~VjixddlZddlmZddlmZmZmZddlZddlm Z ddl m Z ddddd Z Gd d e Z dS) N)Path)ListTupleUnion)Dataset)_load_waveform mix_clean mix_singlemix_both) sep_clean enh_singleenh_both sep_noisyc eZdZdZ ddeeefded ed ed ed ef d Zde ee j e e j ffdZ dede eee effdZdefdZdede ee j e e j ffdZdS)LibriMixa *LibriMix* :cite:`cosentino2020librimix` dataset. Args: root (str or Path): The path where the directory ``Libri2Mix`` or ``Libri3Mix`` is stored. Not the path of those directories. subset (str, optional): The subset to use. Options: [``"train-360"``, ``"train-100"``, ``"dev"``, and ``"test"``] (Default: ``"train-360"``). num_speakers (int, optional): The number of speakers, which determines the directories to traverse. The Dataset will traverse ``s1`` to ``sN`` directories to collect N source audios. (Default: 2) sample_rate (int, optional): Sample rate of audio files. The ``sample_rate`` determines which subdirectory the audio are fetched. If any of the audio has a different sample rate, raises ``ValueError``. Options: [8000, 16000] (Default: 8000) task (str, optional): The task of LibriMix. Options: [``"enh_single"``, ``"enh_both"``, ``"sep_clean"``, ``"sep_noisy"``] (Default: ``"sep_clean"``) mode (str, optional): The mode when creating the mixture. If set to ``"min"``, the lengths of mixture and sources are the minimum length of all sources. If set to ``"max"``, the lengths of mixture and sources are zero padded to the maximum length of all sources. Options: [``"min"``, ``"max"``] (Default: ``"min"``) Note: The LibriMix dataset needs to be manually generated. Please check https://github.com/JorisCos/LibriMix train-360@r minrootsubset num_speakers sample_ratetaskmodect|d|dz |_tj|jst d|jd|dvrt d|d|dkr|jd z |z |z n*|d kr|jd z |z |z nt d |d||_||_t|z |_ |d kr dz g|_ n fdt|D|_ d|j dD|_|jdS)NLibriMixz The path ze doesn't exist. Please check the ``root`` path and ``num_speakers`` or download the dataset manually.)maxrz3Expect ``mode`` to be one in ["min", "max"]. Found .rwav8ki>wav16kzUnsupported sample rate. Found rr c&g|] }d|dzz S)s).0imix_dirs V/root/voice-cloning/.venv/lib/python3.11/site-packages/torchaudio/datasets/librimix.py z%LibriMix.__init__..Js(PPPqg AaC 1PPPcg|] }|j Sr&)name)r'ps r*r+z%LibriMix.__init__..LsAAAafAAAr,z*.wav)rrospathexists RuntimeError ValueErrorrr_TASKS_TO_MIXTUREr)src_dirsrangeglobfilessort)selfrrrrrrr)s @r*__init__zLibriMix.__init__,sJJ!:!:!:!:: w~~di(( hDIhhh  ~ % %ZSWZZZ[[ [ $  i')D069GG E ! !i(*T1F:GGM{MMMNN N& !24!88 :  % 35DMMPPPPE,ras %%%%%%%%%% $$$$$$444444 t&t&t&t&t&wt&t&t&t&t&r,