StarCoder 2 15B locally
StarCoder 2 15B is an open-weight LLM from the StarCoder family with 15B parameters. Main use: code and developer agents. Detected minimum hardware: RTX 3080 10GB (10 GB).
Available quantizations
GGUF weightsAcceptable. Good compromise when VRAM is limited.
Good quality. Sweet spot for size and precision.
Near-FP16 quality. Comfortable for production.
Reference precision. Maximum quality, doubled VRAM.
Compatible GPUs
12 single-GPUGPUs that can run StarCoder 2 15B on a single card, ranked by VRAM headroom.
Recommended multi-GPU rigs
2x / 4x consumer GPUsFor StarCoder 2 15B at higher quantization or with more context, a multi-GPU rig gives more headroom.
Recommended rig
StarCoder 2 15B with Ubuntu, vLLM, Open WebUI and the model already downloaded.
Similar models
VRAM estimates: parameters x bits/8 plus margin. Real performance varies by engine, context length and batch size.
sync: 2026-05-12