[LTS] cherry-pick toolchain-202503 update to LTS #258

Job	Run time
Build without LCAO	4m 51s
Build with Intel toolchain	7m 2s
Build without MPI	6m 16s
Build extra components with GNU toolchain	14m 29s
Build with CUDA support	16m 6s
Build extra components with Intel toolchain	12m 32s
Build with GNU toolchain	8m 4s
Build without LCAO and MPI	3m 51s
Build without ELPA	8m 12s
	1h 21m 23s

Provide feedback