UdasriHasindu commited on
Commit ·
fe2c376
1
Parent(s): d1e7990
add a lifespan to load models before api traffic
Browse files- main.py +28 -1
- services/__init__.py +0 -0
- predictor.py → services/predictor.py +0 -0
main.py
CHANGED
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@@ -1,8 +1,35 @@
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from fastapi import FastAPI
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app = FastAPI(
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title="Motor Impairment Score API",
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description="API for predicting Parkinson's motor impairment from drawings."
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)
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@app.get("/")
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from fastapi import FastAPI
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from services import predictor
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from contextlib import asynccontextmanager
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@asynccontextmanager
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async def lifespan(app: FastAPI):
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# Load models on startup
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print("\n--- SYSTEM BOOT ---")
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print("Pre-loading deep learning models from the Hub into RAM...\n")
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predictor._get_wave_model()
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predictor._get_spiral_model()
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print("Models successfully cached! Server is now ready to accept network traffic.\n")
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yield
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# Everything before 'yield' happens BEFORE the server accepts traffic.
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print("\n--- SYSTEM SHUTDOWN ---")
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print("Releasing memory and shutting down...")
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app = FastAPI(
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title="Motor Impairment Score API",
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description="API for predicting Parkinson's motor impairment from drawings.",
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lifespan=lifespan
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)
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@app.get("/")
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services/__init__.py
ADDED
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File without changes
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predictor.py → services/predictor.py
RENAMED
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File without changes
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