Concat operator for all dimension.
Created by: reyoung
- https://hackmit-baidu.slack.com/archives/C727D998C/p1505616278000035
- https://hackmit-baidu.slack.com/archives/C727D998C/p1505618719000030
A user wants to concatenate two tensors along any dimension. Not only the last dimension.