[Refactor] Refactor BEiT backbone and support v1/v2 inference

[fangyixiao18]

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Motivation

Related issue: #1097

Modification

BEiT v1

Official repo results

My results

BEiT v2

Official repo results

My results

BC-breaking (Optional)

Does the modification introduce changes that break the backward compatibility of the downstream repositories?
If so, please describe how it breaks the compatibility and how the downstream projects should modify their code to keep compatibility with this PR.

Use cases (Optional)

If this PR introduces a new feature, it is better to list some use cases here and update the documentation.

Checklist

Before PR:

• Pre-commit or other linting tools are used to fix the potential lint issues.
• Bug fixes are fully covered by unit tests, the case that causes the bug should be added in the unit tests.
• The modification is covered by complete unit tests. If not, please add more unit test to ensure the correctness.
• The documentation has been modified accordingly, like docstring or example tutorials.

After PR:

• If the modification has potential influence on downstream or other related projects, this PR should be tested with those projects, like MMDet or MMSeg.
• CLA has been signed and all committers have signed the CLA in this PR.

[codecov]

Codecov Report

Base: 0.02% // Head: 89.08% // Increases project coverage by +89.06% 🎉

Coverage data is based on head (aa504d5) compared to base (b8b31e9).
Patch has no changes to coverable lines.

Additional details and impacted files

@@             Coverage Diff              @@
##           dev-1.x    #1144       +/-   ##
============================================
+ Coverage     0.02%   89.08%   +89.06%     
============================================
  Files          121      148       +27     
  Lines         8217    11384     +3167     
  Branches      1368     1812      +444     
============================================
+ Hits             2    10142    +10140     
+ Misses        8215      977     -7238     
- Partials         0      265      +265     

Flag	Coverage Δ
unittests	89.08% <ø> (+89.06%)	⬆️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted Files	Coverage Δ
mmcls/apis/inference.py	0.00% <0.00%> (ø)
mmcls/datasets/transforms/compose.py
mmcls/models/backbones/mobileone.py	94.47% <0.00%> (ø)
mmcls/models/backbones/beit.py	57.67% <0.00%> (ø)
mmcls/models/backbones/mvit.py	92.46% <0.00%> (ø)
mmcls/structures/utils.py	77.77% <0.00%> (ø)
mmcls/models/heads/margin_head.py	90.00% <0.00%> (ø)
mmcls/models/classifiers/hugging_face.py	25.33% <0.00%> (ø)
mmcls/evaluation/metrics/voc_multi_label.py	100.00% <0.00%> (ø)
mmcls/engine/hooks/margin_head_hooks.py	92.59% <0.00%> (ø)
... and 138 more

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[Ezra-Yu]

1. please update API docs

[Ezra-Yu]

LGTM.