Update deploy promptflow model links in promptflow model description.…

…md (#2159)

* update models description link

assets/promptflow/models/ask-wikipedia/description.md

@@ -3,9 +3,9 @@ The "Ask Wikipedia" is a Q&A model that employs GPT3.5 to answer questions using
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/bring-your-own-data-chat-qna/description.md

@@ -3,9 +3,9 @@ The "Bring Your Own Data Chat QnA" is a pre-trained chat model, enhanced by GPT3
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/bring-your-own-data-qna/description.md

@@ -3,9 +3,9 @@ The "Bring your own data QnA" is a pre-trained Q&A model, enhanced by GPT3.5, th
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/chat-with-wikipedia/description.md

@@ -3,9 +3,9 @@ The "Chat with Wikipedia" is a pre-trained chat model with GPT3.5: it combines c
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/classification-accuracy-eval/description.md

@@ -3,9 +3,9 @@ The "Classification Accuracy Evaluation" is a model designed to assess the effec
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/playground-ayod-rag/description.md

@@ -2,9 +2,9 @@ The "Playground AYOD (Add your own data)" is a RAG Flow representation of Azure
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time | N/A | N/A
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/qna-ada-similarity-eval/description.md

@@ -3,9 +3,9 @@ The "QnA Ada Similarity Evaluation" is a model to evaluate the Q&A Retrieval Aug
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/qna-coherence-eval/description.md

@@ -3,9 +3,9 @@ The "QnA Coherence Evaluation" is a model to evaluate the Q&A Retrieval Augmente
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/qna-f1-score-eval/description.md

@@ -3,9 +3,9 @@ The "QnA F1 Score Evaluation" is a model to evaluate the Q&A Retrieval Augmented
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/qna-fluency-eval/description.md

@@ -3,9 +3,9 @@ The "QnA Fluency Evaluation" is a model to evaluate the Q&A Retrieval Augmented
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/qna-gpt-similarity-eval/description.md

@@ -3,9 +3,9 @@ The "QnA GPT Similarity Evaluation" is a model to evaluate the Q&A Retrieval Aug
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/qna-groundedness-eval/description.md

@@ -3,9 +3,9 @@ The "QnA Groundedness Evaluation" is a model to evaluate the Q&A Retrieval Augme
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/qna-non-rag-metrics-eval/description.md

@@ -3,9 +3,9 @@ The Q&A evaluation flow will evaluate the Q&A systems by leveraging the state-of
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/qna-rag-metrics-eval/description.md

@@ -3,9 +3,9 @@ The Q&A RAG (Retrieval Augmented Generation) evaluation flow will evaluate the Q
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/qna-relevance-eval/description.md

@@ -3,9 +3,9 @@ The "QnA Relevance Evaluation" is a model to evaluate the Q&A Retrieval Augmente
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/qna-with-your-own-data-using-faiss-index/description.md

@@ -3,9 +3,9 @@ The "QnA with Your Own Data Using Faiss Index" is a Q&A model with GPT3.5 using
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/template-chat-flow/description.md

@@ -3,9 +3,9 @@ The "Template Chat Flow" is a chat model using GPT3.5 that generates the next me
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/template-eval-flow/description.md

@@ -3,9 +3,9 @@ The "Template Evaluation Flow" is a evaluate model to measure how well the outpu
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/template-standard-flow/description.md

@@ -3,9 +3,9 @@ The "Template Standard Flow" is a model using GPT3.5 to generate a joke based on
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)

assets/promptflow/models/use-functions-with-chat-models/description.md

@@ -3,9 +3,9 @@ The "Use Functions with Chat Models" is a chat model illustrates how to employ t
 
 ### Inference samples
 
-Inference type|Python sample (Notebook)|CLI with YAML
+Inference type|CLI|VS Code Extension
 |--|--|--|
-Real time|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/media/deploy-to-aml-code/sdk/deploy.ipynb" target="_blank">deploy-promptflow-model-python-example</a>|<a href="https://github.com/microsoft/promptflow/blob/pm/3p-inside-materials/docs/go-to-production/deploy-to-aml-code.md" target="_blank">deploy-promptflow-model-cli-example</a>
+Real time|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-cli-example</a>|<a href="https://microsoft.github.io/promptflow/how-to-guides/deploy-a-flow/index.html" target="_blank">deploy-promptflow-model-vscode-extension-example</a>
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 ### Sample inputs and outputs (for real-time inference)