bijoy01 commited on
Commit
c81ce5f
·
verified ·
1 Parent(s): f6a2fcd

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +149 -16
app.py CHANGED
@@ -8,6 +8,7 @@ import requests
8
  import json
9
  import time
10
 
 
11
  def tryon(person_img, garment_img, seed, randomize_seed):
12
  post_start_time = time.time()
13
  if person_img is None or garment_img is None:
@@ -32,17 +33,20 @@ def tryon(person_img, garment_img, seed, randomize_seed):
32
  }
33
  try:
34
  response = requests.post(url, headers=headers, data=json.dumps(data), timeout=50)
 
35
  if response.status_code == 200:
36
  result = response.json()['result']
37
  status = result['status']
38
  if status == "success":
39
  uuid = result['result']
 
40
  except Exception as err:
41
  print(f"Post Exception Error: {err}")
42
  raise gr.Error("Too many users, please try again later")
43
  post_end_time = time.time()
 
44
 
45
- get_start_time = time.time()
46
  time.sleep(9)
47
  Max_Retry = 12
48
  result_img = None
@@ -52,6 +56,7 @@ def tryon(person_img, garment_img, seed, randomize_seed):
52
  try:
53
  url = "http://" + os.environ['tryon_url'] + "Query?taskId=" + uuid
54
  response = requests.get(url, headers=headers, timeout=20)
 
55
  if response.status_code == 200:
56
  result = response.json()['result']
57
  status = result['status']
@@ -63,12 +68,13 @@ def tryon(person_img, garment_img, seed, randomize_seed):
63
  info = "Success"
64
  break
65
  elif status == "error":
66
- err_log = "Status is Error"
67
  info = "Error"
68
  break
69
  else:
70
- err_log = "URL error, please contact the admin"
71
- info = "URL error, please contact the admin"
 
72
  break
73
  except requests.exceptions.ReadTimeout:
74
  err_log = "Http Timeout"
@@ -77,7 +83,8 @@ def tryon(person_img, garment_img, seed, randomize_seed):
77
  err_log = f"Get Exception Error: {err}"
78
  time.sleep(1)
79
  get_end_time = time.time()
80
-
 
81
  if info == "":
82
  err_log = f"No image after {Max_Retry} retries"
83
  info = "Too many users, please try again later"
@@ -87,8 +94,70 @@ def tryon(person_img, garment_img, seed, randomize_seed):
87
 
88
  return result_img, seed, info
89
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
90
  MAX_SEED = 999999
91
 
 
 
 
 
 
 
 
 
92
  css="""
93
  #col-left {
94
  margin: 0 auto;
@@ -111,32 +180,96 @@ css="""
111
  }
112
  """
113
 
 
 
 
 
 
114
  def change_imgs(image1, image2):
115
  return image1, image2
116
 
117
  with gr.Blocks(css=css) as Tryon:
 
118
  with gr.Row():
119
- with gr.Column(elem_id="col-left"):
120
- gr.HTML("<div style='text-align: center; font-size: 20px;'>Step 1. Upload a person image ⬇️</div>")
121
- with gr.Column(elem_id="col-mid"):
122
- gr.HTML("<div style='text-align: center; font-size: 20px;'>Step 2. Upload a garment image ⬇️</div>")
123
- with gr.Column(elem_id="col-right"):
124
- gr.HTML("<div style='text-align: center; font-size: 20px;'>Step 3. Press 'Run' to get try-on results</div>")
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
125
  with gr.Row():
126
- with gr.Column(elem_id="col-left"):
127
  imgs = gr.Image(label="Person image", sources='upload', type="numpy")
128
- with gr.Column(elem_id="col-mid"):
 
 
 
 
 
 
129
  garm_img = gr.Image(label="Garment image", sources='upload', type="numpy")
130
- with gr.Column(elem_id="col-right"):
 
 
 
 
 
131
  image_out = gr.Image(label="Result", show_share_button=False)
132
  with gr.Row():
133
- seed = gr.Slider(label="Seed", minimum=0, maximum=MAX_SEED, step=1, value=0)
 
 
 
 
 
 
134
  randomize_seed = gr.Checkbox(label="Random seed", value=True)
135
  with gr.Row():
136
  seed_used = gr.Number(label="Seed used")
137
  result_info = gr.Text(label="Response")
 
138
  test_button = gr.Button(value="Run", elem_id="button")
139
 
 
 
140
  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)
141
 
142
- Tryon.queue(api_open=False).launch(show_api=False)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8
  import json
9
  import time
10
 
11
+
12
  def tryon(person_img, garment_img, seed, randomize_seed):
13
  post_start_time = time.time()
14
  if person_img is None or garment_img is None:
 
33
  }
34
  try:
35
  response = requests.post(url, headers=headers, data=json.dumps(data), timeout=50)
36
+ # print("post response code", response.status_code)
37
  if response.status_code == 200:
38
  result = response.json()['result']
39
  status = result['status']
40
  if status == "success":
41
  uuid = result['result']
42
+ # print(uuid)
43
  except Exception as err:
44
  print(f"Post Exception Error: {err}")
45
  raise gr.Error("Too many users, please try again later")
46
  post_end_time = time.time()
47
+ print(f"post time used: {post_end_time-post_start_time}")
48
 
49
+ get_start_time =time.time()
50
  time.sleep(9)
51
  Max_Retry = 12
52
  result_img = None
 
56
  try:
57
  url = "http://" + os.environ['tryon_url'] + "Query?taskId=" + uuid
58
  response = requests.get(url, headers=headers, timeout=20)
59
+ # print("get response code", response.status_code)
60
  if response.status_code == 200:
61
  result = response.json()['result']
62
  status = result['status']
 
68
  info = "Success"
69
  break
70
  elif status == "error":
71
+ err_log = f"Status is Error"
72
  info = "Error"
73
  break
74
  else:
75
+ # print(response.text)
76
+ err_log = "URL error, pleace contact the admin"
77
+ info = "URL error, pleace contact the admin"
78
  break
79
  except requests.exceptions.ReadTimeout:
80
  err_log = "Http Timeout"
 
83
  err_log = f"Get Exception Error: {err}"
84
  time.sleep(1)
85
  get_end_time = time.time()
86
+ print(f"get time used: {get_end_time-get_start_time}")
87
+ print(f"all time used: {get_end_time-get_start_time+post_end_time-post_start_time}")
88
  if info == "":
89
  err_log = f"No image after {Max_Retry} retries"
90
  info = "Too many users, please try again later"
 
94
 
95
  return result_img, seed, info
96
 
97
+ def start_tryon(person_img, garment_img, seed, randomize_seed):
98
+ start_time = time.time()
99
+ if person_img is None or garment_img is None:
100
+ return None, None, "Empty image"
101
+ if randomize_seed:
102
+ seed = random.randint(0, MAX_SEED)
103
+ encoded_person_img = cv2.imencode('.jpg', cv2.cvtColor(person_img, cv2.COLOR_RGB2BGR))[1].tobytes()
104
+ encoded_person_img = base64.b64encode(encoded_person_img).decode('utf-8')
105
+ encoded_garment_img = cv2.imencode('.jpg', cv2.cvtColor(garment_img, cv2.COLOR_RGB2BGR))[1].tobytes()
106
+ encoded_garment_img = base64.b64encode(encoded_garment_img).decode('utf-8')
107
+
108
+ url = "http://" + os.environ['tryon_url']
109
+ token = os.environ['token']
110
+ cookie = os.environ['Cookie']
111
+ referer = os.environ['referer']
112
+
113
+ headers = {'Content-Type': 'application/json', 'token': token, 'Cookie': cookie, 'referer': referer}
114
+ data = {
115
+ "clothImage": encoded_garment_img,
116
+ "humanImage": encoded_person_img,
117
+ "seed": seed
118
+ }
119
+
120
+ result_img = None
121
+ try:
122
+ session = requests.Session()
123
+ response = session.post(url, headers=headers, data=json.dumps(data), timeout=60)
124
+ print("response code", response.status_code)
125
+ if response.status_code == 200:
126
+ result = response.json()['result']
127
+ status = result['status']
128
+ if status == "success":
129
+ result = base64.b64decode(result['result'])
130
+ result_np = np.frombuffer(result, np.uint8)
131
+ result_img = cv2.imdecode(result_np, cv2.IMREAD_UNCHANGED)
132
+ result_img = cv2.cvtColor(result_img, cv2.COLOR_RGB2BGR)
133
+ info = "Success"
134
+ else:
135
+ info = "Try again latter"
136
+ else:
137
+ print(response.text)
138
+ info = "URL error, pleace contact the admin"
139
+ except requests.exceptions.ReadTimeout:
140
+ print("timeout")
141
+ info = "Too many users, please try again later"
142
+ raise gr.Error("Too many users, please try again later")
143
+ except Exception as err:
144
+ print(f"其他错误: {err}")
145
+ info = "Error, pleace contact the admin"
146
+ end_time = time.time()
147
+ print(f"time used: {end_time-start_time}")
148
+
149
+ return result_img, seed, info
150
+
151
  MAX_SEED = 999999
152
 
153
+ example_path = os.path.join(os.path.dirname(__file__), 'assets')
154
+
155
+ garm_list = os.listdir(os.path.join(example_path,"cloth"))
156
+ garm_list_path = [os.path.join(example_path,"cloth",garm) for garm in garm_list]
157
+
158
+ human_list = os.listdir(os.path.join(example_path,"human"))
159
+ human_list_path = [os.path.join(example_path,"human",human) for human in human_list]
160
+
161
  css="""
162
  #col-left {
163
  margin: 0 auto;
 
180
  }
181
  """
182
 
183
+ def load_description(fp):
184
+ with open(fp, 'r', encoding='utf-8') as f:
185
+ content = f.read()
186
+ return content
187
+
188
  def change_imgs(image1, image2):
189
  return image1, image2
190
 
191
  with gr.Blocks(css=css) as Tryon:
192
+ gr.HTML(load_description("assets/title.md"))
193
  with gr.Row():
194
+ with gr.Column(elem_id = "col-left"):
195
+ gr.HTML("""
196
+ <div style="display: flex; justify-content: center; align-items: center; text-align: center; font-size: 20px;">
197
+ <div>
198
+ Step 1. Upload a person image ⬇️
199
+ </div>
200
+ </div>
201
+ """)
202
+ with gr.Column(elem_id = "col-mid"):
203
+ gr.HTML("""
204
+ <div style="display: flex; justify-content: center; align-items: center; text-align: center; font-size: 20px;">
205
+ <div>
206
+ Step 2. Upload a garment image ⬇️
207
+ </div>
208
+ </div>
209
+ """)
210
+ with gr.Column(elem_id = "col-right"):
211
+ gr.HTML("""
212
+ <div style="display: flex; justify-content: center; align-items: center; text-align: center; font-size: 20px;">
213
+ <div>
214
+ Step 3. Press “Run” to get try-on results
215
+ </div>
216
+ </div>
217
+ """)
218
  with gr.Row():
219
+ with gr.Column(elem_id = "col-left"):
220
  imgs = gr.Image(label="Person image", sources='upload', type="numpy")
221
+ # category = gr.Dropdown(label="Garment category", choices=['upper_body', 'lower_body', 'dresses'], value="upper_body")
222
+ example = gr.Examples(
223
+ inputs=imgs,
224
+ examples_per_page=12,
225
+ examples=human_list_path
226
+ )
227
+ with gr.Column(elem_id = "col-mid"):
228
  garm_img = gr.Image(label="Garment image", sources='upload', type="numpy")
229
+ example = gr.Examples(
230
+ inputs=garm_img,
231
+ examples_per_page=12,
232
+ examples=garm_list_path
233
+ )
234
+ with gr.Column(elem_id = "col-right"):
235
  image_out = gr.Image(label="Result", show_share_button=False)
236
  with gr.Row():
237
+ seed = gr.Slider(
238
+ label="Seed",
239
+ minimum=0,
240
+ maximum=MAX_SEED,
241
+ step=1,
242
+ value=0,
243
+ )
244
  randomize_seed = gr.Checkbox(label="Random seed", value=True)
245
  with gr.Row():
246
  seed_used = gr.Number(label="Seed used")
247
  result_info = gr.Text(label="Response")
248
+ # try_button = gr.Button(value="Run", elem_id="button")
249
  test_button = gr.Button(value="Run", elem_id="button")
250
 
251
+
252
+ # 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)
253
  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)
254
 
255
+ with gr.Column(elem_id = "col-showcase"):
256
+ gr.HTML("""
257
+ <div style="display: flex; justify-content: center; align-items: center; text-align: center; font-size: 20px;">
258
+ <div> </div>
259
+ <br>
260
+ <div>
261
+ Virtual try-on examples in pairs of person and garment images
262
+ </div>
263
+ </div>
264
+ """)
265
+ show_case = gr.Examples(
266
+ examples=[
267
+ ["assets/examples/model2.png", "assets/examples/garment2.png", "assets/examples/result2.png"],
268
+ ["assets/examples/model3.png", "assets/examples/garment3.png", "assets/examples/result3.png"],
269
+ ["assets/examples/model1.png", "assets/examples/garment1.png", "assets/examples/result1.png"],
270
+ ],
271
+ inputs=[imgs, garm_img, image_out],
272
+ label=None
273
+ )
274
+
275
+ Tryon.queue(api_open=False).launch(show_api=False)