o 9wiS@sfddlmZddlZddlmZmZmZddlmZddl m Z m Z e ddj Z ded efd d Z dS) )partialN) FileFinderProtocol get_annotated)SpeakerVerificationProtocol)Audioget_torchaudio_infodownmix)monoprotocolreturnc Cszt|}Wnttfyd|jd}t|wd|vrcd|vr5d|vr4d|jd}t|n.t}z||}WnttfyRd|jd}t|w||j d<d|jd}t |d|vrd |vrt }d |vrud n|d }t t|d |j d <d|jd }t |d|vrd|vrt|j d<t|j d<d|jd}t |d|v}d|v}t|trd} nd} z tt|| }Wn ttfyd} Ynwd} | ||d} || fS)aCheck that protocol is suitable for training a model - does it provide a training set? - does it provide a validation set? - does it provide a way to access audio content? - does it provide a way to delimit annotated content? Returns ------- fixed_protocol : Protocol checks: dict has_validation : bool has_scope : bool has_classes : bool Raises ------ ValueError if protocol does not pass the check list and cannot be fixed. z Protocol z does not define a training set.audiowaveform sample_ratezG provides audio with "waveform" key but is missing a "sample_rate" key.zu does not provide the path to audio files. See pyannote.database documentation on how to add an 'audio' preprocessor.z does not provide the path to audio files: adding an 'audio' preprocessor for you. See pyannote.database documentation on how to do that yourself.ztorchaudio.info soundfiler)backendz does not precompute the output of torchaudio.info(): adding a 'torchaudio.info' preprocessor for you to speed up dataloaders. See pyannote.database documentation on how to do that yourself. annotateddurationz does not provide the 'annotated' regions: adding an 'annotated' preprocessor for you. See pyannote.database documentation on how to do that yourself.scopeclassesdevelopment_trial developmentFT)has_validation has_scope has_classes)nexttrainAttributeErrorNotImplementedErrorname ValueErrorrKeyErrorFileNotFoundError preprocessorsprint torchaudiolist_audio_backendsrr get_durationr isinstancergetattr) r filemsg file_finder_backendsrrrvalidation_methodrchecksr1Z/home/ubuntu/sommelier/.venv/lib/python3.10/site-packages/pyannote/audio/utils/protocol.pycheck_protocol"sr         r3) functoolsrr%pyannote.databaserrrpyannote.database.protocolrpyannote.audio.core.iorrr'r3r1r1r1r2s