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articles/container-apps/gpu-image-generation.md

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ms.custom:
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- ignite-2024
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ms.topic: how-to
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ms.date: 03/16/2025
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ms.date: 03/17/2025
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ms.author: cshoe
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zone_pivot_groups: container-apps-portal-or-cli
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---
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## Create environment variables
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Define the following environment variables. Replace the `<PLACEHOLDERS>` with your values.
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Define the following environment variables. Before running this command, replace the `<PLACEHOLDERS>` with your values.
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```azurecli
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$RESOURCE_GROUP="<RESOURCE_GROUP>"
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## Create your container app
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1. Create the resource group to contain the resources you create in this tutorial.
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1. Create the resource group to contain the resources you create in this tutorial. This command should output `Succeeded`.
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```azurecli
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az group create \
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--query "properties.provisioningState"
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```
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1. Create a Container Apps environment to host your container app.
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1. Create a Container Apps environment to host your container app. This command should output `Succeeded`.
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```azurecli
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az containerapp env create \
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Open the application URL for your container app in your browser. Note it can take up to five minutes for the container app to start up.
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The Azure Container Apps with Serverless GPUs application lets you enter a prompt to generate an image. You can also simply select `Generate Image` to use the default prompt. In the next step, you view the results of the GPU processing.
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> [!NOTE]
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> - To achieve the best performance of your GPU apps, follow the steps to [improve cold start for your serverless GPUs](gpu-serverless-overview.md#improve-gpu-cold-start).
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> - When there are multiple containers in your application, the first container gets access to the GPU.
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## Monitor your GPU
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Once you generate an image, use the following steps to view results of the GPU processing:
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Once you generate an image, use the following steps to view the results of the GPU processing:
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1. Open your container app in the Azure portal.
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