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公开(公告)号：US20230014344A1
公开(公告)日：2023-01-19
申请号：US17305735
申请日：2021-07-14
发明人： Srikumar Venugopal , Archit Patke , Ioannis Gkoufas , Christian Pinto , Panagiotis Koutsovasilis
IPC分类号： G06N3/08 , G06F9/50 , G06F12/0815 , G06K9/62
摘要： A computer-implemented method, a computer program product, and a computer system for determining optimal data access for deep learning applications on a cluster. A server determines candidate cache locations for one or more compute nodes in the cluster. The server fetches a mini-batch of a dataset located at a remote storage service into the candidate cache locations. The server collects information about time periods of completing a job on the one or more nodes, where the job is executed against fetched mini-batch at the candidate cache locations and the mini-batch at the remote storage location. The server selects, from the candidate cache locations and the remote storage location, a cache location. The server fetches the data of the dataset from the remote storage service to the cache location, and the one or more nodes execute the job against fetched data of the dataset at the cache location.
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公开(公告)号：US11588750B1
公开(公告)日：2023-02-21
申请号：US17447911
申请日：2021-09-16
IPC分类号： H04L67/63 , H04L67/75 , H04L67/00 , H04L47/78 , G06N20/00 , H04L67/1097 , H04L47/762
摘要： A request may be identified having one or more constraints for accessing disaggregated resources in a computing environment. One or more resources in a plurality of disaggregated resources may be identified based on the request. Computing server instances may be dynamically orchestrated using the one or more resources in the plurality of disaggregated resources based on the one or more constraints.
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公开(公告)号：US20220350518A1
公开(公告)日：2022-11-03
申请号：US17302355
申请日：2021-04-30
IPC分类号： G06F3/06
摘要： Local memory and disaggregated memory may be identified and monitored for integrating disaggregated memory in a computing system. Candidate data may be migrated between the local memory and disaggregated memory to optimize allocation of disaggregated memory and migrated data according to a dynamic set of migration criteria.
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公开(公告)号：US11733902B2
公开(公告)日：2023-08-22
申请号：US17302355
申请日：2021-04-30
IPC分类号： G06F3/06
CPC分类号： G06F3/0647 , G06F3/0604 , G06F3/067
摘要： Local memory and disaggregated memory may be identified and monitored for integrating disaggregated memory in a computing system. Candidate data may be migrated between the local memory and disaggregated memory to optimize allocation of disaggregated memory and migrated data according to a dynamic set of migration criteria.
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