@Sudheer K
Use ListFTP processor will generate zero bytes files then use Remote Processor group for distributing the work
Flow:
1.ListFtp
2.RemoteProcessorGroup
3.InputPort
4.FetchFtp
5.PutHDFS

Refer to this, this and this link to configure RemoteProcessor groups and this and this links for more references regarding list/fetch processors in nifi.