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import gradio as gr
from transformers import BlipForQuestionAnswering, AutoProcessor
from PIL import Image
model = BlipForQuestionAnswering.from_pretrained("Salesforce/blip-vqa-base")
processor = AutoProcessor.from_pretrained("Salesforce/blip-vqa-base")
def answer_question(image, question):
inputs = processor(image, question, return_tensors="pt")
out = model.generate(**inputs)
answer = processor.decode(out[0], skip_special_tokens=True)
return answer
iface = gr.Interface(
fn=answer_question,
inputs=[
gr.inputs.Image(type="pil", label="Upload Image"),
gr.inputs.Textbox(label="Enter Your Question")
],
outputs="text",
title="BLIP Question Answering",
description="Upload an image and ask a question to get an answer."
)
iface.launch()
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