app.py

import streamlit as st
import base64

from huggingface_hub import InferenceClient

client = InferenceClient(api_key=st.secrets["HF_TOKEN"])

def classify_picture(image_url):
	messages = [
		{
			"role": "user",
			"content": [
				{
					"type": "image_url",
					"image_url": {
						"url": image_url
					}
				},
				{
					"type": "text",
					"text": """Based upon the image, at what sort of location or in where is this participant most likely attending their online meeting? Be more specific rather than general. Answer in one sentence in the format of: "This participant is most likely attending their online meeting [location]."""
				},
			]
		}
	]

	stream = client.chat.completions.create(
		model="meta-llama/Llama-3.2-11B-Vision-Instruct", 
		messages=messages, 
		max_tokens=100,
		stream=True
	)

	result = ""
	for chunk in stream:
		result += chunk.choices[0].delta.content
	return result

st.title("Online Meeting Location Classifier")

option = st.selectbox(
    "Target Image",
    ("Camera", "Demo 1", "Demo 2", "Demo 3", "Demo 4"),
	index=None,
    placeholder="Select Image...",
)

if option == "Camera":
	enable = st.checkbox("Enable camera")
	picture_buffer = st.camera_input("Take a picture")

	if picture_buffer is not None:
		image_url = "data:image/jpeg;base64," + base64.b64encode(picture_buffer.getvalue()).decode("utf-8")

		if st.button("Generate Location"):
			st.write(classify_picture(image_url))
elif option is not None:
	if option == "Demo 1":
		image_url = "https://media.istockphoto.com/id/1353209475/video/happy-indian-business-man-talking-to-webcam-having-virtual-meeting-in-office.jpg?s=640x640&k=20&c=DUEzmtpErdZxDavYMOmLuKExEWIVWUusRUh9wYd20j0="
	elif option == "Demo 2":
		image_url = "https://cdn.prod.website-files.com/62180286278929909e43b116/63c216577ab752f188142733_Using%20a%20Custom%20Zoom%20Background.jpg"
	elif option == "Demo 3":
		image_url = "https://media.istockphoto.com/id/1319103417/photo/inspired-female-teacher-in-headphones-meet-students-online-give-class.jpg?s=612x612&w=0&k=20&c=cSGIQIwPFpVi7m4MR2_SLlwDcpBELdnNnLNgdtH6Bak="
	elif option == "Demo 4":
		image_url = "https://www.rivertribe.co.uk/wp-content/uploads/2020/04/EV1Twz9XgAExEJ5-e1587484451269.jpg"
	st.image(image_url, use_column_width=True)

	if st.button("Generate Location"):
		st.write(classify_picture(image_url))