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Using random seed instead.z4Please enter text to generate or upload a text file.)Ú show_infoúE2-TTSzLoading E2-TTS model...ÚCustomz,Only official checkpoints allowed in Spaces.r-zLoading Custom TTS model...ré)r8r9)Úcross_fade_durationÚnfe_stepÚspeedreÚprogressÚsuffixz.wavz.pngr )&r\ÚWarningr]ÚnpÚrandomÚrandintÚtorchÚ manual_seedr5rÚDEFAULT_TTS_MODELÚF5TTS_ema_modelÚE2TTS_ema_modelr2r7Útupler Úpre_custom_pathr:Úcustom_ema_modelrÚvocoderÚProgressÚtempfileÚNamedTemporaryFilerÚnameÚsfÚwriterÚ torchaudioÚloadÚosÚunlinkÚsqueezeÚcpuÚnumpyr)Úref_audio_origÚref_textÚgen_textrOÚremove_silenceÚseedrirjrkreÚ used_seedÚ ref_audioÚ ema_modelÚ final_waveÚfinal_sample_rateÚcombined_spectrogramr_Ú temp_pathÚ_Útmp_spectrogramÚspectrogram_pathr r rÚinferƒsj       öÿ ÿ r—z # Batched TTSzReference AudioÚfilepath)ÚlabelÚtypezText to Generateé é()r™ÚlinesÚ max_linesÚscalez&Load Text to Generate from File (.txt)z.txt)r™Ú file_typesrŸÚ SynthesizeÚprimary)ÚvariantzAdvanced Settings©rZzReference TextzŠLeave blank to automatically transcribe the reference audio. 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Uncheck to use the seed specified.rh)r™r¥rYrŸ)Ú show_labelrYÚ precisionrŸ)rŸzRemove SilenceszPIf undesired long silence(s) produced, turn on to automatically detect and crop.)r™r¥rYÚSpeedg333333Ó?g@çð?gš™™™™™¹?zAdjust the speed of the audio.)r™ÚminimumÚmaximumrYÚstepr¥z NFE Stepsé@z"Set the number of denoising steps.zCross-Fade Duration (s)gg{®Gáz„?z7Set the duration of the cross-fade between audio clips.cCó tjddS)NFr¤)r\Ú Accordionr r r rÚcollapse_accordions r°)ÚfnÚinputsÚoutputszSynthesized Audio)r™Ú Spectrogramc Cs@|r tj dd¡}t|||t|||||d \} } } } | | | | fS)Nrrd)rŒrirjrk)rorprqr—Útts_model_choice) Úref_audio_inputÚref_text_inputÚgen_text_inputr‹Úrandomize_seedÚ seed_inputÚcross_fade_duration_sliderÚ nfe_sliderÚ speed_sliderÚ audio_outr–Ú ref_text_outrr r rÚ basic_ttss ÷ rÀ)r²r³cCóddgSrr r r r rÚGórÂc Cs®d}t ||¡}g}ddddœ}tt|ƒƒD]>}|ddkr0|| ¡}|r/||d<| |¡q|| ¡}zt |¡}Wqtjj yT|d d…}|dddœ}Yqw|S) Nz (\{.*?\})ÚRegularéÿÿÿÿr©©r~rŒrkrrrQr-) ÚreÚsplitÚrangerBr5Úappendr'r(ÚdecoderÚJSONDecodeError)rŠÚpatternÚtokensÚsegmentsÚcurrent_type_dictÚirQÚtype_strr r rÚparse_speechtypes_text]s, ý   €  þrÓa¤ # Multiple Speech-Type Generation This section allows you to generate multiple speech types or multiple people's voices. Enter your text in the format shown below, or upload a .txt file with the same format. The system will generate speech using the appropriate type. If unspecified, the model will use the regular speech type. The current speech type will be used until the next speech type is specified. a **Example Input:**
{Regular} Hello, I'd like to order a sandwich please.
{Surprised} What do you mean you're out of bread?
{Sad} I really wanted a sandwich though...
{Angry} You know what, darn you and your little shop!
{Whisper} I'll just go back home and cry now.
{Shouting} Why me?! aÕ **Example Input 2:**
{"name": "Speaker1_Happy", "seed": -1, "speed": 1} Hello, I'd like to order a sandwich please.
{"name": "Speaker2_Regular", "seed": -1, "speed": 1} Sorry, we're out of bread.
{"name": "Speaker1_Sad", "seed": -1, "speed": 1} I really wanted a sandwich though...
{"name": "Speaker2_Whisper", "seed": -1, "speed": 1} I'll give you the last one I was hiding. z¤Upload different audio clips for each speech type. The first speech type is mandatory. You can add additional speech types by clicking the "Add Speech Type" button.Úcompacté )rŸÚ min_widthrÄzSpeech Type Name)rYr™z Insert LabelÚ secondaryzRegular Reference AudiozReference Text (Regular))r™rrÅiçzSeed, -1 for random)r¦rªr«rYr¬r¥zAdjust the speed)r™r éd)r£Úvisiblez Delete TypeÚstopzSeed. -1 for randomcCrÁrr r r r rrÂärÃzAdd Speech TypecCsDdd„ttƒDƒ}ttkrtjdd|t<td7a|St d¡|S)NcSsg|]}t ¡‘qSr ©r\r])rCr”r r rrFösz&add_speech_type_fn..T©rÙr-zCExhausted maximum number of speech types. Consider restart the app.)rÉÚmax_speech_typesÚspeech_type_countr\r]rn)Ú row_updatesr r rÚadd_speech_type_fnõs ÿrà)r³cCstjddddddfS)NFrÜrÛr r r rÚdelete_speech_type_fnsráadEnter the script with speaker names (or emotion types) at the start of each block, e.g.: {Regular} Hello, I'd like to order a sandwich please. {Surprised} What do you mean you're out of bread? {Sad} I really wanted a sandwich though... {Angry} You know what, darn you and your little shop! {Whisper} I'll just go back home and cry now. {Shouting} Why me?!)r™rržrŸÚ placeholdercCs dd„}|S)NcSs<|pd}|s t d¡|S|||dœ}|t |¡d}|S)Nr3z,Please enter speech type name before insert.rÆú )r\rnr'Údumps)Ú current_textÚspeech_type_nameÚspeech_type_seedÚspeech_type_speedÚspeech_type_dictÚ updated_textr r rÚinsert_speech_type_fns ýz9make_insert_speech_type_fn..insert_speech_type_fnr )Úindexrër r rÚmake_insert_speech_type_fns rízShow Cherry-pick InterfacezCTurn on to show interface, picking seeds from previous generations.z7Turn on to automatically detect and crop long silences.zGenerate Multi-Style SpeechzCherry-pick InterfaceÚcopy)r™rržÚbuttonsÚ interactiverÙcCs tj|dS)NrÜrÛ)Ú is_visibler r rrÂVó c s2|dt…}|tdt…}|dtdt…}|dt}tƒ‰d}t|||ƒD] \}}} |r:|r:|| dœˆ|<n dddœˆd|›d<|d7}q)t|ƒ} g} d} d} | D]•}|d }|d }|d }|d }|ˆvro|} n t d |›d¡d} zˆ| d}Wn#ty¥t d| ›d¡dg‡fdd„ˆDƒdgYSwˆ|  dd¡}|dkr¹tj   dd¡}t |||t ||d|t d \}}}}|\}}|  |¡|ˆ| d<| t t|||d¡d|›d7} qV| rt | ¡}||fg‡fdd„ˆDƒ| gSt d¡dg‡fdd„ˆDƒdgS)Nrrhr)Úaudior‰r3ú@r-rÄr~rŒrkrQzType z/ is not available, will use Regular as default.róz(Please provide reference audio for type Ú.cóg|]}ˆ|d‘qS©r‰r ©rCr~©Ú speech_typesr rrFóz.generate_multistyle_speech..r‰rÅrd©rŒrirkrerÆrãÚ crör÷r rørùr rrF­rûzNo audio generated.crör÷r rørùr rrF²rû)rÝrrLrÓr\rnÚKeyErrorÚgetrorprqr—rµÚprintrÊr'rär0Ú concatenate)rŠÚargsÚspeech_type_names_listÚspeech_type_audios_listÚspeech_type_ref_texts_listr‹Ú ref_text_idxÚ name_inputÚ audio_inputr·rÏÚgenerated_audio_segmentsÚcurrent_type_nameÚinference_meta_dataÚsegmentr~rºrkrQrŽr‰r¾r”r¿rÚsrÚ audio_dataÚfinal_audio_datar rùrÚgenerate_multistyle_speechbsx  ÿ  &þ÷  & ÿþÿ rc Gsn|}tƒ}|r | |¡|D] }|r| |¡qt|ƒ}tdd„|Dƒƒ}||}|r1tjddStjddS)Ncss|]}|dVqdS)r~Nr )rCr r r rÚ Ðs€z(validate_speech_types..F)rðT)ÚsetÚaddrÓr\r]) rŠÚ regular_namerrÚspeech_types_availablerrÏÚspeech_types_in_textÚmissing_speech_typesr r rÚvalidate_speech_typesÃs  €  ra& # Voice Chat Have a conversation with an AI using your reference voice! 1. Upload a reference audio clip and optionally its transcript (via text or .txt file). 2. Load the chat model. 3. Record your message through your microphone or type it. 4. The AI will respond using the reference voice. zQwen/Qwen2.5-3B-Instructzmicrosoft/Phi-4-mini-instructcCsxtj}tdurdadat ¡tj ¡|d|›ƒt j |dddat   |¡a|d|›dƒtj ddtj ddfS) NzLoading chat model: Úauto)Ú torch_dtypeÚ device_mapz Chat model z loaded successfully!FrÜT) r\ÚInfoÚchat_model_stateÚchat_tokenizer_stateÚgcÚcollectrrÚcudaÚ empty_cacherÚfrom_pretrainedrr])Úchat_model_namerer r rÚload_chat_modelôs  r%zChat Model Namez*Enter the name of a HuggingFace chat model)ÚchoicesrYr™r¥Úallow_custom_valuezLoad Chat ModelrÜcCr®)NTrÜrÛr r r rrÂròÚhidden)Ú show_progressz(Optional: Leave blank to auto-transcribez"Uncheck to use the seed specified.)r™rYr¥rŸ)r™rYz System PromptzŸYou are not an AI assistant, you are whoever the user says you are. You must stay in character. Keep your responses concise since they will be spoken out loud.)r™rYrÚ ConversationzSpeak your message)ÚautoplayzType your messagez Send MessagezClear ConversationcCsB|s| ¡s|S|rt||ƒd}| ¡s|S| d|dœ¡|S)z$Handle audio or text input from userr-Úuser©ÚroleÚcontent)r5rrÊ)Ú conv_stateÚ audio_pathrQr r rÚprocess_audio_inputRs r2cCs„|D]'}t|dtƒr)t|dƒdkr|ddddksJ‚|ddd|d<qd|dœg}t||ttƒ}| d|dœ¡|S) zGenerate text response from AIr/r-rršrQÚsystemr-Ú assistant)r7ÚlistrBrTrrrÊ)r0Ú system_promptÚ single_stateÚsystem_prompt_stateÚresponser r rÚgenerate_text_responsebs(€ r:c Cs‚|r|s d||fS|dddd}|r|dddkr"d||fS|r+tj dd¡}t|||t||d d td \}}} } || | fS) z"Generate TTS audio for AI responseNrÅr/rrQr.r4rdrbr©rü)rorprqr—rµr) r0rŽr‰r‹r¹rºÚlast_ai_responseÚ audio_resultr”r¿rr r rÚgenerate_audio_responseps&  ÷ r=cCsgdfS)zReset the conversationNr r r r rÚclear_conversationŠsr>cCrÁrr r r r rr©rÃa] # Credits * [mrfakename](https://github.com/fakerybakery) for the original [online demo](https://huggingface.co/spaces/mrfakename/E2-F5-TTS) * [RootingInLoad](https://github.com/RootingInLoad) for initial chunk generation and podcast app exploration * [jpgallegoar](https://github.com/jpgallegoar) for multiple speech-type generation & voice chat z # F5-TTS Demo Space This is z=a local web UI for [F5-TTS](https://github.com/SWivid/F5-TTS)z=an online demo for [F5-TTS](https://github.com/SWivid/F5-TTS)uõ with advanced batch processing support. This app supports the following TTS models: * [F5-TTS](https://arxiv.org/abs/2410.06885) (A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching) * [E2 TTS](https://arxiv.org/abs/2406.18009) (Embarrassingly Easy Fully Non-Autoregressive Zero-Shot TTS) The checkpoints currently support English and Chinese. If you're having issues, try converting your reference audio to WAV or MP3, clipping it to 12s with ✂ in the bottom right corner (otherwise might have non-optimal auto-trimmed result). **NOTE: Reference text will be automatically transcribed with Whisper if not provided. For best results, keep your reference clips short (<12s). 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