MICROSERVICE-BASED TRAINING SYSTEMS IN HETEROGENEOUS GRAPHIC PROCESSOR UNIT (GPU) CLUSTER AND OPERATING METHOD THEREOF

    公开(公告)号:US20210390405A1

    公开(公告)日:2021-12-16

    申请号:US17340639

    申请日:2021-06-07

    Abstract: Disclosed is a training system performing training on a plurality of neural network models in parallel. The training system includes a first job proxy that receives a training request for a first neural network model and partitions a first training job corresponding to the first neural network model into first microservices, a second job proxy that receives a training request for a second neural network model and partitions a second training job corresponding to the second neural network model into second microservices, a scheduler that dynamically schedules the first microservices and the second microservices so as to be executed by heterogeneous processing units, a cluster that includes the heterogeneous processing units, sequentially executes the first microservices and sequentially executes the second microservices, and a distributed in-memory database that stores parameters generated in response to the execution of the first microservices and the second micro services.

    Charge pump-based artificial lightning generator and method for manufacturing same

    公开(公告)号:US11114953B2

    公开(公告)日:2021-09-07

    申请号:US15525993

    申请日:2015-11-11

    Abstract: A method for manufacturing a charge pump-based artificial lightning generator comprises the steps of: forming a second electrode on a prepared substrate; forming a negatively charged body having a sponge structure under the second electrode; removing spherical polymer particles from the negatively charged body using a toluene solution; allowing metal particles to penetrate into the negatively charged body; forming a positively charged body in a location which is at a predetermined distance below the negatively charged body in order to generate charges; nano-structuring the surface of the positively charged body; coating the nano-structured surface of the positively charged body with second metal particles; forming a ground layer for charge separation while maintaining a constant distance in the downward direction from one side of the positively charged body; and forming a first electrode for charge accumulation in a location which is at a predetermined distance below the positively charged body. Accordingly, the present invention can be miniaturized, can produce high-output energy from minute energy such as a wind, a vibration, or a sound, and can remarkably reduce costs incurred according to energy collection.

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