Federated Sampling

Sample module supports random sampling and stratified sampling.

• hetero_sync should be set to True for heterogeneous scenario;
• replace must be set to True if upsample is needed.

Sample Type	Federated Heterogeneous	Federated Homogeneous(Local)
By Fraction	✓	✓
By Exact Number	✓	✓