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import gradio as gr | |
from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline | |
model_name = "redietmolla/amharic_qa_fine_tuned_llama_model" | |
# Load your fine-tuned model and tokenizer | |
model = AutoModelForCausalLM.from_pretrained(model_name) | |
tokenizer = AutoTokenizer.from_pretrained(model_name) | |
def qa_pipeline(question): | |
qa_pipeline = pipeline("text-generation", model=model, tokenizer=tokenizer) | |
result = qa_pipeline(f"<s>[INST] {question} [/INST]") | |
return result[0]['generated_text'] | |
iface = gr.Interface( | |
fn=qa_pipeline, | |
inputs=gr.Textbox(lines=2, placeholder="Enter your question here..."), | |
outputs="text", | |
title="Amharic QA Model", | |
description="Ask questions and get answers based on the Amharic context." | |
) | |
iface.launch() | |