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Advances, Systems and Applications

Table 1 Extract of collected performance measures from the BDA and CCP

From: Performance analysis model for big data applications in cloud computing

Measure

Source

Description

jobs:clusterMapCapacity

Jobs of MapReduce

Maximum number of available maps to be created by a job

jobs:clusterReduceCapacity

Jobs of MapReduce

Maximum number of available reduces to be created by a job

jobs:finishTime

Jobs of MapReduce

Time at which a job was completed

jobs:JobSetupTaskLaunchTime

Jobs of MapReduce

Time at which a job is setup in the cluster for processing

jobs:jobId

Jobs of MapReduce

Job ID

jobs:launchTime

Jobs of MapReduce

Time at which a job is launched for processing

jobs:Status

Jobs of MapReduce

Job status after processing (Successful or Failed)

jobs:submitTime

Jobs of MapReduce

Time at which a job was submitted for processing

disk:ReadBytes

Virtual Machine System

Amount of HD bytes read by a job

disk:WriteBytes

Virtual Machine System

Amount of HD bytes written by a job

memory:Free

Virtual Machine System

Amount of average free memory on a specific time

memory:Used

Virtual Machine System

Amount of average memory used on a specific time

network:RxBytes

Virtual Machine System

Amount of network bytes received on a specific time

network:RxErrors

Virtual Machine System

Amount of network errors during received transmission on a specific time

network:TxBytes

Virtual Machine System

A mount of network bytes transmitted on a specific time

network:TxErrors

Virtual Machine System

Amount of network errors during transmission on a specific time