How to random sample from a global PDF weighted by local count distribution?

The global Probability Density Distribution of a feature is given and look like this figure -- global PDF and the local feature distribution of 10,000 sample points is -- local feature count. What technique can be used to randomly sample based on the global PDF weighted by the local feature count?