dataset.py

from dataclasses import dataclass, field
import h5py
import numpy as np

H5_CDATA = "Channel/FrequencyResponses/Data"
H5_TARGET_DELAY = "TargetParameters/Delay/Data"
H5_TARGET_DOPPLER = "TargetParameters/Doppler/Data"
H5_TXANTENNA = "AntennaPositions/PositionTx/Data"
H5_RXANTENNA = "AntennaPositions/PositionRx/Data"
H5_UAVPOSITIONS = "Positions/Data"

@dataclass
class UAVDataset:
    channelfile: str
    """The path to the channel file"""
    targetfile: str = None
    """The path to the target file"""
    channel: np.ndarray = field(init=False)
    """Property to store the channel data as a numpy array"""
    groundtruth: np.ndarray = field(init=False)
    """Property to store the delay and Doppler groundtruth of the UAV as a numpy array"""
    tx: np.ndarray = field(init=False)
    """Property to store the transmitter antenna positions as a numpy array"""
    rx: np.ndarray = field(init=False)
    """Property to store the receiver antenna positions as a numpy array"""
    uav: np.ndarray = field(init=False)
    """Property to store the UAV positions as a numpy array"""

    def __post_init__(self) -> None:
        # load channel, positions
        h5_channel = h5py.File(self.channelfile, "r")
        self.channel = np.array(h5_channel[H5_CDATA]).view(
            np.complex64).squeeze()
        self.groundtruth = np.concatenate(
            (
                np.array(h5_channel[H5_TARGET_DELAY]),
                np.array(h5_channel[H5_TARGET_DOPPLER]),
            ),
            axis=1,
        )
        self.tx = np.array(h5_channel[H5_TXANTENNA]).view(np.float64).squeeze()
        self.rx = np.array(h5_channel[H5_RXANTENNA]).view(np.float64).squeeze()

        if self.targetfile is not None:
            h5_target = h5py.File(self.targetfile, "r")
            self.uav = np.array(h5_target[H5_UAVPOSITIONS]).view(
                np.float64).squeeze()

        return
           
    def __len__(self) -> int:
        return self.channel.shape[0]