feat/ai-chat: Add core components for Database chat #5

quadfaselt · 2024-09-03T13:37:44Z

quadfaselt commented

2024-09-03 13:37:44 +00:00

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quadfaselt added 5 commits 2024-09-03 13:37:44 +00:00

feat(ai-chat): Add openai python SDK to project c61c355ee6

feat(ai-chat): Add first version of ai chat as well as frontend 923dc3b439

Includes the first version of a rudimentary chat app, still without the
SQL capabilities that we want later. For now, we can connect to the
Azure OpenAI source and then have the response displayed in a plotly
dash webapp.

Some styling and UI elements were also added, such as logos. UI
components are designed that the user cannot enter the same query twice
and cannot click the submit button as long as the query is running.

feat(ai-chat): Add SQL query field for comparison 4b9fa0579e

In order to compare the (not yet implemented) SQL query generated by
the LLM with an actual query, another text field was added that parses
the query to `pyodbc`, which connects to our database, stores the
resulting rows in a `pandas` dataframe and then visualizes it as a table
in plotly dash.

The SQL functionalities are implemented in the `sql_utils.py` module.

Additionally, some minor updates to the overall behavior and layout of
the app were implemented.

feat(ai-chat): Add code logic for AI-based data chat 94b5545173

Add the first working code logic both in terms of backend and
frontend-related tasks. Add a detailled system message for improved
results. Add several UI improvements for result display and user
information. Add text input field for direct SQL code comparison.

The implementation of the openAI backend had to be changed due to strict
rate limits of azure OpenAI free tier and was replaced with a regular
openai API key.

feat(ai-chat): Add text field to describe manual SQL input field 2c83ad2ee5

Before, there was no direct description about the usage of the manual
SQL query input field. A plotly dash component was added with a more
precise description for the user.

quadfaselt merged commit 9eab00f4bc into main

2024-09-03 13:38:24 +00:00

quadfaselt deleted branch feat/ai-chat

2024-09-03 13:38:24 +00:00

quadfaselt referenced this issue from a commit

2024-09-03 13:38:24 +00:00

Merge pull request 'feat/ai-chat

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Reference: quadfaselt/grid_application#5