Enterprise data-driven system for predictive resource provisioning in cloud environments
First Claim
1. A computer-implemented method for predicting resource consumption in cloud infrastructures, the method being executed using one or more processors and comprising:
- receiving, by the one or more processors, event data from one or more enterprise data sources, the event data comprising an interaction between an enterprise and a cloud infrastructure;
determining, by the one or more processors, that an event associated with the event data is a known event by matching the event with an existing event entry in a matching table using a matching format comprising at least one of a class of the event, an average memory allocation consumed, and an average processing units consumed;
retrieving, by the one or more processors, resource consumption information associated with the event; and
providing, by the one or more processors, a resource consumption schedule to the cloud infrastructure, the resource consumption schedule indicating discrete values of a future demand using different levels of probability of the future demand, the future demand being associated with resources expected to be consumed during execution of the event that are quantified based on a stepwise refinement of a time, at which or during which the event is to be executed.
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Abstract
Implementations of the present disclosure include methods, systems, and computer-readable storage mediums for predicting resource consumption in cloud infrastructures. Implementations include actions of receiving event data from one or more enterprise data sources, determining that an event associated with the event data is a known event, retrieving resource consumption information associated with the event, and providing a resource consumption schedule to a cloud infrastructure, the resource consumption schedule indicating resources expected to be consumed during execution of the event.
32 Citations
14 Claims
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1. A computer-implemented method for predicting resource consumption in cloud infrastructures, the method being executed using one or more processors and comprising:
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receiving, by the one or more processors, event data from one or more enterprise data sources, the event data comprising an interaction between an enterprise and a cloud infrastructure; determining, by the one or more processors, that an event associated with the event data is a known event by matching the event with an existing event entry in a matching table using a matching format comprising at least one of a class of the event, an average memory allocation consumed, and an average processing units consumed; retrieving, by the one or more processors, resource consumption information associated with the event; and providing, by the one or more processors, a resource consumption schedule to the cloud infrastructure, the resource consumption schedule indicating discrete values of a future demand using different levels of probability of the future demand, the future demand being associated with resources expected to be consumed during execution of the event that are quantified based on a stepwise refinement of a time, at which or during which the event is to be executed. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12)
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13. A non-transitory computer-readable storage medium coupled to one or more processors and having instructions stored thereon which, when executed by the one or more processors, cause the one or more processors to perform operations for predicting resource consumption in cloud infrastructures, the operations comprising:
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receiving event data from one or more enterprise data sources, the event data comprising an interaction between an enterprise and a cloud infrastructure; determining that an event associated with the event data is a known event by matching the event with an existing event entry in a matching table using a matching format comprising at least one of a class of the event, an average memory allocation consumed, and an average processing units consumed; retrieving resource consumption information associated with the event; and providing a resource consumption schedule to the cloud infrastructure, the resource consumption schedule indicating discrete values of a future demand using different levels of probability of the future demand, the future demand being associated with resources expected to be consumed during execution of the event that are quantified based on a stepwise refinement of a time, at which or during which the event is to be executed.
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14. A system, comprising:
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a computing device; and a computer-readable storage device coupled to the computing device and having instructions stored thereon which, when executed by the computing device, cause the computing device to perform operations for predicting resource consumption in cloud infrastructures, the operations comprising; receiving event data from one or more enterprise data sources, the event data comprising an interaction between an enterprise and a cloud infrastructure; determining that an event associated with the event data is a known event by matching the event with an existing event entry in a matching table using a matching format comprising at least one of a class of the event, an average memory allocation consumed, and an average processing units consumed; retrieving resource consumption information associated with the event; and providing a resource consumption schedule to the cloud infrastructure, the resource consumption schedule indicating discrete values of a future demand using different levels of probability of the future demand, the future demand being associated with resources expected to be consumed during execution of the event that are quantified based on a stepwise refinement of a time, at which or during which the event is to be executed.
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Specification