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@@ -77,11 +77,6 @@ audio_arr = generation.cpu().numpy().squeeze()
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  sf.write("parler_tts_out.wav", audio_arr, model.config.sampling_rate)
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  ```
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- **Tips**:
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- * Include the term "very clear audio" to generate the highest quality audio, and "very noisy audio" for high levels of background noise
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- * Punctuation can be used to control the prosody of the generations, e.g. use commas to add small breaks in speech
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- * The remaining speech features (gender, speaking rate, pitch and reverberation) can be controlled directly through the prompt
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-
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  ### 🎯 Using a specific speaker
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  To ensure speaker consistency across generations, this checkpoint was also trained on 34 speakers, characterized by name (e.g. Jon, Lea, Gary, Jenna, Mike, Laura).
@@ -110,6 +105,11 @@ audio_arr = generation.cpu().numpy().squeeze()
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  sf.write("parler_tts_out.wav", audio_arr, model.config.sampling_rate)
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  ```
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  ## Motivation
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  Parler-TTS is a reproduction of work from the paper [Natural language guidance of high-fidelity text-to-speech with synthetic annotations](https://www.text-description-to-speech.com) by Dan Lyth and Simon King, from Stability AI and Edinburgh University respectively.
 
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  sf.write("parler_tts_out.wav", audio_arr, model.config.sampling_rate)
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  ```
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  ### 🎯 Using a specific speaker
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  To ensure speaker consistency across generations, this checkpoint was also trained on 34 speakers, characterized by name (e.g. Jon, Lea, Gary, Jenna, Mike, Laura).
 
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  sf.write("parler_tts_out.wav", audio_arr, model.config.sampling_rate)
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  ```
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+ **Tips**:
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+ * Include the term "very clear audio" to generate the highest quality audio, and "very noisy audio" for high levels of background noise
110
+ * Punctuation can be used to control the prosody of the generations, e.g. use commas to add small breaks in speech
111
+ * The remaining speech features (gender, speaking rate, pitch and reverberation) can be controlled directly through the prompt
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+
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  ## Motivation
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  Parler-TTS is a reproduction of work from the paper [Natural language guidance of high-fidelity text-to-speech with synthetic annotations](https://www.text-description-to-speech.com) by Dan Lyth and Simon King, from Stability AI and Edinburgh University respectively.