Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -11,16 +11,9 @@ from torchvision import transforms
|
|
| 11 |
from huggingface_hub import hf_hub_download, snapshot_download
|
| 12 |
import subprocess
|
| 13 |
import shutil
|
| 14 |
-
from fastapi import FastAPI, HTTPException, Depends, File, UploadFile
|
| 15 |
-
from fastapi.security import APIKeyHeader
|
| 16 |
-
from fastapi.staticfiles import StaticFiles
|
| 17 |
-
from pydantic import BaseModel
|
| 18 |
-
import uvicorn
|
| 19 |
-
import asyncio
|
| 20 |
|
| 21 |
# Install additional dependencies
|
| 22 |
subprocess.run("pip install spandrel==0.4.1 --no-deps", shell=True, check=True)
|
| 23 |
-
subprocess.run("pip install fastapi==0.116.1 uvicorn==0.31.0", shell=True, check=True)
|
| 24 |
|
| 25 |
DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
|
| 26 |
DTYPE = torch.float16
|
|
@@ -52,143 +45,6 @@ sys.path.append(os.path.join(TRIPOSG_CODE_DIR, "scripts"))
|
|
| 52 |
sys.path.append(MV_ADAPTER_CODE_DIR)
|
| 53 |
sys.path.append(os.path.join(MV_ADAPTER_CODE_DIR, "scripts"))
|
| 54 |
|
| 55 |
-
# Initialize FastAPI app
|
| 56 |
-
app = FastAPI()
|
| 57 |
-
|
| 58 |
-
# Mount static files for serving generated models
|
| 59 |
-
app.mount("/files", StaticFiles(directory=TMP_DIR), name="files")
|
| 60 |
-
|
| 61 |
-
# API key authentication
|
| 62 |
-
api_key_header = APIKeyHeader(name="X-API-Key")
|
| 63 |
-
VALID_API_KEY = os.getenv("POLYGENIX_API_KEY", "your-secret-api-key")
|
| 64 |
-
|
| 65 |
-
async def verify_api_key(api_key: str = Depends(api_key_header)):
|
| 66 |
-
if api_key != VALID_API_KEY:
|
| 67 |
-
raise HTTPException(status_code=401, detail="Invalid API key")
|
| 68 |
-
return api_key
|
| 69 |
-
|
| 70 |
-
# API request model
|
| 71 |
-
class GenerateRequest(BaseModel):
|
| 72 |
-
seed: int = 0
|
| 73 |
-
num_inference_steps: int = 50
|
| 74 |
-
guidance_scale: float = 7.5
|
| 75 |
-
simplify: bool = True
|
| 76 |
-
target_face_num: int = DEFAULT_FACE_NUMBER
|
| 77 |
-
|
| 78 |
-
# Test endpoint
|
| 79 |
-
@app.get("/api/test")
|
| 80 |
-
async def test_endpoint():
|
| 81 |
-
return {"message": "FastAPI is running"}
|
| 82 |
-
|
| 83 |
-
# FastAPI endpoint for generating 3D models
|
| 84 |
-
@app.post("/api/generate")
|
| 85 |
-
async def generate_3d_model(request: GenerateRequest, image: UploadFile = File(...), api_key: str = Depends(verify_api_key)):
|
| 86 |
-
try:
|
| 87 |
-
# Save uploaded image to temporary directory
|
| 88 |
-
session_hash = get_random_hex()
|
| 89 |
-
save_dir = os.path.join(TMP_DIR, session_hash)
|
| 90 |
-
os.makedirs(save_dir, exist_ok=True)
|
| 91 |
-
image_path = os.path.join(save_dir, f"input_{get_random_hex()}.png")
|
| 92 |
-
with open(image_path, "wb") as f:
|
| 93 |
-
f.write(await image.read())
|
| 94 |
-
|
| 95 |
-
# Run the full pipeline
|
| 96 |
-
image_seg, mesh_path, textured_glb_path = run_full(image_path, req=None)
|
| 97 |
-
|
| 98 |
-
# Return the file URL for the textured GLB
|
| 99 |
-
file_url = f"/files/{session_hash}/{os.path.basename(textured_glb_path)}"
|
| 100 |
-
return {"file_url": file_url}
|
| 101 |
-
except Exception as e:
|
| 102 |
-
raise HTTPException(status_code=500, detail=str(e))
|
| 103 |
-
finally:
|
| 104 |
-
# Clean up temporary directory
|
| 105 |
-
if os.path.exists(save_dir):
|
| 106 |
-
shutil.rmtree(save_dir)
|
| 107 |
-
|
| 108 |
-
# Gradio-related functions
|
| 109 |
-
HEADER = """
|
| 110 |
-
# 🌌 PolyGenixAI: Craft 3D Worlds with Cosmic Precision
|
| 111 |
-
## Unleash Infinite Creativity with AI-Powered 3D Generation by AnvilInteractive Solutions
|
| 112 |
-
<p style="font-size: 1.1em; color: #A78BFA;">By <a href="https://www.anvilinteractive.com/" style="color: #A78BFA; text-decoration: none; font-weight: bold;">AnvilInteractive Solutions</a></p>
|
| 113 |
-
## 🚀 Launch Your Creation:
|
| 114 |
-
1. **Upload an Image** (clear, single-object images shine brightest)
|
| 115 |
-
2. **Choose a Style Filter** to infuse your unique vision
|
| 116 |
-
3. Click **Generate 3D Model** to sculpt your mesh
|
| 117 |
-
4. Click **Apply Texture** to bring your model to life
|
| 118 |
-
5. **Download GLB** to share your masterpiece
|
| 119 |
-
<p style="font-size: 0.9em; margin-top: 10px; color: #D1D5DB;">Powered by cutting-edge AI and multi-view technology from AnvilInteractive Solutions. Join our <a href="https://www.anvilinteractive.com/community" style="color: #A78BFA; text-decoration: none;">PolyGenixAI Community</a> to connect with creators and spark inspiration.</p>
|
| 120 |
-
<style>
|
| 121 |
-
@import url('https://fonts.googleapis.com/css2?family=Inter:wght@400;600;700&display=swap');
|
| 122 |
-
body {
|
| 123 |
-
background-color: #1A1A1A !important;
|
| 124 |
-
font-family: 'Inter', sans-serif !important;
|
| 125 |
-
color: #D1D5DB !important;
|
| 126 |
-
}
|
| 127 |
-
.gr-panel {
|
| 128 |
-
background-color: #2D2D2D !important;
|
| 129 |
-
border: 1px solid #7C3AED !important;
|
| 130 |
-
border-radius: 12px !important;
|
| 131 |
-
padding: 20px !important;
|
| 132 |
-
box-shadow: 0 4px 10px rgba(124, 58, 237, 0.2) !important;
|
| 133 |
-
}
|
| 134 |
-
.gr-button-primary {
|
| 135 |
-
background: linear-gradient(45deg, #7C3AED, #A78BFA) !important;
|
| 136 |
-
color: white !important;
|
| 137 |
-
border: none !important;
|
| 138 |
-
border-radius: 8px !important;
|
| 139 |
-
padding: 12px 24px !important;
|
| 140 |
-
font-weight: 600 !important;
|
| 141 |
-
transition: transform 0.2s, box-shadow 0.2s !important;
|
| 142 |
-
}
|
| 143 |
-
.gr-button-primary:hover {
|
| 144 |
-
transform: translateY(-2px) !important;
|
| 145 |
-
box-shadow: 0 4px 12px rgba(124, 58, 237, 0.5) !important;
|
| 146 |
-
}
|
| 147 |
-
.gr-button-secondary {
|
| 148 |
-
background-color: #4B4B4B !important;
|
| 149 |
-
color: #D1D5DB !important;
|
| 150 |
-
border: 1px solid #A78BFA !important;
|
| 151 |
-
border-radius: 8px !important;
|
| 152 |
-
padding: 10px 20px !important;
|
| 153 |
-
transition: transform 0.2s !important;
|
| 154 |
-
}
|
| 155 |
-
.gr-button-secondary:hover {
|
| 156 |
-
transform: translateY(-1px) !important;
|
| 157 |
-
background-color: #6B6B6B !important;
|
| 158 |
-
}
|
| 159 |
-
.gr-accordion {
|
| 160 |
-
background-color: #2D2D2D !important;
|
| 161 |
-
border-radius: 8px !important;
|
| 162 |
-
border: 1px solid #7C3AED !important;
|
| 163 |
-
}
|
| 164 |
-
.gr-tab {
|
| 165 |
-
background-color: #2D2D2D !important;
|
| 166 |
-
color: #A78BFA !important;
|
| 167 |
-
border: 1px solid #7C3AED !important;
|
| 168 |
-
border-radius: 8px !important;
|
| 169 |
-
margin: 5px !important;
|
| 170 |
-
}
|
| 171 |
-
.gr-tab:hover, .gr-tab-selected {
|
| 172 |
-
background: linear-gradient(45deg, #7C3AED, #A78BFA) !important;
|
| 173 |
-
color: white !important;
|
| 174 |
-
}
|
| 175 |
-
.gr-slider input[type=range]::-webkit-slider-thumb {
|
| 176 |
-
background-color: #7C3AED !important;
|
| 177 |
-
border: 2px solid #A78BFA !important;
|
| 178 |
-
}
|
| 179 |
-
.gr-dropdown {
|
| 180 |
-
background-color: #2D2D2D !important;
|
| 181 |
-
color: #D1D5DB !important;
|
| 182 |
-
border: 1px solid #A78BFA !important;
|
| 183 |
-
border-radius: 8px !important;
|
| 184 |
-
}
|
| 185 |
-
h1, h3 {
|
| 186 |
-
color: #A78BFA !important;
|
| 187 |
-
text-shadow: 0 0 10px rgba(124, 58, 237, 0.5) !important;
|
| 188 |
-
}
|
| 189 |
-
</style>
|
| 190 |
-
"""
|
| 191 |
-
|
| 192 |
# triposg
|
| 193 |
from image_process import prepare_image
|
| 194 |
from briarmbg import BriaRMBG
|
|
@@ -230,7 +86,7 @@ remove_bg_fn = lambda x: remove_bg(x, birefnet, transform_image, DEVICE)
|
|
| 230 |
if not os.path.exists("checkpoints/RealESRGAN_x2plus.pth"):
|
| 231 |
hf_hub_download("dtarnow/UPscaler", filename="RealESRGAN_x2plus.pth", local_dir="checkpoints")
|
| 232 |
if not os.path.exists("checkpoints/big-lama.pt"):
|
| 233 |
-
|
| 234 |
|
| 235 |
def start_session(req: gr.Request):
|
| 236 |
save_dir = os.path.join(TMP_DIR, str(req.session_hash))
|
|
@@ -495,6 +351,89 @@ def run_texture(image: Image, mesh_path: str, seed: int, req: gr.Request):
|
|
| 495 |
|
| 496 |
return textured_glb_path
|
| 497 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 498 |
# Gradio interface
|
| 499 |
with gr.Blocks(title="PolyGenixAI", css="body { background-color: #1A1A1A; } .gr-panel { background-color: #2D2D2D; }") as demo:
|
| 500 |
gr.Markdown(HEADER)
|
|
@@ -595,13 +534,5 @@ with gr.Blocks(title="PolyGenixAI", css="body { background-color: #1A1A1A; } .gr
|
|
| 595 |
demo.load(start_session)
|
| 596 |
demo.unload(end_session)
|
| 597 |
|
| 598 |
-
# Run FastAPI and Gradio concurrently
|
| 599 |
-
async def run_servers():
|
| 600 |
-
config = uvicorn.Config(app=app, host="0.0.0.0", port=8000)
|
| 601 |
-
server = uvicorn.Server(config)
|
| 602 |
-
fastapi_task = asyncio.create_task(server.serve())
|
| 603 |
-
demo.launch(server_name="0.0.0.0", server_port=7860)
|
| 604 |
-
await fastapi_task
|
| 605 |
-
|
| 606 |
if __name__ == "__main__":
|
| 607 |
-
|
|
|
|
| 11 |
from huggingface_hub import hf_hub_download, snapshot_download
|
| 12 |
import subprocess
|
| 13 |
import shutil
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 14 |
|
| 15 |
# Install additional dependencies
|
| 16 |
subprocess.run("pip install spandrel==0.4.1 --no-deps", shell=True, check=True)
|
|
|
|
| 17 |
|
| 18 |
DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
|
| 19 |
DTYPE = torch.float16
|
|
|
|
| 45 |
sys.path.append(MV_ADAPTER_CODE_DIR)
|
| 46 |
sys.path.append(os.path.join(MV_ADAPTER_CODE_DIR, "scripts"))
|
| 47 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 48 |
# triposg
|
| 49 |
from image_process import prepare_image
|
| 50 |
from briarmbg import BriaRMBG
|
|
|
|
| 86 |
if not os.path.exists("checkpoints/RealESRGAN_x2plus.pth"):
|
| 87 |
hf_hub_download("dtarnow/UPscaler", filename="RealESRGAN_x2plus.pth", local_dir="checkpoints")
|
| 88 |
if not os.path.exists("checkpoints/big-lama.pt"):
|
| 89 |
+
subprocess.run("wget -P checkpoints/ https://github.com/Sanster/models/releases/download/add_big_lama/big-lama.pt", shell=True, check=True)
|
| 90 |
|
| 91 |
def start_session(req: gr.Request):
|
| 92 |
save_dir = os.path.join(TMP_DIR, str(req.session_hash))
|
|
|
|
| 351 |
|
| 352 |
return textured_glb_path
|
| 353 |
|
| 354 |
+
HEADER = """
|
| 355 |
+
# 🌌 PolyGenixAI: Craft 3D Worlds with Cosmic Precision
|
| 356 |
+
## Unleash Infinite Creativity with AI-Powered 3D Generation by AnvilInteractive Solutions
|
| 357 |
+
<p style="font-size: 1.1em; color: #A78BFA;">By <a href="https://www.anvilinteractive.com/" style="color: #A78BFA; text-decoration: none; font-weight: bold;">AnvilInteractive Solutions</a></p>
|
| 358 |
+
## 🚀 Launch Your Creation:
|
| 359 |
+
1. **Upload an Image** (clear, single-object images shine brightest)
|
| 360 |
+
2. **Choose a Style Filter** to infuse your unique vision
|
| 361 |
+
3. Click **Generate 3D Model** to sculpt your mesh
|
| 362 |
+
4. Click **Apply Texture** to bring your model to life
|
| 363 |
+
5. **Download GLB** to share your masterpiece
|
| 364 |
+
<p style="font-size: 0.9em; margin-top: 10px; color: #D1D5DB;">Powered by cutting-edge AI and multi-view technology from AnvilInteractive Solutions. Join our <a href="https://www.anvilinteractive.com/community" style="color: #A78BFA; text-decoration: none;">PolyGenixAI Community</a> to connect with creators and spark inspiration.</p>
|
| 365 |
+
<style>
|
| 366 |
+
@import url('https://fonts.googleapis.com/css2?family=Inter:wght@400;600;700&display=swap');
|
| 367 |
+
body {
|
| 368 |
+
background-color: #1A1A1A !important;
|
| 369 |
+
font-family: 'Inter', sans-serif !important;
|
| 370 |
+
color: #D1D5DB !important;
|
| 371 |
+
}
|
| 372 |
+
.gr-panel {
|
| 373 |
+
background-color: #2D2D2D !important;
|
| 374 |
+
border: 1px solid #7C3AED !important;
|
| 375 |
+
border-radius: 12px !important;
|
| 376 |
+
padding: 20px !important;
|
| 377 |
+
box-shadow: 0 4px 10px rgba(124, 58, 237, 0.2) !important;
|
| 378 |
+
}
|
| 379 |
+
.gr-button-primary {
|
| 380 |
+
background: linear-gradient(45deg, #7C3AED, #A78BFA) !important;
|
| 381 |
+
color: white !important;
|
| 382 |
+
border: none !important;
|
| 383 |
+
border-radius: 8px !important;
|
| 384 |
+
padding: 12px 24px !important;
|
| 385 |
+
font-weight: 600 !important;
|
| 386 |
+
transition: transform 0.2s, box-shadow 0.2s !important;
|
| 387 |
+
}
|
| 388 |
+
.gr-button-primary:hover {
|
| 389 |
+
transform: translateY(-2px) !important;
|
| 390 |
+
box-shadow: 0 4px 12px rgba(124, 58, 237, 0.5) !important;
|
| 391 |
+
}
|
| 392 |
+
.gr-button-secondary {
|
| 393 |
+
background-color: #4B4B4B !important;
|
| 394 |
+
color: #D1D5DB !important;
|
| 395 |
+
border: 1px solid #A78BFA !important;
|
| 396 |
+
border-radius: 8px !important;
|
| 397 |
+
padding: 10px 20px !important;
|
| 398 |
+
transition: transform 0.2s !important;
|
| 399 |
+
}
|
| 400 |
+
.gr-button-secondary:hover {
|
| 401 |
+
transform: translateY(-1px) !important;
|
| 402 |
+
background-color: #6B6B6B !important;
|
| 403 |
+
}
|
| 404 |
+
.gr-accordion {
|
| 405 |
+
background-color: #2D2D2D !important;
|
| 406 |
+
border-radius: 8px !important;
|
| 407 |
+
border: 1px solid #7C3AED !important;
|
| 408 |
+
}
|
| 409 |
+
.gr-tab {
|
| 410 |
+
background-color: #2D2D2D !important;
|
| 411 |
+
color: #A78BFA !important;
|
| 412 |
+
border: 1px solid #7C3AED !important;
|
| 413 |
+
border-radius: 8px !important;
|
| 414 |
+
margin: 5px !important;
|
| 415 |
+
}
|
| 416 |
+
.gr-tab:hover, .gr-tab-selected {
|
| 417 |
+
background: linear-gradient(45deg, #7C3AED, #A78BFA) !important;
|
| 418 |
+
color: white !important;
|
| 419 |
+
}
|
| 420 |
+
.gr-slider input[type=range]::-webkit-slider-thumb {
|
| 421 |
+
background-color: #7C3AED !important;
|
| 422 |
+
border: 2px solid #A78BFA !important;
|
| 423 |
+
}
|
| 424 |
+
.gr-dropdown {
|
| 425 |
+
background-color: #2D2D2D !important;
|
| 426 |
+
color: #D1D5DB !important;
|
| 427 |
+
border: 1px solid #A78BFA !important;
|
| 428 |
+
border-radius: 8px !important;
|
| 429 |
+
}
|
| 430 |
+
h1, h3 {
|
| 431 |
+
color: #A78BFA !important;
|
| 432 |
+
text-shadow: 0 0 10px rgba(124, 58, 237, 0.5) !important;
|
| 433 |
+
}
|
| 434 |
+
</style>
|
| 435 |
+
"""
|
| 436 |
+
|
| 437 |
# Gradio interface
|
| 438 |
with gr.Blocks(title="PolyGenixAI", css="body { background-color: #1A1A1A; } .gr-panel { background-color: #2D2D2D; }") as demo:
|
| 439 |
gr.Markdown(HEADER)
|
|
|
|
| 534 |
demo.load(start_session)
|
| 535 |
demo.unload(end_session)
|
| 536 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 537 |
if __name__ == "__main__":
|
| 538 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|