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• August 2, 2024 at 3:07 am #4253695
  

  How to improve ML algorithms or rewrite optimised multithreading for ARM?

  by 2733 · about 8 hours, 49 minutes ago

  Tags: Hardware, Networking, Software

  I am trying to understand how can we rewrite optimized multithreading for ARM architecture. Can you give me any suggestions.

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• • August 2, 2024 at 4:56 am #4253725
    

    Reply To: How to improve ML algorithms or rewrite optimised multithreading for ARM?

    by Gail207Martinez · about 7 hours ago

    In reply to How to improve ML algorithms or rewrite optimised multithreading for ARM?

    Hello!
    To optimize multithreading for ARM architecture, start by understanding the specific ARM processor features, such as ARMv8-A and SVE. Use ARM-specific tools and libraries like Arm Performance Libraries for optimized routines. Efficient thread synchronization and memory access patterns are crucial, so leverage ARM-specific synchronization primitives and align data structures to cache lines. Utilize SIMD instructions like NEON or SVE for data-parallel operations. Continuously profile your application with tools like Arm Streamline to identify bottlenecks and ensure even workload distribution across threads. Additionally, consider power efficiency techniques like dynamic voltage and frequency scaling (DVFS) to balance performance and power consumption.

    Hope this helps!

    • This reply was modified 22 minutes ago by kees_b.
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