Thanks for your reply!
My pytorch version is 0.3.1.  And I did use DataParallel.
I print shape of my data as shown below:

bug.JPG1230×649 154 KB

I used  Conv3d so the shape is 5 dims, which is [batch, C, T, H, W]
The batch dimension is not removed.
I feel more confused…