--- license: other license_name: minimax-music3-terms license_link: https://huggingface.co/MiniMaxAI/MiniMax-Music3 tags: - minimax-music3 - composer-lm - depth-pruning - distillation --- # MiniMax Music3 composer LM — 5.7B depth-pruned distilled students (LR ablation pair) The Music3 composer (Qwen3-8B post-trained by MiniMax to emit RVQ audio codes) **depth-pruned from 36 to 21 layers (5.69B params)** and repair-distilled against the frozen teacher. Both checkpoints here are the same recipe differing ONLY in learning rate — an A/B pair, both of which pass listening tests (recognizable genre, structure, and vocals on held-out prompts) while composing **~2x faster than the teacher** (single-row / CFG-free: the distillation targets are the CFG-guided distributions, so guidance is baked in and no unconditional pass is needed). ## Listen — same prompt, same seed, same renderer (UK grime, 40 s) Only the composer differs. Teacher = stock 8B dual-row CFG path; students compose single-row, ~2x faster. **Teacher (8B, reference):** **Student 5.7B — lr 3e-5 arm:** **Student 5.7B — lr 6e-5 arm:** | subfolder | LR | notes | |---|---|---| | `lr-3e-5/` | 3e-5 | conservative anneal arm | | `lr-6e-5/` | 6e-5 | doubled-LR arm | Recipe: ShortGPT-style layer scoring over a 18.7k-track self-distillation corpus ([Mothersuperior/minimax-music3-rvq-distill-corpus-8k](https://huggingface.co/datasets/Mothersuperior/minimax-music3-rvq-distill-corpus-8k)), drop 15/36 layers (first/last two protected, consecutive-run cap 3), then repair with CE vs teacher top-50 guided distributions + teacher-normalized hidden-state MSE (final-layer, cached fp16 targets) + END-token supervision. bf16, torch-optimi AdamW, batch 8, single RTX PRO 6000. Hidden-state cosine to teacher ~0.94 at upload (teacher self-consistency ceiling 0.99994). Drop-in: standard `Qwen3ForCausalLM.from_pretrained(...)`, same embeddings/width — compatible with the stock Music3 depth decoder + DiT. Compose single-row (sample top-50 from masked logits; no CFG). Use is subject to the MiniMax Music 3 model terms.