+ TV-j7^RIt^RIt^RIt^RIt^RIt^RIt^RIt^RIHt^RIH t H t H t ^RI H t^RIHt^RIHt^RIHtRRRlltRR ltR R ltR tR RltRRltRRltRRlt]P:!]P<!44t]P@RRRll4t!RRRllt"Rt#]$R8Xd ]#!4R#R#)N)pprint)ListOptionalUnion) tree_reduce) load_modelcPV^8dQhR\\\,,/#)argv)rrstr)formats"g/Volumes/fast/ai/experiments/ui-tars-smoke/.venv/lib/python3.14/site-packages/mlx_audio/stt/generate.py __annotate__rs^#^#Xd3i(^#c |\P!RR7pVPRR\RR7VPR\RRR 7VPR \RR R 7VPR \R .R4ORR7VPRRRR7VPR\RRR7VPRR\RRRR7VPR\RR R7VPR!\ R"R#R7VPR$\^R%R7VPR&RR'R7VPR(\RR)R7VPR*\R+R,R7VPR-\RR.R7VPR/\ PRR0R7VPR1\R2R3R7VPV4#)5z(Generate transcriptions from audio files) descriptionz--modelz$mlx-community/whisper-large-v3-turbozPath to the model)defaulttypehelpz--audioTzPath to the audio file)rrequiredrz --output-pathzPath to save the outputz--formattxtz&Output format (txt, srt, vtt, or json))rrchoicesrz --verbose store_truezVerbose output)actionrz --max-tokensi z(Maximum number of new tokens to generate)rrrz--max-parallel-segments batch_sizeNSEGMENTSzcMaximum number of audio segments to transcribe in parallel for models that support segment batching)destrrmetavarrz --languageenz)Language code (e.g. en, es, fr, de, etc.)z--chunk-durationg>@z)Chunk duration in seconds (default: 30.0)z--frame-thresholdzFrame threshold (default: 25)z--streamzF 6    d1I cD7P  - 5   L?OP   7   !   3    8     8     ,    K    N     0     O    ZZ X     :    T ""rc0V^8dQhR\R\/#r secondsreturnr(r )r s"rrrssJJeJJrc\VR,4p\VR,^<,4pV^<,pVR RVR RVR 2PRR4#)z2Convert seconds to HH:MM:SS,mmm format for SRT/VTTi02d:z06.3f.,)r'replace)r.hoursminutess& rformat_timestampr9ssV 4 E7T>b()GlGC['#a 7 ? ?S IIrc0V^8dQhR\R\/#r-r0)r s"rrr{s77%7C7rc8\V4PRR4#)z.Convert seconds to HH:MM:SS.mmm format for VTTr5r4)r9r6)r.s&rformat_vtt_timestampr<{s G $ , ,S# 66rc \VR4'dAVPUu.uF)pRVPRVPRVP/NK+ up#.pVP FpVP RVR,RVR,RVR,/4RV9gK8VR,'gKIVR,F/pVP RVR,RVR,RVR,/4K1 K V#uupi)zExtract unified cues from any model's output (Parakeet or Whisper). Uses word-level cues when available, otherwise falls back to segment-level. sentencesstartendtextwordsword)hasattrr>r?r@rAsegmentsappend)rEscuesws& r _get_cuesrJs x%%FNFXFX FXWagguaeeVQVV r@rA N) rTrUrVrWrX enumeraterJrYr9rErMrZicues&& r save_as_srtres #  }D !39  # #CJJ / 0 0  ( 3Q7FA GGqcH  GG#CL12%8HU8T7UUWX  GGs6{m4( ) 8  0 0 0 0s BC C% c$V^8dQhR\/#rLrN)r s"rrrs * *s *rc VR8wd\V R2RRR7M#\P!\P4;_uu_4pVP R4\ \V4^4Fkwr4VP V R24VP \VR,4 R\VR ,4 R24VP VR , R 24Km R R R 4R # +'giR #;i) rPz.vttrIrQrRzWEBVTT r^r?r_r@rAr`N) rTrUrVrWrXrYrarJr<rbs&& r save_as_vttrhs #  }D !39  # #CJJ / 0 0    ( 3Q7FA GGqcH  GG'G 56erAr?r@durationtokens speaker_idrErBrPz.jsonrIrQrRF) ensure_asciiindentN)rDrAr>r?r@rkrlrarmrErFrTrUrVrWrXr#dump)rErMrGtresultrcsegrZs&& r save_as_jsonrtsx%% HMM  "++! ,AAFFQWW155 "#"*A #AFF#QWW!155&  "* ,! ,h001DAq,''78||{#A&|42 HMM  ""A& 7qxAeHqz1 C!|'  zG q $%lOL! :  % %c *#" #  }E "C':  # #CJJ / 0 0  &%:  0 0M X 0 0 0s$AH 3;H$.H 3H"H " H3 cV^8dQhR\PR\\\P ,,/#)r modelstreams)nnModulerrmxStream)r s"rrrs+$*$*ryy$*8DO+D$*rc#"\PP4'gRxR#\RV^4p\PP 4R,pVRV,8d%VR,pVR,p\ RV RV R24\P !V4pRxVe!VFp\P!V4K M\P!4\P !V4R# i;i Te!TFp\P!T4K M\P!4\P !T4i;i5i) z A context manager to temporarily change the wired limit. Note, the wired limit should not be changed during an async eval. If an async eval could be running pass in the streams to synchronize with prior to exiting the context manager. Ncj\V\P4'dWP,#T#N) isinstancerzarraynbytes)accxs&&rwired_limit..s"Z288-D-D3>M#Mr max_recommended_working_set_sizeg?z0[WARNING] Generating with a model that requires z6 MB which is close to the maximum recommended size of z MB. This can be slow. See the documentation for possible work-arounds: https://github.com/ml-explore/mlx-lm/tree/main#large-modelsi)rzmetal is_availabler device_infoprintset_wired_limit synchronize)rvrw model_bytes max_rec_sizemodel_mb max_rec_mb old_limitrGs&& r wired_limitrs) 88 " "   ! MuVW xx++-.PQ |+ +"e+H%.J B8*MEEOLQNN  &&|4  * " ANN1%!   y )1 &" ANN1%!   y )s6%EC?A=E*D.AE?DEAEEc V^8dQhR\\\\P3,,R\\\ P 3,R\R\R\R\/#)r rvaudiorMr verboserA)rrr rxryrzrbool)r s"rrrskMM E#ryy.) *M bhh MM  M  M  Mrc j ^RIHpVf \R4h\V\4'd \ V4p\ P!4\P!4pV'd6\R14\RV 24\RV 24\RV 24VPRR4p V 'dVPV 4V'dWVR&\P!VP4p VP4U U u/uFwrWP 9gKWbK pp p VP#R R 4'EdP.p R pR p^p^pVP!V3R V/VBFpRVP$RVP&RVP(RVP*/pV P-V4VVP$, pVP.p\1VR4'dVP2^8d VP2p\1VR4'gKVP4^8gKVP4pK \P!4pVV, pT!VP74T TTTVV,TV^8d VV, M^V^8d VV, M^R7 pMVP!V3R VR\8/VBpV'd\1VR4'd+\R4\VP$R, R24\1VR4'd>VP:e0\R4\=VP:R,R.,4\P!4pV'd\R24\RV RV 24\RVV, R R 24\VV4'dO\R!VP2 R"VP>R# R$24\R%VP4 R"VP@R# R$24\R&\ PB!4R', R R(24\DPF!\DPHPK\DPHPMV44R)R*7\1VR4;'dVP:RJp\1VR+4;'dVPNRJpVR,8XgV'g2V'g*V'gV'g \R-4\QVV4V#VR.8Xd\SVV4V#VR/8Xd\UVV4V#VR08Xd \WVV4V#uup p i)3aGenerate transcriptions from audio files. Args: model: Path to the model or the model instance. audio: Path to the audio file (str), or audio waveform (mx.array). output_path: Path to save the output. format: Output format (txt, srt, vtt, or json). verbose: Verbose output. text: Text to align (for forced alignment models). **kwargs: Additional arguments for the model's generate method. Returns: segments: The generated transcription segments. ) STTOutputNz.Model path or model instance must be provided.zAudio path: zOutput path: zFormat: gen_kwargsrAstreamFr rrr?r@is_final prompt_tokensgeneration_tokens) rArElanguagerr total_tokens total_time prompt_tpsgeneration_tpsgeneration_streamzTranscription: :NiNz... rEzSegments: :NNz...zSaving file to: ./r4zProcessing time: z.2fz secondszPrompt: z tokens, z.3fz tokens-per-seczGeneration: zPeak memory: geAz GBT)exist_okr>rz2[WARNING] No segments found, saving as plain text.r!r"r#z ==========z ==========), models.baser ValueErrorrr rrzreset_peak_memorytimerpopupdateinspect signaturegenerateitems parametersgetrA start_timeend_timerrFrrDrrstriprrErrrget_peak_memoryosmakedirspathdirnameabspathr>r[rerhrt)rvrrMr rrAkwargsrrrrkv all_segmentsaccumulated_textrrrrr segment_dictstream_end_timestream_durationrEr has_segments has_sentencess&&&&&&, rgenerate_transcriptionrs.' }IJJ%5!J h +E734 ,[M:; 'x01L$/J j! v!!%..1I%||~ K~tq6J6J1Jdad~F K zz(E""  nnUFGFvFF **vFOO L    -  + Hv//F4H4H14L & 4 4 v2338P8PST8T$*$<$<!#G&))+)J6!'')!'/&)::&:IA:M}6ST7F7J!O3PQ  >>  " 6G KQ  8V $ $ 3 4 X]]4()/ 0 8Z ( (X->->-J . / 8$$R(E72 3yy{H o 1+axHI 0J1Fs0K8TU h * * )(*@*@)A&&s+?<  -h.H.H-I**3/@  ,R-?-?-AC-G,LCPQKK <=M8Z0RRX5F5Fd5RLHk2UUx7I7IQU7UM |MM F GHk* O 5Hk* O 5Hk* O 6 X{+ OwLs T/!T/cB\4p\R/\V4BR#)N)r*rvars)argss rmainrs rs ((!*^#BJ7 $ * *4;pMM""3"3"56 $*$*NM`)  zFr