在上一篇中介紹了連接Zookeeper集群的方法,這一篇將圍繞一個有趣的話題---來展開,這就是Replication(索引復制),關於Solr Replication的詳細介紹,可以參考http://wiki.apache.org/solr/SolrReplication。
在開始這個話題之前,先從我最近在應用中引入solr的master/slave架構時,遇到的一個讓我困擾的實際問題。
應用場景簡單描述如下:
1)首先master節點下載索引分片,然后創建配置文件,加入master節點的replication配置片段,再對索引分片進行合並(關於mergeIndex,可以參考http://wiki.apache.org/solr/MergingSolrIndexes),然后利用上述配置文件和索引數據去創建一個solr核。
2)slave節點創建配置文件,加入slave節點的replication配置片段,創建一個空的solr核,等待從master節點進行索引數據同步
出現的問題:slave節點沒有從master節點同步到數據。
問題分析:
1)首先檢查master節點,獲取最新的可復制索引的版本號,
http://master_host:port/solr/replication?command=indexversion
發現返回的索引版本號是0,這說明mater節點根本沒有觸發replication動作,
2)為了確認上述判斷,在slave節點上進一步查看replication的詳細信息
http://slave_host:port/solr/replication?command=details
發現確實如此,盡管master節點的索引版本號和slave節點的索引版本號不一致,但索引卻沒有同步過來,再分別查看master節點和slave節點的日志,發現索引復制動作確實沒有開始。
綜上所述,確實是master節點沒有觸發索引復制動作,那究竟是為何呢?先將原因擺出來,后面會通過源碼的分析來加以說明。
原因:solr合並索引時,不管你是通過mergeindexes的http命令,還是調用底層lucene的IndexWriter,記得最后一定要提交一個commit,否則,不僅索引不僅不會對查詢可見,更是對於master/slave架構的solr集群來說,master節點的replication動作不會觸發,因為indexversion沒有感知到變化。
好了,下面開始對Solr的Replication的分析。
Solr容器在加載solr核的時候,會對已經注冊的各個實現SolrCoreAware接口的Handler進行回調,調用其inform方法。
對於ReplicationHandler來說,就是在這里對自己是屬於master節點還是slave節點進行判斷,若是slave節點,則創建一個SnapPuller對象,定時負責從master節點主動拉索引數據下來;若是master節點,則只設置相應的參數。
this.core = core;
registerFileStreamResponseWriter();
registerCloseHook();
NamedList slave = (NamedList) initArgs.get("slave");
boolean enableSlave = isEnabled( slave );
if (enableSlave) {
tempSnapPuller = snapPuller = new SnapPuller(slave, this, core);
isSlave = true;
}
NamedList master = (NamedList) initArgs.get("master");
boolean enableMaster = isEnabled( master );
if (!enableSlave && !enableMaster) {
enableMaster = true;
master = new NamedList<Object>();
}
if (enableMaster) {
includeConfFiles = (String) master.get(CONF_FILES);
if (includeConfFiles != null && includeConfFiles.trim().length() > 0) {
List<String> files = Arrays.asList(includeConfFiles.split(","));
for (String file : files) {
if (file.trim().length() == 0) continue;
String[] strs = file.split(":");
// if there is an alias add it or it is null
confFileNameAlias.add(strs[0], strs.length > 1 ? strs[1] : null);
}
LOG.info("Replication enabled for following config files: " + includeConfFiles);
}
List backup = master.getAll("backupAfter");
boolean backupOnCommit = backup.contains("commit");
boolean backupOnOptimize = !backupOnCommit && backup.contains("optimize");
List replicateAfter = master.getAll(REPLICATE_AFTER);
replicateOnCommit = replicateAfter.contains("commit");
replicateOnOptimize = !replicateOnCommit && replicateAfter.contains("optimize");
if (!replicateOnCommit && ! replicateOnOptimize) {
replicateOnCommit = true;
}
// if we only want to replicate on optimize, we need the deletion policy to
// save the last optimized commit point.
if (replicateOnOptimize) {
IndexDeletionPolicyWrapper wrapper = core.getDeletionPolicy();
IndexDeletionPolicy policy = wrapper == null ? null : wrapper.getWrappedDeletionPolicy();
if (policy instanceof SolrDeletionPolicy) {
SolrDeletionPolicy solrPolicy = (SolrDeletionPolicy)policy;
if (solrPolicy.getMaxOptimizedCommitsToKeep() < 1) {
solrPolicy.setMaxOptimizedCommitsToKeep(1);
}
} else {
LOG.warn("Replication can't call setMaxOptimizedCommitsToKeep on " + policy);
}
}
if (replicateOnOptimize || backupOnOptimize) {
core.getUpdateHandler().registerOptimizeCallback(getEventListener(backupOnOptimize, replicateOnOptimize));
}
if (replicateOnCommit || backupOnCommit) {
replicateOnCommit = true;
core.getUpdateHandler().registerCommitCallback(getEventListener(backupOnCommit, replicateOnCommit));
}
if (replicateAfter.contains("startup")) {
replicateOnStart = true;
RefCounted<SolrIndexSearcher> s = core.getNewestSearcher( false);
try {
DirectoryReader reader = s== null ? null : s.get().getIndexReader();
if (reader!= null && reader.getIndexCommit() != null && reader.getIndexCommit().getGeneration() != 1L) {
try {
if(replicateOnOptimize){
Collection<IndexCommit> commits = DirectoryReader.listCommits(reader.directory());
for (IndexCommit ic : commits) {
if(ic.getSegmentCount() == 1){
if(indexCommitPoint == null || indexCommitPoint.getGeneration() < ic.getGeneration()) indexCommitPoint = ic;
}
}
} else{
indexCommitPoint = reader.getIndexCommit();
}
} finally {
// We don't need to save commit points for replication, the SolrDeletionPolicy
// always saves the last commit point (and the last optimized commit point, if needed)
/** *
if(indexCommitPoint != null){
core.getDeletionPolicy().saveCommitPoint(indexCommitPoint.getGeneration());
}
** */
}
}
// reboot the writer on the new index
core.getUpdateHandler().newIndexWriter();
} catch (IOException e) {
LOG.warn("Unable to get IndexCommit on startup", e);
} finally {
if (s!= null) s.decref();
}
}
String reserve = (String) master.get(RESERVE);
if (reserve != null && !reserve.trim().equals("")) {
reserveCommitDuration = SnapPuller.readInterval(reserve);
}
LOG.info("Commits will be reserved for " + reserveCommitDuration);
isMaster = true;
}
}
ReplicationHandler可以響應多種命令:
1) indexversion。
這里需要了解的第一個概念是索引提交點(IndexCommit),這是底層lucene的東西,可以自行查閱資料。首先獲取最新的索引提交點,然后從其中獲取索引版本號和索引所屬代。
if (commitPoint != null && replicationEnabled.get()) {
core.getDeletionPolicy().setReserveDuration(commitPoint.getVersion(), reserveCommitDuration);
rsp.add(CMD_INDEX_VERSION, commitPoint.getVersion());
rsp.add(GENERATION, commitPoint.getGeneration());
2)backup。這個命令用來對索引做快照。首先獲取最新的索引提交點,然后創建做一個SnapShooter,具體的快照動作由這個對象完成,
try {
int numberToKeep = params.getInt(NUMBER_BACKUPS_TO_KEEP, Integer.MAX_VALUE);
IndexDeletionPolicyWrapper delPolicy = core.getDeletionPolicy();
IndexCommit indexCommit = delPolicy.getLatestCommit();
if(indexCommit == null) {
indexCommit = req.getSearcher().getReader().getIndexCommit();
}
// small race here before the commit point is saved
new SnapShooter(core, params.get("location")).createSnapAsync(indexCommit, numberToKeep, this);
} catch (Exception e) {
LOG.warn("Exception during creating a snapshot", e);
rsp.add("exception", e);
}
}
快照對象會啟動一個線程去異步地做一個索引備份。
void createSnapAsync(final IndexCommit indexCommit, final int numberToKeep, final ReplicationHandler replicationHandler) {
replicationHandler.core.getDeletionPolicy().saveCommitPoint(indexCommit.getVersion());
new Thread() {
@Override
public void run() {
createSnapshot(indexCommit, numberToKeep, replicationHandler);
}
}.start();
}
void createSnapshot(final IndexCommit indexCommit, int numberToKeep, ReplicationHandler replicationHandler) {
NamedList details = new NamedList();
details.add("startTime", new Date().toString());
File snapShotDir = null;
String directoryName = null;
Lock lock = null;
try {
if(numberToKeep<Integer.MAX_VALUE) {
deleteOldBackups(numberToKeep);
}
SimpleDateFormat fmt = new SimpleDateFormat(DATE_FMT, Locale.US);
directoryName = "snapshot." + fmt.format(new Date());
lock = lockFactory.makeLock(directoryName + ".lock");
if (lock.isLocked()) return;
snapShotDir = new File(snapDir, directoryName);
if (!snapShotDir.mkdir()) {
LOG.warn("Unable to create snapshot directory: " + snapShotDir.getAbsolutePath());
return;
}
Collection<String> files = indexCommit.getFileNames();
FileCopier fileCopier = new FileCopier(solrCore.getDeletionPolicy(), indexCommit);
fileCopier.copyFiles(files, snapShotDir);
details.add("fileCount", files.size());
details.add("status", "success");
details.add("snapshotCompletedAt", new Date().toString());
} catch (Exception e) {
SnapPuller.delTree(snapShotDir);
LOG.error("Exception while creating snapshot", e);
details.add("snapShootException", e.getMessage());
} finally {
replicationHandler.core.getDeletionPolicy().releaseCommitPoint(indexCommit.getVersion());
replicationHandler.snapShootDetails = details;
if (lock != null) {
try {
lock.release();
} catch (IOException e) {
LOG.error("Unable to release snapshoot lock: " + directoryName + ".lock");
}
}
}
}
3)fetchindex。響應來自slave節點的取索引文件的請求,會啟動一個線程來實現索引文件的獲取。
String masterUrl = solrParams.get(MASTER_URL);
if (!isSlave && masterUrl == null) {
rsp.add(STATUS,ERR_STATUS);
rsp.add("message","No slave configured or no 'masterUrl' Specified");
return;
}
final SolrParams paramsCopy = new ModifiableSolrParams(solrParams);
new Thread() {
@Override
public void run() {
doFetch(paramsCopy);
}
}.start();
rsp.add(STATUS, OK_STATUS);
具體的獲取動作是通過SnapPuller對象來實現的,首先嘗試獲取pull對象鎖,如果請求鎖失敗,則說明還有取索引數據動作未結束,如果請求鎖成功,就調用SnapPuller對象的fetchLatestIndex方法來取最新的索引數據。
void doFetch(SolrParams solrParams) {
String masterUrl = solrParams == null ? null : solrParams.get(MASTER_URL);
if (!snapPullLock.tryLock())
return;
try {
tempSnapPuller = snapPuller;
if (masterUrl != null) {
NamedList<Object> nl = solrParams.toNamedList();
nl.remove(SnapPuller.POLL_INTERVAL);
tempSnapPuller = new SnapPuller(nl, this, core);
}
tempSnapPuller.fetchLatestIndex(core);
} catch (Exception e) {
LOG.error("SnapPull failed ", e);
} finally {
tempSnapPuller = snapPuller;
snapPullLock.unlock();
}
}
最后真正的取索引數據過程,首先,若mastet節點的indexversion為0,則說明master節點根本沒有提供可供復制的索引數據,若master節點和slave節點的indexversion相同,則說明slave節點目前與master節點索引數據狀態保持一致,無需同步。若兩者的indexversion不同,則開始索引復制過程,首先從master節點上下載指定索引版本號的索引文件列表,然后創建一個索引文件同步服務線程來完成同並工作。
這里需要區分的是,如果master節點的年代比slave節點要老,那就說明兩者已經不相容,此時slave節點需要新建一個索引目錄,再從master節點做一次全量索引復制。還需要注意的一點是,索引同步也是可以同步配置文件的,若配置文件發生變化,則需要對solr核進行一次reload操作。最對了,還有,和文章開頭一樣, slave節點同步完數據后,別忘了做一次commit操作,以便刷新自己的索引提交點到最新的狀態。最后,關閉並等待同步服務線程結束。此外,具體的取索引文件是通過FileFetcher對象來完成。
boolean fetchLatestIndex(SolrCore core) throws IOException {
replicationStartTime = System.currentTimeMillis();
try {
//get the current 'replicateable' index version in the master
NamedList response = null;
try {
response = getLatestVersion();
} catch (Exception e) {
LOG.error("Master at: " + masterUrl + " is not available. Index fetch failed. Exception: " + e.getMessage());
return false;
}
long latestVersion = (Long) response.get(CMD_INDEX_VERSION);
long latestGeneration = (Long) response.get(GENERATION);
if (latestVersion == 0L) {
//there is nothing to be replicated
return false;
}
IndexCommit commit;
RefCounted<SolrIndexSearcher> searcherRefCounted = null;
try {
searcherRefCounted = core.getNewestSearcher(false);
commit = searcherRefCounted.get().getReader().getIndexCommit();
} finally {
if (searcherRefCounted != null)
searcherRefCounted.decref();
}
if (commit.getVersion() == latestVersion && commit.getGeneration() == latestGeneration) {
//master and slave are alsready in sync just return
LOG.info("Slave in sync with master.");
return false;
}
LOG.info("Master's version: " + latestVersion + ", generation: " + latestGeneration);
LOG.info("Slave's version: " + commit.getVersion() + ", generation: " + commit.getGeneration());
LOG.info("Starting replication process");
// get the list of files first
fetchFileList(latestVersion);
// this can happen if the commit point is deleted before we fetch the file list.
if(filesToDownload.isEmpty()) return false;
LOG.info("Number of files in latest index in master: " + filesToDownload.size());
// Create the sync service
fsyncService = Executors.newSingleThreadExecutor();
// use a synchronized list because the list is read by other threads (to show details)
filesDownloaded = Collections.synchronizedList(new ArrayList<Map<String, Object>>());
// if the generateion of master is older than that of the slave , it means they are not compatible to be copied
// then a new index direcory to be created and all the files need to be copied
boolean isFullCopyNeeded = commit.getGeneration() >= latestGeneration;
File tmpIndexDir = createTempindexDir(core);
if (isIndexStale())
isFullCopyNeeded = true;
successfulInstall = false;
boolean deleteTmpIdxDir = true;
File indexDir = null ;
try {
indexDir = new File(core.getIndexDir());
downloadIndexFiles(isFullCopyNeeded, tmpIndexDir, latestVersion);
LOG.info("Total time taken for download : " + ((System.currentTimeMillis() - replicationStartTime) / 1000) + " secs");
Collection<Map<String, Object>> modifiedConfFiles = getModifiedConfFiles(confFilesToDownload);
if (!modifiedConfFiles.isEmpty()) {
downloadConfFiles(confFilesToDownload, latestVersion);
if (isFullCopyNeeded) {
successfulInstall = modifyIndexProps(tmpIndexDir.getName());
deleteTmpIdxDir = false;
} else {
successfulInstall = copyIndexFiles(tmpIndexDir, indexDir);
}
if (successfulInstall) {
LOG.info("Configuration files are modified, core will be reloaded");
logReplicationTimeAndConfFiles(modifiedConfFiles, successfulInstall);//write to a file time of replication and conf files.
reloadCore();
}
} else {
terminateAndWaitFsyncService();
if (isFullCopyNeeded) {
successfulInstall = modifyIndexProps(tmpIndexDir.getName());
deleteTmpIdxDir = false;
} else {
successfulInstall = copyIndexFiles(tmpIndexDir, indexDir);
}
if (successfulInstall) {
logReplicationTimeAndConfFiles(modifiedConfFiles, successfulInstall);
doCommit();
}
}
replicationStartTime = 0;
return successfulInstall;
} catch (ReplicationHandlerException e) {
LOG.error("User aborted Replication");
} catch (SolrException e) {
throw e;
} catch (Exception e) {
throw new SolrException(SolrException.ErrorCode.SERVER_ERROR, "Index fetch failed : ", e);
} finally {
if (deleteTmpIdxDir) delTree(tmpIndexDir);
else delTree(indexDir);
}
return successfulInstall;
} finally {
if (!successfulInstall) {
logReplicationTimeAndConfFiles(null, successfulInstall);
}
filesToDownload = filesDownloaded = confFilesDownloaded = confFilesToDownload = null;
replicationStartTime = 0;
fileFetcher = null;
if (fsyncService != null && !fsyncService.isShutdown()) fsyncService.shutdownNow();
fsyncService = null;
stop = false;
fsyncException = null;
}
}