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data-ai

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

Captain's Log

2024-09-30

  • 🆕 Notebook for Tropical storms using Azure Maps
    • I have always enjoyed creating content with weather and maps
    • And of course we got storm "Kirk" this year! At least it is staying in the middle of the ocean

2024-08-21

  • 🆕 Notebook for load testing Azure OpenAI

    NOTE: You can twist this many ways as needed

2024-08-14

  • 🆕 Notebook to show capacity in Azure OpenAI

2024-08-06

  • 🆙 SQL Tester added some code to output the total sessions in use

2024-06-25

2024-06-18

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

2024-02-22

  • Pricing and Model variants helper pricing

2024-02-06

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
    • Extensions: REST Client (must have)
  • PowerShell Core (Not Windows PowerShell)
  • Windows: Running on WSL (Windows Subsystem for Linux)

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

Azure Data Explorer

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

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