LoRA/QLoRA adapter for Tam (تم) — an Omani-Arabic assistant by Direction AI, fine-tuned on cleaned Omani-culture behaviour data. Apply on top of Qwen/Qwen3-14B:

python

from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel

base = "Qwen/Qwen3-14B"
tok = AutoTokenizer.from_pretrained(base)
model = AutoModelForCausalLM.from_pretrained(base, torch_dtype="bfloat16", device_map="auto")
model = PeftModel.from_pretrained(model, "shaaarplegs/tam-omani-v3")