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Container Service for Kubernetes:Use GPUs to train AI models in ACK clusters

Last Updated:Aug 03, 2023

This topic describes the use scenarios, customer requirements, architecture, and references for using GPUs to train AI models.

Use scenarios

You can use GPUs to train AI image generation models, use Cloud Parallel File System (CPFS) and Apsara File Storage NAS (NAS) file systems to store and share model data, and use Container Service for Kubernetes (ACK) to manage GPU-accelerated Elastic Compute Service (ECS) instances that are used to run training jobs.

Customer requirements

  • Build basic training environments for AI image generation models

  • Use CPFS to store model training data

  • Use Apsara AI acceleration tools to accelerate model training

  • Use Arena to submit training jobs

References

For more information about how to use GPUs to train AI models in ACK clusters, see Use GPUs to train AI models in ACK clusters.