dgl from_networkx function running out of memory

Question

I am creating a graph through networkx and then converting it to a dgl graph with the function from_networkx. If I do it with small graphs (around 2k nodes and edges) it works but when I tried with bigger graphs (100k nodes and edges) it always crash the kernel due to memory. Is it possible to convert a large networkx graph to dgl? or it only works for small ones?