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    • 3. 发明授权
    • Method and apparatus for morphological modeling of complex systems to predict performance
    • US07050956B2
    • 2006-05-23
    • US09843930
    • 2001-04-30
    • Mustafa UysalRalph Becker-SzendyArif MerchantGuillermo Alvarez
    • Mustafa UysalRalph Becker-SzendyArif MerchantGuillermo Alvarez
    • G06G7/48
    • G06F11/3447G06F11/3414G06F2201/885
    • A method predicts performance of a system that includes a plurality of interconnected components defining at least one data flow path. The method references a workload specification for the system. The method models the system using one or more component models. Each component model represents selected one or more of the components. Each component model is arranged in like relationship to the data flow path as the selected one or more of the components represented by the component model. Each component model is (a) a constraint upon the workload specification input to that component model or (b) a transformer of the workload specification input to that component model so as to result in one or more output workload specifications that are input workload specifications to subsequent component models along the data flow path or (c) both a constraint and a transformer. At least one of the component models is a constraint. At least some of the component models along the data flow path operate on the workload specification. In one preferred form, operating on the workload specification involves arranging the component models in a hierarchy corresponding to the data flow path; using the specified workload specification as input to the topmost component model in the hierarchy; and applying one or more of the component models to its input workload specification, starting with the topmost component model and then component models at progressively lower levels in the hierarchy. Output workload specification at one level is input workload specification at the next lower level. If the component model comprises a constraint, the method evaluates whether the input workload specification satisfies or violates the constraint. If the component model comprises a workload specification transform, the method modifies the input workload specification so as to produce one or more output workload specifications.
    • 10. 发明授权
    • Quality of service controller and method for a data storage system
    • 数据存储系统的服务质量控制器和方法
    • US07917903B2
    • 2011-03-29
    • US10400556
    • 2003-03-27
    • Christopher LumbArif MerchantGuillermo Alvarez
    • Christopher LumbArif MerchantGuillermo Alvarez
    • G06F9/46
    • G06F9/4887
    • A quality-of-service controller and related method for a data storage system. Requests for each of a plurality of storage system workloads are prioritized. The requests are selectively forwarded to a storage device queue according to their priorities so as to maintain the device queue at a target queue depth. The target queue depth is adjusted response to a latency value for the requests wherein the latency value is computed based on a difference between an arrival time and a completion time of the requests for each workload. Prioritizing the requests may be accomplished by computing a target deadline for a request based on a monitored arrival time of the request and a target latency for its workload. To reduce latencies, the target queue depth may be reduced when the target latency for a workload is less than its computed latency value. To increase throughput, the target queue depth may be increased when the target latency for each workload is greater than each computed latency value.
    • 一种数据存储系统的服务质量控制器和相关方法。 优先考虑多个存储系统工作负载中的每一个的请求。 这些请求根据其优先级选择性地转发到存储设备队列,以便将设备队列保持在目标队列深度。 根据对每个工作负载的请求的到达时间和完成时间之间的差值来计算等待时间值,从而对目标队列深度进行调整响应。 可以通过基于所请求的监视到达时间和其工作负载的目标延迟来计算请求的目标截止时间来实现优先级请求。 为了减少延迟,当工作负载的目标延迟小于其计算的延迟值时,可能会减少目标队列深度。 为了增加吞吐量,当每个工作负载的目标延迟大于每个计算的等待时间值时,可能会增加目标队列深度。