CANN — 3 Technical Articles

Apr 26, 2026 · Artificial Intelligence

Why DeepSeek V4 Can Run on Huawei Ascend: A Deep Technical Breakdown

The article analyzes why most open‑source large models cannot run on Huawei Ascend NPU, detailing the CUDA‑centric ecosystem, Ascend's CANN stack, three core technical hurdles, and the deep collaboration and tooling that enabled DeepSeek V4’s successful adaptation.

AI model portingCANNDeepSeek V4

0 likes · 10 min read

Why DeepSeek V4 Can Run on Huawei Ascend: A Deep Technical Breakdown

Architects' Tech Alliance

Apr 16, 2025 · Industry Insights

How Do AI Chip Platforms Stack Up? A Deep Dive into CUDA, CANN, Neuware, and ROCm

This article analyzes the major AI system‑level compute platforms—NVIDIA's CUDA, Huawei's CANN, Cambricon's Neuware, and AMD's ROCm—examining their architectures, ecosystem support, performance features, compatibility layers, and how they shape the AI chip market.

AIAnalysisCANN

0 likes · 16 min read

How Do AI Chip Platforms Stack Up? A Deep Dive into CUDA, CANN, Neuware, and ROCm

Architects' Tech Alliance

May 29, 2023 · Artificial Intelligence

Overview of Huawei Ascend AI Full‑Stack Architecture, CANN, and AscendCL

This article introduces Huawei's Domain‑Specific Ascend AI architecture, detailing its four‑layer full‑stack design, the five‑layer abstract and three‑layer logical structures of the CANN heterogeneous computing framework, and the AscendCL programming interface with its advantages and application scenarios.

AIArchitectureAscend

0 likes · 12 min read

Overview of Huawei Ascend AI Full‑Stack Architecture, CANN, and AscendCL