What is JobTracker and TaskTracker in Hadoop?

What is JobTracker and TaskTracker in Hadoop?

JobTracker is a master which creates and runs the job. JobTracker which can run on the NameNode allocates the job to tasktrackers. It is tracking resource availability and task life cycle management, tracking its progress, fault tolerance etc. TaskTracker run the tasks and report the status of task to JobTracker.

What is the function of job tracker and task tracker in HDFS?

JobTracker is the service within Hadoop that is responsible for taking client requests. It assigns them to TaskTrackers on DataNodes where the data required is locally present. If that is not possible, JobTracker tries to assign the tasks to TaskTrackers within the same rack where the data is locally present.

What is difference between JobTracker and TaskTracker?

JobTracker receives the requests for MapReduce execution from the client. JobTracker talks to the NameNode to determine the location of the data. JobTracker finds the best TaskTracker nodes to execute tasks based on the data locality (proximity of the data) and the available slots to execute a task on a given node.

What is a NameNode in a Hadoop system?

NameNode is the master node in the Apache Hadoop HDFS Architecture that maintains and manages the blocks present on the DataNodes (slave nodes). NameNode is a very highly available server that manages the File System Namespace and controls access to files by clients.

Why are there 3 nodes in Hadoop?

NameNode is the centerpiece of HDFS. NameNode only stores the metadata of HDFS – the directory tree of all files in the file system, and tracks the files across the cluster. 3. NameNode does not store the actual data or the dataset.

What are the roles of JobTracker and TaskTracker in MapReduce?

What is a heartbeat in HDFS?

A ‘heartbeat’ is a signal sent between a DataNode and NameNode. This signal is taken as a sign of vitality. If there is no response to the signal, then it is understood that there are certain health issues/ technical problems with the DataNode or the TaskTracker. The default heartbeat interval is 3 seconds.

What is the main work of JobTracker and TaskTracker in Hadoop?

The main work of JobTracker and TaskTracker in hadoop is given below. JobTracker is a master which creates and runs the job. JobTracker which can run on the NameNode allocates the job to tasktrackers. It is tracking resource availability and task life cycle management, tracking its progress, fault tolerance etc.

What is JobTracker and TaskTracker in MapReduce?

JobTracker and TaskTracker are 2 essential process involved in MapReduce execution in MRv1 (or Hadoop version 1). Both processes are now deprecated in MRv2 (or Hadoop version 2) and replaced by Resource Manager, Application Master and Node Manager Daemons. JobTracker process runs on a separate node and not usually on a DataNode.

What happens when JobTracker is down in HDFS?

JobTracker process is critical to the Hadoop cluster in terms of MapReduce execution. When the JobTracker is down, HDFS will still be functional but the MapReduce execution can not be started and the existing MapReduce jobs will be halted.

What is the difference between JobTracker and TaskTracker?

JobTracker is a master which creates and runs the job. JobTracker which can run on the NameNode allocates the job to tasktrackers. It is tracking resource availability and task life cycle management, tracking its progress, fault tolerance etc. TaskTracker run the tasks and report the status of task to JobTracker.