Model reference · open weights

audio.cpp

audio.cpp is an open-weight audio or speech model from CaptainArni, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

Audio CaptainArni 1 variants 14k downloads/mo
Request this model on EU hardware All served models Not on the shared API today — deployed on request.

About

What audio.cpp is

audio.cpp GGUF GGUF conversions of music and speech models for audio.cpp, the ggml-based native audio inference framework. ACE-Step 1.5 XL (bf16) The XL DiT is the larger ACE-Step 1.5 transformer: 32 layers of 2560 against turbo's 24 of 2048, with 32 attention heads of 128. Each file is self-contained the way audio.cpp's other ACE-Step GGUFs are — XL DiT, planner LM, text encoder and VAE in one file — so neither needs another download. XL Turbo is guidance-distilled and ignores guidancescale; XL SFT takes the CFG path. Both were converted from the float32 upstream snapshots with audiocppgguf --type bf16. Install Run The DiT variant is a load option, so name it explicitly: Measured on an RTX 5090 (CUDA), 20 s of audio in 15 s including model load, either variant. XL support landed in audio.cpp via PR #235; see docs/models/acestep.md there for the full option reference and for rebuilding this file yourself. Weights are MIT-licensed by ACE-Step; this repository only redistributes them in a different container format.

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

MakerCaptainArni
TypeAudio & music
Variants1
Based onACE-Step/acestep-v15-xl-turbo, ACE-Step/acestep-v15-xl-sft
Released2026-08-16
Popularity14k downloads / month
LicenceOpen weights

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.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
audio.cpp-ggufGGUFWeights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys captainarni-audio-cpp for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (captainarni-audio-cpp 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="captainarni-audio-cpp" -F file=@audio.mp3

Details

Languages, data & research

Tags

gguf ace-step text-to-music audio.cpp text-to-audio

Licence

Open weights

Open weights under mit — commercial use is permitted. Deploy it on AxForge EU hardware on request. Read the licence ↗

Sources

Weights & code

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