Virtual-DressUp / app.py
usmanyousaf's picture
Update app.py
a75d96a verified
import streamlit as st
import cv2
import numpy as np
import base64
import requests
import json
import time
import random
import os
# Load environment variables
tryon_url = os.environ.get('tryon_url', 'http://default-url/') # Default URL for testing
token = os.environ.get('token', 'default-token')
cookie = os.environ.get('Cookie', 'default-cookie')
referer = os.environ.get('referer', 'default-referer')
headers = {
'Content-Type': 'application/json',
'token': token,
'Cookie': cookie,
'referer': referer
}
def tryon(person_img, garment_img, seed, randomize_seed):
if person_img is None or garment_img is None:
st.warning("Empty image")
return None, None, "Empty image"
if randomize_seed:
seed = random.randint(0, MAX_SEED)
encoded_person_img = cv2.imencode('.jpg', cv2.cvtColor(person_img, cv2.COLOR_RGB2BGR))[1].tobytes()
encoded_person_img = base64.b64encode(encoded_person_img).decode('utf-8')
encoded_garment_img = cv2.imencode('.jpg', cv2.cvtColor(garment_img, cv2.COLOR_RGB2BGR))[1].tobytes()
encoded_garment_img = base64.b64encode(encoded_garment_img).decode('utf-8')
url = tryon_url + "Submit"
data = {
"clothImage": encoded_garment_img,
"humanImage": encoded_person_img,
"seed": seed
}
try:
response = requests.post(url, headers=headers, data=json.dumps(data), timeout=50)
if response.status_code == 200:
result = response.json()['result']
status = result['status']
if status == "success":
uuid = result['result']
except Exception as err:
st.error(f"Post Exception Error: {err}")
return None, None, "Too many users, please try again later"
time.sleep(9)
Max_Retry = 12
result_img = None
info = ""
for i in range(Max_Retry):
try:
url = tryon_url + "Query?taskId=" + uuid
response = requests.get(url, headers=headers, timeout=20)
if response.status_code == 200:
result = response.json()['result']
status = result['status']
if status == "success":
result = base64.b64decode(result['result'])
result_np = np.frombuffer(result, np.uint8)
result_img = cv2.imdecode(result_np, cv2.IMREAD_UNCHANGED)
result_img = cv2.cvtColor(result_img, cv2.COLOR_RGB2BGR)
info = "Success"
break
elif status == "error":
info = "Error"
break
else:
info = "URL error, please contact the admin"
break
except requests.exceptions.ReadTimeout:
info = "Http Timeout, please try again later"
except Exception as err:
info = f"Get Exception Error: {err}"
time.sleep(1)
if info == "":
info = f"No image after {Max_Retry} retries"
if info != "Success":
st.warning("Too many users, please try again later")
return result_img, seed, info
MAX_SEED = 999999
# Set up the Streamlit app
st.set_page_config(page_title="Virtual-DressUp", page_icon=":dress:", layout="wide")
st.title("Virtual-DressUp")
st.markdown("""
**Project Overview:**
This project leverages the advanced virtual try on clothes, model is created by Kwai-Kolors. We've created interactive GUI for users to experience virtual try-ons. For more innovative features and models, check out their official website!
[Explore Kwai-Kolors' website](https://klingai.com/)
""")
# Display the demo image
st.image("demo img.png", caption="Demo Image", use_column_width=True)
# Image upload columns
col1, col2 = st.columns(2)
with col1:
person_img = st.file_uploader("Upload Person Image", type=["jpg", "jpeg", "png"])
with col2:
garment_img = st.file_uploader("Upload Garment Image", type=["jpg", "jpeg", "png"])
# Always show slider options
st.sidebar.header("Options")
seed = st.sidebar.slider("Seed", 0, MAX_SEED, 0)
randomize_seed = st.sidebar.checkbox("Random seed", value=True)
# Show steps in sidebar
st.sidebar.markdown("""
**Steps to Follow:**
1. Upload a person image ⬇️
2. Upload a garment image ⬇️
3. Press "Run" to get try-on results 🎉
""")
if st.sidebar.button("Run"):
if person_img and garment_img:
person_img = np.array(bytearray(person_img.read()), dtype=np.uint8)
garment_img = np.array(bytearray(garment_img.read()), dtype=np.uint8)
person_img = cv2.imdecode(person_img, cv2.IMREAD_COLOR)
garment_img = cv2.imdecode(garment_img, cv2.IMREAD_COLOR)
result_img, seed_used, result_info = tryon(person_img, garment_img, seed, randomize_seed)
if result_info == "Success":
st.image(result_img, caption="Result", channels="BGR")
st.sidebar.text(f"Seed used: {seed_used}")
else:
st.sidebar.error(result_info)
else:
st.sidebar.warning("Please upload both images to proceed.")