app.py

import streamlit as st 
import freeGPT
from freeGPT import Client
import io 
import os
from PIL import Image
import requests

st.title("ChatGPT Vision")
st.write("Tap 'upload image' to upload image to vision and give question, if you want to generate image, then type 'Generate-- [prompt]' or 'Draw-- [prompt]' in your query")
msgs = st.container(height=500)
st.write("Upload image to use vision (optinal)")
file = st.file_uploader("Upload image")
inpt = st.chat_input(placeholder="Enter question...")
API_URL_BLIP = "https://api-inference.huggingface.co/models/Salesforce/blip-image-captioning-large"
API_URL_IMG = "https://api-inference.huggingface.co/models/stablediffusionapi/realistic-vision-v51"
api_token = os.environ.get("api_token")
headers = {"Authorization": f"Bearer {api_token}"}

def blip_query(image_bytes):
        response = requests.post(API_URL_BLIP, headers=headers, data=image_bytes)
        return response.json()

def generate_answer(prompt):
    resp = Client.create_completion("gpt3", prompt)
    return resp

def generate_image(payload):
	response = requests.post(API_URL_IMG, headers=headers, json=payload)
	return response.content

if inpt and file is not None and not("Generate" in inpt or "Draw" in inpt or "Imagine" in inpt):
    image = Image.open(file)
    image_bytes = io.BytesIO()
    image.save(image_bytes, format=image.format)
    image_bytes = image_bytes.getvalue()
    imgp = blip_query(image_bytes)
    pp = "Generate answer on this question: " + inpt + ". Use this image description to give answer: " + imgp[0]['generated_text']
    output = generate_answer(pp)
    aimsg = msgs.chat_message("Assistant")
    aimsg.write(output)

elif inpt and file is None and not("Generate" in inpt or "Draw" in inpt or "Imagine" in inpt):
    output = generate_answer(inpt)
    aimsg = msgs.chat_message("Assistant")
    aimsg.write(output)

elif inpt and ("Generate" in inpt or "Draw" in inpt or "Imagine" in inpt):
    prompt = inpt.split("--")[1]
    payload = {"prompts": prompt}
    output = generate_image(payload)
    if output:
        aimsg = msgs.chat_message("Assistant")
        aimsg.write("Image generated successfully!")
        aimsg.image(output, caption="Generated Image")