FERRAMENTAS LINUX: Intel oneDNN 3.8 Released: AI & Deep Learning Optimizations for Next-Gen Hardware

domingo, 11 de maio de 2025

Intel oneDNN 3.8 Released: AI & Deep Learning Optimizations for Next-Gen Hardware

 

Intel

Intel’s oneDNN 3.8 brings major AI & deep learning optimizations for Xeon, Arc GPUs, and Panther Lake CPUs. Boost performance with AMX, AVX-512, and Graph API enhancements. Download now for next-gen AI acceleration.


Key Enhancements in oneDNN 3.8

Intel’s software engineers have launched oneDNN 3.8, delivering cutting-edge optimizations for AI and deep learning workloads. 

This update enhances performance across Intel Xeon, Arc GPUs, and upcoming Panther Lake processors, while also improving support for AMD and NVIDIA hardware.

As part of the UXL Foundation, oneDNN provides foundational building blocks for AI acceleration, ensuring cross-platform efficiency and hardware-agnostic optimizations.


Performance Boosts for Intel CPUs & GPUs

Intel Architecture Processors

  • AMX & AVX-512 Optimizations

    • Faster matmul & inner product primitives (Intel AMX)

    • Enhanced convolution & int8 support (Intel AVX2/AVX-512)

    • Improved fp16/bf16 depthwise convolution with fp32 bias

    • Better binary post-ops performance

Intel Graphics (Arc & Panther Lake Xe3)

  • Panther Lake Xe3 iGPU – Faster convolution & matmul

  • Lunar Lake & Battlemage GPUs – Optimized int8/fp16 workloads

  • Graph API Enhancements – Better Scaled Dot Product Attention (SDPA) & Grouped Query Attention (GQA)


Cross-Platform & Competitor Support

  • AArch64 (ARM) optimizations for FP16/INT8/BF16

  • NVIDIA GPU support via Graph API

  • ROCm 6 compatibility for AMD CPUs


Why oneDNN 3.8 Matters for AI Developers

With AI workloads growing exponentially, oneDNN 3.8 ensures:

 Higher throughput for training & inference

 Lower latency in deep learning pipelines

 Better hardware utilization across Intel, AMD, and NVIDIA

Download now on GitHub and prepare for upcoming benchmarks on next-gen hardware.


FAQ (Frequently Asked Questions)

Q: Does oneDNN 3.8 support AMD GPUs?

A: Yes, via ROCm 6 compatibility.

Q: What’s new for Panther Lake CPUs?

A: Xe3 iGPU optimizations, faster AI workloads.

Q: Is oneDNN still Intel-exclusive?

A: No, it now supports NVIDIA, AMD, and ARM.

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