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Update app.py
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app.py
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@@ -7,7 +7,6 @@ import numpy as np
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from transformers import AutoModelForImageSegmentation
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from io import BytesIO
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from loadimg import load_img
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from contextlib import asynccontextmanager
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# -------------------------
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# Model Setup
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@@ -16,13 +15,18 @@ MODEL_DIR = "models/BiRefNet"
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os.makedirs(MODEL_DIR, exist_ok=True)
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device = "cuda" if torch.cuda.is_available() else "cpu"
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birefnet = None #
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# -------------------------
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#
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# -------------------------
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global birefnet
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if birefnet is None:
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print("Loading BiRefNet model...")
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@@ -34,10 +38,6 @@ async def lifespan(app: FastAPI):
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)
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birefnet.to(device).eval()
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print("Model loaded successfully.")
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yield # Hand control back to FastAPI
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# No special shutdown actions needed
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app = FastAPI(title="Background Removal API", lifespan=lifespan)
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# -------------------------
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# Image Preprocessing
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@@ -64,7 +64,7 @@ def process_image(image: Image.Image) -> Image.Image:
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return image
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# -------------------------
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#
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# -------------------------
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@app.post("/remove-background")
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async def remove_background(file: UploadFile = File(None), image_url: str = Form(None)):
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from transformers import AutoModelForImageSegmentation
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from io import BytesIO
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from loadimg import load_img
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# -------------------------
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# Model Setup
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os.makedirs(MODEL_DIR, exist_ok=True)
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device = "cuda" if torch.cuda.is_available() else "cpu"
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birefnet = None # will initialize on startup
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# -------------------------
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# FastAPI App
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# -------------------------
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app = FastAPI(title="Background Removal API")
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# -------------------------
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# Startup Event
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# -------------------------
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@app.on_event("startup")
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async def load_model():
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global birefnet
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if birefnet is None:
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print("Loading BiRefNet model...")
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)
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birefnet.to(device).eval()
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print("Model loaded successfully.")
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# -------------------------
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# Image Preprocessing
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return image
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# -------------------------
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# Remove Background Endpoint
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# -------------------------
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@app.post("/remove-background")
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async def remove_background(file: UploadFile = File(None), image_url: str = Form(None)):
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