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