⼆级缓存构建在⼀级缓存之上,在收到查询请求时,MyBatis ⾸先会查询⼆级缓存,若⼆级缓存未命中,再去查询⼀级缓存,⼀级缓存没有,再查询数据库。 ⼆级缓存------》 ⼀级缓存------》数据库 与⼀级缓存不同,⼆级缓存和具体的命名空间绑定,⼀个Mapper中有⼀个Cache,相同Mapper中的MappedStatement共⽤⼀个Cache,⼀级缓存则是和 SqlSession 绑定。
启用二级缓存
分为三步⾛:
- 开启全局⼆级缓存配置:
<settings>
<setting name="cacheEnabled" value="true"/>
</settings>
- 在需要使⽤⼆级缓存的Mapper配置⽂件中配置标签
<cache></cache>
- 在具体CURD标签上配置 useCache=true
<select id="findById" resultType="com.zjq.pojo.User" useCache="true">
select * from user where id = #{id}
</select>
标签 < cache/> 的解析
根据之前的mybatis源码剖析,xml的解析⼯作主要交给XMLConfigBuilder.parse()⽅法来实现
代码语言:javascript复制public class XMLConfigBuilder extends BaseBuilder {
public Configuration parse() {
if (parsed) {
throw new BuilderException("Each XMLConfigBuilder can only be used once.");
}
parsed = true;
parseConfiguration(parser.evalNode("/configuration"));
return configuration;
}
// 既然是在xml中添加的,那么我们就直接看关于mappers标签的解析
private void parseConfiguration(XNode root) {
try {
//issue #117 read properties first
propertiesElement(root.evalNode("properties"));
Properties settings = settingsAsProperties(root.evalNode("settings"));
loadCustomVfs(settings);
typeAliasesElement(root.evalNode("typeAliases"));
pluginElement(root.evalNode("plugins"));
objectFactoryElement(root.evalNode("objectFactory"));
objectWrapperFactoryElement(root.evalNode("objectWrapperFactory"));
reflectorFactoryElement(root.evalNode("reflectorFactory"));
settingsElement(settings);
// read it after objectFactory and objectWrapperFactory issue #631
environmentsElement(root.evalNode("environments"));
databaseIdProviderElement(root.evalNode("databaseIdProvider"));
typeHandlerElement(root.evalNode("typeHandlers"));
// 这⾥这里,继续进入这个方法跟进去看看
mapperElement(root.evalNode("mappers"));
} catch (Exception e) {
throw new BuilderException("Error parsing SQL Mapper Configuration. Cause: " e, e);
}
}
private void mapperElement(XNode parent) throws Exception {
if (parent != null) {
for (XNode child : parent.getChildren()) {
if ("package".equals(child.getName())) {
String mapperPackage = child.getStringAttribute("name");
configuration.addMappers(mapperPackage);
} else {
String resource = child.getStringAttribute("resource");
String url = child.getStringAttribute("url");
String mapperClass = child.getStringAttribute("class");
// 按照我们本例的配置,则直接⾛该if判断
if (resource != null && url == null && mapperClass == null) {
ErrorContext.instance().resource(resource);
InputStream inputStream = Resources.getResourceAsStream(resource);
XMLMapperBuilder mapperParser = new XMLMapperBuilder(inputStream, configuration, resource, configuration.getSqlFragments());
//进入XMLMapperBuilder实例,并执行parse解析方法
mapperParser.parse();
} else if (resource == null && url != null && mapperClass == null) {
ErrorContext.instance().resource(url);
InputStream inputStream = Resources.getUrlAsStream(url);
XMLMapperBuilder mapperParser = new XMLMapperBuilder(inputStream, configuration, url, configuration.getSqlFragments());
mapperParser.parse();
} else if (resource == null && url == null && mapperClass != null) {
Class<?> mapperInterface = Resources.classForName(mapperClass);
configuration.addMapper(mapperInterface);
} else {
throw new BuilderException("A mapper element may only specify a url, resource or class, but not more than one.");
}
}
}
}
}
}
follow me,继续看看解析Mapper.xml
代码语言:javascript复制public class XMLMapperBuilder extends BaseBuilder {
public void parse() {
if (!configuration.isResourceLoaded(resource)) {
// 进入解析mapper属性
configurationElement(parser.evalNode("/mapper"));
configuration.addLoadedResource(resource);
bindMapperForNamespace();
}
parsePendingResultMaps();
parsePendingCacheRefs();
parsePendingStatements();
}
private void configurationElement(XNode context) {
try {
String namespace = context.getStringAttribute("namespace");
if (namespace == null || namespace.equals("")) {
throw new BuilderException("Mapper's namespace cannot be empty");
}
builderAssistant.setCurrentNamespace(namespace);
cacheRefElement(context.evalNode("cache-ref"));
// 最终在这⾥看到了关于cache属性的处理,跟进去看看
cacheElement(context.evalNode("cache"));
parameterMapElement(context.evalNodes("/mapper/parameterMap"));
resultMapElements(context.evalNodes("/mapper/resultMap"));
sqlElement(context.evalNodes("/mapper/sql"));
// 这⾥会将⽣成的Cache包装到对应的MappedStatement
buildStatementFromContext(context.evalNodes("select|insert|update|delete"));
} catch (Exception e) {
throw new BuilderException("Error parsing Mapper XML. The XML location is '" resource "'. Cause: " e, e);
}
}
private void cacheElement(XNode context) throws Exception {
if (context != null) {
//解析<cache/>标签的type属性,这⾥我们可以⾃定义cache的实现类,⽐如redisCache,如果没有⾃定义,这⾥使⽤和⼀级缓存相同的PERPETUAL
String type = context.getStringAttribute("type", "PERPETUAL");
Class<? extends Cache> typeClass = typeAliasRegistry.resolveAlias(type);
String eviction = context.getStringAttribute("eviction", "LRU");
Class<? extends Cache> evictionClass = typeAliasRegistry.resolveAlias(eviction);
Long flushInterval = context.getLongAttribute("flushInterval");
Integer size = context.getIntAttribute("size");
boolean readWrite = !context.getBooleanAttribute("readOnly", false);
boolean blocking = context.getBooleanAttribute("blocking", false);
Properties props = context.getChildrenAsProperties();
// 构建Cache对象
builderAssistant.useNewCache(typeClass, evictionClass, flushInterval, size, readWrite, blocking, props);
}
}
}
让我们继续来看看是如何构建Cache对象的
MapperBuilderAssistant.useNewCache()
代码语言:javascript复制public class MapperBuilderAssistant extends BaseBuilder {
// 1.⽣成Cache对象
public Cache useNewCache(Class<? extends Cache> typeClass,
Class<? extends Cache> evictionClass,
Long flushInterval,
Integer size,
boolean readWrite,
boolean blocking,
Properties props) {
Cache cache = new CacheBuilder(currentNamespace)
//这⾥如果我们定义了<cache/>中的type,就使⽤⾃定义的Cache,否则使⽤和⼀级缓存相同的PerpetualCache
.implementation(valueOrDefault(typeClass, PerpetualCache.class))
.addDecorator(valueOrDefault(evictionClass, LruCache.class))
.clearInterval(flushInterval)
.size(size)
.readWrite(readWrite)
.blocking(blocking)
.properties(props)
.build();
// 2.添加到Configuration中
configuration.addCache(cache);
// 3.并将cache赋值给MapperBuilderAssistant.currentCache
currentCache = cache;
return cache;
}
}
我们看到⼀个Mapper.xml只会解析⼀次标签,也就是只创建⼀次Cache对象,放进configuration中,并将cache赋值给MapperBuilderAssistant.currentCache。 XMLMapperBuilder的configurationElement(XNode context) 方法中的buildStatementFromContext(context.evalNodes(“select|insert|update|delete”));将Cache包装到MappedStatement。
代码语言:javascript复制public class XMLMapperBuilder extends BaseBuilder {
private void buildStatementFromContext(List<XNode> list) {
if (configuration.getDatabaseId() != null) {
buildStatementFromContext(list, configuration.getDatabaseId());
}
//调用重载方法
buildStatementFromContext(list, null);
}
private void buildStatementFromContext(List<XNode> list, String requiredDatabaseId) {
for (XNode context : list) {
final XMLStatementBuilder statementParser = new XMLStatementBuilder(configuration, builderAssistant, context, requiredDatabaseId);
try {
// 每⼀条执⾏语句转换成⼀个MappedStatement
statementParser.parseStatementNode();
} catch (IncompleteElementException e) {
configuration.addIncompleteStatement(statementParser);
}
}
}
}
XMLStatementBuilder.parseStatementNode()
代码语言:javascript复制public class XMLStatementBuilder extends BaseBuilder {
public void parseStatementNode() {
String id = context.getStringAttribute("id");
String databaseId = context.getStringAttribute("databaseId");
if (!databaseIdMatchesCurrent(id, databaseId, this.requiredDatabaseId)) {
return;
}
Integer fetchSize = context.getIntAttribute("fetchSize");
Integer timeout = context.getIntAttribute("timeout");
String parameterMap = context.getStringAttribute("parameterMap");
String parameterType = context.getStringAttribute("parameterType");
Class<?> parameterTypeClass = resolveClass(parameterType);
String resultMap = context.getStringAttribute("resultMap");
String resultType = context.getStringAttribute("resultType");
String lang = context.getStringAttribute("lang");
LanguageDriver langDriver = getLanguageDriver(lang);
Class<?> resultTypeClass = resolveClass(resultType);
String resultSetType = context.getStringAttribute("resultSetType");
StatementType statementType = StatementType.valueOf(context.getStringAttribute("statementType", StatementType.PREPARED.toString()));
ResultSetType resultSetTypeEnum = resolveResultSetType(resultSetType);
String nodeName = context.getNode().getNodeName();
SqlCommandType sqlCommandType = SqlCommandType.valueOf(nodeName.toUpperCase(Locale.ENGLISH));
boolean isSelect = sqlCommandType == SqlCommandType.SELECT;
boolean flushCache = context.getBooleanAttribute("flushCache", !isSelect);
boolean useCache = context.getBooleanAttribute("useCache", isSelect);
boolean resultOrdered = context.getBooleanAttribute("resultOrdered", false);
// Include Fragments before parsing
XMLIncludeTransformer includeParser = new XMLIncludeTransformer(configuration, builderAssistant);
includeParser.applyIncludes(context.getNode());
// Parse selectKey after includes and remove them.
processSelectKeyNodes(id, parameterTypeClass, langDriver);
// Parse the SQL (pre: <selectKey> and <include> were parsed and removed)
SqlSource sqlSource = langDriver.createSqlSource(configuration, context, parameterTypeClass);
String resultSets = context.getStringAttribute("resultSets");
String keyProperty = context.getStringAttribute("keyProperty");
String keyColumn = context.getStringAttribute("keyColumn");
KeyGenerator keyGenerator;
String keyStatementId = id SelectKeyGenerator.SELECT_KEY_SUFFIX;
keyStatementId = builderAssistant.applyCurrentNamespace(keyStatementId, true);
if (configuration.hasKeyGenerator(keyStatementId)) {
keyGenerator = configuration.getKeyGenerator(keyStatementId);
} else {
keyGenerator = context.getBooleanAttribute("useGeneratedKeys",
configuration.isUseGeneratedKeys() && SqlCommandType.INSERT.equals(sqlCommandType))
? Jdbc3KeyGenerator.INSTANCE : NoKeyGenerator.INSTANCE;
}
//创建MappedStatement对象
builderAssistant.addMappedStatement(id, sqlSource, statementType, sqlCommandType,
fetchSize, timeout, parameterMap, parameterTypeClass, resultMap, resultTypeClass,
resultSetTypeEnum, flushCache, useCache, resultOrdered,
keyGenerator, keyProperty, keyColumn, databaseId, langDriver, resultSets);
}
}
BuilderAssistant.addMappedStatement()
代码语言:javascript复制 public MappedStatement addMappedStatement(
String id,
SqlSource sqlSource,
StatementType statementType,
SqlCommandType sqlCommandType,
Integer fetchSize,
Integer timeout,
String parameterMap,
Class<?> parameterType,
String resultMap,
Class<?> resultType,
ResultSetType resultSetType,
boolean flushCache,
boolean useCache,
boolean resultOrdered,
KeyGenerator keyGenerator,
String keyProperty,
String keyColumn,
String databaseId,
LanguageDriver lang,
String resultSets) {
if (unresolvedCacheRef) {
throw new IncompleteElementException("Cache-ref not yet resolved");
}
id = applyCurrentNamespace(id, false);
boolean isSelect = sqlCommandType == SqlCommandType.SELECT;
//创建MappedStatement对象
MappedStatement.Builder statementBuilder = new MappedStatement.Builder(configuration, id, sqlSource, sqlCommandType)
.resource(resource)
.fetchSize(fetchSize)
.timeout(timeout)
.statementType(statementType)
.keyGenerator(keyGenerator)
.keyProperty(keyProperty)
.keyColumn(keyColumn)
.databaseId(databaseId)
.lang(lang)
.resultOrdered(resultOrdered)
.resultSets(resultSets)
.resultMaps(getStatementResultMaps(resultMap, resultType, id))
.resultSetType(resultSetType)
.flushCacheRequired(valueOrDefault(flushCache, !isSelect))
.useCache(valueOrDefault(useCache, isSelect))
//在这⾥将之前⽣成的Cache封装到MappedStatement
.cache(currentCache);
ParameterMap statementParameterMap = getStatementParameterMap(parameterMap, parameterType, id);
if (statementParameterMap != null) {
statementBuilder.parameterMap(statementParameterMap);
}
MappedStatement statement = statementBuilder.build();
configuration.addMappedStatement(statement);
return statement;
}
我们看到将Mapper中创建的Cache对象,加⼊到了每个MappedStatement对象中,也就是同⼀个 Mapper中所有的MappedStatement实例,有关于标签的解析就到这。
查询源码分析
CachingExecutor
代码语言:javascript复制 @Override
public <E> List<E> query(MappedStatement ms, Object parameterObject, RowBounds rowBounds, ResultHandler resultHandler) throws SQLException {
BoundSql boundSql = ms.getBoundSql(parameterObject);
//创建 CacheKey
CacheKey key = createCacheKey(ms, parameterObject, rowBounds, boundSql);
//调用重载方法
return query(ms, parameterObject, rowBounds, resultHandler, key, boundSql);
}
@Override
public <E> List<E> query(MappedStatement ms, Object parameterObject, RowBounds rowBounds, ResultHandler resultHandler, CacheKey key, BoundSql boundSql)
throws SQLException {
// 从 MappedStatement 中获取 Cache,注意这⾥的 Cache 是从MappedStatement中获取的
// 也就是我们上⾯解析Mapper中<cache/>标签中创建的,它保存在Configration中
// 我们在上⾯解析mapper.xml时分析过每⼀个MappedStatement都有⼀个Cache对象,就是这⾥
Cache cache = ms.getCache();
// 如果配置⽂件中没有配置 <cache>,则 cache 为空
if (cache != null) {
//如果需要刷新缓存的话就刷新:flushCache="true"
flushCacheIfRequired(ms);
if (ms.isUseCache() && resultHandler == null) {
ensureNoOutParams(ms, boundSql);
// 访问⼆级缓存
@SuppressWarnings("unchecked")
List<E> list = (List<E>) tcm.getObject(cache, key);
// 缓存未命中
if (list == null) {
// 如果没有值,则执⾏查询,这个查询实际也是先⾛⼀级缓存查询,⼀级缓存也没有的话,则进⾏DB查询
list = delegate.<E> query(ms, parameterObject, rowBounds, resultHandler, key, boundSql);
// 缓存查询结果
tcm.putObject(cache, key, list); // issue #578 and #116
}
return list;
}
}
return delegate.<E> query(ms, parameterObject, rowBounds, resultHandler, key, boundSql);
}
如果设置了flushCache=“true”,则每次查询都会刷新缓存
代码语言:javascript复制<!-- 执⾏此语句清空缓存 -->
<select id="findbyId" resultType="com.zjq.pojo.user" useCache="true" flushCache="true" >
select * from user
</select>
如上,注意⼆级缓存是从 MappedStatement 中获取的。由于 MappedStatement 存在于全局配置中,可以多个 CachingExecutor 获取到,这样就会出现线程安全问题。除此之外,若不加以控制,多个事务共⽤⼀个缓存实例,会导致脏读问题。⾄于脏读问题,需要借助其他类来处理,也就是上⾯代码中tcm 变量对应的类型。下⾯分析⼀下。
TransactionalCacheManager
代码语言:javascript复制/** 事务缓存管理器 */
public class TransactionalCacheManager {
// Cache 与 TransactionalCache 的映射关系表
private final Map<Cache, TransactionalCache> transactionalCaches = new HashMap<Cache, TransactionalCache>();
public void clear(Cache cache) {
// 获取 TransactionalCache 对象,并调⽤该对象的 clear ⽅法,下同
getTransactionalCache(cache).clear();
}
public Object getObject(Cache cache, CacheKey key) {
// 直接从TransactionalCache中获取缓存
return getTransactionalCache(cache).getObject(key);
}
public void putObject(Cache cache, CacheKey key, Object value) {
// 直接存⼊TransactionalCache的缓存中
getTransactionalCache(cache).putObject(key, value);
}
public void commit() {
for (TransactionalCache txCache : transactionalCaches.values()) {
txCache.commit();
}
}
public void rollback() {
for (TransactionalCache txCache : transactionalCaches.values()) {
txCache.rollback();
}
}
private TransactionalCache getTransactionalCache(Cache cache) {
// 从映射表中获取 TransactionalCache
TransactionalCache txCache = transactionalCaches.get(cache);
if (txCache == null) {
// TransactionalCache 也是⼀种装饰类,为 Cache 增加事务功能
// 创建⼀个新的TransactionalCache,并将真正的Cache对象存进去
txCache = new TransactionalCache(cache);
transactionalCaches.put(cache, txCache);
}
return txCache;
}
}
TransactionalCacheManager 内部维护了 Cache 实例与 TransactionalCache 实例间的映射关系,该类也仅负责维护两者的映射关系,真正做事的还是 TransactionalCache。TransactionalCache 是⼀种缓存装饰器,可以为Cache 实例增加事务功能。我在之前提到的脏读问题正是由该类进⾏处理的。下⾯分析⼀下该类的逻辑。
TransactionalCache
代码语言:javascript复制public class TransactionalCache implements Cache {
private static final Log log = LogFactory.getLog(TransactionalCache.class);
//真正的缓存对象,和上⾯的Map<Cache, TransactionalCache>中的Cache是同⼀个
private final Cache delegate;
private boolean clearOnCommit;
// 在事务被提交前,所有从数据库中查询的结果将缓存在此集合中
private final Map<Object, Object> entriesToAddOnCommit;
// 在事务被提交前,当缓存未命中时,CacheKey 将会被存储在此集合中
private final Set<Object> entriesMissedInCache;
public TransactionalCache(Cache delegate) {
this.delegate = delegate;
this.clearOnCommit = false;
this.entriesToAddOnCommit = new HashMap<Object, Object>();
this.entriesMissedInCache = new HashSet<Object>();
}
@Override
public String getId() {
return delegate.getId();
}
@Override
public int getSize() {
return delegate.getSize();
}
@Override
public Object getObject(Object key) {
// issue #116
// 查询的时候是直接从delegate中去查询的,也就是从真正的缓存对象中查询
Object object = delegate.getObject(key);
if (object == null) {
// 缓存未命中,则将 key 存⼊到 entriesMissedInCache 中
entriesMissedInCache.add(key);
}
// issue #146
if (clearOnCommit) {
return null;
} else {
return object;
}
}
@Override
public ReadWriteLock getReadWriteLock() {
return null;
}
@Override
public void putObject(Object key, Object object) {
// 将键值对存⼊到 entriesToAddOnCommit 这个Map中中,⽽⾮真实的缓存对象delegate 中
entriesToAddOnCommit.put(key, object);
}
@Override
public Object removeObject(Object key) {
return null;
}
@Override
public void clear() {
clearOnCommit = true;
// 清空 entriesToAddOnCommit,但不清空 delegate 缓存
entriesToAddOnCommit.clear();
}
public void commit() {
// 根据 clearOnCommit 的值决定是否清空 delegate
if (clearOnCommit) {
delegate.clear();
}
// 刷新未缓存的结果到 delegate 缓存中
flushPendingEntries();
// 重置 entriesToAddOnCommit 和 entriesMissedInCache
reset();
}
public void rollback() {
unlockMissedEntries();
reset();
}
private void reset() {
clearOnCommit = false;
// 清空集合
entriesToAddOnCommit.clear();
entriesMissedInCache.clear();
}
private void flushPendingEntries() {
for (Map.Entry<Object, Object> entry : entriesToAddOnCommit.entrySet()) {
// 将 entriesToAddOnCommit 中的内容转存到 delegate 中
delegate.putObject(entry.getKey(), entry.getValue());
}
for (Object entry : entriesMissedInCache) {
if (!entriesToAddOnCommit.containsKey(entry)) {
// 存⼊空值
delegate.putObject(entry, null);
}
}
}
private void unlockMissedEntries() {
for (Object entry : entriesMissedInCache) {
try {
// 调⽤ removeObject 进⾏解锁
delegate.removeObject(entry);
} catch (Exception e) {
log.warn("Unexpected exception while notifiying a rollback to the cache adapter."
"Consider upgrading your cache adapter to the latest version. Cause: " e);
}
}
}
}
存储⼆级缓存对象的时候是放到了TransactionalCache.entriesToAddOnCommit这个map中,但是每次查询的时候是直接从TransactionalCache.delegate中去查询的,所以这个⼆级缓存查询数据库后,设置缓存值是没有⽴刻⽣效的,主要是因为直接存到 delegate 会导致脏数据问题。 SqlSession.commit()⽅法做了什么
SqlSession.commit()
代码语言:javascript复制public class DefaultSqlSession implements SqlSession {
@Override
public void commit(boolean force) {
try {
// 主要是这句
executor.commit(isCommitOrRollbackRequired(force));
dirty = false;
} catch (Exception e) {
throw ExceptionFactory.wrapException("Error committing transaction. Cause: " e, e);
} finally {
ErrorContext.instance().reset();
}
}
}
// CachingExecutor.commit()
@Override
public void commit(boolean required) throws SQLException {
delegate.commit(required);
//调用TransactionalCacheManager.commit()
tcm.commit();
}
// TransactionalCacheManager.commit()
public void commit() {
for (TransactionalCache txCache : transactionalCaches.values()) {
//调用TransactionalCache.commit()
txCache.commit();
}
}
// TransactionalCache.commit()
public void commit() {
if (clearOnCommit) {
delegate.clear();
}
flushPendingEntries();//这⼀句
reset();
}
// TransactionalCache.flushPendingEntries()
private void flushPendingEntries() {
for (Map.Entry<Object, Object> entry : entriesToAddOnCommit.entrySet()) {
// 在这⾥真正的将entriesToAddOnCommit的对象逐个添加到delegate中,只有这时,⼆级缓存才真正的⽣效
delegate.putObject(entry.getKey(), entry.getValue());
}
for (Object entry : entriesMissedInCache) {
if (!entriesToAddOnCommit.containsKey(entry)) {
delegate.putObject(entry, null);
}
}
}
⼆级缓存的刷新
我们来看看SqlSession的更新操作
代码语言:javascript复制//DefaultSqlSession.update
public int update(String statement, Object parameter) {
int var4;
try {
this.dirty = true;
MappedStatement ms = this.configuration.getMappedStatement(statement);
var4 = this.executor.update(ms, this.wrapCollection(parameter));
} catch (Exception var8) {
throw ExceptionFactory.wrapException("Error updating database. Cause:" var8, var8);
} finally {
ErrorContext.instance().reset();
}
return var4;
}
}
//CachingExecutor.update
public int update(MappedStatement ms, Object parameterObject) throws SQLException {
this.flushCacheIfRequired(ms);
return this.delegate.update(ms, parameterObject);
}
private void flushCacheIfRequired(MappedStatement ms) {
//获取MappedStatement对应的Cache,进⾏清空
Cache cache = ms.getCache();
//SQL需设置flushCache="true" 才会执⾏清空
if (cache != null && ms.isFlushCacheRequired()) {
this.tcm.clear(cache);
}
}
MyBatis⼆级缓存只适⽤于不常进⾏增、删、改的数据,⽐如国家⾏政区省市区街道数据。⼀但数据变更,MyBatis会清空缓存。因此⼆级缓存不适⽤于经常进⾏更新的数据。 总结:
- 在⼆级缓存的设计上,MyBatis⼤量地运⽤了装饰者模式,如CachingExecutor, 以及各种Cache接⼝的装饰器。
- ⼆级缓存实现了Sqlsession之间的缓存数据共享,属于namespace级别
- ⼆级缓存具有丰富的缓存策略。
- ⼆级缓存可由多个装饰器,与基础缓存组合⽽成
- ⼆级缓存⼯作由 ⼀个缓存装饰执⾏器CachingExecutor和 ⼀个事务型预缓存TransactionalCache完成。