init project
Browse files- .gitattributes +8 -0
- app.py +157 -0
- images /garment/try-on-garment-2.png +3 -0
- images /garment/try-on-garment-3.jpg +0 -0
- images /garment/try-on-garment-4.jpg +3 -0
- images /garment/try-on-garment.png +3 -0
- images /models/try-on-model-2.png +3 -0
- images /models/try-on-model-3.png +3 -0
- images /models/try-on-model-4.png +3 -0
- images /models/try-on-model.png +3 -0
- images /results/after-try-on.jpg +3 -0
- tryon_api_client.py +83 -0
.gitattributes
CHANGED
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@@ -33,3 +33,11 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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images[[:space:]]/garment/try-on-garment-2.png filter=lfs diff=lfs merge=lfs -text
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| 37 |
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images[[:space:]]/garment/try-on-garment-4.jpg filter=lfs diff=lfs merge=lfs -text
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| 38 |
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images[[:space:]]/garment/try-on-garment.png filter=lfs diff=lfs merge=lfs -text
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| 39 |
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images[[:space:]]/models/try-on-model-2.png filter=lfs diff=lfs merge=lfs -text
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| 40 |
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images[[:space:]]/models/try-on-model-3.png filter=lfs diff=lfs merge=lfs -text
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| 41 |
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images[[:space:]]/models/try-on-model-4.png filter=lfs diff=lfs merge=lfs -text
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| 42 |
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images[[:space:]]/models/try-on-model.png filter=lfs diff=lfs merge=lfs -text
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| 43 |
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images[[:space:]]/results/after-try-on.jpg filter=lfs diff=lfs merge=lfs -text
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app.py
ADDED
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@@ -0,0 +1,157 @@
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| 1 |
+
import gradio as gr
|
| 2 |
+
import base64
|
| 3 |
+
from PIL import Image
|
| 4 |
+
from io import BytesIO
|
| 5 |
+
import os
|
| 6 |
+
from tryon_api_client import TryOnAPIClient
|
| 7 |
+
|
| 8 |
+
# Configuration
|
| 9 |
+
API_URL = os.environ.get("API_BASE_URL", "http://localhost:5001")
|
| 10 |
+
client = TryOnAPIClient(base_url=API_URL)
|
| 11 |
+
|
| 12 |
+
def process_tryon(person_img, garment_img, garment_type):
|
| 13 |
+
# Validate inputs
|
| 14 |
+
if not person_img or not garment_img:
|
| 15 |
+
raise gr.Error("⚠️ Please upload both Person and Garment images.")
|
| 16 |
+
|
| 17 |
+
# Validate file formats
|
| 18 |
+
try:
|
| 19 |
+
valid_extensions = ('.png', '.jpg', '.jpeg')
|
| 20 |
+
if not person_img.lower().endswith(valid_extensions):
|
| 21 |
+
raise gr.Error("⚠️ Person image must be PNG, JPEG, or JPG format.")
|
| 22 |
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if not garment_img.lower().endswith(valid_extensions):
|
| 23 |
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raise gr.Error("⚠️ Garment image must be PNG, JPEG, or JPG format.")
|
| 24 |
+
except AttributeError:
|
| 25 |
+
raise gr.Error("⚠️ Invalid image file. Please upload valid image files.")
|
| 26 |
+
|
| 27 |
+
try:
|
| 28 |
+
# 1. Create Task
|
| 29 |
+
try:
|
| 30 |
+
task_data = client.create_task(person_img, garment_img, garment_type)
|
| 31 |
+
except ConnectionError:
|
| 32 |
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raise gr.Error("🔌 Cannot connect to the Try-On service. Please check if the API server is running.")
|
| 33 |
+
except TimeoutError:
|
| 34 |
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raise gr.Error("⏱️ Connection timeout. The server is taking too long to respond.")
|
| 35 |
+
except Exception as e:
|
| 36 |
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raise gr.Error(f"❌ Failed to create try-on task: {str(e)}")
|
| 37 |
+
|
| 38 |
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task_id = task_data.get('task_id')
|
| 39 |
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if not task_id:
|
| 40 |
+
raise gr.Error("❌ No task ID returned from API. Please try again.")
|
| 41 |
+
|
| 42 |
+
# 2. Wait for Completion using Client logic
|
| 43 |
+
try:
|
| 44 |
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result = client.wait_for_completion(task_id)
|
| 45 |
+
except TimeoutError:
|
| 46 |
+
raise gr.Error("⏱️ Try-on process is taking too long. Please try again with smaller images.")
|
| 47 |
+
except Exception as e:
|
| 48 |
+
raise gr.Error(f"❌ Failed while processing try-on: {str(e)}")
|
| 49 |
+
|
| 50 |
+
# 3. Process result
|
| 51 |
+
image_base64 = result.get('image_base64')
|
| 52 |
+
if image_base64:
|
| 53 |
+
try:
|
| 54 |
+
return base64_to_image(image_base64)
|
| 55 |
+
except Exception as e:
|
| 56 |
+
raise gr.Error(f"❌ Failed to decode result image: {str(e)}")
|
| 57 |
+
else:
|
| 58 |
+
raise gr.Error("❌ Try-on completed but no image was generated. Please try again.")
|
| 59 |
+
|
| 60 |
+
except gr.Error:
|
| 61 |
+
# Re-raise Gradio errors as-is
|
| 62 |
+
raise
|
| 63 |
+
except Exception as e:
|
| 64 |
+
# Catch any unexpected errors
|
| 65 |
+
raise gr.Error(f"❌ Unexpected error occurred: {str(e)}")
|
| 66 |
+
|
| 67 |
+
def base64_to_image(base64_string):
|
| 68 |
+
try:
|
| 69 |
+
image_data = base64.b64decode(base64_string)
|
| 70 |
+
image = Image.open(BytesIO(image_data))
|
| 71 |
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return image
|
| 72 |
+
except base64.binascii.Error:
|
| 73 |
+
raise ValueError("Invalid base64 string format")
|
| 74 |
+
except Exception as e:
|
| 75 |
+
raise ValueError(f"Cannot decode image: {str(e)}")
|
| 76 |
+
|
| 77 |
+
# UI Layout
|
| 78 |
+
with gr.Blocks(title="Virtual Try-On") as app:
|
| 79 |
+
gr.Markdown("# 👕 Virtual Try-On Demo")
|
| 80 |
+
gr.Markdown("Upload a person image and a garment image to see the magic")
|
| 81 |
+
gr.HTML(
|
| 82 |
+
"""
|
| 83 |
+
<center>
|
| 84 |
+
<a href="https://rapidapi.com/aiproviderlabs/api/virtual-outfit-try-on-api"
|
| 85 |
+
target="_blank"
|
| 86 |
+
rel="noopener noreferrer"
|
| 87 |
+
style="display:inline-flex;align-items:center;gap:8px;padding:8px 16px;border-radius:8px;border:1px solid #ccc;text-decoration:none;font-family:sans-serif;">
|
| 88 |
+
<img src="https://files.readme.io/9336831-small-rapid-logo-favicon.png"
|
| 89 |
+
style="width:16px;height:16px;">
|
| 90 |
+
Check out the API @ RapidAPI.com
|
| 91 |
+
</a>
|
| 92 |
+
</center>
|
| 93 |
+
"""
|
| 94 |
+
)
|
| 95 |
+
|
| 96 |
+
with gr.Row():
|
| 97 |
+
gr.Markdown("### Before - After Example")
|
| 98 |
+
|
| 99 |
+
with gr.Row():
|
| 100 |
+
gr.Image(value="images /models/try-on-model.png", label="Model", interactive=False, height=300)
|
| 101 |
+
gr.Image(value="images /garment/try-on-garment.png", label="Garment - Full Set", interactive=False, height=300)
|
| 102 |
+
gr.Image(value="images /results/after-try-on.jpg", label="Result", interactive=False, height=300)
|
| 103 |
+
|
| 104 |
+
with gr.Row():
|
| 105 |
+
gr.Markdown("### Try-On Example")
|
| 106 |
+
|
| 107 |
+
with gr.Row():
|
| 108 |
+
with gr.Column():
|
| 109 |
+
person_input = gr.Image(
|
| 110 |
+
type="filepath",
|
| 111 |
+
label="Person Image (PNG, JPEG, JPG only)",
|
| 112 |
+
height=400
|
| 113 |
+
)
|
| 114 |
+
gr.Examples(
|
| 115 |
+
examples=[
|
| 116 |
+
"images /models/try-on-model.png",
|
| 117 |
+
"images /models/try-on-model-2.png",
|
| 118 |
+
"images /models/try-on-model-3.png",
|
| 119 |
+
"images /models/try-on-model-4.png",
|
| 120 |
+
],
|
| 121 |
+
inputs=person_input
|
| 122 |
+
)
|
| 123 |
+
garment_input = gr.Image(
|
| 124 |
+
type="filepath",
|
| 125 |
+
label="Garment Image (PNG, JPEG, JPG only)",
|
| 126 |
+
height=400
|
| 127 |
+
)
|
| 128 |
+
gr.Examples(
|
| 129 |
+
examples=[
|
| 130 |
+
"images /garment/try-on-garment.png",
|
| 131 |
+
"images /garment/try-on-garment-2.png",
|
| 132 |
+
"images /garment/try-on-garment-3.jpg",
|
| 133 |
+
"images /garment/try-on-garment-4.jpg",
|
| 134 |
+
],
|
| 135 |
+
inputs=garment_input
|
| 136 |
+
)
|
| 137 |
+
|
| 138 |
+
garment_type_input = gr.Radio(
|
| 139 |
+
choices=["top", "bottom", "fullset"],
|
| 140 |
+
value="top",
|
| 141 |
+
label="Garment Type",
|
| 142 |
+
info="Select the type of clothing you are trying on."
|
| 143 |
+
)
|
| 144 |
+
|
| 145 |
+
run_btn = gr.Button("🚀 Start Try-On", variant="primary")
|
| 146 |
+
|
| 147 |
+
with gr.Column():
|
| 148 |
+
result_output = gr.Image(label="Try-On Result", height=400)
|
| 149 |
+
|
| 150 |
+
run_btn.click(
|
| 151 |
+
fn=process_tryon,
|
| 152 |
+
inputs=[person_input, garment_input, garment_type_input],
|
| 153 |
+
outputs=result_output
|
| 154 |
+
)
|
| 155 |
+
|
| 156 |
+
if __name__ == "__main__":
|
| 157 |
+
app.launch(server_name="0.0.0.0", server_port=7860)
|
images /garment/try-on-garment-2.png
ADDED
|
Git LFS Details
|
images /garment/try-on-garment-3.jpg
ADDED
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images /garment/try-on-garment-4.jpg
ADDED
|
Git LFS Details
|
images /garment/try-on-garment.png
ADDED
|
Git LFS Details
|
images /models/try-on-model-2.png
ADDED
|
Git LFS Details
|
images /models/try-on-model-3.png
ADDED
|
Git LFS Details
|
images /models/try-on-model-4.png
ADDED
|
Git LFS Details
|
images /models/try-on-model.png
ADDED
|
Git LFS Details
|
images /results/after-try-on.jpg
ADDED
|
Git LFS Details
|
tryon_api_client.py
ADDED
|
@@ -0,0 +1,83 @@
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|
| 1 |
+
import requests
|
| 2 |
+
import time
|
| 3 |
+
import os
|
| 4 |
+
|
| 5 |
+
class TryOnAPIClient:
|
| 6 |
+
def __init__(self, base_url=None):
|
| 7 |
+
self.base_url = base_url or os.environ.get("API_BASE_URL", "http://localhost:5001")
|
| 8 |
+
self.headers = {}
|
| 9 |
+
|
| 10 |
+
rapid_key = os.environ.get("X_RAPIDAPI_KEY")
|
| 11 |
+
rapid_host = os.environ.get("X_RAPIDAPI_HOST")
|
| 12 |
+
|
| 13 |
+
if rapid_key:
|
| 14 |
+
self.headers["x-rapidapi-key"] = rapid_key
|
| 15 |
+
if rapid_host:
|
| 16 |
+
self.headers["x-rapidapi-host"] = rapid_host
|
| 17 |
+
|
| 18 |
+
def create_task(self, person_image_path, garment_image_path, garment_type):
|
| 19 |
+
"""
|
| 20 |
+
Uploads images to create a try-on task.
|
| 21 |
+
"""
|
| 22 |
+
url = f"{self.base_url}/try-on/file"
|
| 23 |
+
|
| 24 |
+
files = {
|
| 25 |
+
'person_image': open(person_image_path, 'rb'),
|
| 26 |
+
'garment_image': open(garment_image_path, 'rb')
|
| 27 |
+
}
|
| 28 |
+
|
| 29 |
+
data = {
|
| 30 |
+
'garment_type': garment_type
|
| 31 |
+
}
|
| 32 |
+
|
| 33 |
+
try:
|
| 34 |
+
response = requests.post(url, files=files, data=data, headers=self.headers, timeout=60)
|
| 35 |
+
|
| 36 |
+
if response.status_code != 200:
|
| 37 |
+
error_msg = response.json().get('error', 'Unknown Error')
|
| 38 |
+
raise Exception(f"Task Creation Failed: {error_msg}")
|
| 39 |
+
|
| 40 |
+
return response.json()
|
| 41 |
+
|
| 42 |
+
finally:
|
| 43 |
+
# Ensure files are closed
|
| 44 |
+
files['person_image'].close()
|
| 45 |
+
files['garment_image'].close()
|
| 46 |
+
|
| 47 |
+
def check_progress(self, task_id):
|
| 48 |
+
"""
|
| 49 |
+
Checks the progress of a task.
|
| 50 |
+
"""
|
| 51 |
+
url = f"{self.base_url}/try-on/tasks/{task_id}/progress"
|
| 52 |
+
response = requests.get(url, headers=self.headers, timeout=30)
|
| 53 |
+
|
| 54 |
+
if response.status_code != 200:
|
| 55 |
+
raise Exception(f"Error checking progress: {response.text}")
|
| 56 |
+
|
| 57 |
+
return response.json()
|
| 58 |
+
|
| 59 |
+
def wait_for_completion(self, task_id, timeout=600, poll_interval=2):
|
| 60 |
+
"""
|
| 61 |
+
Polls for task completion.
|
| 62 |
+
Returns the result dictionary (with image_base64) or raises Exception.
|
| 63 |
+
"""
|
| 64 |
+
start_time = time.time()
|
| 65 |
+
|
| 66 |
+
while (time.time() - start_time) < timeout:
|
| 67 |
+
try:
|
| 68 |
+
data = self.check_progress(task_id)
|
| 69 |
+
except Exception as e:
|
| 70 |
+
print(f"Warning during poll: {e}")
|
| 71 |
+
time.sleep(poll_interval)
|
| 72 |
+
continue
|
| 73 |
+
|
| 74 |
+
status = data.get('status')
|
| 75 |
+
|
| 76 |
+
if status == 'FINISHED':
|
| 77 |
+
return data
|
| 78 |
+
elif status == 'FAILED':
|
| 79 |
+
raise Exception("Task failed on server.")
|
| 80 |
+
|
| 81 |
+
time.sleep(poll_interval)
|
| 82 |
+
|
| 83 |
+
raise Exception("Operation timed out.")
|