results = Parallel(n_jobs=-1)( delayed(process_tile)(group) for group in gdf_grouped )
is designed to "work" at a scale previously impossible for standard data center hardware: : For trillion-parameter LLMs, the cpu gb2 work
def process_tile(tile_gdf): # Your GB2 logic return tile_gdf.result cpu gb2 work