(HJjWV5:ddlZddlZddlZddlZddlmZddlmZmZmZm Z ddl m Z ddl mZddlZddlmZddlmZddlmZddlmZdd lmZ d;d ej8d ed ed ededeeeff dZ dN)PathLike)AnyOptionalTupleUnion)sliding_window_view)write) load_audio) AudioPlayer) load_modelwav sample_ratewindow_durationenergy_threshold margin_factorreturnc t||z}||z}|dz}t||dd|}tjtj|dzd} | |k\} tj | s t dtdtj| |z|z } tt|t| dz tj| dddz |z|z} | | fS) a,Detect the start and end points of speech in an audio signal using RMS energy. Args: wav: Input audio signal array with values in [-1, 1] sample_rate: Audio sample rate in Hz window_duration: Duration of detection window in seconds energy_threshold: RMS energy threshold for speech detection margin_factor: Factor to determine extra margin around detected boundaries Returns: tuple: (start_index, end_index) of speech segment Raises: ValueError: If the audio contains only silence Nr axisz*No speech detected in audio (only silence)r) intrnpsqrtmeanany ValueErrormaxargmaxminlen) rrrrr window_sizemargin step_sizewindowsenergy speech_maskstartends `/Users/ahmed/devFolder/claude-voice/.venv/lib/python3.12/site-packages/mlx_audio/tts/generate.pydetect_speech_boundariesr-s,o 34K [ (Fr!I"#{3KiK@GWWRWWWaZa0 1F,,K 66+ EFF 299[)I5> ?E  C [ A  +dd*; < < IFR C #:volume_thresholdc.t||||\}}|||S)aRemove silence from both ends of an audio signal. Args: wav: Input audio signal array sample_rate: Audio sample rate in Hz window_duration: Duration of detection window in seconds volume_threshold: Amplitude threshold for silence detection Returns: np.ndarray: Audio signal with silence removed from both ends Raises: ValueError: If the audio contains only silence )r-)rrrr/r*r+s r,remove_silence_on_both_endsr1As*(* [/+;JE3 uS>r.pitchcBdtjd|dz zz}|S)z Converts a frequency from the Hertz scale to the Mel scale. Parameters: - pitch: float or ndarray Frequency in Hertz. Returns: - mel: float or ndarray Frequency in Mel scale. i# r i)rlog10)r2mels r, hertz_to_melr6[s$ !eck/* *C Jr. file_name audio_chunks audio_formatc||syt|dkDrtj|dn|d}t||||y)Nr rrformat)r#mx concatenate audio_write)r7r8rr9audios r,write_joined_audiorAksE  | q  |!, !_  5+lCr.valuecR|gSt|ttfr t|S|gS)N) isinstancelisttuple)rBs r,_as_reference_listrG|s+ } %$'E{ 7Nr.valuesc2|syt|dk(r|dS|S)Nr r)r#)rHs r,_collapse_reference_listrJs#  6{aay Mr.modelc dtj|jjvS#tt f$rYywxYw)Nref_textF)inspect signaturegenerate parameters TypeErrorrrKs r,_model_accepts_ref_textrTs>W..u~~>IIII z "s *-??c t|ddduS)Npreserve_ref_audio_pathFT)getattrrSs r, _model_preserves_ref_audio_pathsrXs 53U ;t CCr.text max_tokensvoicepromptinstructspeed lang_code cfg_scale ddpm_stepssigma ref_audiorM stt_model output_path file_prefix join_audioplayverbose temperaturestreamstreaming_intervalsaveuse_zero_spk_embc  |xs|}| tdt|tr t|}t | }t | }|r$|r"t |t |k7r tdt |dkDr |s td|rd}t |dr|jd k(rd }t|}|rg}|D]}}t|ttfrTtj|} tjj| std | |j| m|j|ng}|D]}t|ttfrjtj|} tjj| std | |jt!| |j"| |j|t%|} |r t%|} n|rd} nt'|r| td t)dddlm}!t| tr|!| } |D"cgc]}"| j/|"j0}#}"~ t3j4t%|#} t)d| nd} n |r t%|} |rt7|j"nd}$|r7tj8|d tjj;||}|t)d|t)d|d|d|d||j=D%&cic] \}%}&|& |%|& }'}%}&t?d?||||| | ||||||d |'}(|||(d<|||(d<| | |(d<|||(d<| | |(d<|j.d?i|(})|xr|}*g}+g},i}-i}.|d|}/tA|)D]\}0}1|r|$jC|1jD|*ra|r|,j|1jDn|1jF}2|2|-vrg|-|2<|1j"|.|2<|-|2j|1jDnq|r|s|+j|1jDnQ|sO|d |0d!d|}/tI|/tKjL|1jD|1j"|"t)d#|/|st)d$t)d%|1jNt)d&|1jPd'd(t)d)|1jRd*|1jTd+d(d,t)d-|1jPd.d/|1jPd'd(d0t)d1|1jVd2d3t)d4|1jXd2d5t)d6|1jZd2d7|*rE|rC|,rA|rt)d8t |,d9t]|/|,|j"|t)d#|/n|*r`|-r^t_|-D]O}2|d |2d!d|}/|-|2}3|.|2}4|rt)d8t |3d:|2t]|/|3|4|t)d#|/QnH|rF|sD|+rB|rt)d8t |+d;t]|/|+|j"||rt)d#|/|r!|$ja|$jcyycc}"wcc}&}%w#td$r#}5t)d<|5t)d=Yd}5~5yd}5~5wtf$r,}5t)d>|5ddl4}6|6jkYd}5~5yd}5~5wwxYw)@a Generates audio from text using a specified TTS model. Parameters: - text (str): The input text to be converted to speech. - model (str): The TTS model to use. - voice (str): The voice style to use (also used as speaker for Qwen3-TTS models). - instruct (str): Instruction for emotion/style (CustomVoice) or voice description (VoiceDesign). - temperature (float): The temperature for the model. - speed (float): Playback speed multiplier. - lang_code (str): The language code. - ref_audio (mx.array): Reference audio you would like to clone the voice from. - ref_text (str): Caption for reference audio. - stt_model_path (str): A mlx whisper model to use to transcribe. - output_path (str): Directory path where audio files will be saved. - file_prefix (str): The output file path without extension. - audio_format (str): Output audio format (e.g., "wav", "flac"). - join_audio (bool): Whether to join multiple audio files into one. - play (bool): Whether to play the generated audio. - verbose (bool): Whether to print status messages. - save (bool): Whether to save streamed audio to a file when using stream mode. - model (object): A already loaded model. - stt_model (object): A already loaded stt model. Returns: - None: The function writes the generated audio to a file when not streaming, or when streaming with saving enabled. Nz.Model path or model instance must be provided.) model_pathz7ref_audio and ref_text lists must have the same length.r z;Multiple ref_text values require matching ref_audio values.F model_typesparkTz Reference audio file not found: )rvolume_normalizezKSTT model path or model instance must be provided when ref_text is missing.z-Ref_text not found. Transcribing ref_audio...r)loadzRef_text: )r)exist_okzInstruct: zText: z Voice: z Speed: zx Language: ) rYr[r^r_rcrMrjrirkrlr]rnrZr`rar\rb._03dr;u0✅ Audio successfully generated and saving as: z ==========zDuration: zSamples/sec: zsamples-per-secz.1fzPrompt: z tokens, ztokens-per-secz tokens-per-seczAudio: samplesz samples, z samples-per-seczReal-time factor: z.2fxzProcessing time: szPeak memory usage: GBzJoining z streamed audio chunksz# streamed audio chunks for segment z audio fileszImport error: zIThis might be due to incorrect Python path. Check your project structure.zError loading model: )6rrDstrr rGr#hasattrrqrXrosfspathpathexistsFileNotFoundErrorappendr rrJrTprint mlx_audio.sttrtrPrYr= clear_cacher makedirsjoinitemsdict enumerate queue_audior@ segment_idxr?rarrayaudio_duration audio_samples token_countr\real_time_factorprocessing_time_secondspeak_memory_usagerAsortedwait_for_drainstop ImportError Exception traceback print_exc)7rYrKrZr[r\r]r^r_r`rarbrcrMrdrerfr9rgrhrirjrkrlrmrnkwargsref_audio_valuesref_text_values normalizepreserve_ref_pathsloaded_ref_audioref_audio_itemref_audio_pathload_stt_modelr@transcribed_ref_textplayerkeyrB extra_kwargs gen_kwargsresultssave_streamed_audio audio_liststreamed_audio_chunksstreamed_segment_audiostreamed_segment_sample_ratesr7iresultrr8rers7 r,generate_audiorspr~v =MN N eS !%0E-i8,X6 O$,<(==VW W  ! #,<M  Iul+0@0@G0K !A%!H !#% &6N!.3/B)+>)B!ww~~n="3"B>BR S#)//?(//?'7$& &6N!.3/B)+>)B!ww~~n="3"B>BR S#)//& .,1,=,=1:)//?'7 11ABI3OD#(/$$/EF@i- .y 9I@P(@PuI&&u-22@P%( 34HI1(<= /@H@D):):;  KK d 3'',,{K@K   -hZ8 9 #D6*%%*G,%%*G,((1{ 4 *0 )7:35;LCJ   #1-    !'1J| $  &/J{ #  !'1J| $  #)Jx  "'Jw  %...:.$o "!#(*%"m1\N3 "7+IAv""6<<0")00>"("4"4K"*@@>@.{;EKEWEW5kB*;7>>v||LF!!&,,/*m1QsG1\NC HHV\\*&&'  H TUl#/0E0E/FGH-f.B.BCT.UVY-Z[-f.@.@-A6==YiKjknJoo~-f.B.B9.M-NjY_YmYmnZABEYFFVW/0G0G/LANO/0N0Ns/SSTUV/0H0H/MRPQQ,T :2G%:!; <":Z 1>? !!   H TU   ! ! # KKM o(> x   qc"# W    %aS)* sQH7Z+9"Z CZ+) Z%4Z%9E*Z+$G:Z+ Z++ \ 4[ \ "\\ ctjd}|jdtdd|jdtdd |jd tdd |jd tdd |jdtdd |jdtdd |jdt dd |jdt dd |jdtdd |jdt dd |jdt dd |jdt dd |jd tdd! |jd"t dd# |jd$tdd% |jd&dd'(|jd)td*d+ |jd,t dd- |jd.td/d0 |jd1tdd2 |jd3td4d5 |jd6d7d89|jd:d7d;9|jdtd?d@ |jdAtdBddCD|jdEtdBddFD|jdGtdHdI |jdJt dKdL |jdMt ddN |jdOd7dP9|jdQt dRdS |jdTtdUdV |jdWt dXdY |jdZd7d[9|jd\t d]d^ |jd_d7d`9|j }|jr|js|jda|jztjjs3tjjj|_ |St!dbt#dcj|_ |S)dNz#Generate audio from text using TTS.) descriptionz--modelTzPath or repo id of the model)typerequiredhelpz --max_tokensz$Maximum number of tokens to generate)rdefaultrz--textz1Text to generate (leave blank to input via stdin)z--voicez?Voice/speaker name (e.g., Chelsie, Ethan, Vivian for Qwen3-TTS)z--promptz&Optional model-specific prompt prefix.z --instructzNInstruction for CustomVoice (emotion/style) or VoiceDesign (voice description)z--exaggerationg?z!Exaggeration factor for the voicez --cfg_scalezDClassifier-free guidance scale. Defaults to the model configuration.z --ddpm_stepszFOverride diffusion steps. Higher = better quality, slower (try 30-50).z--speed?zSpeed of the audioz--gen_durationz7Optional model-specific generation duration in seconds.z--duration_multiplierz6Optional model-specific automatic duration multiplier.z--stepsz.Optional model-specific generation step count.z --stg_scalez6Optional model-specific spatiotemporal guidance scale.z --stg_blockz6Optional model-specific spatiotemporal guidance block.z--rescale_scalez*Optional model-specific CFG rescale value.)rrz--gendermalez"Gender of the voice [male, female]z--pitchzPitch of the voicez --lang_codeenz Language codez --output_pathzDirectory path for output filesz --file_prefixr@zOutput file name prefixz --verbose store_truezPrint verbose output)actionrz --join_audiozJoin all audio files into onez--playzPlay the output audioz--audio_formatrzOutput audio formatz --ref_audiorz8Path to reference audio. Repeat for multiple references.)rrrrz --ref_textzBCaption for reference audio. Repeat to match repeated --ref_audio.z --stt_model-mlx-community/whisper-large-v3-turbo-asr-fp16z.STT model to use to transcribe reference audioz --temperatureffffff?zTemperature for the modelz--sigmaz6Optional model-specific sigma value (e.g., Ming Omni).z--use_zero_spk_embzFOptional model-specific zero speaker embedding mode (e.g., Ming Omni).z--top_pg?zTop-p for the modelz--top_k2zTop-k for the modelz--repetition_penaltyg?z Repetition penalty for the modelz--streamz.Stream the audio as segments during generationz--streaming_interval@z3The time interval in seconds for streaming segmentsz--savez1Save streamed audio to a file. Requires --stream.z--save requires --streamz"Please enter the text to generate:z> )argparseArgumentParser add_argumentr~rfloat parse_argsrmrkerrorrYsysstdinisattyreadstriprinput)parserargss r,rrs  $ $1V WF   +     3     @     N     5     ]     0     S     U   sAUV   F     E     =     E     E    9  f3W  sAUV  COT c46W c79R  L?UV |2Q ST   /    =    B    @    D yy /0 yyyy! (..0DI K 6 7d ))+DI Kr.c@t}tdit|y)Nr})rrvars)rs r,mainrs rsi ..73&% !" * *** *  *  38_ *`!"    ZZ 4  %  DDDD D  D"cd3iT#Y3299DBIID$D .2 $ "!% $!1504 8!% #"7j j E#ryy.) *j j  j SM j sm j jjj j E?jc49n-.juS$s)^,-j c299nj"##j$%j&'j()j* +j,-j./j0 1j23j4 5j67j: ;jZ xv!  zFr.