pandas → %load_ext cudf.pandas
polars → .collect(engine="gpu")
scikit-learn → %load_ext cuml.accel
xgboost → device="cuda"
umap → %load_ext cuml.accel
hdbscan → %load_ext cuml.accel
networkx → %env NX_CUGRAPH_AUTOCONFIG=True
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