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import cv2 | |
import numpy as np | |
import gradio as gr | |
import requests | |
from io import BytesIO | |
def send_to_fastapi(image, question): | |
url = 'https://ahmed007-modarb-api.hf.space/analyze-image/' | |
# Convert the numpy image to bytes | |
_, encoded_image = cv2.imencode('.png', image) | |
image_bytes = BytesIO(encoded_image.tobytes()) | |
files = {'file': ('image.png', image_bytes, 'image/png')} | |
data = {'question': question} | |
response = requests.post(url, files=files, data=data) | |
return response.json()['answer'] | |
iface = gr.Interface(fn=send_to_fastapi, | |
inputs=[gr.Image(), gr.Textbox(lines=2, placeholder="Enter your question here...")], | |
outputs='text', | |
title="Image Question Answering", | |
description="Upload an image and ask a question about it.") | |
iface.launch() |