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articles/ai-foundry/openai/how-to/fine-tuning-deploy.md

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ms.service: azure-ai-openai
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ms.custom: build-2023, build-2023-dataai, devx-track-python, references_regions
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ms.topic: how-to
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ms.date: 07/02/2025
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ms.date: 07/25/2025
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author: mrbullwinkle
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ms.author: mbullwin
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---
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--sku-capacity "1"
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--sku-name "Standard"
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```
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[!INCLUDE [Fine-tuning deletion](../includes/fine-tune.md)]
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-H "api-key: $AZURE_OPENAI_API_KEY" \
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-d '{"messages":[{"role": "system", "content": "You are a helpful assistant."},{"role": "user", "content": "Does Azure OpenAI support customer managed keys?"},{"role": "assistant", "content": "Yes, customer managed keys are supported by Azure OpenAI."},{"role": "user", "content": "Do other Azure services support this too?"}]}'
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```
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## [CLI](#tab/cli)
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Azure CLI is only for control plane operations such as resource creation and [model deployment](/cli/azure/cognitiveservices/account/deployment). For inference operations, use the [REST API](azure/ai-foundry/openai/reference-preview-latest), or the [language based SDKs](../supported-languages.md).
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### Prompt caching

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