Complex sentence: In a heterogeneous CPU-GPU cluster, which has a complex application environment, the performance of each job depends on the characteristics of the underlying cluster, mapping tasks onto CPU cores and GPU devices provides significant challenges.
Split into simpler sentences: In a heterogeneous CPU-GPU cluster with a complex application environment, the performance of each job depends on the characteristics of the underlying cluster. Therefore, mapping tasks onto CPU cores and GPU devices provides significant challenges.