Text-to-Speech
CosyVoice
ONNX
GGUF
streaming-tts
cpp
knowledge-distillation
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README.md CHANGED
@@ -1,3 +1,155 @@
1
  ---
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  license: apache-2.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
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  license: apache-2.0
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+ base_model:
4
+ - FunAudioLLM/Fun-CosyVoice3-0.5B-2512
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+ pipeline_tag: text-to-speech
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+ language:
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+ - zh
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+ - en
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+ - ja
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+ - ko
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+ - de
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+ - es
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+ - fr
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+ - it
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+ - ru
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+ tags:
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+ - cosyvoice
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+ - gguf
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+ - streaming-tts
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+ - text-to-speech
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+ - cpp
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+ - knowledge-distillation
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  ---
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+
25
+ # cosyvoice3_stream.cpp
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+
27
+ Runtime assets for
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+ [cosyvoice3_yq_cpp](https://gitee.com/yang-qi1222/cosyvoice3_yq_cpp), an
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+ inference-only CosyVoice3 C++/GGML streaming runtime.
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+
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+ This repository contains one project-compressed GGUF model, the two ONNX models
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+ needed to extract a voice prompt from reference audio, and ten small precomputed
33
+ prompt features for immediate testing. Source code is distributed separately on
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+ Gitee.
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+
36
+ ## Files
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+
38
+ | Path | Bytes | Purpose |
39
+ | --- | ---: | --- |
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+ | `models/student12_mlp_inner_q8_flow4_hift_f16.gguf` | 1,637,038,400 | Student12 LLM + Flow4 + HiFT runtime model |
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+ | `frontend/speech_tokenizer_v3.onnx` | 969,451,503 | Speech-token extraction from reference audio |
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+ | `frontend/campplus.onnx` | 28,303,423 | Speaker embedding extraction |
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+ | `prompts/control10_01.gguf` ... `control10_10.gguf` | 51,296-188,576 each | Ready-to-use synthetic evaluation voices |
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+
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+ Every binary is pinned in `SHA256SUMS`. The source repository also ships a
46
+ machine-readable manifest used by its downloader.
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+
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+ ## Model Lineage
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+
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+ The base model is
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+ [FunAudioLLM/Fun-CosyVoice3-0.5B-2512](https://huggingface.co/FunAudioLLM/Fun-CosyVoice3-0.5B-2512).
52
+ The published GGUF applies the following project-specific deployment changes:
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+
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+ - a 12-layer student speech LLM obtained through structured layer pruning and
55
+ distillation;
56
+ - Flow inference distilled from 10 steps to 4 steps;
57
+ - GGUF conversion with inner LLM MLP tensors quantized to Q8 and Flow/HiFT kept
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+ in F16.
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+
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+ The LLM compression workflow was informed by
61
+ [SPADE](https://arxiv.org/abs/2509.20802), with additional material on the
62
+ [SPADE project page](https://mm.kaist.ac.kr/projects/SPADE/). This is an
63
+ independent CosyVoice3 engineering adaptation, not an official SPADE model or a
64
+ claim that the paper's reported metrics transfer to this model.
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+
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+ ## Prompt Features
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+
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+ `control10_01` through `control10_10` are features extracted from synthetic
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+ teacher-model outputs used in this project's five-male/five-female Control10
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+ evaluation. No source WAV files are distributed, and these prompts are not
71
+ presented as the voice of any real person.
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+
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+ Use a prompt directly for the lowest startup overhead. To clone a new authorized
74
+ reference voice, use `speech_tokenizer_v3.onnx` and `campplus.onnx` with the
75
+ audio-enabled runtime to create a new `prompt_speech.gguf`.
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+
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+ ## Download And Run
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+
79
+ ```bash
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+ git clone https://gitee.com/yang-qi1222/cosyvoice3_yq_cpp.git
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+ cd cosyvoice3_yq_cpp
82
+ python3 -m pip install -r requirements-tools.txt
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+ python3 scripts/download_assets.py \
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+ --manifest manifests/assets.example.json \
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+ --asset-root assets
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+ ```
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+
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+ Build and start the feature-only CPU server:
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+
90
+ ```bash
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+ scripts/build_runtime.sh \
92
+ --mode feature \
93
+ --backend cpu \
94
+ --build-dir build/feature-cpu
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+
96
+ scripts/start_server.sh \
97
+ --build-dir build/feature-cpu \
98
+ --backend cpu \
99
+ --model assets/models/student12_mlp_inner_q8_flow4_hift_f16.gguf \
100
+ --prompt-speech assets/prompts/control10_01.gguf \
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+ --voice control10_01 \
102
+ --port 8080
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+ ```
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+
105
+ CUDA architecture, thread count, chunk size, and FlashAttention settings must be
106
+ selected and validated for the deployment machine. See the source repository for
107
+ the audio-input build and complete server examples.
108
+
109
+ ## Measured Baseline
110
+
111
+ The accepted project baseline covers only an NVIDIA RTX 5880 Ada Generation GPU,
112
+ one serial request at a time, 16 host threads, `chunk_tokens=75`, LLM
113
+ FlashAttention disabled, and Flow FlashAttention enabled.
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+
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+ | Metric | Project result |
116
+ | --- | ---: |
117
+ | Control10 median RTF | 0.104273 |
118
+ | First speech token | about 9.1 ms |
119
+ | Median first PCM | about 223.2 ms |
120
+ | Natural EOS | 10/10 |
121
+ | Resident soak | 100/100 |
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+ | Process RSS | about 1,181 MiB |
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+ | Device-level GPU memory used | about 2,461 MiB |
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+
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+ These measurements must not be extrapolated to RTX 4060, Jetson AGX, other GPU
126
+ architectures, concurrent service, or long-context synthesis.
127
+
128
+ ## Limitations
129
+
130
+ - This repository distributes inference assets, not training checkpoints or
131
+ training code.
132
+ - The reference-audio path also requires an ONNX Runtime C/C++ SDK at build time;
133
+ the two ONNX model files do not replace that dependency.
134
+ - Voice cloning must only be performed with appropriate speaker consent and data
135
+ rights.
136
+ - The project is community maintained and is not affiliated with or endorsed by
137
+ the official CosyVoice or SPADE teams.
138
+
139
+ ## License And Acknowledgements
140
+
141
+ Model assets are distributed under Apache-2.0. The C++ source repository uses the
142
+ MIT license; source and model licenses are separate.
143
+
144
+ This work depends on and thanks:
145
+
146
+ - [QwenAudio/CosyVoice](https://github.com/QwenAudio/CosyVoice) and the
147
+ [CosyVoice3 paper](https://arxiv.org/abs/2505.17589);
148
+ - [Lourdle/cosyvoice.cpp](https://github.com/Lourdle/cosyvoice.cpp);
149
+ - [SPADE](https://arxiv.org/abs/2509.20802);
150
+ - [ggml](https://github.com/ggml-org/ggml),
151
+ [llama.cpp](https://github.com/ggml-org/llama.cpp), and
152
+ [ONNX Runtime](https://github.com/microsoft/onnxruntime).
153
+
154
+ Please cite the original CosyVoice3 and SPADE papers when this model is used in
155
+ research comparisons.
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