Publish ZeroTTS v1
Browse files- .gitattributes +4 -33
- README.md +157 -0
- config.json +22 -0
- null_voice_emb.npy +3 -0
- onnx/codec/LICENSE-Apache-2.0.txt +9 -0
- onnx/codec/codec_browser_onnx_meta.json +564 -0
- onnx/codec/moss_audio_tokenizer_decode_full.onnx +3 -0
- onnx/codec/moss_audio_tokenizer_decode_shared.data +3 -0
- onnx/codec/moss_audio_tokenizer_decode_step.onnx +3 -0
- onnx/local_frame_decode.onnx +3 -0
- onnx/prefix_step.onnx +3 -0
- onnx/text_encoder.onnx +3 -0
- tokenizer.json +0 -0
- voices/arya/meta.json +7 -0
- voices/arya/preview.wav +3 -0
- voices/arya/voice.bin +3 -0
- voices/arya/voice.npz +3 -0
- voices/index.json +26 -0
- voices/viVoice1/meta.json +7 -0
- voices/viVoice1/preview.wav +3 -0
- voices/viVoice1/voice.bin +3 -0
- voices/viVoice1/voice.npz +3 -0
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| 1 |
+
---
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| 2 |
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license: mit
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language:
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- vi
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library_name: onnx
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pipeline_tag: text-to-speech
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tags:
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- text-to-speech
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- tts
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- vietnamese
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- onnx
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- onnxruntime
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- zero-shot
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- speech-synthesis
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---
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+
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# ZeroTTS
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+
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+
Vietnamese text-to-speech. The whole inference path is **numpy + ONNX Runtime** —
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no PyTorch, no CUDA — so it runs on a laptop CPU or in a browser.
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+
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* Code, examples, browser demo: **https://github.com/zeroweight-ai/ZeroTTS**
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+
* Benchmark dataset: **https://huggingface.co/datasets/zeroweight-ai/ZeroBench-TTS**
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```python
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pip install zerotts
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```
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```python
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from zerotts import ZeroTTS
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tts = ZeroTTS.from_pretrained("zeroweight-ai/ZeroTTS")
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audio = tts.synthesize("Xin chào các bạn, mình là ZeroTTS.", voice="arya")
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tts.save_audio(audio, "out.wav")
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```
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Streaming, with first audio in roughly 100 ms:
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```python
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for chunk in tts.synthesize_stream("Một đoạn văn bản dài hơn…", voice="arya"):
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play(chunk) # (1, n) float32 at 48 kHz
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```
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+
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## Benchmarks
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+
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[ZeroBench-TTS](https://huggingface.co/datasets/zeroweight-ai/ZeroBench-TTS) —
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137 items, 59 held-out reference voices × 4 subsets, against the two public
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| 48 |
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Vietnamese XTTS finetunes. 137/137 scored, 0 empty generations.
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+
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WER uses [`vinai/PhoWhisper-large`](https://huggingface.co/vinai/PhoWhisper-large)
|
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(a Vietnamese-specialized Whisper finetune — scoring Vietnamese TTS with raw
|
| 52 |
+
`whisper-large-v3` measures the ASR's weakness as much as the TTS system's).
|
| 53 |
+
Every model is reported twice: `as-is`, and `+vinorm` which adds
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| 54 |
+
[`soe-vinorm`](https://pypi.org/project/soe-vinorm/)'s automatic spoken-out
|
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+
normalization as an extra accepted reference.
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+
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+
| Model | WER as-is | WER +vinorm | SSIM | UTMOS | Excess silence |
|
| 58 |
+
|---|---|---|---|---|---|
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| 59 |
+
| **ZeroTTS** | **5.09%** | **4.51%** | 0.936 | **2.95** | **0.029 s** |
|
| 60 |
+
| XTTS-v2-vietnamse | 21.49% | 21.16% | **0.940** | 2.36 | 0.532 s |
|
| 61 |
+
| viXTTS | 25.13% | 24.92% | 0.935 | 2.35 | 0.233 s |
|
| 62 |
+
|
| 63 |
+
Per subset (WER, as-is → +vinorm):
|
| 64 |
+
|
| 65 |
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| Subset | n | ZeroTTS | XTTS-v2-vietnamse | viXTTS |
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| 66 |
+
|---|---|---|---|---|
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| 67 |
+
| `vietnamese` | 39 | **0.16% → 0.16%** | 8.18% → 8.18% | 11.25% → 11.25% |
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| 68 |
+
| `code_switch` | 39 | **5.74% → 5.72%** | 16.16% → 16.15% | 17.66% → 17.64% |
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| 69 |
+
| `cross_lingual` (foreign voice, vi text) | 20 | **6.05% → 5.98%** | 30.49% → 30.37% | 34.51% → 34.51% |
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| 70 |
+
| `challenging` (acronyms, dates, %) | 39 | **8.86% → 6.90%** | 35.50% → 34.43% | 41.68% → 40.93% |
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| 71 |
+
|
| 72 |
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Reading these fairly:
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| 73 |
+
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* **The `+vinorm` column tests an objection rather than flattering us.** XTTS's
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+
stock tokenizer has no Vietnamese number/symbol expansion, so one could argue
|
| 76 |
+
the `challenging` gap is a missing text frontend. Supplying that normalization
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| 77 |
+
on the scoring side moves XTTS 35.50% → 34.43% and viXTTS 41.68% → 40.93% —
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| 78 |
+
about a point each. It does not close a 26-point gap.
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* **Voice similarity is a tie, not a win** (0.936 / 0.940 / 0.935, within noise),
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and on `cross_lingual` ZeroTTS is genuinely behind (0.911 vs ~0.935).
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Full tables, ablations and reproduction commands:
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[docs/BENCHMARKS.md](https://github.com/zeroweight-ai/ZeroTTS/blob/main/docs/BENCHMARKS.md).
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| 84 |
+
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| 85 |
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## Voices, and voice cloning
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| 86 |
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|
| 87 |
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A voice is a small array of speaker latents, `(1, n_voice_queries, d_model)`,
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shipped as a `.npz` under `voices/`. That array is the entire speaker
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conditioning — no reference transcript, no audio prompt.
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> **Voice cloning is not available in this release.** Those latents come from a
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> voice encoder that reads a reference clip, and that encoder is not published.
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> This repository ships ready-to-use voices; it cannot create new ones from
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> audio.
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>
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> To get latents for your own speaker, see **[zeroweight.ai](https://zeroweight.ai)**
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> or get in touch.
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+
|
| 99 |
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Because a voice is just an array, latents obtained that way drop into
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`voices/<name>/voice.npz` and work with no code change.
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## Repository layout
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```
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config.json runtime config
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tokenizer.json BPE tokenizer
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null_voice_emb.npy learned unconditional voice prefix
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| 108 |
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onnx/text_encoder.onnx text → encoder states (once per utterance)
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| 109 |
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onnx/prefix_step.onnx global transformer step (once per frame)
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| 110 |
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onnx/local_frame_decode.onnx frame decode + sampling (once per frame)
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| 111 |
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onnx/codec/ MOSS-Audio-Tokenizer-Nano decoder (Apache-2.0)
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voices/<name>/voice.npz speaker latents
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```
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fp32, not quantized: ~900 MB total. Two ONNX Runtime calls per audio frame;
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frames are produced at 12.5 Hz and decoded to 48 kHz.
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The model architecture, training code, and the ONNX export script are not
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published, and the voice encoder is not included.
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## Intended use and limitations
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Built for **Vietnamese**. It handles English words embedded in Vietnamese text
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(`code_switch`), but it is not an English TTS system and is not evaluated as one.
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Do not use it to impersonate a real person, to generate speech attributed to
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someone without their consent, or to produce audio intended to deceive. The
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shipped voices are for evaluation and demos.
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Synthetic speech should be disclosed as synthetic wherever a listener might
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reasonably assume otherwise.
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## Credits
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+
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Speech codec: **MOSS-Audio-Tokenizer-Nano** by the OpenMOSS team, Apache-2.0.
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Its ONNX **decoder** graphs are redistributed under `onnx/codec/` so ZeroTTS has
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no external runtime dependency; the encoder is not included. See
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`onnx/codec/LICENSE-Apache-2.0.txt`.
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+
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| 140 |
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```bibtex
|
| 141 |
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@misc{gong2026mossaudiotokenizerscalingaudiotokenizers,
|
| 142 |
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title={MOSS-Audio-Tokenizer: Scaling Audio Tokenizers for Future Audio Foundation Models},
|
| 143 |
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author={Yitian Gong and Kuangwei Chen and Zhaoye Fei and Xiaogui Yang and Ke Chen
|
| 144 |
+
and Yang Wang and Kexin Huang and Mingshu Chen and Ruixiao Li
|
| 145 |
+
and Qingyuan Cheng and Shimin Li and Xipeng Qiu},
|
| 146 |
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year={2026}, eprint={2602.10934}, archivePrefix={arXiv}, primaryClass={cs.SD}
|
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}
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```
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+
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## License
|
| 151 |
+
|
| 152 |
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ZeroTTS weights and code: **MIT**.
|
| 153 |
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Bundled MOSS codec decoder: **Apache-2.0**.
|
| 154 |
+
|
| 155 |
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The ZeroBench-TTS *dataset* is CC-BY-NC-4.0 because it redistributes reference
|
| 156 |
+
audio from VIVOS, viVoice, phoaudiobook and Emilia. That license applies to the
|
| 157 |
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benchmark dataset only — **not** to these weights.
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config.json
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{
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"text_format": "bpe",
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"vocab_size": 8192,
|
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"num_codebooks": 16,
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"codebook_size": 1024,
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"d_model": 768,
|
| 7 |
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"n_heads": 12,
|
| 8 |
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"n_layers": 9,
|
| 9 |
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"n_voice_queries": 10,
|
| 10 |
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"special_tokens": {
|
| 11 |
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"<pad>": 0,
|
| 12 |
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"<bos>": 1,
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"<eot>": 2,
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| 14 |
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"<soa>": 3,
|
| 15 |
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"<slot>": 4,
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| 16 |
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"<eoa>": 5,
|
| 17 |
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"<en>": 6,
|
| 18 |
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"<vi>": 7
|
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},
|
| 20 |
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"sample_rate": 48000,
|
| 21 |
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"codec_frame_rate": 12.5
|
| 22 |
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}
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null_voice_emb.npy
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version https://git-lfs.github.com/spec/v1
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oid sha256:ec014c14f79e8fc16f4ca6ea557f33fa2cbd7d448b5de5f467aace9ca0321e9f
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size 30848
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onnx/codec/LICENSE-Apache-2.0.txt
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MOSS-Audio-Tokenizer-Nano
|
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Copyright the OpenMOSS Team.
|
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Licensed under the Apache License, Version 2.0.
|
| 4 |
+
https://www.apache.org/licenses/LICENSE-2.0
|
| 5 |
+
|
| 6 |
+
Source: https://huggingface.co/OpenMOSS-Team/MOSS-Audio-Tokenizer-Nano-ONNX
|
| 7 |
+
https://github.com/OpenMOSS/MOSS-Audio-Tokenizer
|
| 8 |
+
|
| 9 |
+
Only the DECODER graphs are redistributed here; the encoder is not included.
|
onnx/codec/codec_browser_onnx_meta.json
ADDED
|
@@ -0,0 +1,564 @@
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|
|
| 1 |
+
{
|
| 2 |
+
"format_version": 2,
|
| 3 |
+
"checkpoint_path": "MOSS-Audio-Tokenizer-Nano",
|
| 4 |
+
"files": {
|
| 5 |
+
"decode_full": "moss_audio_tokenizer_decode_full.onnx",
|
| 6 |
+
"decode_step": "moss_audio_tokenizer_decode_step.onnx"
|
| 7 |
+
},
|
| 8 |
+
"external_data_files": {
|
| 9 |
+
"moss_audio_tokenizer_decode_full.onnx": [
|
| 10 |
+
"moss_audio_tokenizer_decode_shared.data"
|
| 11 |
+
],
|
| 12 |
+
"moss_audio_tokenizer_decode_step.onnx": [
|
| 13 |
+
"moss_audio_tokenizer_decode_shared.data"
|
| 14 |
+
]
|
| 15 |
+
},
|
| 16 |
+
"codec_config": {
|
| 17 |
+
"sample_rate": 48000,
|
| 18 |
+
"channels": 2,
|
| 19 |
+
"downsample_rate": 3840,
|
| 20 |
+
"num_quantizers": 16
|
| 21 |
+
},
|
| 22 |
+
"onnx": {
|
| 23 |
+
"opset": 17,
|
| 24 |
+
"decode_input_names": [
|
| 25 |
+
"audio_codes",
|
| 26 |
+
"audio_code_lengths"
|
| 27 |
+
],
|
| 28 |
+
"decode_output_names": [
|
| 29 |
+
"audio",
|
| 30 |
+
"audio_lengths"
|
| 31 |
+
],
|
| 32 |
+
"decode_step_input_names": [
|
| 33 |
+
"audio_codes",
|
| 34 |
+
"audio_code_lengths",
|
| 35 |
+
"transformer_offset_0",
|
| 36 |
+
"transformer_offset_1",
|
| 37 |
+
"transformer_offset_2",
|
| 38 |
+
"transformer_offset_3",
|
| 39 |
+
"attn_offset_0",
|
| 40 |
+
"attn_cached_keys_0",
|
| 41 |
+
"attn_cached_values_0",
|
| 42 |
+
"attn_cached_positions_0",
|
| 43 |
+
"attn_offset_1",
|
| 44 |
+
"attn_cached_keys_1",
|
| 45 |
+
"attn_cached_values_1",
|
| 46 |
+
"attn_cached_positions_1",
|
| 47 |
+
"attn_offset_2",
|
| 48 |
+
"attn_cached_keys_2",
|
| 49 |
+
"attn_cached_values_2",
|
| 50 |
+
"attn_cached_positions_2",
|
| 51 |
+
"attn_offset_3",
|
| 52 |
+
"attn_cached_keys_3",
|
| 53 |
+
"attn_cached_values_3",
|
| 54 |
+
"attn_cached_positions_3",
|
| 55 |
+
"attn_offset_4",
|
| 56 |
+
"attn_cached_keys_4",
|
| 57 |
+
"attn_cached_values_4",
|
| 58 |
+
"attn_cached_positions_4",
|
| 59 |
+
"attn_offset_5",
|
| 60 |
+
"attn_cached_keys_5",
|
| 61 |
+
"attn_cached_values_5",
|
| 62 |
+
"attn_cached_positions_5",
|
| 63 |
+
"attn_offset_6",
|
| 64 |
+
"attn_cached_keys_6",
|
| 65 |
+
"attn_cached_values_6",
|
| 66 |
+
"attn_cached_positions_6",
|
| 67 |
+
"attn_offset_7",
|
| 68 |
+
"attn_cached_keys_7",
|
| 69 |
+
"attn_cached_values_7",
|
| 70 |
+
"attn_cached_positions_7",
|
| 71 |
+
"attn_offset_8",
|
| 72 |
+
"attn_cached_keys_8",
|
| 73 |
+
"attn_cached_values_8",
|
| 74 |
+
"attn_cached_positions_8",
|
| 75 |
+
"attn_offset_9",
|
| 76 |
+
"attn_cached_keys_9",
|
| 77 |
+
"attn_cached_values_9",
|
| 78 |
+
"attn_cached_positions_9",
|
| 79 |
+
"attn_offset_10",
|
| 80 |
+
"attn_cached_keys_10",
|
| 81 |
+
"attn_cached_values_10",
|
| 82 |
+
"attn_cached_positions_10",
|
| 83 |
+
"attn_offset_11",
|
| 84 |
+
"attn_cached_keys_11",
|
| 85 |
+
"attn_cached_values_11",
|
| 86 |
+
"attn_cached_positions_11"
|
| 87 |
+
],
|
| 88 |
+
"decode_step_output_names": [
|
| 89 |
+
"audio",
|
| 90 |
+
"audio_lengths",
|
| 91 |
+
"transformer_offset_out_0",
|
| 92 |
+
"transformer_offset_out_1",
|
| 93 |
+
"transformer_offset_out_2",
|
| 94 |
+
"transformer_offset_out_3",
|
| 95 |
+
"attn_offset_out_0",
|
| 96 |
+
"attn_cached_keys_out_0",
|
| 97 |
+
"attn_cached_values_out_0",
|
| 98 |
+
"attn_cached_positions_out_0",
|
| 99 |
+
"attn_offset_out_1",
|
| 100 |
+
"attn_cached_keys_out_1",
|
| 101 |
+
"attn_cached_values_out_1",
|
| 102 |
+
"attn_cached_positions_out_1",
|
| 103 |
+
"attn_offset_out_2",
|
| 104 |
+
"attn_cached_keys_out_2",
|
| 105 |
+
"attn_cached_values_out_2",
|
| 106 |
+
"attn_cached_positions_out_2",
|
| 107 |
+
"attn_offset_out_3",
|
| 108 |
+
"attn_cached_keys_out_3",
|
| 109 |
+
"attn_cached_values_out_3",
|
| 110 |
+
"attn_cached_positions_out_3",
|
| 111 |
+
"attn_offset_out_4",
|
| 112 |
+
"attn_cached_keys_out_4",
|
| 113 |
+
"attn_cached_values_out_4",
|
| 114 |
+
"attn_cached_positions_out_4",
|
| 115 |
+
"attn_offset_out_5",
|
| 116 |
+
"attn_cached_keys_out_5",
|
| 117 |
+
"attn_cached_values_out_5",
|
| 118 |
+
"attn_cached_positions_out_5",
|
| 119 |
+
"attn_offset_out_6",
|
| 120 |
+
"attn_cached_keys_out_6",
|
| 121 |
+
"attn_cached_values_out_6",
|
| 122 |
+
"attn_cached_positions_out_6",
|
| 123 |
+
"attn_offset_out_7",
|
| 124 |
+
"attn_cached_keys_out_7",
|
| 125 |
+
"attn_cached_values_out_7",
|
| 126 |
+
"attn_cached_positions_out_7",
|
| 127 |
+
"attn_offset_out_8",
|
| 128 |
+
"attn_cached_keys_out_8",
|
| 129 |
+
"attn_cached_values_out_8",
|
| 130 |
+
"attn_cached_positions_out_8",
|
| 131 |
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tokenizer.json
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The diff for this file is too large to render.
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| 3 |
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| 4 |
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|
| 5 |
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|
| 16 |
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|
| 17 |
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| 18 |
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ADDED
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|
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|
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