Source code for ggfm.datasets.lastFM

import os
import os.path
from ggfm.data import graph as gg
from typing import Callable, List, Optional
from ggfm.data import download_url, extract_zip


class LastFM:
    r"""
    The Last.fm dataset is a comprehensive collection of user listening histories from the Last.fm music platform. It
    includes detailed records of user interactions with artists and tracks, making it valuable for research in areas
    such as music recommendation systems, user behavior analysis, and social network analysis within the music domain.

    """

    url = 'todo'

    def __init__(self, root: str = None, transform: Optional[Callable] = None,
                 pre_transform: Optional[Callable] = None, force_reload: bool = False):
        super().__init__(root, transform, pre_transform, force_reload=force_reload)
        self.data, self.slices = self.load_data(self.processed_paths[0])

    @property
    def raw_file_names(self) -> List[str]:
        pass

    @property
    def processed_file_names(self) -> str:
        return 'lastFM_pre_data.pt'

    def download(self):
        path = download_url(self.url, self.raw_dir)
        extract_zip(path, self.raw_dir)
        os.remove(path)

    def process(self):
        data = gg()

        pass
        # todo

    def __repr__(self) -> str:
        return f'{self.__class__.__name__}()'