Distributed computing method and system, storage medium and electronic equipment
The invention provides a distributed computing method and system, a storage medium and electronic equipment, and relates to the field of distributed computing, and the method comprises the steps: obtaining a distributed computing task; performing task decomposition on the distributed computing task...
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Main Authors | , , , , , |
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Format | Patent |
Language | Chinese English |
Published |
31.01.2023
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Abstract | The invention provides a distributed computing method and system, a storage medium and electronic equipment, and relates to the field of distributed computing, and the method comprises the steps: obtaining a distributed computing task; performing task decomposition on the distributed computing task to obtain sub-tasks, and distributing the sub-tasks to each computing node; in each computing node, training the subtask by using a training thread to obtain a training result, storing the training result in a first cache, and obtaining current global data by using a communication thread and storing the current global data in a second cache; after one iteration is completed, exchanging data in the first cache and the second cache; in the next iteration, taking the current global data as an initial value of the next training; iterating for a preset number of times to obtain a local solution corresponding to the computational node; and aggregating each local solution to obtain a training result of the distributed com |
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AbstractList | The invention provides a distributed computing method and system, a storage medium and electronic equipment, and relates to the field of distributed computing, and the method comprises the steps: obtaining a distributed computing task; performing task decomposition on the distributed computing task to obtain sub-tasks, and distributing the sub-tasks to each computing node; in each computing node, training the subtask by using a training thread to obtain a training result, storing the training result in a first cache, and obtaining current global data by using a communication thread and storing the current global data in a second cache; after one iteration is completed, exchanging data in the first cache and the second cache; in the next iteration, taking the current global data as an initial value of the next training; iterating for a preset number of times to obtain a local solution corresponding to the computational node; and aggregating each local solution to obtain a training result of the distributed com |
Author | YAN RUIDONG XU CONG GUO ZHENHUA JIN LIANG ZHAO YAQIAN LIU LU |
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DocumentTitleAlternate | 一种分布式计算方法、系统、存储介质和电子设备 |
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Snippet | The invention provides a distributed computing method and system, a storage medium and electronic equipment, and relates to the field of distributed computing,... |
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Title | Distributed computing method and system, storage medium and electronic equipment |
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