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Multi-Node Training for AI on Kubernetes (VMware Tanzu)
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Multi-Node Training for AI on Kubernetes (VMware Tanzu)
Multi-Node Training for AI on Kubernetes (VMware Tanzu) (Latest Version)
AI Practitioner
Overview
Multi-Node Training with Tanzu Overview
Distributed Training
Model Parallelism
Data Parallelism
Horovod - Framework support for Data Parallelism
What is Message Passing Interface (MPI)?
What is the NVIDIA Collective Communications Library (NCCL)?
Hardware Used For Distributed Training
GPUDirect RDMA
How to write distributed training workloads on GPUs using Horovod
Kubernetes Overview
Why use Kubernetes for Multi Node workflows?
What are the GPU and MPI operators?
Kubernetes with VMware Tanzu
Step #1: Single-Node Training
Lab Overview
Step #2: Multi-Node Training
Next Steps
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Last updated on Feb 1, 2023.