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gcloud-help/gcloud/container/ai/profiles/help
2025-12-10 10:54:29 +00:00

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NAME
gcloud container ai profiles - quickstart engine for GKE AI workloads
SYNOPSIS
gcloud container ai profiles GROUP | COMMAND [GCLOUD_WIDE_FLAG ...]
DESCRIPTION
The GKE Inference Quickstart helps simplify deploying AI inference on
Google Kubernetes Engine (GKE). It provides tailored profiles based on
Google's internal benchmarks. Provide inputs like your preferred
open-source model (e.g. Llama, Gemma, or Mistral) and your application's
performance target. Based on these inputs, the quickstart generates
accelerator choices with performance metrics, and detailed, ready-to-deploy
profiles for compute, load balancing, and autoscaling. These profiles are
provided as standard Kubernetes YAML manifests, which you can deploy or
modify.
To visualize the benchmarking data that support these estimates, see the
accompanying Colab notebook:
https://colab.research.google.com/github/GoogleCloudPlatform/kubernetes-engine-samples/blob/main/ai-ml/notebooks/giq_visualizations.ipynb
GCLOUD WIDE FLAGS
These flags are available to all commands: --help.
Run $ gcloud help for details.
GROUPS
GROUP is one of the following:
benchmarks
Manage benchmarks for GKE Inference Quickstart.
manifests
Generate optimized Kubernetes manifests.
model-server-versions
Manage supported model server versions for GKE Inference Quickstart.
model-servers
Manage supported model servers for GKE Inference Quickstart.
models
Manage supported models for GKE Inference Quickstart.
serving-stack-versions
List supported serving stack versions for GKE Inference Quickstart.
serving-stacks
List supported serving stacks for GKE Inference Quickstart.
use-case
List supported use cases for GKE Inference Quickstart.
COMMANDS
COMMAND is one of the following:
list
List compatible accelerator profiles.
NOTES
This variant is also available:
$ gcloud alpha container ai profiles