Intel has developed a new tool called AI Flame Graphs to reduce AI costs and visualize AI accelerator hardware profiles. This tool helps identify CPU flame graphs, enabling easy reduction of resource costs of AI. The tool is easy to use and low-overhead, designed to help developers quickly find performance improvements in AI workloads. The author, who invented flame graphs, believes AI developers will embrace this tool once they understand its benefits. Intel’s vision is to see widespread adoption of AI Flame Graphs for significant performance improvements in AI data centers. The potential impact of this tool on the industry is vast, with predictions of over 10% performance improvements and environmental savings in the future.
https://www.brendangregg.com/blog//2024-10-29/ai-flame-graphs.html