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articles/machine-learning/prompt-flow/how-to-develop-flow.md

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@@ -82,9 +82,9 @@ You can link nodes by referencing node output. For example, you can reference th
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#### LLM nodes
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For an LLM node for Azure OpenAI, you need to select **Connection**, **Api**, and **deployment_name**, and set the **Prompt**. You use the connection to securely store and manage secret keys or other sensitive credentials required for interacting with Azure OpenAI.
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For an Azure OpenAI LLM node, you need to select **Connection**, **Api**, and **deployment_name**, and set the **Prompt**. You use the connection to securely store and manage secret keys or other sensitive credentials required for interacting with Azure OpenAI.
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If you don't already have a connection, create it before you add an LLM node, and make sure the Azure OpenAI resource has a **chat** or **completion** deployment. For more information, see [Set up a connection](get-started-prompt-flow.md#set-up-a-connection) and [Create a resource and deploy a model using Azure OpenAI](/azure/cognitive-services/openai/how-to/create-resource).
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If you don't already have a connection, create it before you add the LLM node, and make sure the Azure OpenAI resource has a **chat** or **completion** deployment. For more information, see [Set up a connection](get-started-prompt-flow.md#set-up-a-connection) and [Create a resource and deploy a model using Azure OpenAI](/azure/cognitive-services/openai/how-to/create-resource).
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#### Python nodes
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:::image type="content" source="./media/how-to-develop-flow/view-flow-output.png" alt-text=" Screenshot of view output button in two locations." lightbox ="./media/how-to-develop-flow/view-flow-output.png":::
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After the flow run completes, you can select **View outputs** to check all historical outputs on the **Outputs** screen.
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:::image type="content" source="./media/how-to-develop-flow/authoring-test-result.png" alt-text="Screenshot of flow test result." lightbox ="./media/how-to-develop-flow/authoring-test-result.png":::
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Select the **Trace** tab on the **Outputs** screen to see a graph that provides information about the duration and associated token cost of the flow. Select **flow** under **node name** to see detailed flow overview information in the right pane.
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Expand **flow** and select any step to see detailed information for that step. You can see the duration of each node execution in the span tree. For more information, see [Trace Span Specification](https://microsoft.github.io/promptflow/reference/trace-span-spec-reference.html).
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:::image type="content" source="./media/how-to-develop-flow/authoring-trace.png" alt-text=" Screenshot of trace detail." lightbox ="./media/how-to-develop-flow/authoring-trace.png":::
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After a flow run completes, you can select **View outputs** to check all historical outputs.
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:::image type="content" source="./media/how-to-develop-flow/authoring-test-result.png" alt-text="Screenshot of flow test result." lightbox ="./media/how-to-develop-flow/authoring-test-result.png":::
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## Develop a chat flow
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A *chat flow* is a specific type of prompt flow designed for conversational application development. Chat flow builds on the standard flow capabilities to provide enhanced support for chat inputs/outputs and chat history. By using chat flow, you can easily create a chatbot that handles chat input and output.
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To create a chat flow, on the **Create a new flow** screen, select **Create** on the **Chat flow** card, or select **Chat** in the **Explore gallery** and clone one of the available flows.
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In a chat flow authoring page, the chat flow is tagged with a **Chat** label to distinguish it from standard and evaluation flows. To test a chat flow, you select **Chat** at the top of the page to trigger a **Chat** box for conversation.
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In a chat flow authoring page, the chat flow is tagged with a **Chat** label to distinguish it from standard and evaluation flows. To test a chat flow, you select **Chat** at the top of the page to open a **Chat** box for conversation.
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:::image type="content" source="./media/how-to-develop-flow/chat-authoring-layout.png" alt-text="Screenshot of chat flow authoring page." lightbox ="./media/how-to-develop-flow/chat-authoring-layout.png":::
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