KubeCon + CloudNativeCon + Open Source Summit + AI_dev China 2024

The talk proposes to delve into novel methods for enhancing cross-platform GPU/AI workloads within container ecosystems, with a specific emphasis on Docker's incorporation of the WebGPU standard. This standard empowers containerized applications to utilize host GPUs and additional AI accelerators via a flexible API. Consequently, there's no longer a necessity to construct Docker images tailored to individual GPU vendors and their proprietary drivers. The presentation will feature a demonstration highlighting how the WasmEdge project capitalizes on the WebGPU standard to craft portable LLM inference applications in Rust. Additionally, Docker's seamless management and orchestration of these applications will be showcased.

本次演讲旨在探讨增强容器生态系统中跨平台GPU/AI工作负载的新方法，特别强调Docker对WebGPU标准的整合。该标准使容器化应用程序能够通过灵活的API利用主机GPU和额外的AI加速器。因此，不再需要构建针对个别GPU供应商及其专有驱动程序的Docker镜像。演示将展示WasmEdge项目如何利用WebGPU标准在Rust中创建可移植的LLM推理应用程序。此外，还将展示Docker对这些应用程序的无缝管理和编排能力。