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Architects' Tech Alliance
Architects' Tech Alliance
Aug 21, 2023 · Artificial Intelligence

AI Compute Landscape: GPU Architectures, Tensor Cores, NVLink, and Scaling Challenges

The article surveys the AI compute ecosystem, explaining why CPUs are unsuitable for AI workloads, how heterogeneous CPU‑plus‑accelerator designs dominate, and detailing the evolution of NVIDIA GPUs, Tensor Cores, memory technologies, and inter‑GPU networking that enable large‑scale model training.

AI computeAI hardwareGPU architecture
0 likes · 11 min read
AI Compute Landscape: GPU Architectures, Tensor Cores, NVLink, and Scaling Challenges
DataFunTalk
DataFunTalk
Mar 16, 2021 · Artificial Intelligence

Weibo Multimodal Content Understanding Service Architecture and GPU Heterogeneous Cluster Solutions

This article details Weibo's large‑scale multimodal content understanding platform, covering its background, data and model heterogeneity challenges, the end‑to‑end workflow, GPU‑heterogeneous cluster design, resource scheduling, performance optimization for distributed training and online inference, and comprehensive monitoring to ensure stable, low‑latency AI services.

AI infrastructureGPU clusteringWeibo
0 likes · 17 min read
Weibo Multimodal Content Understanding Service Architecture and GPU Heterogeneous Cluster Solutions