PySCF Descriptor Extraction =========================== :func:`ciderpress.pyscf.descriptors.get_descriptors` evaluates one feature settings component on the fixed density and orbitals held by an analyzer. Semilocal, NLDF, and SDMX settings select their corresponding molecular generators. Passing the component settings from a loaded model preserves its feature order and parameters. Leaving the orbital selectors unset gives an array with shape ``(nspin, nfeature, ngrid)``. Orbital selectors request fixed-orbital occupation derivatives and return the descriptor array, a nested derivative dictionary, and the selected orbital energies. Selectors can count from the bottom, highest occupied orbital, or lowest unoccupied orbital as documented by the function. See :doc:`../../workflows/descriptors` for an example and the returned array layout. .. automodule:: ciderpress.pyscf.descriptors :members: