from __future__ import annotations

from typing import TypedDict

import torch


class FingerprintSample(TypedDict):
    """Canonical sample format for SIFQ pipelines."""

    image: torch.Tensor
    identity_id: str
    finger_id: str
    sensor_id: str
    dataset: str
    image_path: str