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PremSQL: Private SQL Copilot
Learn how PremSQL enables local, open‑source natural‑language interaction with databases and CSVs, covering model training, fine‑tuning, SQL generation, and visualization.
PremSQL is a fully open source project which aims for autonomous data analysis. Whether it is just data analysis for some personal project or from doing analysis around company data, it takes immense skill and time to analyse data. However, lot of cases, we might not be having the required skill to work on different analysis. So there comes PremSQL. With PremSQL, you can do the following:
- connect databases (MySQL, Postgres, SQLite etc) and chat with it
- connect with CSVs and do the same
- import any kaggle dataset and do the same
Analysis includes querying to databases, qna around the tables inside the DBs, plotting charts, all with natural language.
Not only that it comes with Prem-1B-SQL which is a 1B parameter model. This runs locally (supports ollama / apple mlx also). Last but not the least premsql is a python library and you can fine-tune your own model for text to SQL and extend the provided functionalities according to your needs.