Dynamic Workload Resource Allocation for Renewable Runtime Alignment
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Solution Overview
Problem
Existing workload management systems face inefficiencies due to misalignment between renewable runtime resource allocations and job scheduling allocations, particularly in flexible resource target scenarios where persistent resource allocations temporarily deviate from predefined targets.
Innovation Solution
A dynamic adjustment mechanism is implemented to adjust renewable runtime resource targets in proportion to persistent resource allocations, ensuring alignment by monitoring resource consumption values and making temporary adjustments as needed to maintain balance.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Productivity
If flexible resource allocation is implemented to allow temporary deviation from predefined targets, then resource utilization efficiency is improved, but misalignment between renewable runtime resource allocations and persistent resource allocations occurs
Solution Approach 1:
The patent implements dynamic adjustment of renewable runtime resource targets based on actual persistent resource allocations. The system continuously monitors persistent resource allocation deviations and adjusts renewable runtime resource targets proportionally, transforming the resource allocation system from static to dynamic to maintain alignment while allowing flexible utilization.
Solution Approach 2:
The patent establishes a feedback mechanism where the system monitors actual persistent resource allocations, calculates deviation from predefined targets, and uses this information to adjust renewable runtime resource targets. This closed-loop feedback ensures that renewable resources remain aligned with persistent resources even when flexible allocation causes temporary deviations.
2Stability of the object's composition
If renewable runtime resource targets are adjusted dynamically, then alignment with persistent resource allocations is maintained, but system complexity increases
Solution Approach 1:
The patent changes the parameter of renewable runtime resource targets dynamically based on persistent resource allocation states. By adjusting these parameters proportionally to allocation deviations, the system maintains alignment without requiring complex structural changes, only parameter modifications driven by monitored conditions.
3Device complexity
If static resource allocation targets are used, then system simplicity is maintained, but resource utilization efficiency decreases when temporary deviations are needed
Solution Approach 1:
The patent transitions the resource allocation system from static to dynamic by implementing adjustable renewable runtime resource targets. This allows the system to maintain simplicity in structure while gaining the flexibility to optimize resource utilization when temporary deviations from predefined targets occur.
Data Source
AI summary
A system and method is provided for dynamic renewable runtime resource management in response to flexible resource allocations by a processor. In embodiments, a method includes: calculating, by a processor of a system, a resource consumption value of a first workload by aggregating allocation values of persistent resources currently allocated to the first workload by the processor; determining, by the processor, that the resource consumption value of the first workload is greater than a predefined resource allocation target for the first workload; and temporarily adjusting, by the processor, a renewable runtime resource target of the first workload from an initial target value to a temporary target value based on the resource consumption value.