Zoomer：通过智能调试和优化在Meta的规模上提升AI性能
- We’re introducing Zoomer, Meta’s comprehensive, automated debugging and optimization platform for AI.
- 我们正在推出Zoomer，Meta全面的自动化调试和优化平台，用于AI。
- Zoomer works across all of our training and inference workloads at Meta and provides deep performance insights that enable energy savings, workflow acceleration, and efficiency gains in our AI infrastructure.
- Zoomer在Meta的所有训练和推理工作负载中运行，提供深度性能洞察，能够实现节能、工作流加速和我们AI基础设施的效率提升。
- Zoomer has delivered training time reductions, and significant QPS improvements, making it the de-facto tool for AI performance optimization across Meta’s entire AI infrastructure.
- Zoomer 实现了训练时间的减少和显著的 QPS 改进，使其成为 Meta 整个 AI 基础设施中 AI 性能优化的事实标准工具。
At the scale that Meta’s AI infrastructure operates, poor performance debugging can lead to massive energy inefficiency, increased operational costs, and suboptimal hardware utilization across hundreds of thousands of GPUs. The fundamental challenge is achieving maximum computational efficiency while minimizing waste. Every percentage point of utilization improvement translates to significant capacity gains that can be redirected to innovation and growth.
在Meta的AI基础设施运作的规模下，性能调试不佳可能导致巨大的能源低效、增加的运营成本以及数十万GPU的次优硬件利用率。根本挑战在于实现最大计算效率，同时最小化浪费。每一个百分点的利用率提升都转化为显著的容量增益，可以重新分配用于创新和增长。
Zoomer is Meta’s automated, one-stop-shop platform for performance profiling, debugging, analysis, and optimization of AI training and inference workloads. Since its inception, Zoomer has become the de-facto tool across Meta for GPU workload optimization, generating tens of thousands of profiling reports daily for teams across all of our apps.
Zoomer是Meta的自动化一站式平台，用于AI训练和推理工作负载的性能分析、调试、分析和优化。自成立以来，Zoomer已成为Meta在GPU工作负载优化方面的事实标准工具，每天为我们所有应用的团队生成数万个分析报告。
Why Debugging Performance Matters
为什么调试性能很重要
Our AI infrastructure supports large-scale and advanced workloads across a global fleet of GPU clusters, continually evolving to meet the growing scale and complexity of generative AI.
我们的 AI 基础设施 支持 大规模和先进的工作负载，遍布全球的 GPU 集群，不断发展以满足生成 AI 日益增长的规模和复杂性。
At the training level it supports a diverse range o...