Instruction execution method, device and equipment and storage medium

Abstract

The invention discloses an instruction execution method and device, equipment and a storage medium. According to the method, normal execution of the instructions without the execution dependency relationship in the batch processing process is ensured, meanwhile, ordered execution of the instructions with the execution dependency relationship is ensured, and then the correctness of instruction execution results is ensured. In addition, the invention further provides an instruction execution device and equipment and a storage medium, and the beneficial effects are the same as described above.

Description

technical field [0001] The present application relates to the field of deep learning, in particular to an instruction execution method, device, device and storage medium. Background technique [0002] Convolutional Neural Networks (CNN) is a type of Feedforward Neural Networks (Feedforward Neural Networks) that includes convolution calculations and has a deep structure, and is one of the representative algorithms for deep learning. [0003] In the current batch processing process based on convolutional neural networks, user software is required to provide computing devices with batch data to be processed and instructions for batch processing of batch data, and batch processing of each piece of data in batch data often further includes sequence Executing multiple operations, the execution of each operation requires the computing device to execute the corresponding instructions, and the data in the batch data may also have multiple branches for the execution result of a certai...

AI Technical Summary

Problems solved by technology

[0003] In the current batch processing process based on convolutional neural networks, user software is required to provide computing devices with batch data to be processed and instructions for batch processing of batch data, and batch processing of each piece of data in batch data often further includes sequence Executing multiple operations, the execution of each operation requires the computing device to execute the corresponding instructions, and the data in the batch data may also have multiple branches for the execution result of a certain operation. operation, and the aggregation of multiple execution results, so there is often a dependency between the execution of batch processing instructions for batch data, and it is currently difficult to ensure the orderly execution of the instructions, and it is difficult to ensure that the instructions The correctness of execution results

Images