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GB/T 46346-2025Artificial intelligence - Computing center - Computing capacity assessment (English PDF)

人工智能 计算中心 计算能力评估

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Issued by

SAMR; SAC

Level / Type

National · Recommended

Issue date

October 5, 2025

Implementation date

October 5, 2025

Scope

GB/T 46346-2025 is the English-translated version of 人工智能 计算中心 计算能力评估.

GB/T 46346-2025 is the Chinese standard "Artificial intelligence - Computing center - Computing capacity assessment". Its scope clause reads: This document specifies the evaluation indicators for the computing capabilities of artificial intelligence computing centers and describes the corresponding evaluation methods.

This document applies to the assessment of the computing capabilities of artificial intelligence computing centers, and also serves as a guide for the planning, design, construction, and service of artificial intelligence computing centers.

It provides a reference for operation and maintenance. Its clauses include terms and definitions.

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Document preview — GB/T 46346-2025

National Standard of the People's Republic of China

ICS
35.240
Classification
L 70

Issued by: State Administration for Market Regulation; Standardization Administration of the PRC

Contents

  • Preface
  • 1.Scope
  • 2 Normative References
  • 3.Terms and Definitions
  • 4.Abbreviations
  • 5 General Principles
  • 5.1 Evaluation Objects
  • 5.2 Assessment Content
  • 5.3 Evaluation Framework
  • 5.4 Classification Principles
  • 6.Evaluation Indicators
  • 6.1 Hardware Specifications
  • 6.2 Infrastructure Indicators
  • 6.3 Business Processing Indicators
  • 7.Evaluation Methods
  • 7.1 General Provisions
  • 7.2 Computing power scale
  • 7.3 Network Scale
  • 7.4 Storage Scale
  • 7.5 Communication performance
  • 7.6 Storage performance
  • 7.7 Training Performance
  • 7.8 Inference performance
  • 7.9 Computing power availability
  • Appendix B (Informative) Example 18 of a Computing Capacity Assessment Tool for Intelligent Computing Centers
  • Appendix C (Informative) Fault Level Classification of Intelligent Computing Centers

1 Scope

This document specifies the evaluation indicators for the computing capabilities of artificial intelligence computing centers and describes the corresponding evaluation methods.

This document applies to the assessment of the computing capabilities of artificial intelligence computing centers, and also serves as a guide for the planning, design, construction, and service of artificial intelligence computing centers.

It provides a reference for operation and maintenance.

2 Normative references

The contents of the following documents, through normative references within the text, constitute essential provisions of this document. Dated citations are listed below.

For references to documents, only the version corresponding to that date applies to this document; for undated references, the latest version (including all amendments) applies.

This document.

GB/T 41867-2022 Terminology for Information Technology and Artificial Intelligence

GB/T 42018-2022 Information Technology Artificial Intelligence Platform Computing Resource Specification

GB/T 45087-2024 Performance Testing Methods for Artificial Intelligence Server Systems

3 Terms and Definitions

The terms and definitions defined in GB/T 41867-2022 and GB/T 42018-2022, as well as the following terms and definitions, apply to this document.

3.1 Artificial intelligence computing center

A structure or group of structures that can provide artificial intelligence computing services to multiple users.

Note 1.Abbreviated as "Intelligent Computing Center," an intelligent computing center includes hardware devices with artificial intelligence computing characteristics, such as computing, storage, and networking equipment, as well as device drivers and computing...

Accelerator libraries, management components, and other necessary software components that support artificial intelligence computing capabilities.

Note 2.Intelligent computing centers generally provide services such as training calculations, inference calculations, model fine-tuning, and related data storage, processing, and transmission for artificial intelligence models.

3.2 Artificial intelligence computing capability

The ability to perform artificial intelligence computing tasks or support intelligent applications.

3.3 performance

Measurable characteristics when running computational tasks.

Note 1.Performance includes qualitative and quantitative characteristics.

Note 2.Performance is measured based on one or more parameters (such as runtime, energy consumption, throughput, actual throughput, floating-point operations per second, fault recovery time, etc.).

Quantified or calculated to characterize the capability and efficiency of a technical process operating in a certain device (group).

3.4 computing node

Devices or groups of devices that provide computing power.

Note. In intelligent computing centers, computing nodes typically include computing devices such as AI accelerator processors, AI accelerator cards, or AI servers, as well as...

Any other storage and networking devices in the intelligent computing center used for processing computing tasks.

GB/T 47474 | GB/T 43195 | GB/T 43268 | GB/T 46347 | GB/T 46345 | […]

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This preview omits tables, figures, formulas and parts of the technical clauses. The complete document — 23 pages — is available in the English PDF.

Referenced standards

Editions of GB/T 46346

EditionTitleRevisionStatus
GB/T 46346-2025Artificial intelligence - Computing center - Computing capability assessmentcurrent editionCurrent

This page sells the current edition, GB/T 46346-2025. Earlier editions are listed for reference only.

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