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Quantitative calibration method, computing device and computer readable storage medium

A technology for quantifying and calibrating data, which is applied in the field of data processing, can solve problems such as reducing the amount of computation and reducing the accuracy of reasoning, and achieve the effects of reducing the amount of computation, speeding up the processing cycle, and saving storage resources

Pending Publication Date: 2022-01-18
ANHUI CAMBRICON INFORMATION TECH CO LTD
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  • Summary
  • Abstract
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  • Claims
  • Application Information

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Problems solved by technology

[0003] However, quantization will reduce the accuracy of inference, so quantization calibration is required to solve the technical problem of achieving a certain accuracy of quantitative inference while reducing the amount of computation and saving computing resources

Method used

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  • Quantitative calibration method, computing device and computer readable storage medium
  • Quantitative calibration method, computing device and computer readable storage medium
  • Quantitative calibration method, computing device and computer readable storage medium

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Embodiment Construction

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

[0022] It should be understood that the terms "first", "second" and "third" that may be used 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 "comprises" used in the specification and claims of this disclosure indicate the presence of described features, integers, steps, operations, elements and / or components, but do not exclude one or more other f...

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Abstract

The invention discloses a quantitative calibration method, a computing device and a computer readable storage medium. The computing device may be included in a combined processing device, and the combined processing device 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. According to the scheme, new quantization difference measurement is used for optimizing quantization parameters, so that certain quantization reasoning precision is kept while various advantages are achieved through quantization.

Description

technical field [0001] The present disclosure relates generally to the field of data processing. More specifically, the present disclosure relates to a quantitative calibration method, a computing device, and a computer-readable storage medium. Background technique [0002] With the development of artificial intelligence technology, the calculation volume of neural network calculations is increasing, and more and more computing resources need to be consumed. Quantizing neural network computing data is a good way to reduce computing load and save computing resources. [0003] However, quantization will reduce the accuracy of inference, so quantization calibration is required to solve the technical problem of achieving a certain accuracy of quantitative inference while reducing the amount of computation and saving computing resources. Contents of the invention [0004] In order to at least solve the above-mentioned technical problems, this disclosure proposes a solution to...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N3/04G06N3/063G06N3/08
CPCG06N3/063G06N3/084G06N3/048G06F18/2163G06F18/217G06N3/0495G06N3/0464
Inventor 不公告发明人
Owner ANHUI CAMBRICON INFORMATION TECH CO LTD
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