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Update app.py
Browse files
app.py
CHANGED
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@@ -7,16 +7,12 @@ import base64
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import requests
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import json
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import time
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from dotenv import load_dotenv
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# بارگذاری متغیرهای محیطی از فایل .env
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load_dotenv()
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MAX_SEED = 999999
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def tryon(person_img, garment_img, seed, randomize_seed):
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post_start_time = time.time()
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if person_img is None or garment_img is None:
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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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@@ -25,10 +21,10 @@ def tryon(person_img, garment_img, seed, randomize_seed):
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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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url = os.
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token = os.
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cookie = os.
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referer = os.
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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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@@ -37,16 +33,20 @@ def tryon(person_img, garment_img, seed, randomize_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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-
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post_end_time = time.time()
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get_start_time =
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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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@@ -54,8 +54,9 @@ def tryon(person_img, garment_img, seed, randomize_seed):
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err_log = ""
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for i in range(Max_Retry):
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try:
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url = os.
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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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@@ -71,8 +72,9 @@ def tryon(person_img, garment_img, seed, randomize_seed):
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info = "Error"
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break
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else:
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break
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except requests.exceptions.ReadTimeout:
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err_log = "Http Timeout"
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@@ -81,49 +83,241 @@ def tryon(person_img, garment_img, seed, randomize_seed):
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err_log = f"Get Exception Error: {err}"
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time.sleep(1)
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get_end_time = time.time()
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if info == "":
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err_log = f"No image after {Max_Retry} retries"
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info = "Too many users, please try again later"
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if info != "Success":
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-
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return result_img, seed, info
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result_img, seed_used, info = tryon(person_img, garment_img, seed, randomize_seed)
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if result_img is not None:
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return result_img, f"Seed used: {seed_used}", f"Response: {info}"
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else:
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return None, f"Seed used: {seed_used}", f"Response: {info}"
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example_path = os.path.join(os.path.dirname(__file__), 'assets')
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cloth_dir = os.path.join(example_path, "cloth")
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human_dir = os.path.join(example_path, "human")
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if not os.path.exists(cloth_dir):
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os.makedirs(cloth_dir)
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if not os.path.exists(human_dir):
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os.makedirs(human_dir)
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garm_list = os.listdir(cloth_dir) if os.path.exists(cloth_dir) else []
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human_list = os.listdir(human_dir) if os.path.exists(human_dir) else []
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fn=run_tryon,
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inputs=[
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gr.inputs.Image(type="numpy", label="Upload a person image"),
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gr.inputs.Image(type="numpy", label="Upload a garment image"),
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gr.inputs.Slider(0, MAX_SEED, step=1, default=0, label="Seed"),
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gr.inputs.Checkbox(default=True, label="Random seed")
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],
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outputs=[
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gr.outputs.Image(type="numpy", label="Result Image"),
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gr.outputs.Textbox(label="Seed used"),
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gr.outputs.Textbox(label="Response")
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],
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title="Virtual Try-On Application",
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description="Upload a person image and a garment image to try on the garment virtually."
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)
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if __name__ == "__main__":
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demo.launch()
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import requests
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import json
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import time
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def tryon(person_img, garment_img, seed, randomize_seed):
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post_start_time = time.time()
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if person_img is None or garment_img is None:
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gr.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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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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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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}
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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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# print("post response code", response.status_code)
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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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# print(uuid)
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except Exception as err:
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print(f"Post Exception Error: {err}")
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raise gr.Error("Too many users, please try again later")
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post_end_time = time.time()
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print(f"post time used: {post_end_time-post_start_time}")
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get_start_time =time.time()
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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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err_log = ""
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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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# print("get response code", response.status_code)
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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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info = "Error"
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break
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else:
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# print(response.text)
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err_log = "URL error, pleace contact the admin"
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info = "URL error, pleace contact the admin"
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break
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except requests.exceptions.ReadTimeout:
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err_log = "Http Timeout"
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err_log = f"Get Exception Error: {err}"
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time.sleep(1)
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get_end_time = time.time()
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print(f"get time used: {get_end_time-get_start_time}")
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print(f"all time used: {get_end_time-get_start_time+post_end_time-post_start_time}")
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if info == "":
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err_log = f"No image after {Max_Retry} retries"
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info = "Too many users, please try again later"
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if info != "Success":
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print(f"Error Log: {err_log}")
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gr.Warning("Too many users, please try again later")
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return result_img, seed, info
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def start_tryon(person_img, garment_img, seed, randomize_seed):
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start_time = time.time()
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if person_img is None or garment_img is None:
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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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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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url = "http://" + os.environ['tryon_url']
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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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result_img = None
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try:
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session = requests.Session()
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response = session.post(url, headers=headers, data=json.dumps(data), timeout=60)
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print("response code", response.status_code)
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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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else:
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info = "Try again latter"
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else:
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print(response.text)
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info = "URL error, pleace contact the admin"
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except requests.exceptions.ReadTimeout:
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print("timeout")
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info = "Too many users, please try again later"
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raise gr.Error("Too many users, please try again later")
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except Exception as err:
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print(f"其他错误: {err}")
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info = "Error, pleace contact the admin"
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end_time = time.time()
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print(f"time used: {end_time-start_time}")
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return result_img, seed, info
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MAX_SEED = 999999
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example_path = os.path.join(os.path.dirname(__file__), 'assets')
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# بررسی و ایجاد دایرکتوریهای مورد نیاز
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cloth_dir = os.path.join(example_path, "cloth")
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human_dir = os.path.join(example_path, "human")
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# ایجاد دایرکتوریها اگر وجود ندارند
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if not os.path.exists(example_path):
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os.makedirs(example_path)
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if not os.path.exists(cloth_dir):
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os.makedirs(cloth_dir)
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print(f"Created directory: {cloth_dir}")
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if not os.path.exists(human_dir):
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os.makedirs(human_dir)
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print(f"Created directory: {human_dir}")
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# بررسی محتوای دایرکتوریها - اگر خالی هستند، با لیستهای خالی مقداردهی میشوند
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garm_list = os.listdir(cloth_dir) if os.path.exists(cloth_dir) else []
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garm_list_path = [os.path.join(cloth_dir, garm) for garm in garm_list]
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human_list = os.listdir(human_dir) if os.path.exists(human_dir) else []
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human_list_path = [os.path.join(human_dir, human) for human in human_list]
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css="""
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#col-left {
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margin: 0 auto;
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max-width: 430px;
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}
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#col-mid {
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margin: 0 auto;
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max-width: 430px;
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}
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#col-right {
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margin: 0 auto;
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max-width: 430px;
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}
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| 189 |
+
#col-showcase {
|
| 190 |
+
margin: 0 auto;
|
| 191 |
+
max-width: 1100px;
|
| 192 |
+
}
|
| 193 |
+
#button {
|
| 194 |
+
color: blue;
|
| 195 |
+
}
|
| 196 |
+
"""
|
| 197 |
+
|
| 198 |
+
def load_description(fp):
|
| 199 |
+
# بررسی وجود فایل توضیحات
|
| 200 |
+
if not os.path.exists(fp):
|
| 201 |
+
print(f"Warning: Description file {fp} not found")
|
| 202 |
+
return "Welcome to Virtual Try-On"
|
| 203 |
+
|
| 204 |
+
with open(fp, 'r', encoding='utf-8') as f:
|
| 205 |
+
content = f.read()
|
| 206 |
+
return content
|
| 207 |
+
|
| 208 |
+
def change_imgs(image1, image2):
|
| 209 |
+
return image1, image2
|
| 210 |
+
|
| 211 |
+
# بررسی وجود دایرکتوری examples
|
| 212 |
+
examples_dir = os.path.join(example_path, "examples")
|
| 213 |
+
if not os.path.exists(examples_dir):
|
| 214 |
+
os.makedirs(examples_dir)
|
| 215 |
+
print(f"Created directory: {examples_dir}")
|
| 216 |
+
|
| 217 |
+
with gr.Blocks(css=css) as Tryon:
|
| 218 |
+
# بررسی وجود فایل عنوان
|
| 219 |
+
title_path = os.path.join(example_path, "title.md")
|
| 220 |
+
if not os.path.exists(title_path):
|
| 221 |
+
with open(title_path, 'w', encoding='utf-8') as f:
|
| 222 |
+
f.write("# Virtual Try-On Application\n\nUpload a person image and a garment image to see the virtual try-on result.")
|
| 223 |
+
print(f"Created title file: {title_path}")
|
| 224 |
+
|
| 225 |
+
gr.HTML(load_description("assets/title.md"))
|
| 226 |
+
with gr.Row():
|
| 227 |
+
with gr.Column(elem_id = "col-left"):
|
| 228 |
+
gr.HTML("""
|
| 229 |
+
<div style="display: flex; justify-content: center; align-items: center; text-align: center; font-size: 20px;">
|
| 230 |
+
<div>
|
| 231 |
+
Step 1. Upload a person image ⬇️
|
| 232 |
+
</div>
|
| 233 |
+
</div>
|
| 234 |
+
""")
|
| 235 |
+
with gr.Column(elem_id = "col-mid"):
|
| 236 |
+
gr.HTML("""
|
| 237 |
+
<div style="display: flex; justify-content: center; align-items: center; text-align: center; font-size: 20px;">
|
| 238 |
+
<div>
|
| 239 |
+
Step 2. Upload a garment image ⬇️
|
| 240 |
+
</div>
|
| 241 |
+
</div>
|
| 242 |
+
""")
|
| 243 |
+
with gr.Column(elem_id = "col-right"):
|
| 244 |
+
gr.HTML("""
|
| 245 |
+
<div style="display: flex; justify-content: center; align-items: center; text-align: center; font-size: 20px;">
|
| 246 |
+
<div>
|
| 247 |
+
Step 3. Press "Run" to get try-on results
|
| 248 |
+
</div>
|
| 249 |
+
</div>
|
| 250 |
+
""")
|
| 251 |
+
with gr.Row():
|
| 252 |
+
with gr.Column(elem_id = "col-left"):
|
| 253 |
+
imgs = gr.Image(label="Person image", sources='upload', type="numpy")
|
| 254 |
+
# category = gr.Dropdown(label="Garment category", choices=['upper_body', 'lower_body', 'dresses'], value="upper_body")
|
| 255 |
+
example = gr.Examples(
|
| 256 |
+
inputs=imgs,
|
| 257 |
+
examples_per_page=12,
|
| 258 |
+
examples=human_list_path
|
| 259 |
+
)
|
| 260 |
+
with gr.Column(elem_id = "col-mid"):
|
| 261 |
+
garm_img = gr.Image(label="Garment image", sources='upload', type="numpy")
|
| 262 |
+
example = gr.Examples(
|
| 263 |
+
inputs=garm_img,
|
| 264 |
+
examples_per_page=12,
|
| 265 |
+
examples=garm_list_path
|
| 266 |
+
)
|
| 267 |
+
with gr.Column(elem_id = "col-right"):
|
| 268 |
+
image_out = gr.Image(label="Result", show_share_button=False)
|
| 269 |
+
with gr.Row():
|
| 270 |
+
seed = gr.Slider(
|
| 271 |
+
label="Seed",
|
| 272 |
+
minimum=0,
|
| 273 |
+
maximum=MAX_SEED,
|
| 274 |
+
step=1,
|
| 275 |
+
value=0,
|
| 276 |
+
)
|
| 277 |
+
randomize_seed = gr.Checkbox(label="Random seed", value=True)
|
| 278 |
+
with gr.Row():
|
| 279 |
+
seed_used = gr.Number(label="Seed used")
|
| 280 |
+
result_info = gr.Text(label="Response")
|
| 281 |
+
# try_button = gr.Button(value="Run", elem_id="button")
|
| 282 |
+
test_button = gr.Button(value="Run", elem_id="button")
|
| 283 |
+
|
| 284 |
+
|
| 285 |
+
# try_button.click(fn=start_tryon, inputs=[imgs, garm_img, seed, randomize_seed], outputs=[image_out, seed_used, result_info], api_name='tryon',concurrency_limit=10)
|
| 286 |
+
test_button.click(fn=tryon, inputs=[imgs, garm_img, seed, randomize_seed], outputs=[image_out, seed_used, result_info], api_name=False, concurrency_limit=45)
|
| 287 |
+
|
| 288 |
+
# بررسی وجود فایلهای نمونه
|
| 289 |
+
example_files = [
|
| 290 |
+
["assets/examples/model2.png", "assets/examples/garment2.png", "assets/examples/result2.png"],
|
| 291 |
+
["assets/examples/model3.png", "assets/examples/garment3.png", "assets/examples/result3.png"],
|
| 292 |
+
["assets/examples/model1.png", "assets/examples/garment1.png", "assets/examples/result1.png"],
|
| 293 |
+
]
|
| 294 |
+
|
| 295 |
+
existing_examples = []
|
| 296 |
+
for example_set in example_files:
|
| 297 |
+
if all(os.path.exists(path) for path in example_set):
|
| 298 |
+
existing_examples.append(example_set)
|
| 299 |
+
|
| 300 |
+
with gr.Column(elem_id = "col-showcase"):
|
| 301 |
+
gr.HTML("""
|
| 302 |
+
<div style="display: flex; justify-content: center; align-items: center; text-align: center; font-size: 20px;">
|
| 303 |
+
<div> </div>
|
| 304 |
+
<br>
|
| 305 |
+
<div>
|
| 306 |
+
Virtual try-on examples in pairs of person and garment images
|
| 307 |
+
</div>
|
| 308 |
+
</div>
|
| 309 |
+
""")
|
| 310 |
+
if existing_examples:
|
| 311 |
+
show_case = gr.Examples(
|
| 312 |
+
examples=existing_examples,
|
| 313 |
+
inputs=[imgs, garm_img, image_out],
|
| 314 |
+
label=None
|
| 315 |
+
)
|
| 316 |
+
else:
|
| 317 |
+
gr.HTML("""
|
| 318 |
+
<div style="text-align: center;">
|
| 319 |
+
<p>No example images found. Please add example images to the 'assets/examples' directory.</p>
|
| 320 |
+
</div>
|
| 321 |
+
""")
|
| 322 |
|
| 323 |
+
Tryon.queue(api_open=False).launch(show_api=False)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|