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Copilot Studio - General
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Integrate a PVA chatbot with Azure OpenAI using your data - TBD

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Posted on by 90

First, I use the method from @HenryJammes ,It's good for my prod env to use PVA ChatBot to answer Employee questions,But sometime someone input key words it not good, and will get not good answer from my bot.

Two weeks ago,I read Azure OpenAI on your data (preview)This way support semantic search.

Maybe, It's a better way for use PVA chatBot answer your Employee questions.

Here is my Step to use Azure OpenAI on your data (preview) in my PVA:

1. I follow Quickstart: Chat with Azure OpenAI models using your own data complete the setting and upload my data.

2. I Create an Topic named "Cognitive search"

Screenshot 2023-07-07 at 9.02.41 AM.png

3. I create Power automate flow in step 2's action

Screenshot 2023-07-07 at 9.07.37 AM.png

4.I trigger the flow and got output from Azure Cognitive search

 

 

{
 "id": "12345678-1a2b-3c4e5f-a123-12345678abcd",
 "model": "",
 "created": 1684304924,
 "object": "chat.completion",
 "choices": [
 {
 "index": 0,
 "messages": [
 {
 "role": "tool",
 "content": "{\"citations\": [{\"content\": \"\\nCognitive Services are cloud-based artificial intelligence (AI) services...\", \"id\": null, \"title\": \"What is Cognitive Services\", \"filepath\": null, \"url\": null, \"metadata\": {\"chunking\": \"orignal document size=250. Scores=0.4314117431640625 and 1.72564697265625.Org Highlight count=4.\"}, \"chunk_id\": \"0\"}], \"intent\": \"[\\\"Learn about Azure Cognitive Services.\\\"]\"}",
 "end_turn": false
 },
 {
 "role": "assistant",
 "content": " \nAzure Cognitive Services are cloud-based artificial intelligence (AI) services that help developers build cognitive intelligence into applications without having direct AI or data science skills or knowledge. [doc1]. Azure Machine Learning is a cloud service for accelerating and managing the machine learning project lifecycle. [doc1].",
 "end_turn": true
 }
 ]
 }
 ]
}

 

 

not complete yet, and will update. 

  • sleepeatazure Profile Picture
    2 on at
    Re: Integrate a PVA chatbot with Azure OpenAI using your data - TBD

    Hi Henry,

    I have deployed my GPT432K model as a PVA in copilot/I can see a new Conversational Booster topic has been added but I can see the model details if I edit the DataSource. But whenever I am asking any question, it's going to default fallback and I am not getting any error message as well. Any idea what I might be doing wrong? I have used semantic search and also have selected standard tier while creating the index. 

  • remidyon Profile Picture
    on at
    Re: Integrate a PVA chatbot with Azure OpenAI using your data - TBD

    Once you add your data source and configure it with vector search it will automatically create an endpoint which you can use in Power Automate by using the HTTP connector. You can see the end point details by clicking on "view code" above the chat window: 

    remidyon_0-1698753712951.png

     

    remidyon_1-1698753735639.png

     

  • camcash714 Profile Picture
    5 on at
    Re: Integrate a PVA chatbot with Azure OpenAI using your data - TBD

    Screenshot 2023-10-30 at 3.00.54 PM.png

    hey @remidyon, I am trying to deploy to a PVA bot, so it looks like vector search is still unsupported. I am wondering if there may be a workaround you might suggest that could possibly entail a power automate flow, or HTTP request to cognitive search but using vector search rather than semantic

  • remidyon Profile Picture
    on at
    Re: Integrate a PVA chatbot with Azure OpenAI using your data - TBD

    It seems like vector models support has been added:

    remidyon_1-1698699314930.png

     

     

  • camcash714 Profile Picture
    5 on at
    Re: Integrate a PVA chatbot with Azure OpenAI using your data - TBD

    @remidyon @HenryJammes would it be possible to implement this with vector search rather than semantic?

  • AbigailCuadra Profile Picture
    15 on at
    Re: Integrate a PVA chatbot with Azure OpenAI using your data - TBD

    Hi @remidyon Thanks for the idea!! It works.. 🙂 

  • remidyon Profile Picture
    on at
    Re: Integrate a PVA chatbot with Azure OpenAI using your data - TBD

    @AbigailCuadra you can manage security and access to your blob storage. I am able to click on the link in PVA and open the PDF stored in blob storage after I configured it correctly.

  • HenryJammes Profile Picture
    on at
    Re: Integrate a PVA chatbot with Azure OpenAI using your data - TBD

    I would use URLs that users can access, for example SharePoint ones, if documents are indexed from that source.

  • AbigailCuadra Profile Picture
    15 on at
    Re: Integrate a PVA chatbot with Azure OpenAI using your data - TBD

    Hi @HenryJammes Thank you for your quick reply and letting me know that it is work in progress. So, for now, what would be the work around or suggested channel that is the suitable as of the moment where we can deploy our PVA bot to support citation? 

  • HenryJammes Profile Picture
    on at
    Re: Integrate a PVA chatbot with Azure OpenAI using your data - TBD

    Hi @AbigailCuadra 

     

    There is work in progress to support citation management, but this will of course depend on the channel and where you deploy your PVA bot.

     

    Henry

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