Install Ollama (Linux/Mac)

curl -fsSL https://ollama.com/install.sh | sh

Pull a Bengali-capable model (pick one)

ollama pull qwen2.5:14b # better quality, needs more RAM/VRAM

ollama pull qwen2.5:7b # lighter, still decent on Bengali

ollama pull gemma2:9b # alternative option

Start the server (usually auto-starts, but just in case)

ollama serve

Test it's alive: curl http://localhost:11434/api/tags should list your pulled models.

Run it

pip install requests

Test on a few samples first

python generate_qa.py --input "dataset samples.json" --output question_answer.json --model qwen2.5:14b --limit 5

Once happy, run on the full file

python generate_qa.py --input "dataset samples.json" --output question_answer.json --model qwen2.5:14b