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Xgboost Categorical Benchmarking

Environment Creation

mamba create -n xgb-cat-bench -c rapidsai-nightly -c conda-forge python=3.10 cudatoolkit=11.8 rapids-xgboost jupyterlab cudf=23.06 dask-cudf dask-cuda 'ucx-proc=*=gpu' ucx-py

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