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StarCoder 2 15B on a Dedicated GPU

BigCode's StarCoder 2 15B is a permissively-licensed coding model that fits a 16GB card and handles 600+ languages.

StarCoder 2 15B from BigCode is a permissively-licensed coding model with particularly broad language support – over 600 programming languages in its training data. On our dedicated GPU hosting it fits a 16-24 GB card with practical throughput.

Contents

VRAM

PrecisionWeightsFits On
FP16~30 GB32 GB+ card
FP8~15 GB16 GB card tight, 24 GB comfortable
AWQ INT4~9 GB12 GB+ card

Deployment

python -m vllm.entrypoints.openai.api_server \
  --model bigcode/starcoder2-15b-instruct-v0.1 \
  --quantization awq \
  --max-model-len 16384 \
  --gpu-memory-utilization 0.92 \
  --enable-prefix-caching

StarCoder supports fill-in-middle via special tokens. See the model card for the exact FIM format.

Licence

StarCoder 2 ships under the BigCode OpenRAIL-M licence – more permissive than Meta’s Llama licence and allows commercial use with ethics restrictions. For teams needing a clean commercial licence story on dedicated hosting, StarCoder 2 is often preferable to Qwen Coder or Codestral on licence grounds alone.

Versus Alternatives

ModelQualityLicence
StarCoder 2 15BGoodOpenRAIL-M (permissive)
Codestral 22BBetterMistral Non-Production (restrictive)
Qwen Coder 32BBestQwen licence

Permissively-Licensed Code AI

StarCoder 2 on UK dedicated hosting – clean licence story for commercial deployments.

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See Qwen Coder 32B and Codestral 22B.

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We benchmark, deploy, and optimise GPU infrastructure for AI workloads. All data in our guides comes from real-world testing on our UK-based dedicated GPU servers.

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