Add more upsample kernel (#5382)

* fix upsample nearest bug

* fix upsample nearest bug (#5347)

Co-authored-by: oneflow-ci-bot <69100618+oneflow-ci-bot@users.noreply.github.com>

* fix upsample bilinear bug

* fix upsample bilinear bug

* recover code

* align with pytorch

* redesign upsample bilinear

* fix align corner bug

* align bilinear with pytorch

* fix conflict

* fix bug

* code reuse

* fix commets

* add upsample_linear_1d_user_op

* add upsample_linear_1d_user_op

* add linear1d interp cpu kernel

* add linear1d interp gpu kernel

* rename kernel name

* add upsample nearest_1d kernel

* add upsample nearest_1d cuda kernel

* add upsample nearest_1d op

* fix complie bug

* add bicubic interp cpu kernel forward

* add bicubic2d interp cpu kernel backward impl

* add bicubic2d gpu kernel impl

* fix bicubic kernel compile error

* add bicubic2d kernel register

* fix compile bug

* nearest3d interp cpu kernel

* add nearest3d gpu kernel

* add nearest3d kernel registry

* add nearest3d cpu kernel

* add nearest3d cpu kernel

* add nearest3d cpu kernel

* fix upsample nearest interp bug

* fix upsample nearest interp bug

* add trilinear3d cpu kernel forward

* add trilinear3d cpu kernel backward

* add trilinear gpu kernel impl

* add trilinear op registry

* init interpolate nn function

* add upsample functors

* add interolate module

* add interpolate test_case

* restruct upsample_nearest2d and upsample_bilinear2d

* add upsample nearest2d and bilinear2d op registry

* add upsample nearest2d and bilinear2d op registry

* add upsample kernel grad functor

* add upsample_nearest_2d backward

* add upsample_linear_1d backward

* add upsample_nearest_1d backward

* add upsample_bicubic_2d backward

* fix backward impl bug

* fix nearest1d backward bug

* try to fix backward segmentfault

* add data_format parammeter

* fix upsample kernel backward bug

* fix cuda kernel impl bug

* fix upsample nearest bug

* fix align_corner attr error

* align linear1d impl with pytorch

* fix trilinear register bug

* fix trilinear bug

* add trilinear aligncorners test

* add test for bicubic, still has bug

* reimpl bicubic2d kernel

* align cubic interpolate with pytorch

* add bicubic cuda kernel

* fix bug

* align api with pytorch

* add doctest for interpolate

* update interpolate docs

* fix comments

* fix check_of_return comment

* fix comment

* fix comments

* fix commnet

* fix comment

* fix comments

* fix comments

* fix comments

* fix comments

* fix comment

Co-authored-by: oneflow-ci-bot <69100618+oneflow-ci-bot@users.noreply.github.com>
Co-authored-by: Luyang <flowingsun007@163.com>