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README.md

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+---
+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 | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/S_9tkA75BT_QHKOzSX6S-.wav"></audio> |
+| af_alloy     | American    | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/wiZ3gvlL--p5pRItO4YRE.wav"></audio> |
+| af_aoede     | American    | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/Nv1xMwzjTdF9MR8v0oEEJ.wav"></audio> |
+| af_bella     | American    | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/sWN0rnKU6TlLsVdGqRktF.wav"></audio> |
+| af_jessica   | American    | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/2Oa4wITWAmiCXJ_Q97-7R.wav"></audio> |
+| af_kore      | American    | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/AOIgyspzZWDGpn7oQgwtu.wav"></audio> |
+| af_nicole    | American    | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/EY_V2OGr-hzmtTGrTCTyf.wav"></audio> |
+| af_nova      | American    | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/X-xdEkx3GPlQG5DK8Gsqd.wav"></audio> |
+| af_river     | American    | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/ZqaV2-xGUZdBQmZAF1Xqy.wav"></audio> |
+| af_sarah     | American    | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/xzoJBl1HCvkE8Fl8Xu2R4.wav"></audio> |
+| af_sky       | American    | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/ubebYQoaseyQk-jDLeWX7.wav"></audio> |
+| am_adam      | American    | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/tvauhDVRGvGK98I-4wv3H.wav"></audio> |
+| am_echo      | American    | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/qy_KuUB0hXsu-u8XaJJ_Z.wav"></audio> |
+| am_eric      | American    | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/JhqPjbpMhraUv5nTSPpwD.wav"></audio> |
+| am_fenrir    | American    | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/c0R9caBdBiNjGUUalI_DQ.wav"></audio> |
+| am_liam      | American    | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/DFHvulaLeOjXIDKecvNG3.wav"></audio> |
+| am_michael   | American    | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/IPKhsnjq1tPh3JmHH8nEg.wav"></audio> |
+| am_onyx      | American    | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/ov0pFDfE8NNKZ80LqW6Di.wav"></audio> |
+| am_puck      | American    | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/MOC654sLMHWI64g8HWesV.wav"></audio> |
+| am_santa     | American    | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/LzA6JmHBvQlhOviy8qVfJ.wav"></audio> |
+| bf_alice    | British     | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/9mnYZ3JWq7f6U12plXilA.wav"></audio> |
+| bf_emma     | British     | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/_fvGtKMttRI0cZVGqxMh8.wav"></audio> |
+| bf_isabella | British     | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/VzlcJpqGEND_Q3duYnhiu.wav"></audio> |
+| bf_lily     | British     | Female | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/qZCoartohiRlVamY8Xpok.wav"></audio> |
+| bm_daniel   | British     | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/Eb0TLnLXHDRYOA3TJQKq3.wav"></audio> |
+| bm_fable    | British     | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/NT9XkmvlezQ0FJ6Th5hoZ.wav"></audio> |
+| bm_george   | British     | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/y6VJbCESszLZGupPoqNkF.wav"></audio> |
+| bm_lewis    | British     | Male   | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/RlB5BRvLt-IFvTjzQNxCh.wav"></audio> |
+
+
+## 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? It's an unanswerable question. Like asking an unborn child if they'll lead a good life. They haven't even been born.
+
+
+| Model                                          | Size (MB) | Sample                                                                                                                                  |
+|------------------------------------------------|-----------|-----------------------------------------------------------------------------------------------------------------------------------------|
+| model.onnx (fp32)                              | 326       | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/njexBuqPzfYUvWgs9eQ-_.wav"></audio> |
+| model_fp16.onnx (fp16)                         | 163       | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/8Ebl44hMQonZs4MlykExt.wav"></audio> |
+| model_quantized.onnx (8-bit)                   | 92.4      | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/9SLOt6ETclZ4yRdlJ0VIj.wav"></audio> |
+| model_q8f16.onnx (Mixed precision)             | 86        | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/gNDMqb33YEmYMbAIv_Grx.wav"></audio> |
+| model_uint8.onnx (8-bit & mixed precision)     | 177       | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/tpOWRHIWwEb0PJX46dCWQ.wav"></audio> |
+| model_uint8f16.onnx (Mixed precision)          | 114       | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/vtZhABzjP0pvGD7dRb5Vr.wav"></audio> |
+| model_q4.onnx (4-bit matmul)                   | 305       | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/8FVn0IJIUfccEBWq8Fnw_.wav"></audio> |
+| model_q4f16.onnx (4-bit matmul & fp16 weights) | 154       | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/7DrgWC_1q00s-wUJuG44X.wav"></audio> |

config.json

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+  "model_type": "style_text_to_speech_2"
+}

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tokenizer_config.json

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