Text to Speech
Generate natural-sounding speech from text, ready to save as a WAV file or play back in your app.
import Foundation
import NobodyWho
let tts = try await Tts.load(
source: "hf://NobodyWho/Kokoro-82M", // Hugging Face repo (hf://owner/repo) or local folder with the model files.
voice: "bf_emma", // Voice to use from the model.
language: "en-gb" // Language code for the input text.
)
// Generate WAV bytes for this sentence.
let wav = try await tts.synthesize("Hello from NobodyWho!")
// Save the audio to a file.
try wav.write(to: URL(fileURLWithPath: "out.wav"))
Models and sources
NobodyWho supports three speech synthesis architectures, all in ONNX format:
- Kokoro, a lightweight 24 kHz speech synthesis model. Model page:
NobodyWho/Kokoro-82M. - Pocket TTS, a compact 24 kHz speech synthesis model. Model page:
KevinAHM/pocket-tts-onnx. - Supertonic, a multi-stage speech synthesis model with voice styles. Model page:
Supertone/supertonic-3.
source can be a Hugging Face repo (hf://owner/repo) as shown above, or a local directory laid out the same way as that repo. See Local model folder format and Architecture for setup details.
Kokoro
For Kokoro, set voice and language together. They must agree with the model's available voices.
let tts = try await Tts.load(
source: "hf://NobodyWho/Kokoro-82M",
voice: "bf_emma",
language: "en-gb"
)
Optional settings include:
voice: voice to use from the model, e.g.bf_emma. See the Kokoro voices folder for the full list. Defaults tobf_emma.language: input language code. Supported values are listed on the Kokoro model page. Defaults toen-gb.speed: speech speed multiplier.1.0is normal speed, lower values are slower, higher values are faster. Defaults to1.0.
Supertonic
For Supertonic, you can start with the default voice and language, or set them explicitly.
let tts = try await Tts.load(
source: "hf://Supertone/supertonic-3",
language: "en"
)
Optional settings include:
voice: voice style. Supported values areM1toM5andF1toF5. Defaults toM1.language: input language code. See the Supertonic model page for the full list. Defaults toen.speed: speech speed multiplier.1.0is normal speed, lower values are slower, higher values are faster. Defaults to1.05.steps: denoising steps. Higher values can improve quality but are slower. Lower values are faster but can sound rougher. Must be greater than0; defaults to8.silenceDuration: seconds of silence between long text chunks. Higher values add longer pauses. Must be0or higher; defaults to0.3.
Pocket TTS
For Pocket TTS, start with the default voice and language, or set them explicitly.
let tts = try await Tts.load(
source: "hf://KevinAHM/pocket-tts-onnx",
voice: "alba",
language: "english_2026-04",
huggingfaceToken: "hf_..." // Alternative: set the HF_TOKEN environment variable.
)
Optional settings include:
voice: built-in voice name. See the Pocket TTS voice catalogue. Defaults toalba.language: language bundle name. See the available language bundles. Defaults toenglish_2026-04.steps: quality steps. Higher values are slower. Defaults to1.precision:int8for faster loading orfp32for higher quality. Defaults toint8.temperature: controls how varied the speech sounds. Defaults to0.7.
Pocket TTS voice states are gated in kyutai/pocket-tts. Accept its terms, then pass a Hugging Face access token with huggingfaceToken, or alternatively set the HF_TOKEN environment variable.
Architecture
architecture is the TTS model family behind a source. In most cases, you do not need to set it because NobodyWho can infer it by looking for "kokoro", "pocket-tts", or "supertonic" in the source string.
Set architecture when you use a local directory or a custom source that NobodyWho cannot recognize:
let tts = try await Tts.load(
source: "/path/to/local/kokoro-folder",
architecture: .kokoro
)
Supported architecture values are .kokoro, .pocketTts, and .supertonic.
GPU
TTS runs on CPU only on Apple platforms for now. Metal/CoreML acceleration may be added in the future.
Most apps should keep the default device: .auto. If you want to force CPU explicitly, pass device: .cpu:
let tts = try await Tts.load(
source: "hf://Supertone/supertonic-3",
device: .cpu
)
Local model folder format
When source is a local directory, point it at the top-level model folder and pass the matching architecture.
Use the Hugging Face file browsers as the reference layouts:
- Kokoro:
NobodyWho/Kokoro-82M - Supertonic:
Supertone/supertonic-3
For Supertonic, that top-level folder must include both the onnx/ and voice_styles/ directories. Download the model files with the same relative paths, then pass that folder as source.