private TaskAttemptId allocateLocalTask(String host) { HostVolumeMapping hostVolumeMapping = leafTaskHostMapping.get(host); if (hostVolumeMapping != null) { // tajo host is located in hadoop datanode for (int i = 0; i < hostVolumeMapping.getRemainingLocalTaskSize(); i++) { TaskAttemptId attemptId = hostVolumeMapping.getLocalTask(); if (attemptId == null) break; // find remaining local task if (leafTasks.contains(attemptId)) { leafTasks.remove(attemptId); return attemptId; } } } return null; }
public void assignToLeafTasks(LinkedList<TaskRequestEvent> taskRequests) { Collections.shuffle(taskRequests); LinkedList<TaskRequestEvent> remoteTaskRequests = new LinkedList<>(); String queryMasterHostAndPort = context .getMasterContext() .getQueryMasterContext() .getWorkerContext() .getConnectionInfo() .getHostAndQMPort(); TaskRequestEvent taskRequest; while (leafTasks.size() > 0 && (!taskRequests.isEmpty() || !remoteTaskRequests.isEmpty())) { int localAssign = 0; int rackAssign = 0; taskRequest = taskRequests.pollFirst(); if (taskRequest == null) { // if there are only remote task requests taskRequest = remoteTaskRequests.pollFirst(); } // checking if this container is still alive. // If not, ignore the task request and stop the task runner WorkerConnectionInfo connectionInfo = context.getMasterContext().getWorkerMap().get(taskRequest.getWorkerId()); if (connectionInfo == null) continue; // getting the hostname of requested node String host = connectionInfo.getHost(); // if there are no worker matched to the hostname a task request if (!leafTaskHostMapping.containsKey(host) && !taskRequests.isEmpty()) { String normalizedHost = NetUtils.normalizeHost(host); if (!leafTaskHostMapping.containsKey(normalizedHost)) { // this case means one of either cases: // * there are no blocks which reside in this node. // * all blocks which reside in this node are consumed, and this task runner requests a // remote task. // In this case, we transfer the task request to the remote task request list, and skip // the followings. remoteTaskRequests.add(taskRequest); continue; } else { host = normalizedHost; } } if (LOG.isDebugEnabled()) { LOG.debug( "assignToLeafTasks: " + taskRequest.getExecutionBlockId() + "," + "worker=" + connectionInfo.getHostAndPeerRpcPort()); } ////////////////////////////////////////////////////////////////////// // disk or host-local allocation ////////////////////////////////////////////////////////////////////// TaskAttemptId attemptId = allocateLocalTask(host); if (attemptId == null) { // if a local task cannot be found HostVolumeMapping hostVolumeMapping = leafTaskHostMapping.get(host); if (!taskRequests .isEmpty()) { // if other requests remains, move to remote list for better locality remoteTaskRequests.add(taskRequest); candidateWorkers.remove(connectionInfo.getId()); continue; } else { if (hostVolumeMapping != null) { int nodes = context.getMasterContext().getWorkerMap().size(); // this part is to control the assignment of tail and remote task balancing per node int tailLimit = 1; if (remainingScheduledObjectNum() > 0 && nodes > 0) { tailLimit = Math.max(remainingScheduledObjectNum() / nodes, 1); } if (hostVolumeMapping.getRemoteConcurrency() >= tailLimit) { // remote task throttling per node continue; } else { // assign to remote volume hostVolumeMapping.increaseConcurrency(HostVolumeMapping.REMOTE); } } } ////////////////////////////////////////////////////////////////////// // rack-local allocation ////////////////////////////////////////////////////////////////////// attemptId = allocateRackTask(host); ////////////////////////////////////////////////////////////////////// // random node allocation ////////////////////////////////////////////////////////////////////// if (attemptId == null && leafTaskNum() > 0) { synchronized (leafTasks) { attemptId = leafTasks.iterator().next(); leafTasks.remove(attemptId); } } if (attemptId != null && hostVolumeMapping != null) { hostVolumeMapping.lastAssignedVolumeId.put(attemptId, HostVolumeMapping.REMOTE); } rackAssign++; } else { localAssign++; } if (attemptId != null) { Task task = stage.getTask(attemptId.getTaskId()); TaskRequest taskAssign = new TaskRequestImpl( attemptId, new ArrayList<>(task.getAllFragments()), "", false, LogicalNodeSerializer.serialize(task.getLogicalPlan()), context.getMasterContext().getQueryContext(), stage.getDataChannel(), stage.getBlock().getEnforcer(), queryMasterHostAndPort); if (checkIfInterQuery(stage.getMasterPlan(), stage.getBlock())) { taskAssign.setInterQuery(); } // TODO send batch request BatchAllocationRequest.Builder requestProto = BatchAllocationRequest.newBuilder(); requestProto.addTaskRequest( TaskAllocationProto.newBuilder() .setResource(taskRequest.getResponseProto().getResource()) .setTaskRequest(taskAssign.getProto()) .build()); requestProto.setExecutionBlockId(attemptId.getTaskId().getExecutionBlockId().getProto()); context .getMasterContext() .getEventHandler() .handle(new TaskAttemptAssignedEvent(attemptId, connectionInfo)); InetSocketAddress addr = stage.getAssignedWorkerMap().get(connectionInfo.getId()); if (addr == null) addr = new InetSocketAddress(connectionInfo.getHost(), connectionInfo.getPeerRpcPort()); AsyncRpcClient tajoWorkerRpc = null; CallFuture<BatchAllocationResponse> callFuture = new CallFuture<>(); totalAttempts++; try { tajoWorkerRpc = RpcClientManager.getInstance() .getClient(addr, TajoWorkerProtocol.class, true, rpcParams); TajoWorkerProtocol.TajoWorkerProtocolService tajoWorkerRpcClient = tajoWorkerRpc.getStub(); tajoWorkerRpcClient.allocateTasks( callFuture.getController(), requestProto.build(), callFuture); BatchAllocationResponse responseProto = callFuture.get(RpcConstants.FUTURE_TIMEOUT_SECONDS_DEFAULT, TimeUnit.SECONDS); if (responseProto.getCancellationTaskCount() > 0) { for (TaskAllocationProto proto : responseProto.getCancellationTaskList()) { cancel(task.getAttempt(new TaskAttemptId(proto.getTaskRequest().getId()))); cancellation++; } if (LOG.isDebugEnabled()) { LOG.debug( "Canceled requests: " + responseProto.getCancellationTaskCount() + " from " + addr); } continue; } } catch (Exception e) { LOG.error(e); } scheduledObjectNum--; totalAssigned++; hostLocalAssigned += localAssign; rackLocalAssigned += rackAssign; if (rackAssign > 0) { LOG.info( String.format( "Assigned Local/Rack/Total: (%d/%d/%d), " + "Attempted Cancel/Assign/Total: (%d/%d/%d), " + "Locality: %.2f%%, Rack host: %s", hostLocalAssigned, rackLocalAssigned, totalAssigned, cancellation, totalAssigned, totalAttempts, ((double) hostLocalAssigned / (double) totalAssigned) * 100, host)); } } else { throw new RuntimeException("Illegal State!!!!!!!!!!!!!!!!!!!!!"); } } }
private TaskAttemptId allocateRackTask(String host) { List<HostVolumeMapping> remainingTasks = Lists.newArrayList(leafTaskHostMapping.values()); String rack = RackResolver.resolve(host).getNetworkLocation(); TaskAttemptId attemptId = null; if (remainingTasks.size() > 0) { synchronized (scheduledRequests) { // find largest remaining task of other host in rack Collections.sort( remainingTasks, new Comparator<HostVolumeMapping>() { @Override public int compare(HostVolumeMapping v1, HostVolumeMapping v2) { // descending remaining tasks if (v2.remainTasksNum.get() > v1.remainTasksNum.get()) { return 1; } else if (v2.remainTasksNum.get() == v1.remainTasksNum.get()) { return 0; } else { return -1; } } }); } for (HostVolumeMapping tasks : remainingTasks) { for (int i = 0; i < tasks.getRemainingLocalTaskSize(); i++) { TaskAttemptId tId = tasks.getTaskAttemptIdByRack(rack); if (tId == null) break; if (leafTasks.contains(tId)) { leafTasks.remove(tId); attemptId = tId; break; } } if (attemptId != null) break; } } // find task in rack if (attemptId == null) { HashSet<TaskAttemptId> list = leafTasksRackMapping.get(rack); if (list != null) { synchronized (list) { Iterator<TaskAttemptId> iterator = list.iterator(); while (iterator.hasNext()) { TaskAttemptId tId = iterator.next(); iterator.remove(); if (leafTasks.contains(tId)) { leafTasks.remove(tId); attemptId = tId; break; } } } } } return attemptId; }
public void assignToNonLeafTasks(LinkedList<TaskRequestEvent> taskRequests) { Collections.shuffle(taskRequests); String queryMasterHostAndPort = context .getMasterContext() .getQueryMasterContext() .getWorkerContext() .getConnectionInfo() .getHostAndQMPort(); TaskRequestEvent taskRequest; while (!taskRequests.isEmpty()) { taskRequest = taskRequests.pollFirst(); LOG.debug("assignToNonLeafTasks: " + taskRequest.getExecutionBlockId()); TaskAttemptId attemptId; // random allocation if (nonLeafTasks.size() > 0) { synchronized (nonLeafTasks) { attemptId = nonLeafTasks.iterator().next(); nonLeafTasks.remove(attemptId); } LOG.debug("Assigned based on * match"); Task task; task = stage.getTask(attemptId.getTaskId()); TaskRequest taskAssign = new TaskRequestImpl( attemptId, Lists.newArrayList(task.getAllFragments()), "", false, LogicalNodeSerializer.serialize(task.getLogicalPlan()), context.getMasterContext().getQueryContext(), stage.getDataChannel(), stage.getBlock().getEnforcer(), queryMasterHostAndPort); if (checkIfInterQuery(stage.getMasterPlan(), stage.getBlock())) { taskAssign.setInterQuery(); } for (Map.Entry<String, Set<FetchImpl>> entry : task.getFetchMap().entrySet()) { Collection<FetchImpl> fetches = entry.getValue(); if (fetches != null) { for (FetchImpl fetch : fetches) { taskAssign.addFetch(entry.getKey(), fetch); } } } WorkerConnectionInfo connectionInfo = context.getMasterContext().getWorkerMap().get(taskRequest.getWorkerId()); // TODO send batch request BatchAllocationRequest.Builder requestProto = BatchAllocationRequest.newBuilder(); requestProto.addTaskRequest( TaskAllocationProto.newBuilder() .setResource(taskRequest.getResponseProto().getResource()) .setTaskRequest(taskAssign.getProto()) .build()); requestProto.setExecutionBlockId(attemptId.getTaskId().getExecutionBlockId().getProto()); context .getMasterContext() .getEventHandler() .handle(new TaskAttemptAssignedEvent(attemptId, connectionInfo)); CallFuture<BatchAllocationResponse> callFuture = new CallFuture<>(); InetSocketAddress addr = stage.getAssignedWorkerMap().get(connectionInfo.getId()); if (addr == null) addr = new InetSocketAddress(connectionInfo.getHost(), connectionInfo.getPeerRpcPort()); AsyncRpcClient tajoWorkerRpc; try { tajoWorkerRpc = RpcClientManager.getInstance() .getClient(addr, TajoWorkerProtocol.class, true, rpcParams); TajoWorkerProtocol.TajoWorkerProtocolService tajoWorkerRpcClient = tajoWorkerRpc.getStub(); tajoWorkerRpcClient.allocateTasks( callFuture.getController(), requestProto.build(), callFuture); BatchAllocationResponse responseProto = callFuture.get(RpcConstants.FUTURE_TIMEOUT_SECONDS_DEFAULT, TimeUnit.SECONDS); if (responseProto.getCancellationTaskCount() > 0) { for (TaskAllocationProto proto : responseProto.getCancellationTaskList()) { cancel(task.getAttempt(new TaskAttemptId(proto.getTaskRequest().getId()))); cancellation++; } if (LOG.isDebugEnabled()) { LOG.debug( "Canceled requests: " + responseProto.getCancellationTaskCount() + " from " + addr); } continue; } totalAssigned++; scheduledObjectNum--; } catch (Exception e) { LOG.error(e); } } } }