| |
|
|
| 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 |
| }) |
|
|