jK)ddlZddlmZddlZddlZddlmZmZm Z ddl m Z ddl m Z ddl mZddl mZdd l mZe Ze Zd Zd Zd ZddZdZdZdZddede fdZdZdZGddeZdS)N)Path)SegmentTimeline Annotation) ProtocolFile)Text)Union)Dict)Listcd}|dd}|||dz }||dz }|dd}| |d|dz }|S) aReturn unique item identifier The complete format is {database}/{uri}_{channel}: * prefixed by "{database}/" only when `item` has a 'database' key. * suffixed by "_{channel}" only when `item` has a 'channel' key. Parameters ---------- item : dict Item as yielded by pyannote.database protocols Returns ------- identifier : str Unique item identifier databaseN/urichannel_d)get)item IDENTIFIERrrs y/home/lighthouse/badge-speaker-benchmark/.benchmark-venv-community/lib/python3.11/site-packages/pyannote/database/util.pyget_unique_identifierr-ss$Jxx D))Hnnn$ $u+Jhhy$''Go'ooo% cld|vr |d}|Sd|vrO |d}ttd|g}d}tj||S#t$rYnwxYw|d}t|g}d}tj||S)aGet part of the file that is annotated. Parameters ---------- current_file : `dict` File generated by a `pyannote.database` protocol. Returns ------- annotated : `pyannote.core.Timeline` Part of the file that is annotated. Defaults to `current_file["annotated"]`. When it does not exist, try to use the full audio extent. When that fails, use "annotation" extent. annotateddurationrz4"annotated" was approximated by [0, audio duration]. annotationz"annotated" was approximated by "annotation" extent. Please provide "annotated" directly, or at the very least, use a "duration" preprocessor.)rrwarningswarn ImportError get_timelineextent) current_filerrmsgr#s r get_annotatedr&Ns"l"" -  \!! #J/H!'!X"6"6!788IHC M#         D , ' 4 4 6 6 = = ? ?F&""I 0  M# sA AAc"|d}|dz|zS)zReturn unique label identifier Parameters ---------- label : str Database-internal label current_file Yielded by pyannote.database protocols Returns ------- unique_label : str Global label r|)labelr$rs rget_label_identifierr+~s$J'H c>E !!rSPEAKERcgd}ttttd}tj|||dd}t }|dD]n\}}t |}|D]?\} } | j|krt| j | j | j z} | j || | f<@|||<o|S)a^Load RTTM file Parameter --------- file_rttm : `str` Path to RTTM file. keep_type : str, optional Only keep lines with this type (field #1 in RTTM specs). Defaults to "SPEAKER". Returns ------- annotations : `dict` Speaker diarization as a {uri: pyannote.core.Annotation} dictionary. ) typerNA2startrNA3NA4speakerNA5NA6rr0rr3\s+Tnamesdtypesepkeep_default_narr) strfloatpdread_csvdictgroupbyriterrowsr.rr0rr3) file_rttm keep_typer9r:data annotationsrturnsriturnsegments r load_rttmrMs"   E%Us K KE ;     D&&Kll5))&& UC((( ~~'' 2 2GAtyI%%dj$*t}*DEEG%)\Jwz " "% C rc ttttd}tj|dgd|t |}t }|dD]Z\}}t|}|D]+\}}t|j |j } |j || |f<,|||<[|S)zLoad STM file (speaker-info only) Parameter --------- file_stm : str Path to STM file Returns ------- annotations : `dict` Speaker diarization as a {uri: pyannote.core.Annotation} dictionary. )rr3r0endr7)r)r;usecolsr:r9rr=) r>r?r@rAlistrBrCrrDrr0rOr3) file_stmr:rGrHrrIrrJrKrLs rload_stmrVsC% F FE ;  5kk    D&&Kll5))&& UC((( ~~'' 2 2GAtdj$(33G%)\Jwz " "% C rcgd}ttttd}tj|||dd}t }|dD]b\}}t |}|D]3\}} t| j | j | j z} | j || |f<4|||<c|S)zLoad MDTM file Parameter --------- file_mdtm : `str` Path to MDTM file. Returns ------- annotations : `dict` Speaker diarization as a {uri: pyannote.core.Annotation} dictionary. )rNA1r0rr/r1r2r3r6r7Fr8rr=) r>r?r@rArBrCrrDrr0rr3) file_mdtmr9r:rGrHrrIrrJrKrLs r load_mdtmrZs P O OE%Us K KE ;     D&&Kll5))&& UC((( ~~'' 2 2GAtdj$*t}*DEEG%)\Jwz " "% C rcgd}tttd}tj|||d}t }|dD]7\}}d|D}t||||<8|S)zLoad UEM file Parameter --------- file_uem : `str` Path to UEM file. Returns ------- timelines : `dict` Evaluation map as a {uri: pyannote.core.Timeline} dictionary. )rrXr0rO)rr0rOr7r9r:r;rcHg|]\}}t|j|j Sr))rr0rO).0rJparts r zload_uem.. s*RRRgaGDJ11RRRr)segmentsr)r>r?r@rArBrCrDr)file_uemr9r:rG timelinesrpartsras rload_uemre s + * *E% 6 6E ;xuEv F F FDIll5))>> URRAQAQRRR!8=== # rrreturncgd}tttd}tj|||d}t |}|D]+\}}t |j|j}|j |||f<,|S)zLoad LAB file Parameter --------- file_lab : `str` Path to LAB file Returns ------- data : `pyannote.core.Annotation` )r0rOr*r7r\r=) r?r>r@rArrDrr0rOr*) pathrr9r:rGrrJrKrLs rload_labri&s & % %EEC 8 8E ;t56 B B BD$$$J==??,,4$*dh//!% 7A: rct|d5}|}dddn #1swxYwYd|DS)zLoad LST file LST files provide a list of URIs (one line per URI) Parameter --------- file_lst : `str` Path to LST file. Returns ------- uris : `list` List or uris rmodeNc6g|]}|Sr))strip)r^lines rr`zload_lst..Qs + + +TDJJLL + + +r)open readlines)file_lstfpliness rload_lstrv?s hS ! ! !R  + +U + + ++ 377ct|d5}|}dddn #1swxYwYt}|D]0}|^}}}|||<1|S)zLoad mapping file Parameter --------- mapping_txt : `str` Path to mapping file Returns ------- mapping : `dict` {1st field: 2nd field} dictionary rkrlN)rqrrrBrosplit) mapping_txtrtrumappingrpkeyvaluelefts r load_mappingrTs k $ $ $ ffG JJLL..00UT Nrwc eZdZdZddZdZdS) LabelMapperaLabel mapper for use as pyannote.database preprocessor Parameters ---------- mapping : `dict` Mapping dictionary as used in `Annotation.rename_labels()`. keep_missing : `bool`, optional In case a label has no mapping, a `ValueError` will be raised. Set "keep_missing" to True to keep those labels unchanged instead. Usage ----- >>> mapping = {'Hadrien': 'MAL', 'Marvin': 'MAL', ... 'Wassim': 'CHI', 'Herve': 'GOD'} >>> preprocessors = {'annotation': LabelMapper(mapping=mapping)} >>> protocol = registry.get_protocol('AMI.SpeakerDiarization.MixHeadset', preprocessors=preprocessors) Fc"||_||_dSN)r{ keep_missing)selfr{rs r__init__zLabelMapper.__init__s (rc.|jsnt|dt|jz }|r0|js)|}d|d}t ||d|jS)NrzNo mapping found for label "z=". Set "keep_missing" to True to keep labels with no mapping.)r{)rsetlabelsr{pop ValueError rename_labels)rr$missingr*r%s r__call__zLabelMapper.__call__s  &,|4;;==>>T\ARARRG &t0 & ?5???!oo%L)77 7MMMrN)F)__name__ __module__ __qualname____doc__rrr)rrrrmsF()))) N N N N Nrr)r,r) yamlpathlibrrpandasr@ pyannote.corerrrprotocol.protocolrtypingr r r r DatabaseName PathTemplaterr&r+rMrVrZrer>rirvrobjectrr)rrrs: 7777777777++++++  B---`""",0000fD   F4z2,,,*2$N$N$N$N$N&$N$N$N$N$Nr