCache<K, V> targetCache = (MultiLevelCache<K, V>) getTargetCache();
Cache[] caches = targetCache.caches();
int len = caches.length;
CacheGetResult cacheGetResult = caches[len - 1].GET(key);
if (!cacheGetResult.isSuccess()) {
return;
}
for (int i = 0; i < len - 1; i ) {
caches[i].PUT(key, cacheGetResult.getValue());
}
}
@Override
public void run() {
try {
if (config.getRefreshPolicy() == null || (loader == null && !hasLoader())) {
cancel();
return;
}
long now = System.currentTimeMillis();
long stopRefreshAfterLastAccessMillis = config.getRefreshPolicy().getStopRefreshAfterLastAccessMillis();
if (stopRefreshAfterLastAccessMillis > 0) {
if (lastAccessTime stopRefreshAfterLastAccessMillis < now) {
logger.debug("cancel refresh: {}", key);
cancel();
return;
}
}
logger.debug("refresh key: {}", key);
Cache concreteCache = concreteCache();
if (concreteCache instanceof AbstractExternalCache) {
externalLoad(concreteCache, now);
} else {
load();
}
} catch (Throwable e) {
logger.error("refresh error: key=" key, e);
}
}
}
protected Cache concreteCache() {
Cache c = getTargetCache();
while (true) {
if (c instanceof ProxyCache) {
c = ((ProxyCache) c).getTargetCache();
} else if (c instanceof MultiLevelCache) {
Cache[] caches = ((MultiLevelCache) c).caches();
c = caches[caches.length - 1];
} else {
return c;
}
}
}
RefreshTask的run方法先判断stopRefreshAfterLastAccessMillis,若stopRefreshAfterLastAccessMillis大于0且lastAccessTime stopRefreshAfterLastAccessMillis小于now则执行cancel,然后返回;之后通过concreteCache获取具体的cache,对于AbstractExternalCache类型的执行externalLoad,否则执行load load方法通过loader去加载,对于needUpdate的执行PUT去更新;对于externalLoad的会先获取refreshTimeResult,对于CacheResultCode.NOT_EXISTS的则shouldLoad为true,对于refreshTimeResult.isSuccess()的对于currentTime大于等于Long.parseLong(refreshTimeResult.getValue().toString()) refreshMillis的则shouldLoad为true,对于非shouldLoad的且是multiLevelCache则执行refreshUpperCaches然后返回;否则使用concreteCache.tryLockAndRun去加锁然后执行load方法,若加锁不成功且是multiLevelCache的,则通过JetCacheExecutor.heavyIOExecutor().schedule去调度执行refreshUpperCaches
SimpleCacheManager.create
jetcache-core/src/main/java/com/alicp/jetcache/SimpleCacheManager.java
代码语言:javascript复制 private Cache create(QuickConfig config) {
Cache cache;
if (config.getCacheType() == null || config.getCacheType() == CacheType.REMOTE) {
cache = buildRemote(config);
} else if (config.getCacheType() == CacheType.LOCAL) {
cache = buildLocal(config);
} else {
Cache local = buildLocal(config);
Cache remote = buildRemote(config);
boolean useExpireOfSubCache = config.getLocalExpire() != null;
cache = MultiLevelCacheBuilder.createMultiLevelCacheBuilder()
.expireAfterWrite(remote.config().getExpireAfterWriteInMillis(), TimeUnit.MILLISECONDS)
.addCache(local, remote)
.useExpireOfSubCache(useExpireOfSubCache)
.cacheNullValue(config.getCacheNullValue() != null ?
config.getCacheNullValue() : DEFAULT_CACHE_NULL_VALUE)
.buildCache();
}
if (config.getRefreshPolicy() != null) {
cache = new RefreshCache(cache);
} else if (config.getLoader() != null) {
cache = new LoadingCache(cache);
}
cache.config().setRefreshPolicy(config.getRefreshPolicy());
cache.config().setLoader(config.getLoader());
boolean protect = config.getPenetrationProtect() != null ? config.getPenetrationProtect()
: cacheBuilderTemplate.isPenetrationProtect();
cache.config().setCachePenetrationProtect(protect);
cache.config().setPenetrationProtectTimeout(config.getPenetrationProtectTimeout());
for (CacheMonitorInstaller i : cacheBuilderTemplate.getCacheMonitorInstallers()) {
i.addMonitors(this, cache, config);
}
return cache;
}
SimpleCacheManager的create方法对于config.getRefreshPolicy()不为null的则创建RefreshCache去包装cache,否则再对于config.getLoader()不为null使用LoadingCache去包装cache
小结
ProxyCache继承了Cache接口,它定义了getTargetCache方法,并默认实现了unwrap方法;SimpleProxyCache实现了ProxyCache接口,它定义了cache属性,其方法均委托给了cache对象
LoadingCache继承了SimpleProxyCache,其get方法会判断config.getLoader()是否为null,不为null则执行AbstractCache.computeIfAbsentImpl(key, loader,config.isCacheNullValue() ,0, null, this);getAll方法多了loader以及config.isCachePenetrationProtect()的处理逻辑,对于开启cachePenetrationProtect的会通过CacheUtil.createProxyLoader包装一下loader,然后AbstractCache.synchronizedLoad去加载value RefreshCache继承了LoadingCache,它定义了taskMap用于存储RefreshTask,它覆盖了computeIfAbsent方法,复用了AbstractCache定义的静态方法computeIfAbsentImpl,传入的cache为this;其get及getAll方法对于config.getRefreshPolicy()及config.getLoader()不为null的会额外执行addOrUpdateRefreshTask SimpleCacheManager的create方法根据QuickConfig先构造local或者remote或者multiLevelCache,再根据config的loader或者refreshPolicy去创建包装类,对于config.getRefreshPolicy()不为null的则创建RefreshCache去包装cache,否则再对于config.getLoader()不为null使用LoadingCache去包装cache