+ &jY^RIt^RIt^RIHtHtHtHt^RIHt ^RI t ^RI t ^RI HtHtHtHtHtHtHt^RIHtHt^RIHt^RIHt^RIHtHtRR ltR R lt !R R 4t!RRRRRR%RRRR&RRRRRRRRRRRRR R!R"R/ R#R$llt"R#)'N)ListOptionalTupleUnion)FRAMES_PER_SECOND HOP_LENGTHN_FRAMES N_SAMPLES SAMPLE_RATElog_mel_spectrogram pad_or_trim)DecodingOptionsDecodingResult) load_model)add_word_timestamps) LANGUAGES get_tokenizerc$V^8dQhR\/#)seconds)float)formats"n/Users/jameslopez/projects/CWCArchive/cwc-podcast/.venv/lib/python3.14/site-packages/mlx_whisper/transcribe.py __annotate__rsKKuKcV^8gQR4h\VR,4pVR,pWR,,pVR,pWR,,pVR,pWR,,pV^8dVR R2MRpV VR RVR R VR 2#) rznon-negative timestamp expectedg@@i6i`i02d:.03d)round)r millisecondshoursminutes hours_markers& r_format_timestampr's a<:::<6)*L I %EI%%Lf$Gf$$Le#GeO#L&+aieC[?RL^GC='#a S7I JJrc\V^8dQhR\\,R\\,/#rsegmentsreturn)rdictrr)rs"rrr+s"tDzhuorcr\R\V44V'dVR,R,4#R4#)c3d"TF&p\VR,4F q"R,xK K( R#5i)wordsendN)reversed).0sws& r _get_end..-s(L-ax' 7K!57K-s.0r0N)nextr1r*s&r_get_endr:+s7 L8H-L' U -1 rcDa]tRt^2toRtRt]V3RlRl4tRtVt R#) ModelHolderNc:<V^8dQhRS[RS[P/#)r model_pathdtype)strmxDtype)r __classdict__s"rrModelHolder.__annotate__7s3rxxrcVPeWP8wd\WR7VnWnVP#)N)r?)modelr>r)clsr>r?s&&&r get_modelModelHolder.get_model6s0 99  nn <":;CI'Nyyr) __name__ __module__ __qualname____firstlineno__rFr> classmethodrH__static_attributes____classdictcell__)rCs@rr<r<2s! EJrr<path_or_hf_repozmlx-community/whisper-tinyverbose temperature333333?compression_ratio_thresholdg333333@logprob_thresholdno_speech_thresholdcondition_on_previous_textTinitial_promptword_timestampsFprepend_punctuationsu "'“¿([{-append_punctuationsu"'.。,，!！?？:：”)]}、clip_timestamps0hallucination_silence_thresholdc V^8dQhR\\\P\P 3,R\R\ \,R\\\\R3,3,R\ \,R\ \,R\ \,R \R \ \,R \R \R \R\\\\,3,R\ \,/#)raudiorRrSrT.rVrWrXrYrZr[r\r]r^r`) rr@npndarrayrAarrayrboolrrr)rs"rrr>saa bjj"((* +aad^ a ueE3J//0 a "*% a a"%a!%aSMaaaa3U +,a&.e_arc  0aaaaaaRaSaTaUaVaWSPRR4'd\PM\Pp\P W4oR\ VSRPP\R7pVPR8,\, p\V\,\, 4pV'd'\P !4oUSUR8wdVU3RlpMRpSPRR4fSRP"'gR SR&MV'd \%R 4\'V\R8R 7P)V4pSRP+V4wpp\-VVPR 7SR&Ve/\%R \.SR,,P14 24SR,pSPRR4p\3SRP"SRP4VVR7oV\7V \84'd4V 'dV P;R4M.Uu.uFp\V4NK p pV Uu.uFp\=V\>,4NK pp\AV4^8XdVPC^4\AV4^,^8XdVPCV4M\EVVR9,4VR9&\G\IVR,VR,44pRoSV 'dVR8Xd\JPL!R4RVVVVRVV3Rllp^pVV,^,oT\SRPPN,pV\,\, p.p .p!^p"Ve9SVPQRVPS4,4p#V PUV#4M.p#RVTVV3Rllp$\VPV!VRVRJR7;_uu_4p%Rp&VEFhwp'p(STV(8gK\ST\,\, 4p)\ST\,\,\, 4p*\E\VST, V(ST, 4p+VSTSTV+,pV+\,\, p,\'V\R8R 7P)V4pV V"RSR &V!V4p-\XPZ!V-P\4p.Se;V-P^S8p/SeV-P`S8dRp/V/'d STV+, oTEK(STp0.p1R!R"loWR#VSVW3R$llp2R%R&lp3V.SVPb8p4V4R8RPe4RR.8Hp5\XPf!\XPh!V4RR9V4R',44^,p6V6^, p6\AV64^8EdV6Pe4p7V5'dV7PC\AV.44^p8V7Fp9V.V8V9p:V:^,Pk4SVPb, p;V:R9,Pk4SVPb, pV.V4Pm4^,,p?\AV?4^8dXV?R9,Pk4SVPb8wd2V?R9,Pk4SVPb, p=V=V,p>V1PCV$!V)V)V>,V.V-R(74STV+, oTV 'Edc\oV1SRSVVV+V V V&R)7V5'g-\qV14p@V@eX@V)8d\=X@\>,4oTV EeT pAV5'gG\qV14p@V@e8X@V)8d1V*X@, pBVBXA8d\=X@\>,4oTM V0V+,oTV3!V14pCVCeFV2!XC4'd8XCR*,V), pDVDXA8d!V0\=XD\>,4,oTEKT&pE\s\AV144EFIpFV1VF,pGVGR+,'gKV2!XG4'EdV3!V1XF^,R4pHVHeXHR+,^,R*,pIM V)V,,pIXGR*,XE, XA8;'g(XGR*,XA8;'gXGR*,V), R,8pJXIXGR-,, XA8;'g$V2!XH4;'gV*XGR-,, R,8pKXJ'dUXK'dM\=\-V)^,XGR*,4\>,4oTVVGR-,, XA8dVoT.V1XFR%MXGR-,pEEKL \qV14p@V@eX@p&V'dSV1FLpGVGR*,VGR-,VGR.,pNpMpLR/\uVL4 R0\uVM4 R1VN 2pO\%X!VO44KN \wV14FHwpPpGVGR*,VGR-,8XgXGR.,PS4R28XgK9R2XGR.&.VGR3&.VGR+&KJ T!PU\wV1\AV!4R47UPUGu.uF wpPpGR5VP/VGCNK upGpP4T PUV1UGUQu.uFpGVGR3,FpQVQNK K upQpG4V'dV-PxR68d \AV 4p"V%P{\EVST4V0, 4EKd RRR4\}SVPV \AV#4R4V!VR77#uupiuupiuupGpPiuupQpGi +'giLO;i):a Transcribe an audio file using Whisper Parameters ---------- audio: Union[str, np.ndarray, mx.array] The path to the audio file to open, or the audio waveform path_or_hf_repo: str The localpath to the Whisper model or HF Hub repo with the MLX converted weights. verbose: bool Whether to display the text being decoded to the console. If True, displays all the details, If False, displays minimal details. If None, does not display anything temperature: Union[float, Tuple[float, ...]] Temperature for sampling. It can be a tuple of temperatures, which will be successively used upon failures according to either `compression_ratio_threshold` or `logprob_threshold`. compression_ratio_threshold: float If the gzip compression ratio is above this value, treat as failed logprob_threshold: float If the average log probability over sampled tokens is below this value, treat as failed no_speech_threshold: float If the no_speech probability is higher than this value AND the average log probability over sampled tokens is below `logprob_threshold`, consider the segment as silent condition_on_previous_text: bool if True, the previous output of the model is provided as a prompt for the next window; disabling may make the text inconsistent across windows, but the model becomes less prone to getting stuck in a failure loop, such as repetition looping or timestamps going out of sync. word_timestamps: bool Extract word-level timestamps using the cross-attention pattern and dynamic time warping, and include the timestamps for each word in each segment. prepend_punctuations: str If word_timestamps is True, merge these punctuation symbols with the next word append_punctuations: str If word_timestamps is True, merge these punctuation symbols with the previous word initial_prompt: Optional[str] Optional text to provide as a prompt for the first window. This can be used to provide, or "prompt-engineer" a context for transcription, e.g. custom vocabularies or proper nouns to make it more likely to predict those word correctly. decode_options: dict Keyword arguments to construct `DecodingOptions` instances clip_timestamps: Union[str, List[float]] Comma-separated list start,end,start,end,... timestamps (in seconds) of clips to process. The last end timestamp defaults to the end of the file. hallucination_silence_threshold: Optional[float] When word_timestamps is True, skip silent periods longer than this threshold (in seconds) when a possible hallucination is detected Returns ------- A dictionary containing the resulting text ("text") and segment-level details ("segments"), and the spoken language ("language"), which is detected when `decode_options["language"]` is None. fp16T)n_melspaddingzutf-8cH<VPSRR7PS4#)replace)errors)encodedecode)xsystem_encodings&rtranscribe..s !((?9("M"T"T#rcV#NrJ)rps&rrrrss!rlanguageNenzoDetecting language using up to the first 30 seconds. Use the `language` decoding option to specify the language)axis)keyzDetected language: task transcribe) num_languagesrvrz,:NNr:Nru*"'“¿([{-"'.。,，!！?？:：”)]}、 translatez:Word-level timestamps on translations may not be reliable.cDV^8dQhR\PR\/#rsegmentr+)rArer)rs"rr transcribe..__annotate__s&&bhh&>&rc<\S \\34'dS .MS pRpVFp/SCpV^8d&VPRR4VPRR4MVPRR4\ R/VBRV/BpS P W4pRpSeVP S8dRpS eVPS 8dRpS eVPS 8dRpV'dKV# V#)N beam_sizepatiencebest_ofrTFTrJ) isinstanceintrpoprrocompression_ratio avg_logprobno_speech_prob) r temperatures decode_resulttkwargsoptionsneeds_fallbackrVdecode_optionsrWrFrXrTs & rdecode_with_fallback(transcribe..decode_with_fallbacks' c5\BB[M   A''F1u ;- :t, 9d+%>>A>G!LL:M"N+7!336QQ!%!-!--0AA!%#/!003FF!&!>A@r c\V^8dQhR\R\R\PR\/#)rstartr0tokensresult)rrArer)rs"rrrs0   # -/XX ?M rc <VP4pVUu.uFqDSP8gKVNK ppRSRVRVRSPV4RVRVPRVPRVP RVP / #uupi) seekrr0textrrTrrr)tolisteotrorTrrr)rr0rrtoken text_tokensr tokenizers$$$$ r new_segmenttranscribe..new_segments*0J&IMM4Iuu& J D U 3 I$$[1 f 6-- 6-- !9!9 f33  Ks BBframesF)totalunitdisablepromptc0V^8dQhR\R\/#)rwordr+)r,r)rs"rrrAs ! !T !e !rcVPRR4pVR,VR,, pRpVR8d VR, pVR8dVRV, ^,, pVR8dW2R, , pV#) probabilityrr0rg333333??g/$?@)get)rrdurationscores& rword_anomaly_score&transcribe..word_anomaly_scoreAsn"&((=#">K#E{T']:HE"T) %'%("2b!88#~C/ LrcFV^8dQhR\\,R\/#r)rr,rf)rs"rrrMs"DDD4Drc<VeVR,'gR#VR,Uu.uFqR,S9gKVNK ppVR,p\V3RlV44pV^8;'gVR,\V48#uupi)Nr/Fr:NNc34<"TF pS!V4xK R#5irurJ)r2r4rs& rr59transcribe..is_segment_anomaly..TsEu! 21 5 5usg{Gz?)sumlen)rr4r/r punctuationrs& ris_segment_anomaly&transcribe..is_segment_anomalyMsgg.>.>$#*7#3#3ay 7S#3""IEEuEEE A:CCU)CC s A>A>c\V^8dQhR\\,R\\,/#r))rr,r)rs"rrrWs&KKdKKrc(\RV4R4#)c3F"TFqR,'gKVxK R#5i)r/NrJ)r2r3s& rr59transcribe..next_words_segment..Xs CHq' Hs! !N)r8r9s&rnext_words_segment&transcribe..next_words_segmentWs CH CTJJr:r~NN)rr0rr)r*rFrmel num_framesr\r]last_speech_timestamprr/rr0r[z --> z] rr)ridg?)rr*rvr7)@rrAfloat16float32r<rHr dimsrir shaper rrr sysgetdefaultencodingis_multilingualprintr astypedetect_languagemaxrtitlerr|rr@splitr"rrappendminlistzipwarningswarn n_audio_ctxrnstripextendtqdmrcrerrrtimestamp_beginrwhere logical_anditemnonzerorr:ranger' enumeraterTupdater,ro)XrbrRrSrTrVrWrXrYrZr[r\r]r^r`rr?rcontent_framescontent_duration make_safe mel_segment_probsrvrzts seek_points seek_clipsrclip_idx input_stridetime_precision all_tokens all_segmentsprompt_reset_sinceinitial_prompt_tokensrpbarrseek_clip_start seek_clip_end time_offsetwindow_end_time segment_sizesegment_durationrr should_skip previous_seekcurrent_segmentsrrtimestamp_tokenssingle_timestamp_ending consecutiveslices last_slice current_slice sliced_tokensstart_timestamp_posend_timestamp_poslast_timestamp_posr timestamps last_word_end thresholdremaining_duration first_segmentgap hal_last_endsir next_segmenthal_next_startsilence_before silence_afterrr0rlineirrFrrrqrrsX&$$dddd$$$$$$$l @@@@@@rr{r{>s h),,VT::BJJ E  ! !/ 9E eEJJ,=,=y QCYYr]X-N^j8;FG002 g %I$I*d+3$$$)-N: &Q&c8"=DDUKK,,[9HAu),U )BN: &"))N:4N*O*U*U*W)XY#:.H""6<8D ))  I/3''?N!6!6s!;TV!V !V"E"I!V  GVVoeB):$:;oKV ;11 ;!q >*nk"o> B(,SS1A;tCT-U(VJ@K4;. RS&&PH h  "Duzz555Lz!K/JL! ) 0 0~7K7K7M1M N/0 "  $ 8WE5I   #.8 *O]&#D:$5 $CD "'J(F(T"U"nt3]T5I  "$ )<= #/*#<{#J )+xbIPPQVW +56H6I+Jx()=k)J&--0&2"("7"7:M"MK)5"..1BB', "(! $ #%  !DDK$*Y-F-F#F *:23*?*F*F*HM+' !hhNN#3CR#8:J2:NO q {#a'(//1F. c&k2!"J)/ (.z-(H )!,113i6O6OO,*"-224y7P7PP*)//'&1"5"F'G$/2Cn2T$T'4'- &3 #*0&/ ,#:>2779IB&6r&:G#*7#3#3 (1'::/A$4R!VX$>0" $0#;5A'5J15Mg5VN5@CS5SN$+G$4|$Ci$O%L%L'.w'7)'C%L%L'.w'7+'E'K!/ %3WU^$Ci$O%N%N'9,'G%N%N'6'G#'M!. $2m+0(+K!OWW=M(N*;)<,&D(8'%.'H9'T/=<>$4RS$9$)+25>L?#?B%--=$>M$00=-#3#G,#EN#FO%)s "##4U#;"##+4,C 4E++JAwq,G,+!!(8'7G%,X%6%6E%6'72V5G5G#5M),Z& C5 EFy/9  D    j-B)C)EF G {  WH i  sm/7m4 n!Dn4B:n/B:n*Dn/AnAn%A9nAn0n-n2nnn&A2nBn/7n&m98nm?+n;An9 n n )rg?g?rUg?rg)#rrtypingrrrrmlx.corecorerAnumpyrcrrbrrr r r r r decodingrr load_modelsrtimingrrrrr'r:r<r{rJrrr%s // 6#'/K"  a8a# a 4R a 47 a*.a,/a(,a%)a"a!/a Ba03a8<aar