Getting your Semantic-Kernel Streamlit webapp moving

This repo is intended to show how to do things in a jupyter notebook, then followed up wiht a streamlit web app.

Requirements:

• Pip install the requirements.txt file.
• .env file which should look like the one below:

GLOBAL_LLM_SERVICE="AzureOpenAI"
AZURE_OPENAI_API_KEY="XXX"
AZURE_OPENAI_ENDPOINT="https://xxx.openai.azure.com/"
AZURE_OPENAI_CHAT_DEPLOYMENT_NAME="gpt-4-1106"
AZURE_OPENAI_TEXT_DEPLOYMENT_NAME="gpt-4-1106"
AZURE_OPENAI_EMBEDDING_DEPLOYMENT_NAME="text-embedding-ada-002"
AZURE_OPENAI_API_VERSION="2024-05-01-preview"
##Semantic Kernel Settings:
AZURE_AISEARCH_API_KEY=""
AZURE_AISEARCH_URL=""

Notebook Overview:

Each Notebook builds off the previous - so try them out in order.

Plugin:

• 001_JokePlugIn.ipynb: Using a Semantic Kernel Plugin from the Plugin directory. If this won't work, we need to do some work.
• when that notebook works - it means your .env file is setup, and you have the requirements installed, then we should be able to leverage streamlit and run the first web app:

streamlit run 001_jokewebapp.py

Web App

Function Calling and Message

• 002_FunctionCallingAndMessage.ipynb: Using a Semantic Kernel Plugin from the Plugin directory. If this won't work, we need to do some work.
• when that notebook works, then we should be able to leverage streamlit and run the second web app:

streamlit run 002_functionCallingAndMessage.py

Web App )

Semantic Kernel and Automatic Function Calling

• 003_SemanticKernelAutomaticFunctionCalling.ipynb Web App

Semantic Kernel and SQL Function Calling

• 004_SQLServerQueries.ipynb

streamlit run 004_SQLServerQueries.py

Web App

Parallel Function Calling - (With Functions)

• 005_parrallelfunctioncalling.ipynb

Semantic Kernel with Automatic Function Calling

https://devblogs.microsoft.com/semantic-kernel/planning-with-semantic-kernel-using-automatic-function-calling/

Parallel Function Calling Support Models:

https://learn.microsoft.com/en-us/azure/ai-services/openai/how-to/function-calling

• gpt-35-turbo (1106)
• gpt-35-turbo (0125)
• gpt-4 (1106-Preview)
• gpt-4 (0125-Preview)
• gpt-4 (vision-preview)
• gpt-4 (2024-04-09)
• gpt-4o (2024-05-13)
• gpt-4o-mini (2024-07-18)