target audience: TECH SUPPLIER Publication date: May 2024 - Document type: Taxonomy - Doc Document number: # US52075724
IDC's Worldwide Accelerated Computing Platforms and Systems Taxonomy, 2024
Table of Contents
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IDC's Worldwide Accelerated Computing Platforms and Systems Taxonomy
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Figure: Accelerated Computing Platforms and Systems Primary Segments
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Accelerated Computing Platforms and Systems Taxonomy Changes for 2024
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Taxonomy Overview
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Hierarchical Mapping: Accelerated Computing Platforms and Systems Primary/Secondary Markets
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Definitions
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Accelerator Characteristics
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Figure: Accelerator Characteristics
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Accelerator Design Type, Architecture, and Form Factor
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Design Type
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Architecture
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Graphics Processing Unit (GPU)
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Field-Programmable Gate Array (FPGA)
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Application-Specific Integrated Circuit
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Hybrid/Composite
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Form Factor
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Discrete
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Integrated Onboard
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Integrated on Chip (Embedded)
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Open Compute Project Open Domain-Specific Architecture
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Computational Characteristics
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Memory
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Synchronous Graphics Random-Access Memory Double Data Rate
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High-Bandwidth Memory
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Embedded Dynamic Random-Access Memory
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Synchronous Dynamic Random-Access Memory
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Resistive Random-Access Memory
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Core Count
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Floating-Point Performance
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Dynamic Performance and Precision
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Computational Performance
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Comparing Accelerator Performance
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Interconnect and Access Software
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Accelerator/Platform Interconnect
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Peripheral Component Interconnect Express
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Computer Express Link
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Other Emerging Interconnect Standards
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Access Software
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Accelerator-Specific SDKs and APIs
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Open Standards–Based SDKs and APIs — Open Computing Language
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Other SDKs and APIs
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Virtualization and Partitioning
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Power and Cooling
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Thermal Design Power
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Cooling
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Computing Platform Characteristics
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Figure: Computing Platform Characteristics
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Form Factors, Attach Rate, and Attach Type
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Form Factors
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Small Form Factor Racks and Non-Rack Form Factors
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Medium-Sized Rack-Based Form Factors
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Large Standalone Rack-Scale Form Factors
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Attach Rate
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Attach Type
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Computing System Characteristics
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Figure: Computing System Characteristics
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System Type and Convergence
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System Type
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Convergence
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Scaling and Networking
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Scaling
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Figure: Scaling and the Russian Doll Effect
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Level 1 (Intra-Silicon)
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Level 2 (Intraplatform)
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Level 3 (Intrasystem)
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Level 4 (Intersystem)
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Networking
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Procurement, Installation, and Deployment
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Figure: Procurement, Installation, and Deployment
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Shipment Type
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Factory Installed
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Reseller or SI Installed
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End User Installed
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Buyer Type
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Hyperscalers
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Service Provider
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Non-Service Provider
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Deployment Location
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Deployment Type
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Dedicated (Private) Cloud
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Shared (Public) Cloud
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Noncloud
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Edge
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Use Cases, Workloads, and Offload Type
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Figure: Use Case to Accelerator Type Mapping
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Use Cases
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Industry-Specific Use Cases
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Artificial Intelligence
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Modeling and Simulation (aka High-Performance Computing)
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Data Analytics Use Cases
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Other Application Use Cases
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Industry-Agnostic Use Cases
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Datacenter Hyper-Customization
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IT Infrastructure
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Workloads
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Offload Type
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(General) Application-Offload
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(Embedded) Function-Offload
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Use Case to Server Workloads Mapping
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Figure: Apportioning Accelerated Compute from Use Cases to Workloads
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Related Markets
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Learn More
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Related Research
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Synopsis
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