KubeCon + CloudNativeCon + Open Source Summit + AI_dev China 2024

According to Gartner predication, 30% of new applications will use AI techonolgy by 2026. However, the popularity of AI applications also faces challenges. This talk will introduce the challenges, the solutions and show how to leverage Volcano to enable the intelligent applications. Volcano is a cloud native batch platform and CNCF's first container batch computing project. It is optimized for AI and Bigdata by providing the following capabilities: - Full lifecycle management for jobs - Scheduling policies for batch workloads - Support for heterogeneous hardware - Performance optimization for high performance workloads This year Volcano contributors have made great progress to help users to address challenges for intelligent application. A number of new features are on the way to accelerate the GPU/Ascend NPU training efficiency, optimize resource utilization for large scale clusters and provides fine-grained scheduling.

根据Gartner的预测，到2026年将有30%的新应用程序将使用人工智能技术。然而，人工智能应用的普及也面临挑战。 本次讲座将介绍这些挑战、解决方案，并展示如何利用Volcano实现智能应用。 Volcano是一个云原生批处理平台，也是CNCF的第一个容器批处理计算项目。它通过提供以下功能来优化人工智能和大数据： - 作业的全生命周期管理 - 批处理工作负载的调度策略 - 支持异构硬件 - 高性能工作负载的性能优化 今年，Volcano的贡献者取得了巨大进展，帮助用户解决智能应用的挑战。许多新功能正在开发中，以加速GPU/Ascend NPU训练效率，优化大规模集群的资源利用率，并提供细粒度调度。