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The objective of fine-grained scaling (FGS) is to bring elasticity of resources between Myriad, YARN, and other Mesos frameworks. With fine-grained scaling, YARN takes resource offers from Mesos and runs enough containers (YARN tasks) that the offers can hold and release the resources back to Mesos once the containers finish.

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Sample Mesos Tasks Screenshot

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