Arm Helium Delivers up to 15x Performance Uplift for Machine Learning on Cortex-M MCUs

Arm has just unveiled Armv8.1-M architecture that adds Arm Helium technology, the M-Profile Vector Extension (MVE) for the Arm Cortex-M cores that will improve the compute performance of Cortex-M based microcontrollers.

Helium will deliver up to 15 times more machine learning (ML) performance and up to 5 times uplift to signal processing allowing local decision-making on low-power embedded devices.

Arm Helium

Helium instructions will enable new applications for Arm Cortex-M microcontrollers in audio devices, sensor hubs, keyword spotting, voice command control, power electronics, communications and still image processing.

Helium and Neon (the Advanced SIMD technology for Arm Cortex-A processors) are similarities but Helium has been designed for efficient signal processing performance in small processors.

M-Profile Vector Extension (MVE)

One different illustrated below is that while NEON loads 128-bit instructions (e.g. VLDR, VLMA), Helium will split up 128bit wide instruction into four equally sized chunks, called “beats” (labelled A to D) due to difference between Cortex-M and Cortex-A cores as explained in details in an Arm Research blog post.

Other highlights of the new Armv8.1-M architecture features include:

  • Additional instruction set enhancements for loops and branches (Low Overhead Branch Extension)
  • Instructions providing half precision floating-point support
  • Instruction improving state management of the Floating Point Unit (FPU)
  • Enhancements to debug including:
    • Performance Monitoring Unit (PMU)
    • Unprivileged Debug Extension
    • Debug support for MVE
  • Reliability, Availability and Serviceability (RAS) extension

You’ll find more details in Helium’s page, as well as in the Armv8-M Architecture Reference Manual Documentation (PDF).

Via Arm’s Press Release

Share this:

Support CNX Software! Donate via cryptocurrencies, become a Patron on Patreon, or purchase goods on Amazon or Aliexpress

ROCK 5 ITX Rockchip RK3588 mini-ITX motherboard
Subscribe
Notify of
guest
The comment form collects your name, email and content to allow us keep track of the comments placed on the website. Please read and accept our website Terms and Privacy Policy to post a comment.
0 Comments
oldest
newest
Boardcon Rockchip RK3588S SBC with 8K, WiFI 6, 4G LTE, NVME SSD, HDMI 2.1...