iK)ddlZddlmZddlZddlZddlmZmZm Z ddl m Z ddl m Z ddl mZddl mZdd l mZe Ze Zd Zd Zd Zdd ZdZdZdZddede fdZdZdZGddeZy)N)Path)SegmentTimeline Annotation) ProtocolFile)Text)Union)Dict)Listcd}|jdd}|||dz }||dz }|jdd}| |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 k/Volumes/fast/ai/experiments/voice-extract-mac/.venv/lib/python3.12/site-packages/pyannote/database/util.pyget_unique_identifierr-sm$Jxx D)H !n$ $u+Jhhy$'G'!o% c4d|vr|d}|Sd|vr5 |d}ttd|g}d}tj||S|dj j }t|g}d}tj||S#t$rYQwxYw)aGet part of the file that is annotated. Parameters ---------- current_file : `dict` File generated by a `pyannote.database` protocol. Returns ------- annotated : `pyannote.core.Timeline` Part of the file that is annotated. Defaults to `current_file["annotated"]`. When it does not exist, try to use the full audio extent. When that fails, use "annotation" extent. annotateddurationrz4"annotated" was approximated by [0, audio duration]. annotationz"annotated" was approximated by "annotation" extent. Please provide "annotated" directly, or at the very least, use a "duration" preprocessor.)rrwarningswarn ImportError get_timelineextent) current_filerrmsgr#s r get_annotatedr&Ns"l" -  \! #J/H!'!X"6!78IHC MM#   , ' 4 4 6 = = ?F&"I 0  MM# %   sB BBc|d}|dz|zS)zReturn unique label identifier Parameters ---------- label : str Database-internal label current_file Yielded by pyannote.database protocols Returns ------- unique_label : str Global label r|)labelr$rs rget_label_identifierr+~s$J'H c>E !!rcgd}ttttd}tj|||dd}t }|j dD]|\}}t |}|jD]S\} } | j|k7rt| j| j| jz} | j|| | f<U|||<~|S)a^Load RTTM file Parameter --------- file_rttm : `str` Path to RTTM file. keep_type : str, optional Only keep lines with this type (field #1 in RTTM specs). Defaults to "SPEAKER". Returns ------- annotations : `dict` Speaker diarization as a {uri: pyannote.core.Annotation} dictionary. ) typerNA2startrNA3NA4speakerNA5NA6rr/rr2\s+Tnamesdtypesepkeep_default_narr) strfloatpdread_csvdictgroupbyriterrowsr-rr/rr2) file_rttm keep_typer8r9data annotationsrturnsriturnsegments r load_rttmrLs" E%Us KE ;;   D&Kll5) UC( ~~'GAtyyI%djj$**t}}*DEG%)\\Jwz " ( & C* rc xttttd}tj|dgd|t |}t }|j dD]_\}}t|}|jD]6\}}t|j|j} |j|| |f<8|||<a|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. )rr2r/endr6)r)r:usecolsr9r8rr<) r=r>r?r@listrArBrrCrr/rNr2) file_stmr9rFrGrrHrrIrJrKs rload_stmrUsC% FE ;; 5k  D&Kll5) UC( ~~'GAtdjj$((3G%)\\Jwz "(& C * rcgd}ttttd}tj|||dd}t }|j dD]l\}}t |}|jD]C\}} t| j| j| jz} | j|| |f<E|||<n|S)zLoad MDTM file Parameter --------- file_mdtm : `str` Path to MDTM file. Returns ------- annotations : `dict` Speaker diarization as a {uri: pyannote.core.Annotation} dictionary. )rNA1r/rr.r0r1r2r5r6Fr7rr<) r=r>r?r@rArBrrCrr/rr2) file_mdtmr8r9rFrGrrHrrIrJrKs r load_mdtmrYs PE%Us KE ;;   D&Kll5) UC( ~~'GAtdjj$**t}}*DEG%)\\Jwz "(& C * rc Vgd}tttd}tj|||d}t }|j dD]U\}}|j Dcgc]%\}}t|j|j'} }}t| |||<W|Scc}}w)zLoad UEM file Parameter --------- file_uem : `str` Path to UEM file. Returns ------- timelines : `dict` Evaluation map as a {uri: pyannote.core.Timeline} dictionary. )rrWr/rN)rr/rNr6r8r9r:r)segmentsr) r=r>r?r@rArBrCrr/rNr) file_uemr8r9rF timelinesrpartsrIpartr\s rload_uemra s +E% 6E ;;xuEv FDIll5) UAFAQRAQgaGDJJ1AQR!8= #* Ss$*B%rreturncgd}tttd}tj|||d}t |}|j D]6\}}t |j|j}|j|||f<8|S)zLoad LAB file Parameter --------- file_lab : `str` Path to LAB file Returns ------- data : `pyannote.core.Annotation` )r/rNr*r6r[r<) r>r=r?r@rrCrr/rNr*) pathrr8r9rFrrIrJrKs rload_labre&su &EEC 8E ;;t56 BD$J==?4$**dhh/!% 7A:# rct|d5}|j}dddDcgc]}|jc}S#1swY'xYwcc}w)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 rmodeN)open readlinesstrip)file_lstfplineslines rload_lstrq?sF hS !R  "%* +UTDJJLU ++ " ! +sAAAct|d5}|j}dddt}D](}|jj ^}}}|||<*|S#1swYBxYw)zLoad mapping file Parameter --------- mapping_txt : `str` Path to mapping file Returns ------- mapping : `dict` {1st field: 2nd field} dictionary rgrhN)rjrkrArlsplit) mapping_txtrnromappingrpkeyvaluelefts r load_mappingryTsg k $  %fG JJL..0UT  N % $s A  A)ceZdZdZddZdZy) LabelMapperaLabel mapper for use as pyannote.database preprocessor Parameters ---------- mapping : `dict` Mapping dictionary as used in `Annotation.rename_labels()`. keep_missing : `bool`, optional In case a label has no mapping, a `ValueError` will be raised. Set "keep_missing" to True to keep those labels unchanged instead. Usage ----- >>> mapping = {'Hadrien': 'MAL', 'Marvin': 'MAL', ... 'Wassim': 'CHI', 'Herve': 'GOD'} >>> preprocessors = {'annotation': LabelMapper(mapping=mapping)} >>> protocol = registry.get_protocol('AMI.SpeakerDiarization.MixHeadset', preprocessors=preprocessors) c ||_||_yN)ru keep_missing)selfrur~s r__init__zLabelMapper.__init__s (rc|jsat|djt|jz }|r-|js!|j }d|d}t ||dj |jS)NrzNo mapping found for label "z=". Set "keep_missing" to True to keep labels with no mapping.)ru)r~setlabelsrupop ValueError rename_labels)rr$missingr*r%s r__call__zLabelMapper.__call__s  ,|4;;=>T\\ARRGt00 25':>?!o%L)77 7MMrN)F)__name__ __module__ __qualname____doc__rrr)rrr{r{ms() Nrr{)SPEAKERr}) yamlpathlibrrpandasr? pyannote.corerrrprotocol.protocolrtypingr r r r DatabaseName PathTemplaterr&r+rLrUrYrar=rerqryobjectr{r)rrrs: 77+  B-`",0fD F4z2,*2$N&$Nr