usmanyousaf commited on
Commit
7ae42ca
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1 Parent(s): fe559ee

Update app.py

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Files changed (1) hide show
  1. app.py +120 -0
app.py CHANGED
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+ import streamlit as st
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+ import cv2
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+ import numpy as np
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+ import base64
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+ import requests
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+ import json
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+ import time
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+ import random
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+ import os
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+
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+ # Function to handle the try-on process
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+ def tryon(person_img, garment_img, seed, randomize_seed):
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+ if person_img is None or garment_img is None:
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+ st.warning("Empty image")
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+ return None, None, "Empty image"
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+ if randomize_seed:
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+ seed = random.randint(0, MAX_SEED)
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+
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+ encoded_person_img = cv2.imencode('.jpg', cv2.cvtColor(person_img, cv2.COLOR_RGB2BGR))[1].tobytes()
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+ encoded_person_img = base64.b64encode(encoded_person_img).decode('utf-8')
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+ encoded_garment_img = cv2.imencode('.jpg', cv2.cvtColor(garment_img, cv2.COLOR_RGB2BGR))[1].tobytes()
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+ encoded_garment_img = base64.b64encode(encoded_garment_img).decode('utf-8')
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+
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+ url = "http://" + os.environ['tryon_url'] + "Submit"
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+ token = os.environ['token']
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+ cookie = os.environ['Cookie']
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+ referer = os.environ['referer']
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+ headers = {'Content-Type': 'application/json', 'token': token, 'Cookie': cookie, 'referer': referer}
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+ data = {
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+ "clothImage": encoded_garment_img,
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+ "humanImage": encoded_person_img,
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+ "seed": seed
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+ }
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+ try:
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+ response = requests.post(url, headers=headers, data=json.dumps(data), timeout=50)
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+ if response.status_code == 200:
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+ result = response.json()['result']
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+ status = result['status']
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+ if status == "success":
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+ uuid = result['result']
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+ except Exception as err:
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+ st.error(f"Post Exception Error: {err}")
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+ return None, None, "Too many users, please try again later"
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+
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+ time.sleep(9)
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+ Max_Retry = 12
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+ result_img = None
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+ info = ""
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+ for i in range(Max_Retry):
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+ try:
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+ url = "http://" + os.environ['tryon_url'] + "Query?taskId=" + uuid
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+ response = requests.get(url, headers=headers, timeout=20)
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+ if response.status_code == 200:
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+ result = response.json()['result']
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+ status = result['status']
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+ if status == "success":
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+ result = base64.b64decode(result['result'])
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+ result_np = np.frombuffer(result, np.uint8)
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+ result_img = cv2.imdecode(result_np, cv2.IMREAD_UNCHANGED)
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+ result_img = cv2.cvtColor(result_img, cv2.COLOR_RGB2BGR)
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+ info = "Success"
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+ break
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+ elif status == "error":
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+ info = "Error"
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+ break
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+ else:
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+ info = "URL error, please contact the admin"
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+ break
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+ except requests.exceptions.ReadTimeout:
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+ info = "Http Timeout, please try again later"
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+ except Exception as err:
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+ info = f"Get Exception Error: {err}"
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+ time.sleep(1)
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+
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+ if info == "":
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+ info = f"No image after {Max_Retry} retries"
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+ if info != "Success":
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+ st.warning("Too many users, please try again later")
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+
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+ return result_img, seed, info
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+
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+ MAX_SEED = 999999
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+
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+ # Set up the Streamlit app
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+ st.set_page_config(page_title="Virtual Try-On", page_icon=":guardsman:", layout="wide")
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+
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+ st.title("Virtual Try-On")
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+ st.markdown("""
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+ **Step 1:** Upload a person image ⬇️
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+ **Step 2:** Upload a garment image ⬇️
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+ **Step 3:** Press “Run” to get try-on results
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+ """)
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+
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+ col1, col2 = st.columns(2)
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+
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+ with col1:
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+ person_img = st.file_uploader("Person Image", type=["jpg", "jpeg", "png"])
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+
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+ with col2:
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+ garment_img = st.file_uploader("Garment Image", type=["jpg", "jpeg", "png"])
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+
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+ if person_img and garment_img:
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+ person_img = np.array(bytearray(person_img.read()), dtype=np.uint8)
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+ garment_img = np.array(bytearray(garment_img.read()), dtype=np.uint8)
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+ person_img = cv2.imdecode(person_img, cv2.IMREAD_COLOR)
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+ garment_img = cv2.imdecode(garment_img, cv2.IMREAD_COLOR)
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+
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+ st.sidebar.header("Options")
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+ seed = st.sidebar.slider("Seed", 0, MAX_SEED, 0)
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+ randomize_seed = st.sidebar.checkbox("Random seed", value=True)
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+
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+ if st.sidebar.button("Run"):
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+ result_img, seed_used, result_info = tryon(person_img, garment_img, seed, randomize_seed)
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+ if result_info == "Success":
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+ st.image(result_img, caption="Result", channels="BGR")
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+ st.sidebar.text(f"Seed used: {seed_used}")
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+ else:
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+ st.sidebar.error(result_info)
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+ else:
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+ st.sidebar.warning("Please upload both images to proceed.")