you can specify the height and width of the graph in the code, that way when the graph renders in a hidden div it will have the proper height and width. You can only specify in pixels though and not percent.
{
height: 550, //in pixels
width: 600,
zoomEnabled: true,
colorSet: "colorSet",
title:{
fontSize: 30,
text: "Activity",
},