Pre-quantized GGUF models for acestep.cpp, a portable C++17 implementation of the ACE-Step 1.5 AI Music Generation using GGML. Open http://localhost:8085 in your browser. The embedded WebUI handles everything: write a caption, set lyrics, generate, play, and download tracks. Frozen Qwen3 encoder (28 layers, 1024-dim). The DiT was trained end-to-end with this exact model. Its CondEncoder projection weights (1024 to 2048) are baked into every DiT checkpoint, so the Text-Enc is architecturally locked to 0.6B.
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Pre-quantized GGUF models for minimaxmusic.cpp, a portable C++17 implementation of MiniMax Music 3 song generation using GGML. Structured caption and lyrics in, stereo 44.1kHz audio out. Runs on CPU, CUDA, Vulkan. Open http://localhost:8086 in your browser. The embedded WebUI handles everything: write a structured caption, set lyrics and duration, generate, play, and download tracks.
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GGUF weights for omnivoice.cpp, a C++17/GGML port of OmniVoice (k2-fsa/OmniVoice). Multilingual zero shot TTS, 646 languages, 24 kHz mono. Runs on CPU, CUDA, ROCm, Metal, Vulkan. omnivoice-base-{variant}.gguf Qwen3 0.6B backbone, text -> tokens omnivoice-tokenizer-{variant}.gguf HuBERT + DAC + RVQ, tokens 24 kHz audio Set `GGML_BACKEND` to force a device, otherwise the runtime picks the best one available.
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GGUF weights for qwentts.cpp, a C++17/GGML port of Qwen3-TTS 12 Hz (Qwen team, Alibaba). Multilingual zero shot TTS with named speakers and Mandarin dialects, 24 kHz mono. Runs on CPU, CUDA, Metal, Vulkan. qwen-talker-{size}-{mode}-{variant}.gguf Qwen3 LM + code predictor MTP head + optional speaker encoder, text -> 12 Hz codes qwen-tokenizer-12hz-{variant}.gguf SEANet + ConvNeXt + DAC v2 + RVQ, 12 Hz codes 24 kHz audio Set `GGML_BACKEND` to force a device, otherwise the runtime picks the best one available.
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Pre-quantized GGUF models for yue2.cpp, a portable C++17 implementation of YuE2 song generation using GGML. Style tags and lyrics in, stereo 48kHz audio out, with the ABC score the model composed on the way. Runs on CPU, CUDA, Vulkan. Open http://localhost:8087 in your browser. The embedded WebUI handles everything: write style tags and lyrics, generate, read the score the model wrote, play and download tracks.
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