Model Overview

Trained or fine-tuned NeMo models (with the file extenstion .nemo) can be converted to Riva models (with the file extension .riva) and then deployed. Here is a pre-trained HiFiGAN text-to-speech (TTS) Riva model.

Model Architecture

HiFi-GAN is a generative adversarial network (GAN) model that generates audio from mel spectrograms. The generator uses transposed convolutions to upsample mel-spectrograms to audio.

Training

Dataset

This model is trained on LJSpeech sampled at 22050Hz, and has been tested on generating female English voices with an American accent.

Performance

No performance information available at this time.

How to Use this Model

This model can be automatically loaded from NGC.

NOTE: In order to generate audio, you also need a spectrogram generator from NeMo. This example uses the FastPitch model.

# Load PastPitch\nfrom nemo.collections.tts.models import FastPitchModel\nspec_generator = FastPitchModel.from_pretrained(\"tts_en_fastpitch\")\n\n# Load HiFi-GAN\nfrom nemo.collections.tts.models import HifiGanModel\nmodel = HifiGanModel.from_pretrained(model_name=\"tts_en_lj_hifigan_ft_tacotron2_talknet_fastpitch\")\n\n# Generate audio\nimport soundfile as sf\nparsed = spec_generator.parse(\"You can type your sentence here to get nemo to produce speech.\")\nspectrogram = spec_generator.generate_spectrogram(tokens=parsed)\naudio = model.convert_spectrogram_to_audio(spec=spectrogram)\n\n### Save the audio to disk in a file called speech.wav\nsf.write(\"speech.wav\", audio.to('cpu').numpy(), 22050)\n

Input

This model accepts batches of mel spectrograms.

Output

This model outputs audio at 22050Hz.

Limitations

There are no known limitations at this time.

Versions

1.0.0: Add model (tts_en_lj_hifigan_ft_tacotron2_talknet_fastpitch.nemo) which was released with NeMo 1.0.0. This model was trained on ground-truth mel-spectrograms and additionally fine-tuned on generated spectrograms from Tacotron 2, TalkNet 2 and FastPitch.

1.6.0: Add models (tts_en_lj_hifigan_ft_mixertts.nemo and tts_en_lj_hifigan_ft_mixerttsx.nemo) which were released with NeMo 1.6.0 and model (tts_en_lj_hifigan_ft_tacotron2_talknet_fastpitch.nemo) from 1.0.0 without changes. The tts_en_lj_hifigan_ft_mixertts.nemo and tts_en_lj_hifigan_ft_mixerttsx.nemo models were fine-tuned on generated spectrograms from Mixer-TTS and Mixer-TTS-X respectively. The tts_en_lj_hifigan_ft_tacotron2_talknet_fastpitch.nemo model were used as initial checkpoint for fine-tuning.

References

HiFi-GAN paper: https://arxiv.org/abs/2010.05646

Licence

License to use this model is covered by the NGC TERMS OF USE unless another License/Terms Of Use/EULA is clearly specified. By downloading the public and release version of the model, you accept the terms and conditions of the NGC TERMS OF USE.

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[Here](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/tao/models/speechsynthesis_hifigan) is a pre-trained HiFiGAN text-to-speech (TTS) Riva model.\n\n## Model Architecture\n\nHiFi-GAN is a generative adversarial network (GAN) model that generates audio from mel spectrograms. The generator uses transposed convolutions to upsample mel-spectrograms to audio.\n\n## Training\n### Dataset\nThis model is trained on LJSpeech sampled at 22050Hz, and has been tested on generating female English voices with an American accent. \n\n## Performance\nNo performance information available at this time.\n\n## How to Use this Model\n\nThis model can be automatically loaded from NGC.\n\nNOTE: In order to generate audio, you also need a spectrogram generator from NeMo. This example uses the FastPitch model.\n```python\n# Load PastPitch\nfrom nemo.collections.tts.models import FastPitchModel\nspec_generator = FastPitchModel.from_pretrained(\"tts_en_fastpitch\")\n\n# Load HiFi-GAN\nfrom nemo.collections.tts.models import HifiGanModel\nmodel = HifiGanModel.from_pretrained(model_name=\"tts_en_lj_hifigan_ft_tacotron2_talknet_fastpitch\")\n\n# Generate audio\nimport soundfile as sf\nparsed = spec_generator.parse(\"You can type your sentence here to get nemo to produce speech.\")\nspectrogram = spec_generator.generate_spectrogram(tokens=parsed)\naudio = model.convert_spectrogram_to_audio(spec=spectrogram)\n\n### Save the audio to disk in a file called speech.wav\nsf.write(\"speech.wav\", audio.to('cpu').numpy(), 22050)\n```\n\n### Input\nThis model accepts batches of mel spectrograms.\n\n### Output\nThis model outputs audio at 22050Hz.\n\n## Limitations\nThere are no known limitations at this time.\n\n## Versions\n**1.0.0**: Add model (`tts_en_lj_hifigan_ft_tacotron2_talknet_fastpitch.nemo`) which was released with NeMo 1.0.0. This model was trained on ground-truth mel-spectrograms and additionally fine-tuned on generated spectrograms from Tacotron 2, TalkNet 2 and FastPitch.\n\n**1.6.0**: Add models (`tts_en_lj_hifigan_ft_mixertts.nemo` and `tts_en_lj_hifigan_ft_mixerttsx.nemo`) which were released with NeMo 1.6.0 and model (`tts_en_lj_hifigan_ft_tacotron2_talknet_fastpitch.nemo`) from 1.0.0 without changes. The `tts_en_lj_hifigan_ft_mixertts.nemo` and `tts_en_lj_hifigan_ft_mixerttsx.nemo` models were fine-tuned on generated spectrograms from Mixer-TTS and Mixer-TTS-X respectively. The `tts_en_lj_hifigan_ft_tacotron2_talknet_fastpitch.nemo` model were used as initial checkpoint for fine-tuning.\n\n## References\nHiFi-GAN paper: https://arxiv.org/abs/2010.05646\n\n## Licence\nLicense to use this model is covered by the NGC [TERMS OF USE](https://ngc.nvidia.com/legal/terms) unless another License/Terms Of Use/EULA is clearly specified. 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Name	Size	Updated	Actions
tts_en_lj_hifigan_ft_mixertts.nemo	300.7 MB	March 1, 2025 UTC	curl wget Download
tts_en_lj_hifigan_ft_mixerttsx.nemo	300.7 MB	March 1, 2025 UTC	curl wget Download
tts_en_lj_hifigan_ft_tacotron2_talknet_fastpitch.nemo	300.78 MB	March 1, 2025 UTC	curl wget Download