當Samza ApplicationMaster啟動時,它做以下的事情:
- 通過STREAMING_CONFIG環境變數從YARN獲取配置資訊(configuration)
- 在隨機埠上 啟動一個JMX server
- 例項化一個metrics registry和reporter來追蹤計量資訊
- 將AM向YARN的RM註冊
- 使用每個stream的PartitionManager來獲取總共的partition數量
- 從Samza的job configuration裡獲取總的container數量
- 將partition分給container(在Samza AM的dashboard裡,稱為Task Group)
- 為每個container向YARN傳送一個ResourceRequest
- 每秒向YARN RM poll一次,檢查allocated and released containers
SamzaAppMaster的實現
並不是提交AppMaster,只是向RM註冊這個AppMaster。因為此時,AppMaster已經啟動了。
1.在SamzaAppMasterLifecycle物件的onInit()方法中,使用amCient.registerApplicationMaster
2 val response = amClient.registerApplicationMaster (host , state.rpcPort, "%s:%d" format (host, state. trackingPort))
amClient物件的類:
org.apache.hadoop.yarn.client.api.async.AMRMClientAsync<T extends org.apache.hadoop.yarn.client.api.AMRMClient.ContainerRequest>
AMRMClientAsync
handles communication with the ResourceManager and provides asynchronous updates on events such as container allocations and completions. It contains a thread that sends periodic heartbeats to the ResourceManager. It should be used by implementing a CallbackHandler:
class MyCallbackHandler implements AMRMClientAsync.CallbackHandler {
public void onContainersAllocated(List<Container> containers) {
[run tasks on the containers]
}
public void onContainersCompleted(List<ContainerStatus> statuses) {
[update progress, check whether app is done]
}
public void onNodesUpdated(List<NodeReport> updated) {}
public void onReboot() {}
}
The client's lifecycle should be managed similarly to the following:
AMRMClientAsync asyncClient =
createAMRMClientAsync(appAttId, 1000, new MyCallbackhandler());
asyncClient.init(conf);
asyncClient.start();
RegisterApplicationMasterResponse response = asyncClient
.registerApplicationMaster(appMasterHostname, appMasterRpcPort,
appMasterTrackingUrl);
asyncClient.addContainerRequest(containerRequest);
[... wait for application to complete]
asyncClient.unregisterApplicationMaster(status, appMsg, trackingUrl);
asyncClient.stop();
這個類是用來做為一個Client和RM進行通訊,並且註冊一個用於回撥的物件來處理container 的allocation和completion事件。它啟動一個執行緒,週期性地傳送hearbeat至ResourceManager