PREDICTING DATABASE SYSTEM PERFORMANCE

Patent №

US 8,010,337

Granted

2011-08-30

Filed 2005

Owner

MICROSOFT CORPORATION

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11116690

A prediction system may perform capacity planning for one or more resources of a database systems, such as by understanding how different workloads are using the system resources and/or predicting how the performance of the workloads will change when the hardware configuration of the resource is changed and/or when the workload changes. The prediction system may use a detailed, low-level tracing of a live database system running an application workload to monitor the performance of the current database system. In this manner, the current monitoring traces and analysis may be combined with a simulation to predict the workload's performance on a different hardware configuration. More specifically, performance may be indicated as throughput and/or latency, which may be for all transactions, for a particular transaction type, and/or for an individual transaction. Database system performance prediction may include instrumentation and tracing, demand trace extraction, cache simulation, disk scaling, CPU scaling, background activity prediction, throughput analysis, latency analysis, visualization, optimization, and the like.

Machine learningKnowledge representationPlanningAI hardwareG06F 11/3476G06F 11/3419G06F 11/3447G06F 11/3452G06F 11/3457G06F 2201/815G06F 2201/87G06F 2201/88+1 more

AI classification

Planning1.00
AI hardware1.00
Knowledge representation0.96
Machine learning0.80
Natural language0.00
Evolutionary computation0.00
Speech0.00
Vision0.00

Ownership

MICROSOFT CORPORATION

assignment · 265350257

Assignors

NARAYANAN, DUSHYANTH, THERESKA, ENO

On an employer assignment, the assignors are typically the inventors.

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