AI News (2026/9/30): DeepSeek Open-Sources Ascend Infrastructure Components

2026年9月30日 08:09

Executive Summary:

On September 30, DeepSeek announced open-sourcing of core infrastructure components for Huawei's Ascend computing platform. The toolset includes high-level language compiler TileLang and accompanying compute/communication libraries, establishing direct technical comparison with NVIDIA's CUDA ecosystem.

Key Information

DeepSeek team releases complete AI foundational software stack for Huawei Ascend architecture
The open-source initiative covers critical modules from compilation layer to algorithm layer
Provides end-to-end performance optimization solutions for domestic chips

  • TileLang Ascend Version
    Supports automatic generation of highly parallel kernel code
    Achieves 98% theoretical peak utilization for V4 series large model training operators

  • Compute Acceleration Libraries
    DeepGEMM delivers full-scenario matrix multiplication optimization
    FlashMLA elevates sparse attention computation efficiency to NVIDIA H100 equivalent levels

  • Distributed Communication Framework
    DeepEP employs adaptive topology-aware algorithms
    Achieves 92% bandwidth utilization in 8-card clusters
    Enables seamless integration with mainstream frameworks like PyTorch/XLA


AI-ALL In-Depth Analysis

This open-source release addresses critical gaps in domestic heterogeneous computing ecosystems
The TileLang compiler breakthrough demonstrates indigenous architectures can match international standard development experiences
When high-performance computing libraries achieve parameter-level parity with NVIDIA products
It signifies developers are no longer constrained by single-vendor dependencies

From an industry perspective: This toolchain will accelerate cost reduction curves for large model training
Current version supports model development/deployment at 7B-33B parameter scale
Future focus should remain on mixed-precision computing and auto-tuning capability iterations

The open-source code repository includes complete compilation workflows and benchmarking toolkits
Developers can access GitHub to verify environment compatibility data


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