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Data processing device, data processing method and related product

A data processing device and data technology, applied in the field of processors, can solve problems such as inability to effectively support sparse processing, and achieve the effects of simplifying processing and improving processing efficiency

Pending Publication Date: 2022-07-01
CAMBRICON TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Existing hardware and / or instruction sets cannot effectively support thinning processing and post-thinning related operations

Method used

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  • Data processing device, data processing method and related product
  • Data processing device, data processing method and related product
  • Data processing device, data processing method and related product

Examples

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Embodiment Construction

[0021] The technical solutions in the embodiments of the present disclosure will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present disclosure. Obviously, the described embodiments are part of the embodiments of the present disclosure, but not all of the embodiments. Based on the embodiments in the present disclosure, all other embodiments obtained by those skilled in the art without creative work fall within the protection scope of the present disclosure.

[0022] It should be understood that the terms "first", "second", "third" and "fourth" that may appear in the claims, description and drawings of the present disclosure are used to distinguish different objects, rather than to describe specific order. The terms "comprising" and "comprising" as used in the specification and claims of this disclosure indicate the presence of the described feature, integer, step, operation, element and / or component, but do no...

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PUM

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Abstract

The invention discloses a data processing device, a data processing method and a related product. The data processing device may be implemented as a computing device included in a combined processing device, which may also include an interface device and other processing devices. The computing device interacts with other processing devices to jointly complete computing operation specified by a user. The combined processing device can further comprise a storage device, and the storage device is connected with the computing device and the other processing devices and used for storing data of the computing device and the other processing devices. The scheme disclosed by the invention provides a special instruction for structured sparse convolution operation, which can simplify processing and improve the processing efficiency of a machine.

Description

technical field [0001] The present disclosure relates generally to the field of processors. More specifically, the present disclosure relates to a data processing apparatus, a data processing method, a chip and a board. Background technique [0002] In recent years, with the rapid development of deep learning, the performance of algorithms in a series of fields such as computer vision and natural language processing has achieved leapfrog progress. However, deep learning algorithm is a computationally and storage-intensive tool. With the increasingly complex information processing tasks, the real-time and accuracy requirements of the algorithm are constantly increasing, and the neural network is often designed to be deeper and deeper, making the The increasing demand for computing and storage space makes it difficult for existing deep learning-based artificial intelligence technologies to be directly applied to mobile phones, satellites or embedded devices with limited hardw...

Claims

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Application Information

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IPC IPC(8): G06N3/063G06N3/04G06N3/08G06N20/00G06F9/30G06F9/38
CPCG06N3/063G06N3/084G06N20/00G06F9/38G06F9/30021G06N3/045
Inventor 不公告发明人
Owner CAMBRICON TECH CO LTD