Ask questions of your data with LLM assistance
Project description
sqlite-utils-ask
Ask questions of your data with LLM assistance
Installation
Install this plugin in the same environment as sqlite-utils.
sqlite-utils install sqlite-utils-ask
sqlite-utils ask
Ask questions of a SQLite database file like this:
sqlite-utils ask content.db 'How many repos?'
The tool will use an LLM (gpt-4o-mini
by default) to generate the appropriate SQL query by passing through your question and the database schema, and will then execute the query and return the result.
sqlite-utils ask-files
You can also ask questions directly of CSV, TSV or JSON files. These will be imported into an in-memory SQLite database prior to running the query.
sqlite-utils ask-files data.csv 'How many repos?'
You can pass multiple files and run queries across multiple resulting tables.
sqlite-utils ask-files legislators.csv votes.csv 'How many votes did each legislator cast?'
Development
To set up this plugin locally, first checkout the code. Then create a new virtual environment:
cd sqlite-utils-ask
python -m venv venv
source venv/bin/activate
Now install the dependencies and test dependencies:
pip install -e '.[test]'
To run the tests:
python -m pytest
To capture new HTTP interactions, run:
PYTEST_OPENAI_API_KEY=your-key python -m pytest --record-mode once
Or use --record-mode all
to re-record all interactions.
Project details
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