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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