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Upload main (24).py

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+ from __future__ import annotations
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+ from fastapi import FastAPI, File, UploadFile
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+ from fastapi.responses import FileResponse
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+ from fastapi.staticfiles import StaticFiles
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+ import shutil
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+ import torch
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+
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+ from vtoonify_model import Model
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+
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+ app = FastAPI()
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+ model = Model(device='cuda' if torch.cuda.is_available() else 'cpu')
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+
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+ @app.post("/upload/")
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+ async def process_image(file: UploadFile = File(...)):
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+ # Save the uploaded image locally
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+ with open("uploaded_image.jpg", "wb") as buffer:
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+ shutil.copyfileobj(file.file, buffer)
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+
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+ # Load the model (assuming 'cartoon1' is always used)
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+ exstyle, load_info = model.load_model('cartoon1')
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+
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+ # Process the uploaded image
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+
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+ top, bottom, left, right = 200, 200,200, 200
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+ aligned_face, _, input_info = model.detect_and_align_image("uploaded_image.jpg", top, bottom, left, right)
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+ processed_image, message = model.image_toonify(aligned_face, exstyle, style_type = 'cartoon1' , style_degree=0.5)
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+
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+ # Save the processed image
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+ with open("result_image.jpg", "wb") as result_buffer:
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+ result_buffer.write(processed_image)
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+
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+ # Return the processed image
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+ return FileResponse("result_image.jpg", media_type="image/jpeg", headers={"Content-Disposition": "attachment; filename=result_image.jpg"})
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+
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+ app.mount("/", StaticFiles(directory="AB", html=True), name="static")
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+
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+ @app.get("/")
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+ def index() -> FileResponse:
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+ return FileResponse(path="/app/AB/index.html", media_type="text/html")
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+
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+
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+