getting-started.md

Getting Started

Setup

conda create -n sqlft python=3.10 -y
conda activate sqlft
pip install -r requirements.txt

Hugging Face Authentication

Required for pushing models or pulling gated models:

huggingface-cli login

Train

python src/fine_tune.py

This will:

• Load and split the dataset (95% train, 5% validation)
• Fine-tune the model with LoRA
• Save the model to outputs/sql_translator_model/
• Save the validation set to outputs/val_dataset/

Edit config.yaml to change hyperparameters, dataset, or model.

Inference

python src/inference.py --hf --schema "employees(id, name, salary)" --question "List all employees"
python src/inference.py --hf  # interactive mode

Evaluate

python src/evaluate.py --hf --num-samples 50

For more details, see API Reference.