Data processing method and device, computer equipment and storage medium

A data processing and computer technology, applied in the field of information processing, can solve problems such as unreasonable memory access behavior, affecting performance, increasing computer equipment resource consumption, etc., to achieve the effect of reducing resource consumption and improving overall performance

Pending Publication Date: 2020-07-10
ANHUI CAMBRICON INFORMATION TECH CO LTD
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  • Abstract
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  • Claims
  • Application Information

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Problems solved by technology

However, the introduction and combination of unreasonable "glue" operators can lead to the addition of some unnecessary and unreasonable memory access behaviors in the execution process of the neural network model on the higher-level computing layer, which affects artificial intelligence. The intelligent processor optimizes the hardware structure and instruction design of

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  • Data processing method and device, computer equipment and storage medium
  • Data processing method and device, computer equipment and storage medium
  • Data processing method and device, computer equipment and storage medium

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[0032] The technical solutions in the embodiments of the present application will be described below in conjunction with the drawings in the embodiments of the present application.

[0033] It should be understood that the terms "first", "second" and "third" in the claims, specification and drawings of the present disclosure are used to distinguish different objects, rather than to describe a specific order. The terms "comprising" and "comprising" used in the specification and claims of this disclosure indicate the existence of the described features, wholes, steps, operations, elements and / or components, but do not exclude one or more other features, wholes The existence or addition of, steps, operations, elements, components, and / or their collections.

[0034] It should also be understood that the terms used in this disclosure specification are only for the purpose of describing specific embodiments, and are not intended to limit the disclosure. As used in this disclosure and cl...

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Abstract

The embodiment of the invention discloses a data processing method and device, computer equipment and a storage medium. When an optimizable structure exists in a neural network model, optimization forthe neural network model can be realized by executing at least one optimization operation in multiple optimization operations on the neural network model, and the overall performance of the neural network model is improved. When a request of a machine learning processing task is received, redundant calculation can be reduced by calling the optimized neural network model, and then resource consumption of computer equipment is reduced.

Description

technical field [0001] The present application relates to the technical field of information processing, and in particular to a data processing method, device, computer equipment and storage medium. Background technique [0002] Neural network is an algorithmic mathematical model that imitates the behavior characteristics of animal neural networks and performs distributed parallel information processing. This network is composed of a large number of nodes (or neurons) connected to each other. The connection relationship uses input data and weights to generate output data to simulate the information processing process of the human brain to process information and generate results after pattern recognition. [0003] Currently, when designing a neural network model, algorithm designers often introduce "glue" operators into the neural network model for the purpose of neat and concise description of the neural network model. Here, the "glue" operator means that the operator itse...

Claims

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Application Information

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IPC IPC(8): G06N3/04G06N3/08
CPCG06N3/08G06N3/045
Inventor 不公告发明人
Owner ANHUI CAMBRICON INFORMATION TECH CO LTD
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