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articles/ai-services/openai/faq.yml

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- question: |
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Why was my fine-tuned model deployment deleted?
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answer:
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If a customized (fine-tuned) model is deployed for more than 15 days during which no completions or chat completions calls are made to it, the deployment is automatically deleted (and no further hosting charges are incurred for that deployment). The underlying customized model remains available and can be redeployed at any time. To learn more, check out the [how-to-article](how-to/fine-tuning.md?pivots=programming-language-studio#deploy-a-customized-model).
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If a customized (fine-tuned) model is deployed for more than 15 days during which no completions or chat completions calls are made to it, the deployment is automatically deleted (and no further hosting charges are incurred for that deployment). The underlying customized model remains available and can be redeployed at any time. To learn more, check out the [how-to-article](/azure/ai-services/openai/how-to/fine-tuning?tabs=turbo%2Cpython-new&pivots=programming-language-studio#deploy-a-custom-model).
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How do I deploy a model with the REST API?
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articles/ai-services/openai/includes/fine-tuning-python.md

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[!INCLUDE [Fine-tuning deletion](fine-tune.md)]
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You can use either [Azure OpenAI](#deploy-fine-tuned-model) or the [Azure CLI](#deploy-a-model-with-azure-cli) to deploy your customized model.
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You can also use [Azure OpenAI Studio](/azure/ai-services/openai/how-to/fine-tuning?tabs=turbo%2Cpython-new&pivots=programming-language-studio#deploy-a-fine-tuned-model) or the [Azure CLI](#deploy-a-model-with-azure-cli) to deploy your customized model.
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> [!NOTE]
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> Only one deployment is permitted for a customized model. An error occurs if you select an already-deployed customized model.

articles/ai-services/openai/whats-new.md

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- **DALL-E 2 public preview**. Azure OpenAI Service now supports image generation APIs powered by OpenAI's DALL-E 2 model. Get AI-generated images based on the descriptive text you provide. To learn more, check out the [quickstart](./dall-e-quickstart.md). To request access, existing Azure OpenAI customers can [apply by filling out this form](https://aka.ms/oai/access).
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- **Inactive deployments of customized models will now be deleted after 15 days; models will remain available for redeployment.** If a customized (fine-tuned) model is deployed for more than fifteen (15) days during which no completions or chat completions calls are made to it, the deployment will automatically be deleted (and no further hosting charges will be incurred for that deployment). The underlying customized model will remain available and can be redeployed at any time. To learn more check out the [how-to-article](./how-to/fine-tuning.md?pivots=programming-language-studio#deploy-a-customized-model).
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- **Inactive deployments of customized models will now be deleted after 15 days; models will remain available for redeployment.** If a customized (fine-tuned) model is deployed for more than fifteen (15) days during which no completions or chat completions calls are made to it, the deployment will automatically be deleted (and no further hosting charges will be incurred for that deployment). The underlying customized model will remain available and can be redeployed at any time. To learn more check out the [how-to-article](/azure/ai-services/openai/how-to/fine-tuning?tabs=turbo%2Cpython-new&pivots=programming-language-studio#deploy-a-custom-model).
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## March 2023

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