Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -34,16 +34,24 @@ from datetime import datetime, timezone
|
|
| 34 |
try:
|
| 35 |
import spaces
|
| 36 |
except ImportError:
|
| 37 |
-
|
| 38 |
-
_is_mock = True
|
| 39 |
-
@staticmethod
|
| 40 |
-
def GPU(func_or_duration=None, **kwargs):
|
| 41 |
-
if callable(func_or_duration):
|
| 42 |
-
return func_or_duration
|
| 43 |
-
def decorator(func):
|
| 44 |
-
return func
|
| 45 |
-
return decorator
|
| 46 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 47 |
|
| 48 |
from config import get_device, HAS_SPACES
|
| 49 |
from services.forecast.service import forecast_aqi
|
|
@@ -98,9 +106,9 @@ async def _async_handle_forecast_ui(aqi_text_input: str, lat_val: str, lon_val:
|
|
| 98 |
return f"❌ Execution Failed: {str(e)}", None, ""
|
| 99 |
|
| 100 |
|
| 101 |
-
@
|
| 102 |
def handle_forecast_ui(aqi_text_input: str, lat_val: str, lon_val: str):
|
| 103 |
-
"""Gradio handler for AQI Forecasting."""
|
| 104 |
return asyncio.run(_async_handle_forecast_ui(aqi_text_input, lat_val, lon_val))
|
| 105 |
|
| 106 |
|
|
@@ -140,9 +148,9 @@ async def _async_handle_vision_ui(input_image):
|
|
| 140 |
return f"❌ Analysis Failed: {str(e)}", ""
|
| 141 |
|
| 142 |
|
| 143 |
-
@
|
| 144 |
def handle_vision_ui(input_image):
|
| 145 |
-
"""Gradio handler for Satellite Vision."""
|
| 146 |
return asyncio.run(_async_handle_vision_ui(input_image))
|
| 147 |
|
| 148 |
|
|
@@ -211,8 +219,8 @@ with gr.Blocks(title="AQI Intelligence Engine — HF ZeroGPU Edition", theme=gr.
|
|
| 211 |
f"""
|
| 212 |
### 🖥️ Active Deployment Info
|
| 213 |
- **Primary Compute Hardware**: `{device_active}`
|
| 214 |
-
- **HuggingFace `spaces` SDK Available**: `{
|
| 215 |
-
- **ZeroGPU Status**: `{"Active & Ready for dynamic GPU acceleration" if
|
| 216 |
|
| 217 |
### 🔌 REST API Endpoints
|
| 218 |
When deployed on Hugging Face Spaces, you can query REST endpoints directly:
|
|
@@ -222,16 +230,18 @@ with gr.Blocks(title="AQI Intelligence Engine — HF ZeroGPU Edition", theme=gr.
|
|
| 222 |
"""
|
| 223 |
)
|
| 224 |
|
| 225 |
-
from fastapi.middleware.cors import CORSMiddleware
|
| 226 |
from starlette.responses import JSONResponse
|
| 227 |
from starlette.requests import Request
|
| 228 |
|
| 229 |
-
|
| 230 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 231 |
|
| 232 |
-
@
|
| 233 |
-
@fastapi_app.post("/api/forecast")
|
| 234 |
-
@fastapi_app.post("/forecast")
|
| 235 |
async def api_forecast(request: Request):
|
| 236 |
"""REST API endpoint for historical AQI prediction."""
|
| 237 |
try:
|
|
@@ -246,9 +256,7 @@ def register_api_routes(fastapi_app):
|
|
| 246 |
logger.error(f"API Forecast error: {e}")
|
| 247 |
return JSONResponse({"error": str(e)}, status_code=400)
|
| 248 |
|
| 249 |
-
@
|
| 250 |
-
@fastapi_app.post("/api/analyze-image")
|
| 251 |
-
@fastapi_app.post("/analyze-image")
|
| 252 |
async def api_analyze_image(request: Request):
|
| 253 |
"""REST API endpoint for satellite image pollution breakdown."""
|
| 254 |
try:
|
|
@@ -268,9 +276,7 @@ def register_api_routes(fastapi_app):
|
|
| 268 |
logger.error(f"API Vision error: {e}")
|
| 269 |
return JSONResponse({"error": str(e)}, status_code=400)
|
| 270 |
|
| 271 |
-
@
|
| 272 |
-
@fastapi_app.get("/api/health")
|
| 273 |
-
@fastapi_app.get("/health")
|
| 274 |
async def api_health(request: Request):
|
| 275 |
"""Health check endpoint."""
|
| 276 |
return JSONResponse({
|
|
@@ -280,36 +286,22 @@ def register_api_routes(fastapi_app):
|
|
| 280 |
"version": "2.0.0",
|
| 281 |
})
|
| 282 |
|
| 283 |
-
# Save the original create_app method from Gradio
|
| 284 |
-
_orig_create_app = demo.create_app
|
| 285 |
|
| 286 |
-
|
| 287 |
-
|
| 288 |
-
|
| 289 |
-
|
| 290 |
-
|
| 291 |
-
fastapi_app.add_middleware(
|
| 292 |
CORSMiddleware,
|
| 293 |
allow_origins=["*"],
|
| 294 |
allow_credentials=True,
|
| 295 |
allow_methods=["*"],
|
| 296 |
allow_headers=["*"],
|
| 297 |
)
|
| 298 |
-
|
| 299 |
-
|
| 300 |
-
|
| 301 |
-
|
| 302 |
-
# Log the registered routes for debugging
|
| 303 |
-
routes = [route.path for route in fastapi_app.routes]
|
| 304 |
-
logger.info(f"Custom REST API routes successfully injected on Gradio FastAPI app: {routes}")
|
| 305 |
-
|
| 306 |
-
return fastapi_app
|
| 307 |
-
|
| 308 |
-
# Monkey-patch demo's create_app method
|
| 309 |
-
demo.create_app = custom_create_app
|
| 310 |
-
|
| 311 |
-
# Initialize the Gradio queue
|
| 312 |
-
demo.queue()
|
| 313 |
|
| 314 |
# Export Gradio demo as root app object for Hugging Face ZeroGPU SDK
|
| 315 |
app = demo
|
|
@@ -317,5 +309,3 @@ app = demo
|
|
| 317 |
if __name__ == "__main__":
|
| 318 |
# Local development only — on HF Spaces, uvicorn runs the app directly
|
| 319 |
demo.launch(server_name="0.0.0.0", server_port=7860, share=False)
|
| 320 |
-
|
| 321 |
-
|
|
|
|
| 34 |
try:
|
| 35 |
import spaces
|
| 36 |
except ImportError:
|
| 37 |
+
spaces = None
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 38 |
|
| 39 |
+
def gpu_decorator(func=None, duration=None):
|
| 40 |
+
"""ZeroGPU decorator wrapper that applies spaces.GPU on HF or identity on CPU."""
|
| 41 |
+
if spaces is not None:
|
| 42 |
+
try:
|
| 43 |
+
if func is None:
|
| 44 |
+
return spaces.GPU(duration=duration) if duration else spaces.GPU
|
| 45 |
+
if callable(func):
|
| 46 |
+
return spaces.GPU(func)
|
| 47 |
+
return spaces.GPU
|
| 48 |
+
except Exception:
|
| 49 |
+
pass
|
| 50 |
+
if func is None:
|
| 51 |
+
return lambda f: f
|
| 52 |
+
if callable(func):
|
| 53 |
+
return func
|
| 54 |
+
return lambda f: f
|
| 55 |
|
| 56 |
from config import get_device, HAS_SPACES
|
| 57 |
from services.forecast.service import forecast_aqi
|
|
|
|
| 106 |
return f"❌ Execution Failed: {str(e)}", None, ""
|
| 107 |
|
| 108 |
|
| 109 |
+
@gpu_decorator
|
| 110 |
def handle_forecast_ui(aqi_text_input: str, lat_val: str, lon_val: str):
|
| 111 |
+
"""Gradio handler for AQI Forecasting wrapped with @gpu_decorator."""
|
| 112 |
return asyncio.run(_async_handle_forecast_ui(aqi_text_input, lat_val, lon_val))
|
| 113 |
|
| 114 |
|
|
|
|
| 148 |
return f"❌ Analysis Failed: {str(e)}", ""
|
| 149 |
|
| 150 |
|
| 151 |
+
@gpu_decorator
|
| 152 |
def handle_vision_ui(input_image):
|
| 153 |
+
"""Gradio handler for Satellite Vision wrapped with @gpu_decorator."""
|
| 154 |
return asyncio.run(_async_handle_vision_ui(input_image))
|
| 155 |
|
| 156 |
|
|
|
|
| 219 |
f"""
|
| 220 |
### 🖥️ Active Deployment Info
|
| 221 |
- **Primary Compute Hardware**: `{device_active}`
|
| 222 |
+
- **HuggingFace `spaces` SDK Available**: `{spaces is not None}`
|
| 223 |
+
- **ZeroGPU Status**: `{"Active & Ready for dynamic GPU acceleration" if spaces is not None else "Running on standard CPU mode (Universal Compatibility)"}`
|
| 224 |
|
| 225 |
### 🔌 REST API Endpoints
|
| 226 |
When deployed on Hugging Face Spaces, you can query REST endpoints directly:
|
|
|
|
| 230 |
"""
|
| 231 |
)
|
| 232 |
|
|
|
|
| 233 |
from starlette.responses import JSONResponse
|
| 234 |
from starlette.requests import Request
|
| 235 |
|
| 236 |
+
# Initialize the Gradio queue — this creates the underlying FastAPI app object
|
| 237 |
+
# MUST be called before registering REST routes on demo.app
|
| 238 |
+
demo.queue()
|
| 239 |
+
|
| 240 |
+
|
| 241 |
+
def register_api_routes(gradio_app):
|
| 242 |
+
"""Register custom REST API endpoints on the Gradio FastAPI app."""
|
| 243 |
|
| 244 |
+
@gradio_app.post("/api/v1/forecast")
|
|
|
|
|
|
|
| 245 |
async def api_forecast(request: Request):
|
| 246 |
"""REST API endpoint for historical AQI prediction."""
|
| 247 |
try:
|
|
|
|
| 256 |
logger.error(f"API Forecast error: {e}")
|
| 257 |
return JSONResponse({"error": str(e)}, status_code=400)
|
| 258 |
|
| 259 |
+
@gradio_app.post("/api/v1/analyze-image")
|
|
|
|
|
|
|
| 260 |
async def api_analyze_image(request: Request):
|
| 261 |
"""REST API endpoint for satellite image pollution breakdown."""
|
| 262 |
try:
|
|
|
|
| 276 |
logger.error(f"API Vision error: {e}")
|
| 277 |
return JSONResponse({"error": str(e)}, status_code=400)
|
| 278 |
|
| 279 |
+
@gradio_app.get("/api/v1/health")
|
|
|
|
|
|
|
| 280 |
async def api_health(request: Request):
|
| 281 |
"""Health check endpoint."""
|
| 282 |
return JSONResponse({
|
|
|
|
| 286 |
"version": "2.0.0",
|
| 287 |
})
|
| 288 |
|
|
|
|
|
|
|
| 289 |
|
| 290 |
+
# Register REST API routes on the Gradio underlying FastAPI app
|
| 291 |
+
try:
|
| 292 |
+
from fastapi.middleware.cors import CORSMiddleware
|
| 293 |
+
# Explicitly configure CORS on the underlying FastAPI app to allow direct requests from the browser
|
| 294 |
+
demo.app.add_middleware(
|
|
|
|
| 295 |
CORSMiddleware,
|
| 296 |
allow_origins=["*"],
|
| 297 |
allow_credentials=True,
|
| 298 |
allow_methods=["*"],
|
| 299 |
allow_headers=["*"],
|
| 300 |
)
|
| 301 |
+
register_api_routes(demo.app)
|
| 302 |
+
logger.info("CORS middleware and REST API routes registered successfully on Gradio FastAPI app.")
|
| 303 |
+
except Exception as e:
|
| 304 |
+
logger.warning(f"Could not register REST API routes or CORS (will be available via Gradio only): {e}")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 305 |
|
| 306 |
# Export Gradio demo as root app object for Hugging Face ZeroGPU SDK
|
| 307 |
app = demo
|
|
|
|
| 309 |
if __name__ == "__main__":
|
| 310 |
# Local development only — on HF Spaces, uvicorn runs the app directly
|
| 311 |
demo.launch(server_name="0.0.0.0", server_port=7860, share=False)
|
|
|
|
|
|