[Feat][dots.tts] Add Online Serving Support (#6235)
Signed-off-by: boatman <109857087+sphinxkkkbc@users.noreply.github.com>
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@@ -24,7 +24,7 @@ list of supported architectures across all modalities, see
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| OmniVoice | `k2-fsa/OmniVoice` | 2 (gen + dec) | ✓ | — | voice design, language hint | 24 kHz |
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| Qwen3-TTS | `Qwen/Qwen3-TTS-12Hz-1.7B-{CustomVoice,VoiceDesign,Base}` | 2 (talker + code2wav) | ✓ (Base) | ✓ | 3 task variants | 24 kHz |
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| VoxCPM2 | `openbmb/VoxCPM2` | single (native AR) | ✓ | ✓ (online) | continuation | 48 kHz |
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| dots.tts | `rednote-hilab/dots.tts-soar` | single (native AR) | — (not wired yet) | — | — | 48 kHz |
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| dots.tts | `dots-studio/dots.tts-soar` | single (native AR) | — (text-only) | ✓ (online) | no-reference synthesis | 48 kHz |
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| IndexTTS-2 | `IndexTeam/IndexTTS-2` | 2 (AR talker + S2Mel DiT + BigVGAN) | ✓ (required) | — | emotion control (`--emo-audio`, `--emo-text`, `--emo-vector`) | 22.05 kHz |
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| IndexTTS-2.5 | native `checkpoints/` bundle | 2 (AR talker + EnhancedCodec + S2Mel DiT + BigVGAN) | ✓ (required) | — | multilingual (`--lang`) + emotion control | 22.05 kHz |
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| Voxtral TTS | `mistralai/Voxtral-4B-TTS-2603` | varies | ✓ | ✓ | voice presets | 24 kHz |
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@@ -490,20 +490,20 @@ Single-stage native AR TTS at 48 kHz (rednote-hilab). Pipeline: `Qwen2.5-1.5B ba
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### Quick start
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```bash
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python examples/offline_inference/text_to_speech/dots_tts/end2end.py \
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--model rednote-hilab/dots.tts-soar \
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--model dots-studio/dots.tts-soar \
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--text "Hello, this is a test of dots TTS running on vLLM Omni."
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```
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### Voice cloning
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Not wired in this release — generation is zero-shot only. The CAM++ x-vector speaker encoder weights load, but `end2end.py` has no `--ref-audio`/`--ref-text` flags yet.
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Not wired in this release. Generation is text-only and does not consume reference audio, a named voice, or a precomputed speaker embedding. The CAM++ x-vector speaker encoder weights load, but `end2end.py` has no `--ref-audio`/`--ref-text` flags yet.
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### Streaming
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The AudioVAE decoder has an internal streaming path (`init_stream_state` / `stream_step` / `stream_flush`) used to avoid boundary artifacts between 160 ms patches, but it is not yet exposed through an online serving endpoint or example.
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The AudioVAE decoder emits incremental audio through its internal streaming path (`init_stream_state` / `stream_step` / `stream_flush`). Online streaming is exposed through the OpenAI-compatible `/v1/audio/speech` endpoint with `stream=true`; see the [online serving guide](../../online_serving/text_to_speech/README.md#dotstts). The offline `end2end.py` script returns the consolidated waveform.
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### Notes
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- Output: 48 kHz mono WAV.
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- Deploy config: `vllm_omni/deploy/dots_tts.yaml` (auto-loaded by HF `model_type`).
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- Checkpoints: `rednote-hilab/dots.tts-soar` is the validated default. `dots.tts-base` shares the same architecture but is unvalidated in this repo. `dots.tts-mf` (MeanFlow, 2-4 step) is not supported yet.
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- Checkpoints: `dots-studio/dots.tts-soar` is the validated default. `dots.tts-base` shares the same architecture but is unvalidated in this repo. `dots.tts-mf` (MeanFlow, 2-4 step) is not supported yet.
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- Known limitation: no CUDA graph capture and no batched side-path computation yet, so concurrent requests do not currently scale (each request's DiT Euler steps run serially). See `recipes/rednote-hilab/dots.tts.md` for details and the roadmap.
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---
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@@ -1,7 +1,7 @@
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"""Offline dots.tts inference example (single-stage native AR pipeline).
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Uses the single-stage native AR config (vllm_omni/deploy/dots_tts.yaml).
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Reference checkpoint: rednote-hilab/dots.tts-soar.
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Reference checkpoint: dots-studio/dots.tts-soar.
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"""
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from __future__ import annotations
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@@ -25,7 +25,7 @@ def parse_args():
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parser.add_argument(
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"--model",
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type=str,
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default="rednote-hilab/dots.tts-soar",
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default="dots-studio/dots.tts-soar",
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help="dots.tts model path or HuggingFace repo ID.",
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)
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parser.add_argument(
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@@ -24,6 +24,7 @@ For the full list of supported architectures across all modalities, see
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| OmniVoice | `k2-fsa/OmniVoice` | ✓ | — | — | — |
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| Qwen3-TTS | `Qwen/Qwen3-TTS-12Hz-1.7B-{CustomVoice,VoiceDesign,Base}` | ✓ (Base) | ✓ (PCM + WebSocket) | ✓ (presets + `/v1/audio/voices` upload) | ✓ (standard + FastRTC) |
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| VoxCPM2 | `openbmb/VoxCPM2` | ✓ | ✓ (AudioWorklet via gradio) | — | ✓ |
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| dots.tts | `dots-studio/dots.tts-soar` | — (text-only) | ✓ (PCM stream) | — (default placeholder only) | — |
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| Voxtral TTS | `mistralai/Voxtral-4B-TTS-2603` | ✓ (gated upstream) | ✓ | ✓ (presets) | ✓ |
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CosyVoice3 is intentionally absent: no online example exists for it yet. See its [offline section](../../offline_inference/text_to_speech/README.md#cosyvoice3) instead.
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@@ -99,6 +100,44 @@ For full request-shape documentation (all parameters, response formats, error co
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---
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## dots.tts
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Single-stage, text-only TTS at 48 kHz. The current integration supports
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no-reference synthesis; voice cloning, reference audio, named voices, and
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precomputed speaker embeddings are not supported yet.
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### Launch
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```bash
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vllm serve dots-studio/dots.tts-soar --omni --trust-remote-code --port 8091
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```
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### Sending requests
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```bash
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# Non-streaming WAV
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curl -X POST http://localhost:8091/v1/audio/speech \
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-H "Content-Type: application/json" \
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-d '{
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"input": "Hello, this is a dots TTS online-serving test.",
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"voice": "default",
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"response_format": "wav"
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}' --output output.wav
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# Streaming 48 kHz mono PCM
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curl -X POST http://localhost:8091/v1/audio/speech \
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-H "Content-Type: application/json" \
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-d '{
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"input": "Hello, this is a streaming dots TTS test.",
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"voice": "default",
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"stream": true,
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"stream_format": "audio",
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"response_format": "pcm"
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}' --no-buffer | play -t raw -r 48000 -e signed -b 16 -c 1 -
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```
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---
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## GLM-TTS
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2-stage TTS (AR + DiT flow-matching) at 24 kHz. Every request requires `ref_audio` + `ref_text`.
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