https://deploy-preview-499--volcano-sh.netlify.app/en/tags/practice/ Recent content in Practice on Volcano Hugo -- gohugo.io en-us ©2025 Volcano Tue, 06 Jan 2026 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/introducing-kthena-redefining-llm-inference-for-the-cloud-native-era/ Tue, 06 Jan 2026 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/introducing-kthena-redefining-llm-inference-for-the-cloud-native-era/ Kthena is a Kubernetes-native LLM inference routing and orchestration layer for production-scale serving. https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.13.0-release/ Mon, 29 Sep 2025 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.13.0-release/ New Features: LeaderWorkerSet support for large model inference, Cron VolcanoJob, Label-based HyperNode auto-discovery, Native Ray framework support, HCCL plugin support, Enhanced NodeGroup functionality, ResourceStrategyFit plugin, Colocation decoupled from OS, Custom oversubscription resource names, Kubernetes v1.33 support, and more https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.12.0-release/ Thu, 12 Jun 2025 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.12.0-release/ New features: Network Topology-Aware Scheduling (Alpha), Dynamic MIG Partitioning for GPU Virtualization, DRA Support, Queue Capacity Management in Volcano Global, Security Enhancements, Performance Optimizations, Gang Scheduling for Generic Workloads, Job Flow Improvements, and Kubernetes v1.32 Support. https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.11.0-release/ Fri, 07 Feb 2025 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.11.0-release/ New Features: Network topology-aware scheduling, Elastic hierarchical queues, Multi-cluster AI job scheduling, online/offline workloads colocation with dynamic resource oversubscription, Load-aware descheduling, Fine-grained job fault recovery policies, Volcano Dashboard for resource visualization, Supports for Kubernetes v1.31, Volcano Job supports for Preemption Policy, and Performance optimizations for large-scale scenarios https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.10.0-release/ Sun, 29 Sep 2024 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.10.0-release/ New features: Support Queue Priority Scheduling Strategy, Enable Fine-Grained GPU Resource Sharing and Reclaim, Introduce Pod Scheduling Readiness Support, Add Sidecar Container Scheduling Capabilities, Enhance Vcctl Command Line Tool, Ensure Compatibility with Kubernetes v1.30, Strengthen Volcano Security Measures, Optimize Volcano for Large-Scale Performance, Improve GPU Monitoring Function, Optimize Helm Chart Installation And Upgrade Processes, etc. https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.9.0-release/ Tue, 21 May 2024 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.9.0-release/ New features: Support elastic queue capacity scheduling, Supports affinity scheduling between queues and nodes, GPU sharing feature supports node scoring scheduling, Volcano Support for Kubernetes v1.29, Enhance scheduler metrics, Add license compliance check, Improve scheduling stability, etc. https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.8.2-release/ Wed, 31 Jan 2024 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.8.2-release/ New features: Support for vGPU scheduling and isolation, support for vGPU and user-defined resource preemption capabilities, addition of JobFlow workflow scheduling engine, node load-aware scheduling and rescheduling support for diverse monitoring systems, optimization of Volcano’s ability to schedule microservices, optimization of Volcano charts packages for publishing and archiving, etc. https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.7.0-release-en/ Thu, 12 Jan 2023 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/volcano-1.7.0-release-en/ New features: enhanced plugin for PyTorch Jobs, Ray on Volcano, enhanced scheduling for general Kubernetes services, multi-architecture images of Volcano, and optimized queue status info https://deploy-preview-499--volcano-sh.netlify.app/en/blog/ing_case-en/ Wed, 28 Dec 2022 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/ing_case-en/ ING Bank: How Volcano Empowers Their Big Data Analytics Platform https://deploy-preview-499--volcano-sh.netlify.app/en/blog/ruitian2-en/ Tue, 15 Jun 2021 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/ruitian2-en/ Use case description: Ruitian Capital, an investment company, uses Volcano to build their offline computing platform. https://deploy-preview-499--volcano-sh.netlify.app/en/blog/pengcheng-en/ Tue, 01 Jun 2021 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/pengcheng-en/ Volcano use case in scientific research https://deploy-preview-499--volcano-sh.netlify.app/en/blog/xiaohongshu-en/ Thu, 27 May 2021 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/xiaohongshu-en/ Best practice of Volcano at Xiaohongshu https://deploy-preview-499--volcano-sh.netlify.app/en/blog/ruitian-en/ Tue, 05 Jan 2021 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/ruitian-en/ Deep introduction about the application practice cases of Volcano in the financial field https://deploy-preview-499--volcano-sh.netlify.app/en/blog/leinao-en/ Thu, 24 Dec 2020 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/leinao-en/ Deep introduction about the challenges and solutions faced by Volcano integration with Leinao Cloud OS https://deploy-preview-499--volcano-sh.netlify.app/en/blog/hpc-en/ Tue, 27 Oct 2020 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/hpc-en/ This article uses a traditional HPC application, the Weather Research and Forecasting (WRF) model, as an example to describe how Volcano works for HPC applications. https://deploy-preview-499--volcano-sh.netlify.app/en/blog/aiqiyi-en/ Wed, 30 Sep 2020 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/aiqiyi-en/ Volcano use case in deep learning and service migration https://deploy-preview-499--volcano-sh.netlify.app/en/blog/paddlepaddle-en/ Wed, 06 Nov 2019 00:00:00 +0000 https://deploy-preview-499--volcano-sh.netlify.app/en/blog/paddlepaddle-en/ Best practice about PaddlePaddle distributed training on Volcano