METHOD OF MANAGING DATA REPRESENTATION FOR DEEP LEARNING, METHOD OF PROCESSING DATA FOR DEEP LEARNING AND DEEP LEARNING SYSTEM PERFORMING THE SAME
A method of processing data for a deep learning system driven by a plurality of heterogeneous resources is provided. The method includes, when a first task including at least one of a plurality of operations is to be performed, receiving first path information indicating a first computing path for t...
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| Main Author | |
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| Format | Patent |
| Language | English |
| Published |
15.09.2022
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| Subjects | |
| Online Access | Get full text |
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| Abstract | A method of processing data for a deep learning system driven by a plurality of heterogeneous resources is provided. The method includes, when a first task including at least one of a plurality of operations is to be performed, receiving first path information indicating a first computing path for the first task. The first computing path includes a sequence of operations included in the first task and a driving sequence of resources for performing the operations included in the first task. The method further includes setting data representation formats of the resources for performing the operations included in the first task based on data representation information and the first path information. The data representation information indicates an optimized data representation format for each of the plurality of heterogeneous resources. |
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| AbstractList | A method of processing data for a deep learning system driven by a plurality of heterogeneous resources is provided. The method includes, when a first task including at least one of a plurality of operations is to be performed, receiving first path information indicating a first computing path for the first task. The first computing path includes a sequence of operations included in the first task and a driving sequence of resources for performing the operations included in the first task. The method further includes setting data representation formats of the resources for performing the operations included in the first task based on data representation information and the first path information. The data representation information indicates an optimized data representation format for each of the plurality of heterogeneous resources. |
| Author | YANG, Seung-Soo |
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| RelatedCompanies | SAMSUNG ELECTRONICS CO., LTD |
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| Snippet | A method of processing data for a deep learning system driven by a plurality of heterogeneous resources is provided. The method includes, when a first task... |
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| SubjectTerms | CALCULATING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING ELECTRIC DIGITAL DATA PROCESSING PHYSICS |
| Title | METHOD OF MANAGING DATA REPRESENTATION FOR DEEP LEARNING, METHOD OF PROCESSING DATA FOR DEEP LEARNING AND DEEP LEARNING SYSTEM PERFORMING THE SAME |
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