The challenges of orchestrating and monitoring the resources of a dynamic environment such as an AI cluster--where CPU, memory, storage, GPU, and other compute resources spread across hundreds if not thousands of nodes--create an urgent need towards a more efficient workload orchestration and monitoring approach.
The OMNIA project is an open-source initiative to make deploying consolidated workloads easy and painless. The project uses open-source and free-use software started by Dell Technologies, HPC, and AI Innovation Lab.
The OMNIA software stack deploys two types of workload management software: Slurm and/or Kubernetes.
Both Slurm and Kubernetes allow deployment at any scale, bringing all the compute resources into a single entity.
Figure 28 and Figure 29 describe the respective workload management stacks.
Dell Enterprise SONiC & Augtera SONiC AI are a very powerful combination of a highly scalable NOS for modern datacenters and a real time, enterprise grade, AI/ML-based, network configuration, anomaly detection and management solution. Dell Enterprise SONiC provides customers a standards-based, open source driven, and cost-effective way to build their network.