Model reference · open weights

Fun-ASR-Nano

Available as managed deployment Audio FunAudioLLM Speech→text 1 variants 3k dl/mo

Fun-ASR-Nano is an open-weight audio or speech model from FunAudioLLM. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.

Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.

What it is

Released byFunAudioLLM
TypeAudio & music
TaskSpeech→text
Runs withgguf
Released2026-06-20
Popularity3k downloads / month
LicenceOpen weights

About

What Fun-ASR-Nano is

GGUF build of Fun-ASR-Nano (SenseVoice SAN-M encoder + adaptor + Qwen3-0.6B LLM decoder) for the zero-Python, CPU/edge FunASR llama.cpp runtime — the accuracy leader (LLM decoder), single C++ binary.

Read the full model card

LLM quantization (pick by size vs accuracy)

The Fun-ASR-Nano LLM (Qwen3-0.6B) ships in three tiers — all within 0.1% CER (184-file micro-CER). Pair any with funasr-encoder-f16.gguf (470 MB).

LLM filesizeCER ↓speed
qwen3-0.6b-q4km.gguf484 MB8.35%6.1×
qwen3-0.6b-q5km.gguf551 MB8.25%5.7×
qwen3-0.6b-q8_0.gguf805 MB8.30%6.0×

Recommended: q4_K_M (smallest) or q5_K_M (best).

Get it running (no Python, no build)

These are GGUF weights for the FunASR llama.cpp runtime — a whisper.cpp-style, single self-contained binary for CPU / edge. Grab a prebuilt binary, then fetch this model and run:

bash download-funasr-model.sh nano ./gguf
llama-funasr-cli --enc ./gguf/funasr-encoder-f16.gguf -m ./gguf/qwen3-0.6b-q8_0.gguf --vad ./gguf/fsmn-vad.gguf -a audio.wav

Files

filesizenotes
funasr-encoder-f16.gguf470 MBaudio encoder + adaptor (f16)
qwen3-0.6b-q8_0.gguf805 MBLLM decoder, recommended (Q8_0)
qwen3-0.6b-q4km.gguf484 MBLLM decoder, smaller (Q4_K_M)

Usage (needs both the encoder and the LLM gguf)

llama-funasr-cli --enc funasr-encoder-f16.gguf -m qwen3-0.6b-q8_0.gguf -a audio.wav --vad fsmn-vad.gguf

On CPU: 8.30 % CER on the 184-clip Mandarin benchmark (vs whisper.cpp 22–31 %).

Links

From the published model card. Full card on the HuggingFace links in the sidebar.

How it works

How audio & music work

Audio or textinputAudio modelrecognise / synthesiseText or audiooutputSpeech-to-text turns audio into text; text-to-speech and music models turn text into audio.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys fun-asr-nano for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (fun-asr-nano below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/audio/transcriptions \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -F model="fun-asr-nano" -F file=@audio.mp3

Create an account — your API key is available in the console. 3M free tokens every 30 days with every new account.

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