ujhpddlZddlmZddlmZmZmZddlZddlm Z ddl m Z ddddd Z Gd d e Z y) N)Path)ListTupleUnion)Dataset)_load_waveform mix_clean mix_singlemix_both) sep_clean enh_singleenh_both sep_noisyc eZdZdZ ddeeefdededededef dZd e ee je e jffd Z d ed e eee effd Zd efd Zd ed e ee je e jffdZy)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 rootsubset num_speakers sample_ratetaskmodect|d|dz |_tjj |jst d|jd|dvrt d|d|dk(r|jd z |z |z }n*|d k(r|jd z |z |z }nt d |d||_||_|t|z |_ |d k(r |dz g|_ n't|Dcgc] }|d|dzz c}|_ |jjdD cgc]} | jc} |_|jj!ycc}wcc} w)NLibriMixz The path ze doesn't exist. Please check the ``root`` path and ``num_speakers`` or download the dataset manually.)maxminz3Expect ``mode`` to be one in ["min", "max"]. Found .@wav8ki>wav16kzUnsupported sample rate. Found rr sz*.wav)rrospathexists RuntimeError ValueErrorrr_TASKS_TO_MIXTUREmix_dirsrc_dirsrangeglobnamefilessort) selfrrrrrrr)ips Z/var/www/html/dev/engine/venv/lib/python3.12/site-packages/torchaudio/datasets/librimix.py__init__zLibriMix.__init__,sfJ5c!:: ww~~dii(DII;'hh  ~ %RSWRXXYZ[ [ $ ii')D069G E !ii(*T1F:G>{m1MN N& !24!88 : % 35DMr\s> %% $4 t&wt&rC