| --- |
| license: apache-2.0 |
| language: |
| - zh |
| - en |
| library_name: gguf |
| tags: |
| - automatic-speech-recognition |
| - asr |
| - paraformer |
| - funasr |
| - llama.cpp |
| - ggml |
| - cpu |
| - chinese |
| pipeline_tag: automatic-speech-recognition |
| --- |
| |
| # Paraformer-zh · GGUF (FunASR llama.cpp runtime) |
|
|
| GGUF build of FunASR's **Paraformer-zh** (SAN-M encoder + CIF predictor + SAN-M decoder, non-autoregressive) for the zero-Python, CPU/edge **[FunASR llama.cpp runtime](https://github.com/modelscope/FunASR/tree/main/runtime/llama.cpp)** — fast Mandarin ASR, **~21× real-time on CPU**. |
|
|
| ## Get it running (no Python, no build) |
|
|
| These are GGUF weights for the **[FunASR llama.cpp runtime](https://github.com/modelscope/FunASR/tree/main/runtime/llama.cpp)** — a whisper.cpp-style, single self-contained binary for CPU / edge. Grab a prebuilt binary, then fetch this model and run: |
|
|
| - **Prebuilt binaries (Linux / macOS / Windows) → [GitHub Releases](https://github.com/modelscope/FunASR/releases)** (tag `runtime-llamacpp-v*`) |
| - **One-page quickstart & benchmarks → [funasr.com/llama-cpp](https://www.funasr.com/llama-cpp.html)** |
|
|
| ```bash |
| bash download-funasr-model.sh paraformer ./gguf |
| llama-funasr-paraformer -m ./gguf/paraformer-q8.gguf --vad ./gguf/fsmn-vad.gguf -a audio.wav |
| ``` |
|
|
| ## Files |
| | file | size | notes | |
| |---|---|---| |
| | `paraformer-f16.gguf` | 435 MB | **recommended** (f16 matmul weights) | |
| | `paraformer-q8.gguf` | ~217 MB | **recommended** — half of f16, same accuracy | |
| | `paraformer.gguf` | 863 MB | f32 reference | |
|
|
| ## Usage |
| The binary prints **transcription text** directly (no Python detok). `--ids` for raw ids. |
| ```bash |
| llama-funasr-paraformer -m paraformer-f16.gguf -a audio.wav --vad fsmn-vad.gguf |
| ``` |
| On CPU (8 threads): **9.85 % CER** on the 184-clip Mandarin benchmark (vs whisper.cpp 22–31 %). |
|
|
| ## Links |
| - 🧩 Runtime & build: **[FunASR · runtime/llama.cpp](https://github.com/modelscope/FunASR/tree/main/runtime/llama.cpp)** — ⭐ **Star [FunASR](https://github.com/modelscope/FunASR)!** |
| - Source model: [funasr/paraformer-zh](https://huggingface.co/funasr/paraformer-zh) |
|
|
