# app/main.py import shutil import os import uuid from fastapi import FastAPI, Request, File, UploadFile, Form from fastapi.responses import HTMLResponse from fastapi.templating import Jinja2Templates from fastapi.staticfiles import StaticFiles from app.predict import predict_image app = FastAPI() templates = Jinja2Templates(directory="app/templates") app.mount("/static", StaticFiles(directory="app/static"), name="static") os.makedirs("app/uploads", exist_ok=True) app.mount("/uploads", StaticFiles(directory="app/uploads"), name="uploads") @app.get("/", response_class=HTMLResponse) async def index(request: Request): return templates.TemplateResponse("main.html", {"request": request}) @app.get("/model-info", response_class=HTMLResponse) async def model_info(request: Request): return templates.TemplateResponse("model_info.html", {"request": request}) @app.post("/upload-image", response_class=HTMLResponse) async def upload_image(request: Request, file: UploadFile = File(...)): unique_filename = f"{uuid.uuid4().hex}_{file.filename}" file_path = f"app/uploads/{unique_filename}" with open(file_path, "wb") as buffer: shutil.copyfileobj(file.file, buffer) return templates.TemplateResponse("main.html", { "request": request, "image_path": f"/uploads/{unique_filename}" }) @app.post("/predict", response_class=HTMLResponse) async def predict(request: Request, image_path: str = Form(...)): label, confidence, all_predictions = predict_image(f"app{image_path}") confidence_percent = f"{confidence * 100:.2f}%" return templates.TemplateResponse("main.html", { "request": request, "image_path": image_path, "label": label, "confidence": confidence_percent, "predictions": all_predictions })