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articles/machine-learning/prompt-flow/how-to-deploy-for-real-time-inference.md

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@@ -49,7 +49,7 @@ We'll use the sample flow **Web Classification** as example to show how to deplo
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When you deploy prompt flow to managed online endpoint in UI. You need define the environment used by this flow. By default, it will use the latest prompt image version. You can specify extra packages you needed in `requirements.txt`. You can find `requirements.txt` in the root folder of your flow folder, which is system generated file.
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:::image type="content" source="./media/how-to-deploy-for-real-time-inference/requirements-text.png" alt-text="Screenshot of Web requiremnts-text. " lightbox = "./media/how-to-deploy-for-real-time-inference/requirements-text.png":::
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:::image type="content" source="./media/how-to-deploy-for-real-time-inference/requirements-text.png" alt-text="Screenshot of Web requirements-text. " lightbox = "./media/how-to-deploy-for-real-time-inference/requirements-text.png":::
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## Create an online endpoint
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articles/machine-learning/prompt-flow/how-to-secure-prompt-flow.md

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:::image type="content" source="./media/how-to-secure-prompt-flow/outbound-rule-non-azure-resources.png" alt-text="Screenshot of user defined outbound rule for non Azure resource." lightbox = "./media/how-to-secure-prompt-flow/outbound-rule-non-azure-resources.png":::
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4. In workspace which enable managed VNet, you can only deployment to managed online endpoint. You can follow [Secure your managed online endpoints with network isolation](../how-to-secure-kubernetes-inferencing-environment.md) to secure your managed online endpoint.
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4. In workspace which enable managed VNet, you can only deploy prompt flow to managed online endpoint. You can follow [Secure your managed online endpoints with network isolation](../how-to-secure-kubernetes-inferencing-environment.md) to secure your managed online endpoint.
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## Secure prompt flow use your own virtual network
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articles/machine-learning/prompt-flow/tools-reference/troubleshoot-guidance.md

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Prompt flow relies on fileshare to store snapshot of flow. If fileshare have some issue, you may encounter this issue. Here are some workarounds you can try:
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- If you're using private storage account, please see [Why I can't create or upgrade my flow when I disable public network access of storage account?](#why-i-cant-create-or-upgrade-my-flow-when-i-disable-public-network-access-of-storage-account)
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- If the storage account is enabled public access, please check whether there are datastore named `workspaceworkingdirectory` in your workspace, it should be fileshare type.
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![workspaceworkingdirectory](../media/faq/workingdirectory.png)
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![workspaceworkingdirectory](../media/faq/working-directory.png)
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- If you didn't get this datastore, you need add it in your workspace.
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- Create fileshare with name `code-391ff5ac-6576-460f-ba4d-7e03433c68b6`
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- Create data store with name `workspaceworkingdirectory` . See [Create datastores](../../how-to-datastore.md)

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