diff --git a/.github/workflows/gh-pages.yml b/.github/workflows/gh-pages.yml new file mode 100644 index 0000000..4f91eb1 --- /dev/null +++ b/.github/workflows/gh-pages.yml @@ -0,0 +1,31 @@ +name: Deploy Documentation + +on: + release: + types: [published] + workflow_dispatch: + +permissions: + contents: write + +jobs: + deploy-docs: + runs-on: ubuntu-latest + steps: + - name: Checkout code + uses: actions/checkout@v4 + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: "3.x" + cache: "pip" + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install mkdocs mkdocs-autolinks-plugin mkdocs-material mkdocstrings-python + + - name: Build and Deploy + run: | + mkdocs gh-deploy --force diff --git a/docs/API Reference/Reference/tts_model.md b/docs/API Reference/Reference/tts_model.md new file mode 100644 index 0000000..8872b09 --- /dev/null +++ b/docs/API Reference/Reference/tts_model.md @@ -0,0 +1 @@ +::: pocket_tts.models.tts_model.TTSModel diff --git a/docs/python-api.md b/docs/API Reference/python-api.md similarity index 100% rename from docs/python-api.md rename to docs/API Reference/python-api.md diff --git a/docs/export_voice.md b/docs/CLI Commands/export_voice.md similarity index 98% rename from docs/export_voice.md rename to docs/CLI Commands/export_voice.md index a19071b..2b48a93 100644 --- a/docs/export_voice.md +++ b/docs/CLI Commands/export_voice.md @@ -1,4 +1,4 @@ -# Export Voice Command Documentation +# Export Voice Kyutai Pocket TTS allows you to generate speech from an audio sample. However, processing an audio file each time is relatively slow and inefficient. diff --git a/docs/generate.md b/docs/CLI Commands/generate.md similarity index 96% rename from docs/generate.md rename to docs/CLI Commands/generate.md index 22af053..6f21674 100644 --- a/docs/generate.md +++ b/docs/CLI Commands/generate.md @@ -1,4 +1,4 @@ -# Generate Command Documentation +# Generate The `generate` command allows you to generate speech from text directly from the command line using Kyutai Pocket TTS. @@ -62,7 +62,6 @@ pocket-tts generate --voice "./my_voice.wav" pocket-tts generate --voice "./my_voice.safetensors" ``` - ### Quality Tuning ```bash @@ -78,9 +77,9 @@ pocket-tts generate --eos-threshold -3.0 ### Custom Model Config -If you'd like to override the paths from which the models are loaded, you can provide a custom YAML configuration. +If you'd like to override the paths from which the models are loaded, you can provide a custom YAML configuration. -Copy pocket_tts/config/b6369a24.yaml and change weights_path:, weights_path_without_voice_cloning: and tokenizer_path: to the paths of the models you want to load. +Copy pocket_tts/config/b6369a24.yaml and change weights_path:, weights_path_without_voice_cloning: and tokenizer_path: to the paths of the models you want to load. Then, use the --config option to point to your newly created config. @@ -92,6 +91,7 @@ pocket-tts generate --config "C://pocket-tts/my_config.yaml" ## Output Format The generate command always outputs WAV files in the following format: + - **Sample Rate**: 24kHz - **Channels**: Mono - **Bit Depth**: 16-bit PCM diff --git a/docs/serve.md b/docs/CLI Commands/serve.md similarity index 90% rename from docs/serve.md rename to docs/CLI Commands/serve.md index 0f4a2ce..b18609f 100644 --- a/docs/serve.md +++ b/docs/CLI Commands/serve.md @@ -1,4 +1,4 @@ -# Serve Command Documentation +# Serve The `serve` command starts a FastAPI web server that provides both a web interface and HTTP API for text-to-speech generation. @@ -41,10 +41,12 @@ pocket-tts serve --voice "hf://kyutai/tts-voices/jessica-jian/casual.wav" # Use local voice file pocket-tts serve --voice "./my_voice.wav" ``` -### Custom Model Config -If you'd like to override the paths from which the models are loaded, you can provide a custom YAML configuration. -Copy pocket_tts/config/b6369a24.yaml and change weights_path:, weights_path_without_voice_cloning: and tokenizer_path: to the paths of the models you want to load. +### Custom Model Config + +If you'd like to override the paths from which the models are loaded, you can provide a custom YAML configuration. + +Copy pocket_tts/config/b6369a24.yaml and change weights_path:, weights_path_without_voice_cloning: and tokenizer_path: to the paths of the models you want to load. Then, use the --config option to point to your newly created config. @@ -57,4 +59,5 @@ pocket-tts serve --config "C://pocket-tts/my_config.yaml" Once the server is running, navigate to `http://localhost:8000` to access the web interface. -For more advanced usage, see the [Python API documentation](python-api.md) for direct integration with the TTS model. \ No newline at end of file +For more advanced usage, see the [Python API documentation](python-api.md) for direct integration with the TTS model. + diff --git a/docs/index.md b/docs/index.md new file mode 100644 index 0000000..3d0160b --- /dev/null +++ b/docs/index.md @@ -0,0 +1,174 @@ +# Pocket TTS + +pocket-tts-logo-v2-transparent + +A lightweight text-to-speech (TTS) application designed to run efficiently on CPUs. +Forget about the hassle of using GPUs and web APIs serving TTS models. With Kyutai's Pocket TTS, generating audio is just a pip install and a function call away. + +Supports Python 3.10, 3.11, 3.12, 3.13 and 3.14. Requires PyTorch 2.5+. Does not require the gpu version of PyTorch. + +[🔊 Demo](https://kyutai.org/pocket-tts) | +[🐱‍💻GitHub Repository](https://github.com/kyutai-labs/pocket-tts) | +[🤗 Hugging Face Model Card](https://huggingface.co/kyutai/pocket-tts) | +[⚙️ Tech report](https://kyutai.org/blog/2026-01-13-pocket-tts) | +[📄 Paper](https://arxiv.org/abs/2509.06926) | +[📚 Documentation](https://github.com/kyutai-labs/pocket-tts/tree/main/docs) + +## Main takeaways + +- Runs on CPU +- Small model size, 100M parameters +- Audio streaming +- Low latency, ~200ms to get the first audio chunk +- Faster than real-time, ~6x real-time on a CPU of MacBook Air M4 +- Uses only 2 CPU cores +- Python API and CLI +- Voice cloning +- English only at the moment +- Can handle infinitely long text inputs +- [Can run on client-side in the browser](#in-browser-implementations) + +## Trying it from the website, without installing anything + +Navigate to the [Kyutai website](https://kyutai.org/pocket-tts) to try it out directly in your browser. You can input text, select different voices, and generate speech without any installation. + +## Trying it with the CLI + +### The `generate` command + +You can use pocket-tts directly from the command line. We recommend using +`uv` as it installs any dependencies on the fly in an isolated environment (uv installation instructions [here](https://docs.astral.sh/uv/getting-started/installation/#standalone-installer)). +You can also use `pip install pocket-tts` to install it manually. + +This will generate a wav file `./tts_output.wav` saying the default text with the default voice, and display some speed statistics. + +```bash +uvx pocket-tts generate +# or if you installed it manually with pip: +pocket-tts generate +``` + +Modify the voice with `--voice` and the text with `--text`. We provide a small catalog of voices. + +You can take a look at [this page](https://huggingface.co/kyutai/tts-voices) which details the licenses +for each voice. + +- [alba](https://huggingface.co/kyutai/tts-voices/blob/main/alba-mackenna/casual.wav) +- [marius](https://huggingface.co/kyutai/tts-voices/blob/main/voice-donations/Selfie.wav) +- [javert](https://huggingface.co/kyutai/tts-voices/blob/main/voice-donations/Butter.wav) +- [jean](https://huggingface.co/kyutai/tts-voices/blob/main/ears/p010/freeform_speech_01.wav) +- [fantine](https://huggingface.co/kyutai/tts-voices/blob/main/vctk/p244_023.wav) +- [cosette](https://huggingface.co/kyutai/tts-voices/blob/main/expresso/ex04-ex02_confused_001_channel1_499s.wav) +- [eponine](https://huggingface.co/kyutai/tts-voices/blob/main/vctk/p262_023.wav) +- [azelma](https://huggingface.co/kyutai/tts-voices/blob/main/vctk/p303_023.wav) + +The `--voice` argument can also take a plain wav file as input for voice cloning. +You can use your own or check out our [voice repository](https://huggingface.co/kyutai/tts-voices). +We recommend [cleaning the sample](https://podcast.adobe.com/en/enhance) before using it with Pocket TTS, because the audio quality of the sample is also reproduced. + +Feel free to check out the [generate documentation](generate.md) for more details and examples. +For trying multiple voices and prompts quickly, prefer using the `serve` command. + +### The `serve` command + +You can also run a local server to generate audio via HTTP requests. + +```bash +uvx pocket-tts serve +# or if you installed it manually with pip: +pocket-tts serve +``` + +Navigate to `http://localhost:8000` to try the web interface, it's faster than the command line as the model is kept in memory between requests. + +You can check out the [serve documentation](serve.md) for more details and examples. + +### The `export-voice` command + +Processing an audio file (e.g., a .wav or .mp3) for voice cloning is relatively slow, but loading a safetensors file -- a voice embedding converted from an audio file -- is very fast. You can use the `export-voice` command to do this conversion. See the [export-voice documentation](export_voice.md) for more details and examples. + +## Using it as a Python library + +You can try out the Python library on Colab [here](https://colab.research.google.com/github/kyutai-labs/pocket-tts/blob/main/docs/pocket-tts-example.ipynb). + +Install the package with + +```bash +pip install pocket-tts +# or +uv add pocket-tts +``` + +You can use this package as a simple Python library to generate audio from text. + +```python +from pocket_tts import TTSModel +import scipy.io.wavfile + +tts_model = TTSModel.load_model() +voice_state = tts_model.get_state_for_audio_prompt( + "alba" # One of the pre-made voices, see above + # You can also use any voice file you have locally or from Hugging Face: + # "./some_audio.wav" + # or "hf://kyutai/tts-voices/expresso/ex01-ex02_default_001_channel2_198s.wav" +) +audio = tts_model.generate_audio(voice_state, "Hello world, this is a test.") +# Audio is a 1D torch tensor containing PCM data. +scipy.io.wavfile.write("output.wav", tts_model.sample_rate, audio.numpy()) +``` + +You can have multiple voice states around if +you have multiple voices you want to use. `load_model()` +and `get_state_for_audio_prompt()` are relatively slow operations, +so we recommend to keep the model and voice states in memory if you can. + +You can check out the [Python API documentation](https://github.com/kyutai-labs/pocket-tts/tree/main/docs/python-api.md) for more details and examples. + +## Unsupported features + +At the moment, we do not support (but would love pull requests adding): + +- [Running the TTS inside a web browser (WebAssembly)](https://github.com/kyutai-labs/pocket-tts/issues/1) +- [A compiled version with for example `torch.compile()` or `candle`.](https://github.com/kyutai-labs/pocket-tts/issues/2) +- [Adding silence in the text input to generate pauses.](https://github.com/kyutai-labs/pocket-tts/issues/6) +- [Quantization to run the computation in int8.](https://github.com/kyutai-labs/pocket-tts/issues/7) + +We tried running this TTS model on the GPU but did not observe a speedup compared to CPU execution, +notably because we use a batch size of 1 and a very small model. + +## Development and local setup + +We accept contributions! Feel free to open issues or pull requests on GitHub. + +You can find development instructions in the [CONTRIBUTING.md](https://github.com/kyutai-labs/pocket-tts/tree/main/CONTRIBUTING.md) file. You'll also find there how to have an editable install of the package for local development. + +## In-browser implementations + +Pocket TTS is small enough to run directly in your browser in WebAssembly/JavaScript. +We don't have official support for this yet, but you can try out one of these community implementations: + +- [babybirdprd/pocket-tts](https://github.com/babybirdprd/pocket-tts): Candle version (Rust) with WebAssembly and PyO3 bindings, meaning it can run on the web too. +- [ekzhang/jax-js](https://github.com/ekzhang/jax-js/tree/main/website/src/routes/tts): Using jax-js, a ML library for the web. Demo [here](https://jax-js.com/tts) +- [KevinAHM/pocket-tts-onnx-export](https://github.com/KevinAHM/pocket-tts-onnx-export): Model exported to .onnx and run using [ONNX Runtime Web](https://onnxruntime.ai/docs/tutorials/web/). Demo [here](https://huggingface.co/spaces/KevinAHM/pocket-tts-web) + +## Alterative implementations + +- [jishnuvenugopal/pocket-tts-mlx](https://github.com/jishnuvenugopal/pocket-tts-mlx) - MLX backend optimized for Apple Silicon +- [babybirdprd/pocket-tts](https://github.com/babybirdprd/pocket-tts) - Candle version (Rust) with WebAssembly and PyO3 bindings. + +## Projects using Pocket TTS + +- [lukasmwerner/pocket-reader](https://github.com/lukasmwerner/pocket-reader) - Browser screen reader +- [ikidd/pocket-tts-wyoming](https://github.com/ikidd/pocket-tts-wyoming) - Docker container for pocket-tts using Wyoming protocol, ready for Home Assistant Voice use. +- [slaughters85j/pocket-tts](https://github.com/slaughters85j/pocket-tts) - Mac Desktop App + macOS Quick Action +- [teddybear082/pocket-tts-openai_streaming_server](https://github.com/teddybear082/pocket-tts-openai_streaming_server) - OpenAI-compatible streaming server, dockerized and with an `.exe` release + +## Prohibited use + +Use of our model must comply with all applicable laws and regulations and must not result in, involve, or facilitate any illegal, harmful, deceptive, fraudulent, or unauthorized activity. Prohibited uses include, without limitation, voice impersonation or cloning without explicit and lawful consent; misinformation, disinformation, or deception (including fake news, fraudulent calls, or presenting generated content as genuine recordings of real people or events); and the generation of unlawful, harmful, libelous, abusive, harassing, discriminatory, hateful, or privacy-invasive content. We disclaim all liability for any non-compliant use. + +## Authors + +Manu Orsini*, Simon Rouard*, Gabriel De Marmiesse\*, Václav Volhejn, Neil Zeghidour, Alexandre Défossez + +\*equal contribution diff --git a/docs/mascot.png b/docs/mascot.png new file mode 100644 index 0000000..e08ae26 Binary files /dev/null and b/docs/mascot.png differ diff --git a/mkdocs.yml b/mkdocs.yml new file mode 100644 index 0000000..07cae13 --- /dev/null +++ b/mkdocs.yml @@ -0,0 +1,66 @@ +site_name: Pocket TTS +repo_url: https://github.com/kyutai-labs/pocket-tts +repo_name: kyutai-labs/pocket-tts +extra: + generator: false + +plugins: + - search + - autolinks + - mkdocstrings: + handlers: + python: + options: + heading_level: 1 + show_root_heading: true + type_parameter_headings: true + show_symbol_type_heading: true + show_symbol_type_toc: true + +theme: + name: material + logo: mascot.png + icon: + repo: fontawesome/brands/github + features: + - navigation.tabs + - navigation.tabs.sticky + - navigation.sections + - navigation.footer + - content.code.copy + - content.code.select + + palette: + # Palette toggle for automatic mode + - media: "(prefers-color-scheme)" + toggle: + icon: material/brightness-auto + name: Switch to light mode + + # Palette toggle for light mode + - media: "(prefers-color-scheme: light)" + scheme: default + toggle: + icon: material/brightness-7 + name: Switch to dark mode + + # Palette toggle for dark mode + - media: "(prefers-color-scheme: dark)" + scheme: slate + toggle: + icon: material/brightness-4 + name: Switch to system preference + +markdown_extensions: + - pymdownx.highlight: + anchor_linenums: true + line_spans: __span + pygments_lang_class: true + - pymdownx.inlinehilite + - pymdownx.snippets + - pymdownx.superfences + - admonition + - pymdownx.details + +docs_dir: docs-src +site_dir: docs diff --git a/pocket_tts/models/tts_model.py b/pocket_tts/models/tts_model.py index 1e71a96..c2e91a2 100644 --- a/pocket_tts/models/tts_model.py +++ b/pocket_tts/models/tts_model.py @@ -212,6 +212,17 @@ class TTSModel(nn.Module): FileNotFoundError: If the specified config file or model weights are not found. ValueError: If the configuration is invalid or incompatible. + + Example: + ```python + from pocket_tts import TTSModel + + # Load with default settings + model = TTSModel.load_model() + + # Load with custom parameters + model = TTSModel.load_model(variant="b6369a24", temp=0.5, lsd_decode_steps=5, eos_threshold=-3.0) + ``` """ if str(config).endswith(".yaml"): config_path = Path(config) @@ -405,6 +416,21 @@ class TTSModel(nn.Module): Raises: ValueError: If text_to_generate is empty or invalid. RuntimeError: If generation fails due to model errors. + + Example: + ```python + from pocket_tts import TTSModel + + model = TTSModel.load_model() + + voice_state = model.get_state_for_audio_prompt("hf://kyutai/tts-voices/alba-mackenna/casual.wav") + + # Generate audio + audio = model.generate_audio(voice_state, "Hello world!", frames_after_eos=2, copy_state=True) + + print(f"Generated audio shape: {audio.shape}") + print(f"Audio duration: {audio.shape[-1] / model.sample_rate:.2f} seconds") + ``` """ audio_chunks = [] for chunk in self.generate_audio_stream( @@ -457,6 +483,20 @@ class TTSModel(nn.Module): ValueError: If text_to_generate is empty or invalid. RuntimeError: If generation fails due to model errors or threading issues. + Example: + ```python + from pocket_tts import TTSModel + + model = TTSModel.load_model() + + voice_state = model.get_state_for_audio_prompt("hf://kyutai/tts-voices/alba-mackenna/casual.wav") + # Stream generation + for chunk in model.generate_audio_stream(voice_state, "Long text content..."): + # Process each chunk as it's generated + print(f"Generated chunk: {chunk.shape[0]} samples") + # Could save chunks to file or play in real-time + ``` + Note: This method uses multithreading to parallelize latent generation and audio decoding. Generation performance is logged including @@ -660,6 +700,27 @@ class TTSModel(nn.Module): ValueError: If audio tensor is invalid or empty. RuntimeError: If audio processing or encoding fails. + Example: + ```python + from pocket_tts import TTSModel + + model = TTSModel.load_model() + # From HuggingFace URL + voice_state = model.get_state_for_audio_prompt("hf://kyutai/tts-voices/alba-mackenna/casual.wav") + + # From local file + voice_state = model.get_state_for_audio_prompt("./my_voice.wav") + + # Reload state from a .safetensors file (much faster than extracting from an audio file) + voice_state = model.get_state_for_audio_prompt("./my_voices.safetensors") + + # From HTTP URL + voice_state = model.get_state_for_audio_prompt( + "https://huggingface.co/kyutai/tts-voices/resolve" + "/main/expresso/ex01-ex02_default_001_channel1_168s.wav" + ) + ``` + Note: - Audio is automatically resampled to the model's sample rate (24kHz) - The audio is encoded using the Mimi compression model and projected @@ -748,6 +809,23 @@ class TTSModel(nn.Module): ValueError: If audio tensor export path is invalid or empty. RuntimeError: If audio processing or encoding fails. + Example: + ```python + from pocket_tts import TTSModel + + model = TTSModel.load_model() + # From HuggingFace URL + model.get_state_for_audio_prompt( + "hf://kyutai/tts-voices/alba-mackenna/casual.wav", "casual.safetensors" + ) + + # From local file (the .safetensors extension will be added automatically) + tensor = model.get_state_for_audio_prompt("./my_voice.wav", "my_voice") + + # Use the tensor, Luke! + audio = model.generate_audio(tensor, "Hello world!") + ``` + Note: - Send resulting audio tensor to get_state_for_audio_prompt in order to get the model state for generation. diff --git a/pyproject.toml b/pyproject.toml index a7cd712..fb1d516 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -31,6 +31,10 @@ audio = ["soundfile>=0.12.0"] dev = [ "coverage>=7.6.12", "line-profiler>=5.0.0", + "mkdocs>=1.6.1", + "mkdocs-autolinks-plugin>=0.7.1", + "mkdocs-material>=9.7.1", + "mkdocstrings-python>=2.0.1", "pytest>=9.0.2", 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