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MLPerf Client
MLPerf Client benchmarks the performance of large language models (LLMs) and other AI workloads on personal computers–from laptops and desktops to workstations. By simulating real-world tasks, it provides clear metrics for understanding how systems handle generative AI workloads.
Release Date:
Coming soon
Developer:
Publisher:
MLCommons Association
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Features
Profile Features Limited 
Requires agreement to a 3rd-party EULA
Languages:
Interface Full Audio Subtitles
English ✔
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About This Software

MLPerf Client is a benchmark developed collaboratively at MLCommons to evaluate the performance of large language models (LLMs) and other AI workloads on personal computers–from laptops and desktops to workstations. The LLM tests in MLPerf Client make use of several different  language models capable of performing a range of tasks based on natural-language interactions, from chat to summarization, code analysis, and more.

Thanks to broad industry collaboration, MLPerf Client supports many types of hardware acceleration–from NPUs to GPUs and hybrid execution. The MLPerf Client working group intends for this benchmark to drive innovation and foster competition, ensuring that personal computers can meet the challenges of the AI-powered future.

AI Generated Content Disclosure

The developers describe how their game uses AI Generated Content like this:

Some visual assets used for the store page and promotional materials were created with the assistance of generative artificial intelligence tools.
The game itself does not include AI-generated gameplay content, and no generative AI is used during gameplay.

System Requirements

Windows
macOS
    Minimum:
    • Requires a 64-bit processor and operating system
    • OS: Windows 11
    • Processor: AMD Ryzen, Intel Core, Qualcomm Snapdragon processors
    • Memory: 16 GB RAM
    • Graphics: AMD Radeon RX 7000 or 9000 series GPUs with 8GB or more VRAM, Intel Arc B series GPUs with 10GB or more VRAM, Nvidia GeForce GTX RTX 2000 series or newer GPUs with 8GB or more VRAM
    • DirectX: Version 12
    • Network: Broadband Internet connection
    • Storage: 2000 GB available space
    • Sound Card: N/A
    • Additional Notes: For NPU acceleration, the CPU requirements are: AMD Ryzen AI 9 series processors, Intel Core Ultra Series 2 and 3 processors, Qualcomm Snapdragon X Elite and X2 Elite platforms
    Recommended:
    • Requires a 64-bit processor and operating system
    • OS: Windows 11
    • Processor: AMD Ryzen, Intel Core, Qualcomm Snapdragon processors
    • Memory: 32 GB RAM
    • Graphics: AMD Radeon RX 7000 or 9000 series GPUs with 8GB or more VRAM, Intel Arc B series GPUs with 10GB or more VRAM, Nvidia GeForce GTX RTX 2000 series or newer GPUs with 16GB or more VRAM
    • DirectX: Version 12
    • Network: Broadband Internet connection
    • Storage: 4000 GB available space
    • Sound Card: N/A
    • Additional Notes: For NPU acceleration, the CPU requirements are: AMD Ryzen AI 9 series processors, Intel Core Ultra Series 2 and 3 processors, Qualcomm Snapdragon X Elite and X2 Elite platforms
    Minimum:
    • Requires an Apple processor
    • OS: macOS 26
    • Processor: Apple M-series processors
    • Memory: 16 GB RAM
    • Graphics: Apple M-series processors
    • Network: Broadband Internet connection
    • Storage: 2000 GB available space
    • Sound Card: N/A
    Recommended:
    • Requires an Apple processor
    • OS: macOS 26
    • Processor: Apple M-series processors
    • Memory: 24 GB RAM
    • Graphics: Apple M-series processors
    • Network: Broadband Internet connection
    • Storage: 4000 MB available space
    • Sound Card: N/A
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