Hive metastore源码阅读
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不要问我为什么,因为爱,哈哈哈哈。。。进入正题,最近做项目顺带学习了下hive metastore的源码,进行下知识总结。
hive metastore的整体架构如图:
一、组成结构:
如图我们可以看到,hive metastore的组成结构分为 客户端 服务端 ,那么下来我们逐一进行分析:
1、客户端
从代码的角度来看:尼玛太多了。。我们从入口HIVE开始看,可以找到MetaStoreClient客户端的创建:
1 private IMetaStoreClient createMetaStoreClient() throws MetaException { 2 3 HiveMetaHookLoader hookLoader = new HiveMetaHookLoader() { 4 @Override 5 public HiveMetaHook getHook( 6 org.apache.hadoop.hive.metastore.api.Table tbl) 7 throws MetaException { 8 9 try { 10 if (tbl == null) { 11 return null; 12 } 13 HiveStorageHandler storageHandler = 14 HiveUtils.getStorageHandler(conf, 15 tbl.getParameters().get(META_TABLE_STORAGE)); 16 if (storageHandler == null) { 17 return null; 18 } 19 return storageHandler.getMetaHook(); 20 } catch (HiveException ex) { 21 LOG.error(StringUtils.stringifyException(ex)); 22 throw new MetaException( 23 "Failed to load storage handler: " + ex.getMessage()); 24 } 25 } 26 }; 27 return RetryingMetaStoreClient.getProxy(conf, hookLoader, metaCallTimeMap, 28 SessionHiveMetaStoreClient.class.getName()); 29 }
我们可以看到,创建MetaStoreClient中,创建了HiveMetaHook,这个Hook的作用在于,每次对meta进行操作的时候,比如createTable的时候,如果建表的存储方式不是文件,比如集成hbase,HiveMetaStoreClient会调用hook的接口方法preCreateTable,进行建表前的准备,用来判断外部表与内部表,如果中途有失败的话,依旧调用hook中的rollbackCreateTable进行回滚。
1 public void createTable(Table tbl, EnvironmentContext envContext) throws AlreadyExistsException, 2 InvalidObjectException, MetaException, NoSuchObjectException, TException { 3 HiveMetaHook hook = getHook(tbl); 4 if (hook != null) { 5 hook.preCreateTable(tbl); 6 } 7 boolean success = false; 8 try { 9 // Subclasses can override this step (for example, for temporary tables) 10 create_table_with_environment_context(tbl, envContext); 11 if (hook != null) { 12 hook.commitCreateTable(tbl); 13 } 14 success = true; 15 } finally { 16 if (!success && (hook != null)) { 17 hook.rollbackCreateTable(tbl); 18 } 19 } 20 }
在hbase表不存在的情况下,不能create external table ,会报doesn\'t exist while the table is declared as an external table,那么需直接创建create table 创建一个指向hbase的hive表。
建表语句如下:
CREATE TABLE hbase_table_1(key int, value string) /
STORED BY \'org.apache.hadoop.hive.hbase.HBaseStorageHandler\'
WITH SERDEPROPERTIES ("hbase.columns.mapping" = ":key,cf1:val")
TBLPROPERTIES ("hbase.table.name" = "tableName", "hbase.mapred.output.outputtable" = "tableName");
代码请查看HBaseStorageHandler的preCreateTable方法,这里就不贴出来啦。
随之回归Hive类,Hive类可以说是整个元数据DDL操作的最顶层抽象。HiveMetaStoreClient实现了IMetaStoreClient的接口,在创建HiveMetaStoreClient时,会创建于server段HiveMetaStore的链接,并且会通过检查hive.metastore.local是否为true,来决定是在本地创建服务端,这里为在本地:
1 public HiveMetaStoreClient(HiveConf conf, HiveMetaHookLoader hookLoader) 2 throws MetaException { 3 4 this.hookLoader = hookLoader; 5 if (conf == null) { 6 conf = new HiveConf(HiveMetaStoreClient.class); 7 } 8 this.conf = conf; 9 filterHook = loadFilterHooks(); 10 11 String msUri = conf.getVar(HiveConf.ConfVars.METASTOREURIS); 12 localMetaStore = HiveConfUtil.isEmbeddedMetaStore(msUri); 13 if (localMetaStore) { 14 // instantiate the metastore server handler directly instead of connecting 15 // through the network 16 client = HiveMetaStore.newRetryingHMSHandler("hive client", conf, true); 17 isConnected = true; 18 snapshotActiveConf(); 19 return; 20 }
随后,创建server端的HiveMetaStore.HMSHandler,HMSHandler继承自IHMSHandler,而IHMSHandler又继承自ThriftHiveMetastore.Iface,在HMSHandler中实现了所有操作的对外方法:
public class ThriftHiveMetastore { /** * This interface is live. */ public interface Iface extends com.facebook.fb303.FacebookService.Iface { public String getMetaConf(String key) throws MetaException, org.apache.thrift.TException; public void setMetaConf(String key, String value) throws MetaException, org.apache.thrift.TException; public void create_database(Database database) throws AlreadyExistsException, InvalidObjectException, MetaException, org.apache.thrift.TException; public Database get_database(String name) throws NoSuchObjectException, MetaException, org.apache.thrift.TException; public void drop_database(String name, boolean deleteData, boolean cascade) throws NoSuchObjectException, InvalidOperationException, MetaException, org.apache.thrift.TException; public List<String> get_databases(String pattern) throws MetaException, org.apache.thrift.TException; public List<String> get_all_databases() throws MetaException, org.apache.thrift.TException; public void alter_database(String dbname, Database db) throws MetaException, NoSuchObjectException, org.apache.thrift.TException; public Type get_type(String name) throws MetaException, NoSuchObjectException, org.apache.thrift.TException; public boolean create_type(Type type) throws AlreadyExistsException, InvalidObjectException, MetaException, org.apache.thrift.TException; public boolean drop_type(String type) throws MetaException, NoSuchObjectException, org.apache.thrift.TException; ......
在创建HiveMetaStore的init方法中,同时创建了三种Listener---MetaStorePreEventListener,MetaStoreEventListener,MetaStoreEndFunctionListener用于对每一步事件的监听。
1 initListeners = MetaStoreUtils.getMetaStoreListeners( 2 MetaStoreInitListener.class, hiveConf, 3 hiveConf.getVar(HiveConf.ConfVars.METASTORE_INIT_HOOKS)); 4 for (MetaStoreInitListener singleInitListener: initListeners) { 5 MetaStoreInitContext context = new MetaStoreInitContext(); 6 singleInitListener.onInit(context); 7 } 8 9 String alterHandlerName = hiveConf.get("hive.metastore.alter.impl", 10 HiveAlterHandler.class.getName()); 11 alterHandler = (AlterHandler) ReflectionUtils.newInstance(MetaStoreUtils.getClass( 12 alterHandlerName), hiveConf); 13 wh = new Warehouse(hiveConf); 14 15 synchronized (HMSHandler.class) { 16 if (currentUrl == null || !currentUrl.equals(MetaStoreInit.getConnectionURL(hiveConf))) { 17 createDefaultDB(); 18 createDefaultRoles(); 19 addAdminUsers(); 20 currentUrl = MetaStoreInit.getConnectionURL(hiveConf); 21 } 22 } 23 24 if (hiveConf.getBoolean("hive.metastore.metrics.enabled", false)) { 25 try { 26 Metrics.init(); 27 } catch (Exception e) { 28 // log exception, but ignore inability to start 29 LOG.error("error in Metrics init: " + e.getClass().getName() + " " 30 + e.getMessage(), e); 31 } 32 } 33 34 preListeners = MetaStoreUtils.getMetaStoreListeners(MetaStorePreEventListener.class, 35 hiveConf, 36 hiveConf.getVar(HiveConf.ConfVars.METASTORE_PRE_EVENT_LISTENERS)); 37 listeners = MetaStoreUtils.getMetaStoreListeners(MetaStoreEventListener.class, hiveConf, 38 hiveConf.getVar(HiveConf.ConfVars.METASTORE_EVENT_LISTENERS)); 39 listeners.add(new SessionPropertiesListener(hiveConf)); 40 endFunctionListeners = MetaStoreUtils.getMetaStoreListeners( 41 MetaStoreEndFunctionListener.class, hiveConf, 42 hiveConf.getVar(HiveConf.ConfVars.METASTORE_END_FUNCTION_LISTENERS));
同时创建了AlterHandler,它是HiveAlterHandler的接口,是将修改表和修改partition的操作抽离了出来单独实现(修改表很复杂的。。)。
1 public interface AlterHandler extends Configurable { 2 3 /** 4 * handles alter table 5 * 6 * @param msdb 7 * object to get metadata 8 * @param wh 9 * TODO 10 * @param dbname 11 * database of the table being altered 12 * @param name 13 * original name of the table being altered. same as 14 * <i>newTable.tableName</i> if alter op is not a rename. 15 * @param newTable 16 * new table object 17 * @throws InvalidOperationException 18 * thrown if the newTable object is invalid 19 * @throws MetaException 20 * thrown if there is any other error 21 */ 22 public abstract void alterTable(RawStore msdb, Warehouse wh, String dbname, 23 String name, Table newTable) throws InvalidOperationException, 24 MetaException; 25 26 /** 27 * handles alter table, the changes could be cascaded to partitions if applicable 28 * 29 * @param msdb 30 * object to get metadata 31 * @param wh 32 * Hive Warehouse where table data is stored 33 * @param dbname 34 * database of the table being altered 35 * @param name 36 * original name of the table being altered. same as 37 * <i>newTable.tableName</i> if alter op is not a rename. 38 * @param newTable 39 * new table object 40 * @param cascade 41 * if the changes will be cascaded to its partitions if applicable 42 * @throws InvalidOperationException 43 * thrown if the newTable object is invalid 44 * @throws MetaException 45 * thrown if there is any other error 46 */ 47 public abstract void alterTable(RawStore msdb, Warehouse wh, String dbname, 48 String name, Table newTable, boolean cascade) throws InvalidOperationException, 49 MetaException;
最重要的是RawStore的创建。RawStore不光是定义了一套最终的物理操作,使用JDO将一个对象当作表进行存储。ObjectStore中的transaction机制也是通过JDO提供的transaction实现的。当commit失败时,将rollback所有操作。
1 @Override 2 public void createDatabase(Database db) throws InvalidObjectException, MetaException { 3 boolean commited = false; 4 MDatabase mdb = new MDatabase(); 5 mdb.setName(db.getName().toLowerCase()); 6 mdb.setLocationUri(db.getLocationUri()); 7 mdb.setDescription(db.getDescription()); 8 mdb.setParameters(db.getParameters()); 9 mdb.setOwnerName(db.getOwnerName()); 10 PrincipalType ownerType = db.getOwnerType(); 11 mdb.setOwnerType((null == ownerType ? PrincipalType.USER.name() : ownerType.name())); 12 try { 13 openTransaction(); 14 pm.makePersistent(mdb); 15 commited = commitTransaction(); 16 } finally { 17 if (!commited) { 18 rollbackTransaction(); 19 } 20 } 21 } 22 23 @SuppressWarnings("nls") 24 private MDatabase getMDatabase(String name) throws NoSuchObjectException { 25 MDatabase mdb = null; 26 boolean commited = false; 27 try { 28 openTransaction(); 29 name = HiveStringUtils.normalizeIdentifier(name); 30 Query query = pm.newQuery(MDatabase.class, "name == dbname"); 31 query.declareParameters("java.lang.String dbname"); 32 query.setUnique(true); 33 mdb = (MDatabase) query.execute(name); 34 pm.retrieve(mdb); 35 commited = commitTransaction(); 36 } finally { 37 if (!commited) { 38 rollbackTransaction(); 39 } 40 } 41 if (mdb == null) { 42 throw new NoSuchObjectException("There is no database named " + name); 43 } 44 return mdb; 45 }
今晚就到这里。。。自己摸索,如有错误,还望指出谢谢~
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