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Evaluate Your Model in 5 Minutes

This quick-start gives you a fast path from clone to first successful run.

1) Clone and install

git clone https://github.com/EvolvingLMMs-Lab/lmms-eval.git
cd lmms-eval
uv sync

2) Run a smoke evaluation

uv run python -m lmms_eval \
  --model qwen2_5_vl \
  --model_args pretrained=Qwen/Qwen2.5-VL-3B-Instruct \
  --tasks mme \
  --batch_size 1 \
  --limit 8

3) Read the output

  • If the command completes and prints metrics, your environment is ready.
  • If it fails, capture the full traceback and open a bug report using the issue form.

4) Next steps

  • Add your own task list: --tasks mmmu,mme
  • Switch model weights via --model_args
  • Explore guides:
    • docs/task_guide.md
    • docs/model_guide.md
    • CONTRIBUTING.md

Need help?