kirkhofer / data-ai

data-ai

Repo to share things I have learned over my many years of programming and data experiences

Captain's Log

2024-06-04

• 🆙 Updates for APIM using the new backends and circuit breakers see here

  NOTE: This truly simplifies management and APIM manages a lot of this for you now

2024-03-20

• Added Azure Automation script to suspend Fabric Capacity

2024-02-22

• Pricing and Model variants helper pricing

2024-02-06

• 🆕 Assistants API notebook with a file movie-assistant

2024-01-28

• 🥵 Azure API Management with Azure OpenAI retry 429 logic here

2024-01-20

• Prompt Flow replacement for bing it now using serp it

2024-01-19

• 🆙 Balancer.py and chat.py updated to support the new Python SDK v1.0.0 and higher

  NOTE: Got rid of the deployment list so back to REST API for that

• 🆙 azsqlnlp.py updated to support the new Python SDK v1.0.0 and higher
• 🆙 chatbot.py updated to support the new Python SDK v1.0.0 and higher
• 🆙 bingit.py updated to support the new Python SDK v1.0.0 and higher
• 🆙 aoai.py updated to support the new Python SDK v1.0.0 and higher
• 🆙 aoaihelper.ipynb removed import openai as it wasn't used (bad code)

My install

• Have a PC and a Mac (MacBook Pro mid-2012...please send me a new one)
• VS Code
• PowerShell Core (Not Windows PowerShell)
• Windows: Running on WSL (Windows Subsystem for Linux)

Azure OpenAI

This is all the buzz as of late and I am quite impressed with what we are able to do with it. I have included an initial script in my aoai folder to review. This includes a couple of examples:

• Use NLP to query a Azure SQL database
• Use PowerShell to test a ton of models and examples
• Python notebook with examples and SQL generative

Power BI

Azure Data Explorer

Have a complete walkthrough using a Free Cluster (No cost) to test ADX