Microservice throttling based on learned demand predictions

Number of patents in Portfolio can not be more than 2000

United States of America

PATENT NO 11973839
SERIAL NO

18103770

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Abstract

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A dynamically-managed microservices platform. The microservices platform is configured to selectively accept admission of microservices and to selectively throttle microservices based on a continually-trained machine learning model. The system is configured to implement multiple microservice lifecycle strategies, where individual ones of the multiple microservice lifecycle strategies use a prediction model having long-term and short term demand predictions. One or another of the multiple microservice lifecycle strategies are invoked at different times under different conditions. Under a first set of conditions, a prediction model is used to select a first strategy to admit or throttle a microservice based upon long-term or short-term demand predictions. Under a second set of conditions, the prediction model is used to select a different strategy to admit or throttle a microservice. The prediction model is continually trained such that new sets of observations and new sets of predicted outputs are codified into the machine learning model.

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Patent Owner(s)

  • NUTANIX, INC.

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Mishra, Sujeet Fremont, US 8 33
Nagpal, Abhinay Fremont, US 17 291

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