GPU Acceleration

In areas requiring massive computational processing such as AI, simulations, and genome analysis, CPU alone has performance limitations. By leveraging GPU parallel processing capabilities for optimization, dramatic acceleration becomes possible. We can also rebuild existing CPU code optimized for GPU, tailored to your environment and objectives.

Common Client Challenges

  • CPU processing speed
    has reached its limit

  • Want to convert existing
    CPU code to GPU

  • No engineers experienced
    in GPU general-purpose computing

Benefits of Acceleration

  • Overwhelming processing speed improvement

    Optimization leveraging GPU parallel processing capabilities enables acceleration impossible with CPU. This dramatically reduces wait times for real-time processing requirements and large-scale computations.

  • Support for diverse
    GPU platforms

    We support not only NVIDIA but various GPU platforms. Without being tied to a specific hardware vendor, we achieve acceleration on the optimal platform for your usage environment.

  • Reduced wait times

    By accelerating time-consuming simulations, responses to requests become smoother. Dramatically increasing the number of analysis iterations also leads to improved operational efficiency.

Support Details

  • Source code optimization

    We optimize the source code provided by the client and return the optimized version.

  • Convert to GPU for maximum performance

    CPU-targeted source code is rewritten into optimal source code using compute shaders, a GPU-specific shader language.

Our Strengths

Software acceleration experts
specializing in AI & embedded implementation

Backed by deep expertise in semiconductor development, ailia delivers fundamental optimization and acceleration across both AI and embedded implementation. Our highly skilled engineers provide technically precise proposals and services for fast, efficient implementation tailored to each client's challenges.

Axell Semiconductor Development X ailia AI Development

  • Optimization from both
    AI and embedded perspectives

    Because we understand both AI model architecture and algorithms as well as the constraints of embedded hardware, we can accurately identify bottlenecks that traditional methods often overlook, and optimize them in the most effective way.

  • Abundant talent in
    computer science

    In addition to deep technical understanding of AI and embedded domains, we have a wealth of engineers who can accurately grasp each client's specialized field and provide optimal technical proposals. We assign the right talent for each project, with a support structure that responds quickly to your needs.

  • A fundamental approach leveraging
    semiconductor development expertise

    ailia evolved from a veteran semiconductor company into an AI-focused organization. Leveraging semiconductor development know-how, we use hardware knowledge as a foundation to tackle software issues and optimize to the limit.

Our Services

  • AI / Deep Learning Acceleration

    Achieving acceleration by optimizing and implementing AI models

    We optimize trained AI models for efficient operation on specific devices. We handle everything from model quantization to implementation in an integrated manner.

    Learn more about AI / Deep Learning Acceleration

  • Embedded Acceleration

    Achieving stable operation in constrained embedded environments

    Even on embedded devices with limited CPU performance and memory, we optimize from both AI and hardware perspectives to achieve fast and stable processing.

    Learn more about Embedded Acceleration

  • Image Processing Acceleration

    Accelerating the entire image processing pipeline including pre/post-processing

    By optimizing not only AI but also image pre-processing and post-processing, we streamline overall processing for camera-based applications in inspection, surveillance, and more.

    Learn more about Image Processing Acceleration

  • GPU Acceleration

    Dramatically accelerating computation with GPU power

    For simulations, analytics, and other tasks, we maximize GPU parallel processing capabilities to achieve speeds impossible with CPU alone.

    Learn more about GPU Acceleration