diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..5d63f29192b225a12302c16c31913cbf02fc687e --- /dev/null +++ b/README.md @@ -0,0 +1,145 @@ +--- +license: apache-2.0 +library_name: transformers.js +language: +- en +base_model: +- hexgrad/Kokoro-82M +pipeline_tag: text-to-speech +--- + +# Kokoro TTS + +Kokoro is a frontier TTS model for its size of 82 million parameters (text in/audio out). + +## Table of contents + +- [Usage](#usage) + - [JavaScript](#javascript) + - [Python](#python) +- [Voices/Samples](#voicessamples) +- [Quantizations](#quantizations) + + +## Usage + +### JavaScript + +First, install the `kokoro-js` library from [NPM](https://npmjs.com/package/kokoro-js) using: +```bash +npm i kokoro-js +``` + +You can then generate speech as follows: + +```js +import { KokoroTTS } from "kokoro-js"; + +const model_id = "onnx-community/Kokoro-82M-ONNX"; +const tts = await KokoroTTS.from_pretrained(model_id, { + dtype: "q8", // Options: "fp32", "fp16", "q8", "q4", "q4f16" +}); + +const text = "Life is like a box of chocolates. You never know what you're gonna get."; +const audio = await tts.generate(text, { + // Use `tts.list_voices()` to list all available voices + voice: "af_bella", +}); +audio.save("audio.wav"); +``` + + +### Python + +```python +import os +import numpy as np +from onnxruntime import InferenceSession + +# You can generate token ids as follows: +# 1. Convert input text to phonemes using https://github.com/hexgrad/misaki +# 2. Map phonemes to ids using https://huggingface.co/hexgrad/Kokoro-82M/blob/785407d1adfa7ae8fbef8ffd85f34ca127da3039/config.json#L34-L148 +tokens = [50, 157, 43, 135, 16, 53, 135, 46, 16, 43, 102, 16, 56, 156, 57, 135, 6, 16, 102, 62, 61, 16, 70, 56, 16, 138, 56, 156, 72, 56, 61, 85, 123, 83, 44, 83, 54, 16, 53, 65, 156, 86, 61, 62, 131, 83, 56, 4, 16, 54, 156, 43, 102, 53, 16, 156, 72, 61, 53, 102, 112, 16, 70, 56, 16, 138, 56, 44, 156, 76, 158, 123, 56, 16, 62, 131, 156, 43, 102, 54, 46, 16, 102, 48, 16, 81, 47, 102, 54, 16, 54, 156, 51, 158, 46, 16, 70, 16, 92, 156, 135, 46, 16, 54, 156, 43, 102, 48, 4, 16, 81, 47, 102, 16, 50, 156, 72, 64, 83, 56, 62, 16, 156, 51, 158, 64, 83, 56, 16, 44, 157, 102, 56, 16, 44, 156, 76, 158, 123, 56, 4] + +# Context length is 512, but leave room for the pad token 0 at the start & end +assert len(tokens) <= 510, len(tokens) + +# Style vector based on len(tokens), ref_s has shape (1, 256) +voices = np.fromfile('./voices/af.bin', dtype=np.float32).reshape(-1, 1, 256) +ref_s = voices[len(tokens)] + +# Add the pad ids, and reshape tokens, should now have shape (1, <=512) +tokens = [[0, *tokens, 0]] + +model_name = 'model.onnx' # Options: model.onnx, model_fp16.onnx, model_quantized.onnx, model_q8f16.onnx, model_uint8.onnx, model_uint8f16.onnx, model_q4.onnx, model_q4f16.onnx +sess = InferenceSession(os.path.join('onnx', model_name)) + +audio = sess.run(None, dict( + input_ids=tokens, + style=ref_s, + speed=np.ones(1, dtype=np.float32), +))[0] +``` + +Optionally, save the audio to a file: +```py +import scipy.io.wavfile as wavfile +wavfile.write('audio.wav', 24000, audio[0]) +``` + + +## Voices/Samples + + +> Life is like a box of chocolates. You never know what you're gonna get. + + +| Name | Nationality | Gender | Sample | +| ------------ | ----------- | ------ | --------------------------------------------------------------------------------------------------------------------------------------- | +| **af_heart** | American | Female | | +| af_alloy | American | Female | | +| af_aoede | American | Female | | +| af_bella | American | Female | | +| af_jessica | American | Female | | +| af_kore | American | Female | | +| af_nicole | American | Female | | +| af_nova | American | Female | | +| af_river | American | Female | | +| af_sarah | American | Female | | +| af_sky | American | Female | | +| am_adam | American | Male | | +| am_echo | American | Male | | +| am_eric | American | Male | | +| am_fenrir | American | Male | | +| am_liam | American | Male | | +| am_michael | American | Male | | +| am_onyx | American | Male | | +| am_puck | American | Male | | +| am_santa | American | Male | | +| bf_alice | British | Female | | +| bf_emma | British | Female | | +| bf_isabella | British | Female | | +| bf_lily | British | Female | | +| bm_daniel | British | Male | | +| bm_fable | British | Male | | +| bm_george | British | Male | | +| bm_lewis | British | Male | | + + +## Quantizations + +The model is resilient to quantization, enabling efficient high-quality speech synthesis at a fraction of the original model size. + +> How could I know? 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They haven't even been born. + + +| Model | Size (MB) | Sample | +|------------------------------------------------|-----------|-----------------------------------------------------------------------------------------------------------------------------------------| +| model.onnx (fp32) | 326 | | +| model_fp16.onnx (fp16) | 163 | | +| model_quantized.onnx (8-bit) | 92.4 | | +| model_q8f16.onnx (Mixed precision) | 86 | | +| model_uint8.onnx (8-bit & mixed precision) | 177 | | +| model_uint8f16.onnx (Mixed precision) | 114 | | +| model_q4.onnx (4-bit matmul) | 305 | | +| model_q4f16.onnx (4-bit matmul & fp16 weights) | 154 | | diff --git a/config.json b/config.json new file mode 100644 index 0000000000000000000000000000000000000000..790faf216e7e3f490e71e8bc80df79ed8941101c --- /dev/null +++ b/config.json @@ -0,0 +1,3 @@ +{ + "model_type": "style_text_to_speech_2" +} \ No newline at end of file diff --git a/onnx/model.onnx b/onnx/model.onnx new file mode 100644 index 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