Your data science team utilizes Google Kubernetes Engine (GKE) for executing their machine learning pipelines, primarily focusing on training image processing models. Certain long-running, non-restartable jobs within these pipelines necessitate GPU usage. What is the most cost-effective solution to meet this requirement?