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audio model · musicgen · Windows

Can I run MusicGen small on Nvidia GeForce RTX 5090 (32GB)?

Compatibility verdict memory check
Yes, it runsfast on this GPU

Yes. MusicGen small runs on Nvidia GeForce RTX 5090 (32GB) at fp32 (~3 GB of ~31 GB usable).

Needs ~3 GB Device usable ~31 GB

Runs at fp32 using ~3 GB of ~31 GB usable.

Peak memory
~3 GB
Usable on device
~31 GB
Device memory
32 GB
Quant
fp32

How to run it

Use AudioCraft or HF Transformers at fp32. It loads as a single model and runs on a GPU.

Model musicgen
Type
Music generation
Parameters
300M
Peak memory
~3 GB at fp32
License
CC-BY-NC-4.0
Full MusicGen small requirements →
Device Windows
Memory
32 GB vram
Usable for weights
~31 GB
Best runtime
vLLM (Linux) / Ollama (CUDA)
Best models for Nvidia GeForce RTX 5090 (32GB) →

You could also run

Run MusicGen small on other hardware

FAQ

Can Nvidia GeForce RTX 5090 (32GB) run MusicGen small?

Yes. MusicGen small runs on Nvidia GeForce RTX 5090 (32GB) at fp32 (~3 GB of ~31 GB usable).

How much memory does MusicGen small need?

Nvidia GeForce RTX 5090 (32GB) has room to spare. At fp32 the realistic peak is ~3 GB of memory.

What do I use to run MusicGen small locally?

MusicGen small runs in AudioCraft or HF Transformers. It needs a GPU.

Sources

VRAM figures are sourced peak-usage anchors at the noted quant, validated 2026-06-15. See methodology.