RedisTemplate详解

1 概述

（1）板块含义

• 红色部分：Redis相关(Redis的抽象使用相关)
• 橙色部分：Jedis相关(Redis的具体实现相关)
• 蓝色部分：Jedis的连接池的底层依赖(是用来apache的基础工具类)

（2）核心讲解

• RedisTemplate：Spring中用于操作Redis工具类。

  • 根据配置切换Redis客户端；
  • 根据配置切换单点、sentinel、cluster模式；
  • 通过配置不同的RedisConnectionFactory，返回不同的RedisConnection。

• RedisConnectionFactory：RedisConnection工厂类。

  • RedisConnection：单点模式或者说通用连接类；

  • RedisSentialConnection：Sentinel模式连接类；

  • RedisClusterConnection：Cluster模式连接类。

• Redis客户端：实际连接Redis干活的底层工具人，类比MySQL数据库的hikari、druid、c3p0、dbcp。

  • Jedis：当多线程使用同一个连接时，是线程不安全的。所以要使用连接池，为每个jedis实例分配一个连接。
  • lettuce：当多线程使用同一连接实例时，是线程安全的。

注：单点模式即单台Redis；Sentinel和Cluster模式都为集群：不同的是Sentinel模式集群每个节点存全量数据；Cluster模式集群每个节点存部分数据，合计为全量且至少需要6个节点，3台机器(3主3备)。

2 RedisTemplate执行命令过程(Jedis客户端为例)

• RedisTemplate的使用

@Service
public class DictCacheService{
    @Autowired
	private RedisTemplate<String, Object> redisTemplate;
    
    @Autowired
    private DictService dictService; 
    
    // 字典缓存：先取Redis缓存，后找DB并缓存至Redis。
    public Object get(String key){
        Object result = redisTemplate.opsForValue().get(key);
        if(result == null){
			result = dictService.get(key); 
            redisTemplate.opsForValue().set(key,value);
        }
        return result;
    }
}

• RedisTemplate继承关系

public class RedisTemplate<K, V> extends RedisAccessor implements RedisOperations<K, V>{
    // cache singleton objects (where possible)
	private ValueOperations<K, V> valueOps;
   
    // 1. 获取ValueOperations
    public ValueOperations<K, V> opsForValue() {
		if (valueOps == null) {
			valueOps = new DefaultValueOperations<K, V>(this);
		}
		return valueOps;
	}

    // ...
}

// 2. RedisTemplate实现类RedisOperations接口
public interface RedisOperations<K, V> {
    ValueOperations<K, V> opsForValue();
    
    // ...
}


// 3. RedisTemplate.opsForValue()返回接口
public interface ValueOperations<K, V> {
    void set(K key, V value);
    
    V get(Object key);
    
    // ...
}

// 4. RedisTemplate.opsForValue()具体返回类型
class DefaultValueOperations<K, V> extends AbstractOperations<K, V> implements ValueOperations<K, V> {
    
    // 5. 具体执行方法
	public V get(final Object key) {
        // 6. 调用父类(AbstractOperations)的execute方法
		return execute(new ValueDeserializingRedisCallback(key) {
			protected byte[] inRedis(byte[] rawKey, RedisConnection connection) {
				return connection.get(rawKey);
			}
		}, true);
	}
    
    public void set(K key, V value) {
		final byte[] rawValue = rawValue(value);
		execute(new ValueDeserializingRedisCallback(key) {
			protected byte[] inRedis(byte[] rawKey, RedisConnection connection) {
				connection.set(rawKey, rawValue);
				return null;
			}
		}, true);
	}
}

// 7. DefaultValueOperations的父类：AbstractOperations类
abstract class AbstractOperations<K, V> {
    RedisTemplate<K, V> template;
    
    // DefaultValueOperations.get()会使用到
    abstract class ValueDeserializingRedisCallback implements RedisCallback<V> {
		private Object key;
		public ValueDeserializingRedisCallback(Object key) {
			this.key = key;
		}

		public final V doInRedis(RedisConnection connection) {
			byte[] result = inRedis(rawKey(key), connection);
			return deserializeValue(result);
		}

		protected abstract byte[] inRedis(byte[] rawKey, RedisConnection connection);
	}
    
    // 8. AbstractOperations.execute方法
    <T> T execute(RedisCallback<T> callback, boolean b) {
        // 9. 实际调用RedisTemplate的execute方法，回到RedisTemplate类看。
		return template.execute(callback, b);
	}

}

// 回到RedisTemplate类
public class RedisTemplate<K, V> extends RedisAccessor implements RedisOperations<K, V>{
	// 10. RedisTemplate.execute方法
    public <T> T execute(RedisCallback<T> action, boolean exposeConnection, boolean pipeline) {
        // 11. 获取ConnectionFacotry
		RedisConnectionFactory factory = getConnectionFactory();
        
        // 通过factory获取RedisConnection(新建或复用已存在的)
		RedisConnection conn = null;
		try {
			if (enableTransactionSupport) {
				conn = RedisConnectionUtils.bindConnection(factory, enableTransactionSupport);
			} else {
				conn = RedisConnectionUtils.getConnection(factory);
			}
			boolean existingConnection = TransactionSynchronizationManager.hasResource(factory);

			RedisConnection connToUse = preProcessConnection(conn, existingConnection);

            // ...

			RedisConnection connToExpose = (exposeConnection ? connToUse : createRedisConnectionProxy(connToUse));
            // 13. 调用具体Action的doInRedis方法,如set
			T result = action.doInRedis(connToExpose);

			// ...
			return postProcessResult(result, connToUse, existingConnection);
		} finally {
			RedisConnectionUtils.releaseConnection(conn, factory);
		}
	}
    
}

// 12. RedisTemplate的父类：RedisAccessor类
public class RedisAccessor implements InitializingBean {
	private RedisConnectionFactory connectionFactory;

	public RedisConnectionFactory getConnectionFactory() {
		return connectionFactory;
	}
    
    // ...
}

• 以JedisClusterConnection为例

public class JedisClusterConnection implements RedisClusterConnection {
    // 由RedisConnectionFacotry
    private final JedisCluster cluster;
    // ...
    
    // RedisConnection.get()实际执行了JedisCluster.get()
	@Override
	public byte[] get(byte[] key) {
		return cluster.get(key);
	}
    
    // ...
}

public interface RedisClusterConnection extends RedisConnection, RedisClusterCommands {
    // ...
}

// JedisCluster何时创建？
public class JedisConnectionFactory implements InitializingBean, DisposableBean, RedisConnectionFactory {
    private JedisCluster cluster;
    private RedisClusterConfiguration clusterConfig;
    
    public void afterPropertiesSet() {
		if (shardInfo == null) {
			shardInfo = new JedisShardInfo(hostName, port);
			if (StringUtils.hasLength(password)) {
				shardInfo.setPassword(password);
			}
			if (timeout > 0) {
				setTimeoutOn(shardInfo, timeout);
			}
		}

		if (usePool && clusterConfig == null) {
			this.pool = createPool();
		}

		if (clusterConfig != null) {
            // 1. cluster初始化
			this.cluster = createCluster();
		}
	}
    
    private JedisCluster createCluster() {
        // 2. 创建cluster
		JedisCluster cluster = createCluster(this.clusterConfig, getPoolConfig());
		JedisClusterConnection.JedisClusterTopologyProvider topologyProvider = new JedisClusterConnection.JedisClusterTopologyProvider(cluster);
		this.clusterCommandExecutor = new ClusterCommandExecutor(topologyProvider,
				new JedisClusterConnection.JedisClusterNodeResourceProvider(cluster, topologyProvider), EXCEPTION_TRANSLATION);
		return cluster;
	}
    
    protected JedisCluster createCluster(RedisClusterConfiguration clusterConfig, GenericObjectPoolConfig poolConfig) {
		Set<HostAndPort> hostAndPort = new HashSet<HostAndPort>();
		for (RedisNode node : clusterConfig.getClusterNodes()) {
			hostAndPort.add(new HostAndPort(node.getHost(), node.getPort()));
		}
		int redirects = clusterConfig.getMaxRedirects() != null ? clusterConfig.getMaxRedirects().intValue() : 5;

        // 3. 调用构造方法创建
		return StringUtils.hasText(getPassword())
				? new JedisCluster(hostAndPort, timeout, timeout, redirects, password, poolConfig)
				: new JedisCluster(hostAndPort, timeout, redirects, poolConfig);
	}
    
    // 4. 在获取Connection的时候带入JedisCluster引用
    @Override
	public RedisClusterConnection getClusterConnection() {
		return new JedisClusterConnection(cluster, clusterCommandExecutor);
	}
    
}

// 5.JedisCluster.get()实际调用Jedis.get()
public class JedisCluster extends BinaryJedisCluster implements JedisCommands, MultiKeyJedisClusterCommands, JedisClusterScriptingCommands {

	public String get(final String key) {
        // connectionHandler为JedisCluster的父类的属性
        return (String)(new JedisClusterCommand<String>(this.connectionHandler, this.maxAttempts) {
            public String execute(Jedis connection) {
                return connection.get(key);
            }
        }).run(key);
    }
}

// 6. JedisCluster的父类
public class BinaryJedisCluster implements BasicCommands, BinaryJedisClusterCommands, MultiKeyBinaryJedisClusterCommands, JedisClusterBinaryScriptingCommands, Closeable {
    protected JedisClusterConnectionHandler connectionHandler;
    
     public BinaryJedisCluster(Set<HostAndPort> jedisClusterNode, int timeout, int maxAttempts, GenericObjectPoolConfig poolConfig) {
        this.connectionHandler = new JedisSlotBasedConnectionHandler(jedisClusterNode, poolConfig, timeout);
        this.maxAttempts = maxAttempts;
    }
}

// 7. JedisClusterCommand类
public abstract class JedisClusterCommand<T> {
    private JedisClusterConnectionHandler connectionHandler;
    private int maxAttempts;
    private ThreadLocal<Jedis> askConnection = new ThreadLocal<Jedis>();
    
    public abstract T execute(Jedis connection);

    public T run(String key) {
      return runWithRetries(SafeEncoder.encode(key), this.maxAttempts, false, false);
    }
    
    private T runWithRetries(byte[] key, int attempts, boolean tryRandomNode, boolean asking) {
    Jedis connection = null;
    try {
      if (asking) {
        connection = askConnection.get();
        connection.asking();
        asking = false;
      } else {
        if (tryRandomNode) {
          // scential方式采用random，因为每个节点保存全量数据。
          connection = connectionHandler.getConnection();
        } else {
          // cluster方式不能采用random方式，需计算key所在的节点索引值。
          connection = connectionHandler.getConnectionFromSlot(JedisClusterCRC16.getSlot(key));
        }
      }
      return execute(connection);
    } catch (JedisNoReachableClusterNodeException jnrcne) {
      throw jnrcne;
    } catch (JedisConnectionException jce) {
      releaseConnection(connection);
      connection = null;

      if (attempts <= 1) {
        this.connectionHandler.renewSlotCache();
        throw jce;
      }

      return runWithRetries(key, attempts - 1, tryRandomNode, asking);
    } catch (JedisRedirectionException jre) {
      if (jre instanceof JedisMovedDataException) {
        this.connectionHandler.renewSlotCache(connection);
      }

      releaseConnection(connection);
      connection = null;

      if (jre instanceof JedisAskDataException) {
        asking = true;
        askConnection.set(this.connectionHandler.getConnectionFromNode(jre.getTargetNode()));
      } 

      return runWithRetries(key, attempts - 1, false, asking);
    } finally {
      releaseConnection(connection);
    }
  }
}

public class JedisSlotBasedConnectionHandler extends JedisClusterConnectionHandler {
    
    // 通过slot返回缓存的Jedis对象
    public Jedis getConnectionFromSlot(int slot) {
        JedisPool connectionPool = this.cache.getSlotPool(slot);
        if (connectionPool != null) {
            return connectionPool.getResource();
        } else {
            this.renewSlotCache();
            connectionPool = this.cache.getSlotPool(slot);
            return connectionPool != null ? connectionPool.getResource() : this.getConnection();
        }
    }
}

// 何时缓存的Jedis对象？
public abstract class JedisClusterConnectionHandler implements Closeable {
 	protected final JedisClusterInfoCache cache;
    
    // 构造方法中新建了缓存类并初始化Jedis进行缓存
    public JedisClusterConnectionHandler(Set<HostAndPort> nodes,
                                       final GenericObjectPoolConfig poolConfig, int connectionTimeout, int soTimeout, String password) {
       this.cache = new JedisClusterInfoCache(poolConfig, connectionTimeout, soTimeout, password);
       initializeSlotsCache(nodes, poolConfig, password);
  	}
    
    private void initializeSlotsCache(Set<HostAndPort> startNodes, GenericObjectPoolConfig poolConfig, String password) {
        for (HostAndPort hostAndPort : startNodes) {
            // 初始化Jedis进行缓存
            Jedis jedis = new Jedis(hostAndPort.getHost(), hostAndPort.getPort());
            cache.discoverClusterNodesAndSlots(jedis);
            // 由于是集群可以一次性全部找出来，直接break返回即可。
            break;
        }
  	}
}

// Redis Cluster模式下信息缓存类
public class JedisClusterInfoCache {
    private final ReentrantReadWriteLock rwl = new ReentrantReadWriteLock();
    private final Lock r = rwl.readLock();
    private final Map<Integer, JedisPool> slots = new HashMap<Integer, JedisPool>();
    
	public JedisPool getSlotPool(int slot) {
        r.lock();
        try {
          return slots.get(slot);
        } finally {
          r.unlock();
        }
  	}
    
    // slots的初始化
    public void discoverClusterNodesAndSlots(Jedis jedis) {
        w.lock();
        try {
          reset();
          List<Object> slots = jedis.clusterSlots();

          for (Object slotInfoObj : slots) {
            List<Object> slotInfo = (List<Object>) slotInfoObj;

            if (slotInfo.size() <= MASTER_NODE_INDEX) {
              continue;
            }
            List<Integer> slotNums = getAssignedSlotArray(slotInfo);

            // hostInfos
            int size = slotInfo.size();
            for (int i = MASTER_NODE_INDEX; i < size; i++) {
              List<Object> hostInfos = (List<Object>) slotInfo.get(i);
              if (hostInfos.size() <= 0) {
                continue;
              }

              HostAndPort targetNode = generateHostAndPort(hostInfos);
              setupNodeIfNotExist(targetNode);
              // 主节点索引
              if (i == MASTER_NODE_INDEX) {
                assignSlotsToNode(slotNums, targetNode);
              }
            }
          }
        } finally {
          w.unlock();
        }
   }
    
    public void assignSlotsToNode(List<Integer> targetSlots, HostAndPort targetNode) {
        w.lock();
        try {
          JedisPool targetPool = setupNodeIfNotExist(targetNode);
          for (Integer slot : targetSlots) {
            slots.put(slot, targetPool);
          }
        } finally {
          w.unlock();
        }
   }
}

public class JedisPool extends Pool<Jedis> {
    @Override
    public Jedis getResource() {
      Jedis jedis = super.getResource();
      jedis.setDataSource(this);
      return jedis;
    }
}


// 点到为止，后续有空补充，这部分已经不属于Redis相关的包，而是基础实现的工具包类。
package org.apache.commons.pool2.impl;
public abstract class Pool<T> implements Closeable {
    protected GenericObjectPool<T> internalPool;
    
    public T getResource() {
       return internalPool.borrowObject();
    }
}

3 RedisTemplate执行操作代理问题

（1）重写RedisTemplate

• 存放路径

ValueOperations、ZSetOperations等都是非public访问级别，所以无法在项目包中访问。

放在在org.springframework.data.redis.core，绕过XxxOperations类的访问问题。

src/main/java
  └- org.springframework.data.redis.core
  		└- TracingRedisTemplate

• TracingRedisTemplate

package org.springframework.data.redis.core;

import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.context.ApplicationContext;

import javax.annotation.PostConstruct;

/**
 * 链路追踪用RedisTemplate
 *
 * @author 80273435
 * @date 2020-05-19 14-01
 */
public class TracingRedisTemplate<K, V> extends RedisTemplate<K, V> {
    @Autowired
    private ApplicationContext context;

    private RedisTemplate proxy;

    @PostConstruct
    public void init() {
        proxy = context.getBean(RedisTemplate.class);
    }

    // cache singleton objects (where possible)
    private ValueOperations<K, V> valueOps;
    private ListOperations<K, V> listOps;
    private SetOperations<K, V> setOps;
    private ZSetOperations<K, V> zSetOps;
    private GeoOperations<K, V> geoOps;
    private HyperLogLogOperations<K, V> hllOps;


    public BoundValueOperations<K, V> boundValueOps(K key) {
        return new DefaultBoundValueOperations<K, V>(key, proxy);
    }

    public ValueOperations<K, V> opsForValue() {
        if (valueOps == null) {
            valueOps = new DefaultValueOperations<K, V>(proxy);
        }
        return valueOps;
    }

    public ListOperations<K, V> opsForList() {
        if (listOps == null) {
            listOps = new DefaultListOperations<K, V>(proxy);
        }
        return listOps;
    }

    public BoundListOperations<K, V> boundListOps(K key) {
        return new DefaultBoundListOperations<K, V>(key, proxy);
    }

    public BoundSetOperations<K, V> boundSetOps(K key) {
        return new DefaultBoundSetOperations<K, V>(key, proxy);
    }

    public SetOperations<K, V> opsForSet() {
        if (setOps == null) {
            setOps = new DefaultSetOperations<K, V>(proxy);
        }
        return setOps;
    }

    public BoundZSetOperations<K, V> boundZSetOps(K key) {
        return new DefaultBoundZSetOperations<K, V>(key, proxy);
    }

    public ZSetOperations<K, V> opsForZSet() {
        if (zSetOps == null) {
            zSetOps = new DefaultZSetOperations<K, V>(proxy);
        }
        return zSetOps;
    }

    @Override
    public GeoOperations<K, V> opsForGeo() {
        if (geoOps == null) {
            geoOps = new DefaultGeoOperations<K, V>(proxy);
        }
        return geoOps;
    }

    @Override
    public BoundGeoOperations<K, V> boundGeoOps(K key) {
        return new DefaultBoundGeoOperations<K, V>(key, proxy);
    }

    @Override
    public HyperLogLogOperations<K, V> opsForHyperLogLog() {
        if (hllOps == null) {
            hllOps = new DefaultHyperLogLogOperations<K, V>(proxy);
        }
        return hllOps;
    }

    public <HK, HV> BoundHashOperations<K, HK, HV> boundHashOps(K key) {
        return new DefaultBoundHashOperations<K, HK, HV>(key, proxy);
    }

    public <HK, HV> HashOperations<K, HK, HV> opsForHash() {
        return new DefaultHashOperations<K, HK, HV>(proxy);
    }

    public ClusterOperations<K, V> opsForCluster() {
        return new DefaultClusterOperations<K, V>(proxy);
    }
}

（2） 切面

package com.littleevil.test;

import lombok.extern.slf4j.Slf4j;
import org.aspectj.lang.ProceedingJoinPoint;
import org.aspectj.lang.annotation.Around;
import org.aspectj.lang.annotation.Aspect;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Component;

/**
 * RedisTemplate.execute的切面
 *
 * @author 80273435
 * @date 2020-05-19 10-53
 */
@Aspect
@Component
@Slf4j
public class RedisTemplateAspect {

    @Around("execution(* org.springframework.data.redis.core.RedisTemplate.execute(..))")
    private Object executeAround(ProceedingJoinPoint joinPoint) throws Throwable {
        log.info("before execute");
        Object proceed = joinPoint.proceed();
        log.info("after execute");
        return proceed;
    }

}w

4 参考

Lettuce相较于Jedis有哪些优缺点？