[booster] add low level zero plugin

[ver217]

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Add low level zero plugin and corresponding test

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• I have added thorough tests.
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[github-actions]

The code coverage for the changed files is 83%.

Click me to view the complete report

Name                                                           Stmts   Miss  Cover
----------------------------------------------------------------------------------
colossalai/booster/plugin/__init__.py                              5      0   100%
colossalai/booster/plugin/low_level_zero_plugin.py                92     14    85%
tests/test_booster/test_plugin/test_gemini_plugin.py              87     10    89%
tests/test_booster/test_plugin/test_low_level_zero_plugin.py      72     17    76%
tests/test_booster/test_plugin/test_torch_ddp_plugin.py           68     14    79%
----------------------------------------------------------------------------------
TOTAL                                                            324     55    83%

[github-actions]

The code coverage for the changed files is 89%.

Click me to view the complete report

Name                                                           Stmts   Miss  Cover
----------------------------------------------------------------------------------
colossalai/booster/plugin/__init__.py                              5      0   100%
colossalai/booster/plugin/low_level_zero_plugin.py                92     14    85%
colossalai/zero/low_level/low_level_optim.py                     313     20    94%
tests/kit/model_zoo/diffusers/diffusers.py                        35      0   100%
tests/kit/model_zoo/torchaudio/torchaudio.py                      50      0   100%
tests/kit/model_zoo/torchvision/torchvision.py                    39      7    82%
tests/test_booster/test_plugin/test_gemini_plugin.py              87     10    89%
tests/test_booster/test_plugin/test_low_level_zero_plugin.py      72     17    76%
tests/test_booster/test_plugin/test_torch_ddp_plugin.py           68     14    79%
----------------------------------------------------------------------------------
TOTAL                                                            761     82    89%