o SiS#@sTdZddlZddlZddlZddlZddlZddlmZddlm Z ddl m Z m Z m Z mZmZddlmZddlmZmZmZmZmZddlmZmZmZmZdd lmZmZd d ed fd e ededede ede de e ee eeeeffff ddZ!  ddede de fddZ"  d ded e ede#de eeeefffddZ$dS)!a Description taken from the abstract of the paper: "EARS: An Anechoic Fullband Speech Dataset Benchmarked for Speech Enhancement and Dereverberation" https://arxiv.org/abs/2406.06185 We release the EARS (Expressive Anechoic Recordings of Speech) dataset, a high-quality speech dataset comprising 107 speakers from diverse backgrounds, totaling in 100 hours of clean, anechoic speech data. The dataset covers a large range of different speaking styles, including emotional speech, different reading styles, non-verbal sounds, and conversational freeform speech. We benchmark various methods for speech enhancement and dereverberation on the dataset and evaluate their performance through a set of instrumental metrics. In addition, we conduct a listening test with 20 participants for the speech enhancement task, where a generative method is preferred. We introduce a blind test set that allows for automatic online evaluation of uploaded data. Dataset download links and automatic evaluation server can be found online. N) defaultdict)Path)DictIterableOptionalSequenceUnion)tqdm) RecordingSetSupervisionSegmentSupervisionSet fix_manifests$validate_recordings_and_supervisions)DEFAULT_DETECTED_MANIFEST_TYPESTYPES_TO_CLASSES load_manifestmanifests_exist)Pathlikeresumable_downloadzjsonl.gzF output_dirprefixsuffixtypeslazyreturncCs|durdS|r|ds|d}|dr|dd}|r,|ds,td|dtt}t|}|D]$}|||d|}|sHq6|rTt||||<q6t |||<q6t|S)a@ Loads manifests from the disk, or a subset of them if only some exist. The manifests are searched for using the pattern ``output_dir / f'{prefix}_{manifest}_{part}.json'``, where `manifest` is one of ``["recordings", "supervisions"]`` and ``part`` is specified in ``dataset_parts``. This function is intended to speedup data preparation if it has already been done before. :param output_dir: Where to look for the files. :param prefix: Optional common prefix for the manifest files (underscore is automatically added). :param suffix: Optional common suffix for the manifest files ("json" by default). :param types: Which types of manifests are searched for (default: 'recordings' and 'supervisions'). :return: A dict with manifest (``d[dataset_part]['recording'|'manifest']``) or ``None``. N_.jsonlz8Only JSONL manifests can be opened lazily (got suffix: 'z')) endswith startswith ValueErrorrdictris_filerfrom_jsonl_lazyr)rrrrr manifestsmanifestpathr)G/home/ubuntu/.local/lib/python3.10/site-packages/lhotse/recipes/ears.py"_read_manifests_if_cached_no_parts,s(    r+r target_dirforce_downloadc Cst|}|jdddtd|d|dtd|d|dttdd d d D]`}d |d }d}|d}||}||}|d}|rRtd|d|dq&|d|}t|||dtj |ddt |} | j |dWdn1s}wY| q&|S)a Download and unzip the EARS dataset. :param target_dir: Pathlike, the path of the dir to storage the dataset. :param force_download: Bool, if True, download the tars no matter if the tars exist. :return: the path to downloaded and extracted directory with data. Tparentsexist_okz\https://raw.githubusercontent.com/facebookresearch/ears_dataset/main/speaker_statistics.jsonspeaker_statistics.json)filenamer-zUhttps://raw.githubusercontent.com/facebookresearch/ears_dataset/main/transcripts.jsontranscripts.jsonrlz0Downloading the 107 speakers of the EARS datasetdescp03dzJhttps://github.com/facebookresearch/ears_dataset/releases/download/datasetz.zipz .completedz Skipping z because z exists./) ignore_errorsr(N)rmkdirrr ranger$logginginfoshutilrmtreezipfileZipFile extractalltouch) r,r-parturlzip_namezip_pathpart_dircompleted_detectorfull_urlzfr)r)r* download_earsVs@      rNr corpus_dirnum_jobscst|}|sJd|ddtddD}|dur.t|}|jdddt|d d }t|d }t|d }g}g}t|d dD]Y} t | |d dr]t d| dqJ| || } t j | d|fddd} || | D]+} | jdd} |}|t| j| jd| jd|| d|dd|d qwqJg} |D]}| t|7} qt | } t|}t| |\} }t| ||dur||d| |d| |d}|S)a Returns the manifests which consist of the Recordings and Supervisions. When all the manifests are available in the ``output_dir``, it will simply read and return them. :param corpus_dir: Pathlike, the path of the data dir. :param output_dir: Pathlike, the path where to write the manifests. :param num_jobs: the number of parallel workers parsing the data. :return: a Dict whose keys are 'recordings' and 'supervisions'. zNo such directory: cSsg|]}d|dqS)r7r8r)).0spkr)r)r* sz prepare_ears..rr4NTr.ears)rrr1r3zPreparing EARS speakersr5)rFrrz EARS subset: z already prepared - skipping.z*.wavcsd|jS)Nr)stemr;spk_idr)r*szprepare_ears..)rP recording_idrgrEnglishgender) idrYstartdurationchanneltextlanguagespeakerr[customzears_supervisions.jsonl.gzzears_recordings.jsonl.gz) recordings supervisions)ris_dirr=r<r+jsonloads read_textr rr>r?r from_dirappendr\splitcopyr r^getpoplistfrom_recordingsr from_segmentsr rto_file)rOrrP dataset_partsr&spk2metautt2transcriptrerecordings_listrF part_pathrdrecuttmetarecsr)rVr* prepare_earssp        r})rF)Nr)%__doc__rgr>rer@rB collectionsrpathlibrtypingrrrrrr lhotser r r r rlhotse.recipes.utilsrrrr lhotse.utilsrrstrboolr+rNintr}r)r)r)r*sd    + 0