OuteTTS-0.1-350M

OuteAI/OuteTTS-0.1-350M

OuteTTS-0.1-350M is a text-to-speech model from OuteAI. Use it when you need text read aloud. The card lists the license as cc-by-4.0.

Downloads · 30 days

0% of all-time downloads

All-time downloads

47.1K

Public

Parameters

362M

724 MB on disk

Likes

304

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.safetensors724 MB · 99%

At a glance

Task: Text-to-Speech
License: cc-by-4.0
Model type: llama
Access: Public
Created: Nov 3, 2024
Updated: Apr 17, 2025
SHA: 2191ede8

Datasets

Spaces

Model card

From the Hugging Face model README

Model Description

OuteTTS-0.1-350M is a novel text-to-speech synthesis model that leverages pure language modeling without external adapters or complex architectures, built upon the LLaMa architecture using our Oute3-350M-DEV base model, it demonstrates that high-quality speech synthesis is achievable through a straightforward approach using crafted prompts and audio tokens.

Key Features

Pure language modeling approach to TTS
Voice cloning capabilities
LLaMa architecture
Compatible with llama.cpp and GGUF format

Technical Details

The model utilizes a three-step approach to audio processing:

Audio tokenization using WavTokenizer (processing 75 tokens per second)
CTC forced alignment for precise word-to-audio token mapping
Structured prompt creation following the format:

[full transcription]
[word] [duration token] [audio tokens]

Technical Blog

https://www.outeai.com/blog/OuteTTS-0.1-350M

Limitations

Being an experimental v0.1 release, there are some known issues:

Vocabulary constraints due to training data limitations
String-only input support
Given its compact 350M parameter size, the model may frequently alter, insert, or omit wrong words, leading to variations in output quality.
Variable temperature sensitivity depending on use case
Performs best with shorter sentences, as accuracy may decrease with longer inputs

Speech Samples

Listen to samples generated by OuteTTS-0.1-350M:

<div style="margin-top: 20px;"> <table style="width: 100%; border-collapse: collapse;"> <thead> <tr> <th style="border: 1px solid #ddd; padding: 8px; text-align: left;">Input</th> <th style="border: 1px solid #ddd; padding: 8px; text-align: left;">Audio</th> <th style="border: 1px solid #ddd; padding: 8px; text-align: left;">Notes</th> </tr> </thead> <tbody> <tr> <td style="border: 1px solid #ddd; padding: 8px;">Hello, I can speak pretty well, but sometimes I make some mistakes.</td> <td style="border: 1px solid #ddd; padding: 8px;"> <audio controls style="width: 100%;"> <source src="https://huggingface.co/OuteAI/OuteTTS-0.1-350M/resolve/main/samples/2.wav" type="audio/wav"> Your browser does not support the audio element. </audio> <audio controls style="width: 100%;"> <source src="https://huggingface.co/OuteAI/OuteTTS-0.1-350M/resolve/main/samples/1.wav" type="audio/wav"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #ddd; padding: 8px;">(temperature=0.1, repetition_penalty=1.1)</td> </tr> <tr> <td style="border: 1px solid #ddd; padding: 8px;">Once upon a time, there was a</td> <td style="border: 1px solid #ddd; padding: 8px;"> <audio controls style="width: 100%;"> <source src="https://huggingface.co/OuteAI/OuteTTS-0.1-350M/resolve/main/samples/3.wav" type="audio/wav"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #ddd; padding: 8px;">(temperature=0.1, repetition_penalty=1.1)</td> </tr> <tr> <td style="border: 1px solid #ddd; padding: 8px;">Scientists have discovered a new planet that may be capable of supporting life!</td> <td style="border: 1px solid #ddd; padding: 8px;"> <audio controls style="width: 100%;"> <source src="https://huggingface.co/OuteAI/OuteTTS-0.1-350M/resolve/main/samples/6.wav" type="audio/wav"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #ddd; padding: 8px;">Using the Q4_K_M quantized model. (temperature=0.7, repetition_penalty=1.1)</td> </tr> <tr> <td style="border: 1px solid #ddd; padding: 8px;">Scientists have discovered a new planet that may be capable of supporting life!</td> <td style="border: 1px solid #ddd; padding: 8px;"> <audio controls style="width: 100%;"> <source src="https://huggingface.co/OuteAI/OuteTTS-0.1-350M/resolve/main/samples/4.wav" type="audio/wav"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #ddd; padding: 8px;">The model partially failed to follow the input text. (temperature=0.1, repetition_penalty=1.1) </td> </tr> <tr> <td style="border: 1px solid #ddd; padding: 8px;">Scientists have discovered a new planet that may be capable of supporting life!</td> <td style="border: 1px solid #ddd; padding: 8px;"> <audio controls style="width: 100%;"> <source src="https://huggingface.co/OuteAI/OuteTTS-0.1-350M/resolve/main/samples/5.wav" type="audio/wav"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #ddd; padding: 8px;">In this case, changing to a higher temperature from 0.1 to 0.7 produces more consistent output. (temperature=0.7, repetition_penalty=1.1)</td> </tr> </tbody> </table> </div>

Installation

pip install outetts

Usage

[!WARNING] The example below works with older outetts version (==0.1.7). The new version (>=0.2.0) introduces changes to the interface. Please refer to the GitHub Usage Example for updated examples.

Interface Usage

from outetts.v0_1.interface import InterfaceHF, InterfaceGGUF

# Initialize the interface with the Hugging Face model
interface = InterfaceHF("OuteAI/OuteTTS-0.1-350M")

# Or initialize the interface with a GGUF model
# interface = InterfaceGGUF("path/to/model.gguf")

# Generate TTS output
# Without a speaker reference, the model generates speech with random speaker characteristics
output = interface.generate(
    text="Hello, am I working?",
    temperature=0.1,
    repetition_penalty=1.1,
    max_length=4096
)

# Play the generated audio
output.play()

# Save the generated audio to a file
output.save("output.wav")

Voice Cloning

# Create a custom speaker from an audio file
speaker = interface.create_speaker(
    "path/to/reference.wav",
    "reference text matching the audio"
)

# Generate TTS with the custom voice
output = interface.generate(
    text="This is a cloned voice speaking",
    speaker=speaker,
    temperature=0.1,
    repetition_penalty=1.1,
    max_length=4096
)

Model Details

Model Type: LLaMa-based language model
Size: 350M parameters
Language Support: English
License: CC BY 4.0
Speech Datasets Used:
- LibriTTS-R (CC BY 4.0)
- Multilingual LibriSpeech (MLS) (CC BY 4.0)

Future Improvements

Scaling up parameters and training data
Exploring alternative alignment methods for better character compatibility
Potential expansion into speech-to-speech assistant models

Credits

WavTokenizer: https://github.com/jishengpeng/WavTokenizer
CTC Forced Alignment: https://pytorch.org/audio/stable/tutorials/ctc_forced_alignment_api_tutorial.html

Disclaimer

By using this model, you acknowledge that you understand and assume the risks associated with its use. You are solely responsible for ensuring compliance with all applicable laws and regulations. We disclaim any liability for problems arising from the use of this open-source model, including but not limited to direct, indirect, incidental, consequential, or punitive damages. We make no warranties, express or implied, regarding the model's performance, accuracy, or fitness for a particular purpose. Your use of this model is at your own risk, and you agree to hold harmless and indemnify us, our affiliates, and our contributors from any claims, damages, or expenses arising from your use of the model.

Task: Text-to-Speech
Type: llama
License: cc-by-4.0
Languages: en
Created: Nov 3, 2024
Updated: Apr 17, 2025