Terminals Integrations

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YARN's core concept revolves around decentralizing resource management and job scheduling/monitoring by utilizing distinct daemons for each function. It employs a centralized ResourceManager (RM) alongside individual ApplicationMasters (AM) for each application, which may consist of either a solitary job or a Directed Acyclic Graph (DAG) of jobs. Together, the ResourceManager and NodeManager create the computational framework necessary for data processing. The ResourceManager serves as the main governing body that allocates resources across all applications within the system. Meanwhile, the NodeManager acts as the agent on each machine, handling containers, tracking their resource utilization (such as CPU, memory, disk, and network), and relaying this information to the ResourceManager/Scheduler. Additionally, the ApplicationMaster functions as a specialized library for each application, responsible for negotiating resource allocation with the ResourceManager and collaborating with the NodeManagers to execute and oversee the tasks efficiently. This division of responsibilities enhances the overall efficiency and scalability of the resource management process.