
The global market for Heterogeneous Parameter Server was valued at US$ 695 million in the year 2023 and is projected to reach a revised size of US$ 1190 million by 2030, growing at a CAGR of 8.0% during the forecast period.
The parameter server is a cloud server architecture used to manage and share model parameters in deep learning. It stores model parameters on a central server and shares them through the network to various computing nodes participating in training. Heterogeneous parameter server is a high-performance deep learning cloud server architecture that mixes multiple computing units. It mixes different types of computing hardware (such as CPU, GPU, and various dedicated accelerators, etc.), and usually sets up two training nodes and server nodes. Class nodes to calculate, update and distribute parameters to improve the efficiency and performance of model training.
North American market for Heterogeneous Parameter Server is estimated to increase from $ million in 2023 to reach $ million by 2030, at a CAGR of % during the forecast period of 2024 through 2030.
Asia-Pacific market for Heterogeneous Parameter Server is estimated to increase from $ million in 2023 to reach $ million by 2030, at a CAGR of % during the forecast period of 2024 through 2030.
The global market for Heterogeneous Parameter Server in Software, Information and Computing Services is estimated to increase from $ million in 2023 to $ million by 2030, at a CAGR of % during the forecast period of 2024 through 2030.
The major global companies of Heterogeneous Parameter Server include IBM (USA), Google (USA), AWS (USA), Microsoft Innovation (USA), xFusion Digital Technologies (China), Huawei (China), Inspur (China), Lenovo (China), Alibaba Cloud (China), CLP Xingfa (China), etc. In 2023, the world's top three vendors accounted for approximately % of the revenue.
This report aims to provide a comprehensive presentation of the global market for Heterogeneous Parameter Server, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding Heterogeneous Parameter Server.
The Heterogeneous Parameter Server market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2023 as the base year, with history and forecast data for the period from 2019 to 2030. This report segments the global Heterogeneous Parameter Server market comprehensively. Regional market sizes, concerning products by Type, by Application, and by players, are also provided.
For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.
The report will help the Heterogeneous Parameter Server companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, by Type, by Application, and by regions.
Market Segmentation
By Company
IBM (USA)
Google (USA)
AWS (USA)
Microsoft Innovation (USA)
xFusion Digital Technologies (China)
Huawei (China)
Inspur (China)
Lenovo (China)
Alibaba Cloud (China)
CLP Xingfa (China)
Dawning Information Industry Co.,Ltd. (China)
ZTE (China)
New H3C (China)
Tencent Cloud (China)
Baidu Cloud (China)
Segment by Type
GPU Cloud
FPGA Cloud
NPU Cloud
ASIC Cloud
Others
Segment by Application
Software, Information and Computing Services
Industrial Automation
Financial Industrial
Military Industrial
Media
Biological Information
Others
By Region
North America
United States
Canada
Asia-Pacific
China
Japan
South Korea
Southeast Asia
India
Australia
Rest of Asia
Europe
Germany
France
U.K.
Italy
Russia
Nordic Countries
Rest of Europe
Latin America
Mexico
Brazil
Rest of Latin America
Middle East & Africa
Turkey
Saudi Arabia
UAE
Rest of MEA
Chapter Outline
Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by Type, by Application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
Chapter 2: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
Chapter 3: Detailed analysis of Heterogeneous Parameter Server company competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
Chapter 4: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 5: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
Chapter 6, 7, 8, 9, 10: North America, Europe, Asia Pacific, Latin America, Middle East and Africa segment by country. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
Chapter 11: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product sales, revenue, price, gross margin, product introduction, recent development, etc.
Chapter 12: The main points and conclusions of the report.
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1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global Heterogeneous Parameter Server Market Size Growth Rate by Type: 2019 VS 2023 VS 2030
1.2.2 GPU Cloud
1.2.3 FPGA Cloud
1.2.4 NPU Cloud
1.2.5 ASIC Cloud
1.2.6 Others
1.3 Market by Application
1.3.1 Global Heterogeneous Parameter Server Market Growth by Application: 2019 VS 2023 VS 2030
1.3.2 Software, Information and Computing Services
1.3.3 Industrial Automation
1.3.4 Financial Industrial
1.3.5 Military Industrial
1.3.6 Media
1.3.7 Biological Information
1.3.8 Others
1.4 Assumptions and Limitations
1.5 Study Objectives
1.6 Years Considered
2 Global Growth Trends
2.1 Global Heterogeneous Parameter Server Market Perspective (2019-2030)
2.2 Global Heterogeneous Parameter Server Growth Trends by Region
2.2.1 Global Heterogeneous Parameter Server Market Size by Region: 2019 VS 2023 VS 2030
2.2.2 Heterogeneous Parameter Server Historic Market Size by Region (2019-2024)
2.2.3 Heterogeneous Parameter Server Forecasted Market Size by Region (2025-2030)
2.3 Heterogeneous Parameter Server Market Dynamics
2.3.1 Heterogeneous Parameter Server Industry Trends
2.3.2 Heterogeneous Parameter Server Market Drivers
2.3.3 Heterogeneous Parameter Server Market Challenges
2.3.4 Heterogeneous Parameter Server Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top Heterogeneous Parameter Server Players by Revenue
3.1.1 Global Top Heterogeneous Parameter Server Players by Revenue (2019-2024)
3.1.2 Global Heterogeneous Parameter Server Revenue Market Share by Players (2019-2024)
3.2 Global Heterogeneous Parameter Server Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Global Key Players Ranking by Heterogeneous Parameter Server Revenue
3.4 Global Heterogeneous Parameter Server Market Concentration Ratio
3.4.1 Global Heterogeneous Parameter Server Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by Heterogeneous Parameter Server Revenue in 2023
3.5 Global Key Players of Heterogeneous Parameter Server Head office and Area Served
3.6 Global Key Players of Heterogeneous Parameter Server, Product and Application
3.7 Global Key Players of Heterogeneous Parameter Server, Date of Enter into This Industry
3.8 Mergers & Acquisitions, Expansion Plans
4 Heterogeneous Parameter Server Breakdown Data by Type
4.1 Global Heterogeneous Parameter Server Historic Market Size by Type (2019-2024)
4.2 Global Heterogeneous Parameter Server Forecasted Market Size by Type (2025-2030)
5 Heterogeneous Parameter Server Breakdown Data by Application
5.1 Global Heterogeneous Parameter Server Historic Market Size by Application (2019-2024)
5.2 Global Heterogeneous Parameter Server Forecasted Market Size by Application (2025-2030)
6 North America
6.1 North America Heterogeneous Parameter Server Market Size (2019-2030)
6.2 North America Heterogeneous Parameter Server Market Growth Rate by Country: 2019 VS 2023 VS 2030
6.3 North America Heterogeneous Parameter Server Market Size by Country (2019-2024)
6.4 North America Heterogeneous Parameter Server Market Size by Country (2025-2030)
6.5 United States
6.6 Canada
7 Europe
7.1 Europe Heterogeneous Parameter Server Market Size (2019-2030)
7.2 Europe Heterogeneous Parameter Server Market Growth Rate by Country: 2019 VS 2023 VS 2030
7.3 Europe Heterogeneous Parameter Server Market Size by Country (2019-2024)
7.4 Europe Heterogeneous Parameter Server Market Size by Country (2025-2030)
7.5 Germany
7.6 France
7.7 U.K.
7.8 Italy
7.9 Russia
7.10 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific Heterogeneous Parameter Server Market Size (2019-2030)
8.2 Asia-Pacific Heterogeneous Parameter Server Market Growth Rate by Country: 2019 VS 2023 VS 2030
8.3 Asia-Pacific Heterogeneous Parameter Server Market Size by Region (2019-2024)
8.4 Asia-Pacific Heterogeneous Parameter Server Market Size by Region (2025-2030)
8.5 China
8.6 Japan
8.7 South Korea
8.8 Southeast Asia
8.9 India
8.10 Australia
9 Latin America
9.1 Latin America Heterogeneous Parameter Server Market Size (2019-2030)
9.2 Latin America Heterogeneous Parameter Server Market Growth Rate by Country: 2019 VS 2023 VS 2030
9.3 Latin America Heterogeneous Parameter Server Market Size by Country (2019-2024)
9.4 Latin America Heterogeneous Parameter Server Market Size by Country (2025-2030)
9.5 Mexico
9.6 Brazil
10 Middle East & Africa
10.1 Middle East & Africa Heterogeneous Parameter Server Market Size (2019-2030)
10.2 Middle East & Africa Heterogeneous Parameter Server Market Growth Rate by Country: 2019 VS 2023 VS 2030
10.3 Middle East & Africa Heterogeneous Parameter Server Market Size by Country (2019-2024)
10.4 Middle East & Africa Heterogeneous Parameter Server Market Size by Country (2025-2030)
10.5 Turkey
10.6 Saudi Arabia
10.7 UAE
11 Key Players Profiles
11.1 IBM (USA)
11.1.1 IBM (USA) Company Details
11.1.2 IBM (USA) Business Overview
11.1.3 IBM (USA) Heterogeneous Parameter Server Introduction
11.1.4 IBM (USA) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.1.5 IBM (USA) Recent Development
11.2 Google (USA)
11.2.1 Google (USA) Company Details
11.2.2 Google (USA) Business Overview
11.2.3 Google (USA) Heterogeneous Parameter Server Introduction
11.2.4 Google (USA) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.2.5 Google (USA) Recent Development
11.3 AWS (USA)
11.3.1 AWS (USA) Company Details
11.3.2 AWS (USA) Business Overview
11.3.3 AWS (USA) Heterogeneous Parameter Server Introduction
11.3.4 AWS (USA) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.3.5 AWS (USA) Recent Development
11.4 Microsoft Innovation (USA)
11.4.1 Microsoft Innovation (USA) Company Details
11.4.2 Microsoft Innovation (USA) Business Overview
11.4.3 Microsoft Innovation (USA) Heterogeneous Parameter Server Introduction
11.4.4 Microsoft Innovation (USA) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.4.5 Microsoft Innovation (USA) Recent Development
11.5 xFusion Digital Technologies (China)
11.5.1 xFusion Digital Technologies (China) Company Details
11.5.2 xFusion Digital Technologies (China) Business Overview
11.5.3 xFusion Digital Technologies (China) Heterogeneous Parameter Server Introduction
11.5.4 xFusion Digital Technologies (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.5.5 xFusion Digital Technologies (China) Recent Development
11.6 Huawei (China)
11.6.1 Huawei (China) Company Details
11.6.2 Huawei (China) Business Overview
11.6.3 Huawei (China) Heterogeneous Parameter Server Introduction
11.6.4 Huawei (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.6.5 Huawei (China) Recent Development
11.7 Inspur (China)
11.7.1 Inspur (China) Company Details
11.7.2 Inspur (China) Business Overview
11.7.3 Inspur (China) Heterogeneous Parameter Server Introduction
11.7.4 Inspur (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.7.5 Inspur (China) Recent Development
11.8 Lenovo (China)
11.8.1 Lenovo (China) Company Details
11.8.2 Lenovo (China) Business Overview
11.8.3 Lenovo (China) Heterogeneous Parameter Server Introduction
11.8.4 Lenovo (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.8.5 Lenovo (China) Recent Development
11.9 Alibaba Cloud (China)
11.9.1 Alibaba Cloud (China) Company Details
11.9.2 Alibaba Cloud (China) Business Overview
11.9.3 Alibaba Cloud (China) Heterogeneous Parameter Server Introduction
11.9.4 Alibaba Cloud (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.9.5 Alibaba Cloud (China) Recent Development
11.10 CLP Xingfa (China)
11.10.1 CLP Xingfa (China) Company Details
11.10.2 CLP Xingfa (China) Business Overview
11.10.3 CLP Xingfa (China) Heterogeneous Parameter Server Introduction
11.10.4 CLP Xingfa (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.10.5 CLP Xingfa (China) Recent Development
11.11 Dawning Information Industry Co.,Ltd. (China)
11.11.1 Dawning Information Industry Co.,Ltd. (China) Company Details
11.11.2 Dawning Information Industry Co.,Ltd. (China) Business Overview
11.11.3 Dawning Information Industry Co.,Ltd. (China) Heterogeneous Parameter Server Introduction
11.11.4 Dawning Information Industry Co.,Ltd. (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.11.5 Dawning Information Industry Co.,Ltd. (China) Recent Development
11.12 ZTE (China)
11.12.1 ZTE (China) Company Details
11.12.2 ZTE (China) Business Overview
11.12.3 ZTE (China) Heterogeneous Parameter Server Introduction
11.12.4 ZTE (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.12.5 ZTE (China) Recent Development
11.13 New H3C (China)
11.13.1 New H3C (China) Company Details
11.13.2 New H3C (China) Business Overview
11.13.3 New H3C (China) Heterogeneous Parameter Server Introduction
11.13.4 New H3C (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.13.5 New H3C (China) Recent Development
11.14 Tencent Cloud (China)
11.14.1 Tencent Cloud (China) Company Details
11.14.2 Tencent Cloud (China) Business Overview
11.14.3 Tencent Cloud (China) Heterogeneous Parameter Server Introduction
11.14.4 Tencent Cloud (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.14.5 Tencent Cloud (China) Recent Development
11.15 Baidu Cloud (China)
11.15.1 Baidu Cloud (China) Company Details
11.15.2 Baidu Cloud (China) Business Overview
11.15.3 Baidu Cloud (China) Heterogeneous Parameter Server Introduction
11.15.4 Baidu Cloud (China) Revenue in Heterogeneous Parameter Server Business (2019-2024)
11.15.5 Baidu Cloud (China) Recent Development
12 Analyst's Viewpoints/Conclusions
13 Appendix
13.1 Research Methodology
13.1.1 Methodology/Research Approach
13.1.1.1 Research Programs/Design
13.1.1.2 Market Size Estimation
13.1.1.3 Market Breakdown and Data Triangulation
13.1.2 Data Source
13.1.2.1 Secondary Sources
13.1.2.2 Primary Sources
13.2 Author Details
13.3 Disclaimer
IBM (USA)
Google (USA)
AWS (USA)
Microsoft Innovation (USA)
xFusion Digital Technologies (China)
Huawei (China)
Inspur (China)
Lenovo (China)
Alibaba Cloud (China)
CLP Xingfa (China)
Dawning Information Industry Co.,Ltd. (China)
ZTE (China)
New H3C (China)
Tencent Cloud (China)
Baidu Cloud (China)
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*If Applicable.
