Dropping infinite values from dataframes in pandas?

How do I drop nan, inf, and -inf values from a DataFrame without resetting mode.use_inf_as_null?

Can I tell dropna to include inf in its definition of missing values so that the following works?

df.dropna(subset=["col1", "col2"], how="all")

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