[zero]support no_sync method for zero1 plugin

[Gy-Lu]

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fixed #4128

📝 What does this PR do?

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Support the low level zero plugin with no_sync when it comes to zero1.

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[github-actions]

The code coverage for the changed files is 85%.

Click me to view the complete report

Name                                                           Stmts   Miss  Cover
----------------------------------------------------------------------------------
colossalai/booster/booster.py                                     64     10    84%
colossalai/booster/plugin/gemini_plugin.py                       110      9    92%
colossalai/booster/plugin/low_level_zero_plugin.py                98     11    89%
colossalai/booster/plugin/plugin_base.py                          40     10    75%
colossalai/booster/plugin/torch_ddp_plugin.py                     66      2    97%
colossalai/booster/plugin/torch_fsdp_plugin.py                    97     13    87%
colossalai/zero/low_level/_utils.py                              125     66    47%
colossalai/zero/low_level/bookkeeping/bucket_store.py             51      0   100%
colossalai/zero/low_level/bookkeeping/gradient_store.py           31      1    97%
colossalai/zero/low_level/bookkeeping/parameter_store.py          16      0   100%
colossalai/zero/low_level/low_level_optim.py                     278     20    93%
tests/test_booster/test_plugin/test_low_level_zero_plugin.py      59      6    90%
tests/test_zero/test_low_level/test_grad_acc.py                   92     31    66%
tests/test_zero/test_low_level/test_zero1_2.py                   102      1    99%
----------------------------------------------------------------------------------
TOTAL                                                           1229    180    85%

[github-actions]

The code coverage for the changed files is 85%.

Click me to view the complete report

Name                                                           Stmts   Miss  Cover
----------------------------------------------------------------------------------
colossalai/booster/booster.py                                     64     10    84%
colossalai/booster/plugin/gemini_plugin.py                       110      9    92%
colossalai/booster/plugin/low_level_zero_plugin.py                98     11    89%
colossalai/booster/plugin/plugin_base.py                          40     10    75%
colossalai/booster/plugin/torch_ddp_plugin.py                     66      2    97%
colossalai/booster/plugin/torch_fsdp_plugin.py                    97     13    87%
colossalai/zero/low_level/_utils.py                              125     66    47%
colossalai/zero/low_level/bookkeeping/bucket_store.py             51      0   100%
colossalai/zero/low_level/bookkeeping/gradient_store.py           31      1    97%
colossalai/zero/low_level/bookkeeping/parameter_store.py          16      0   100%
colossalai/zero/low_level/low_level_optim.py                     278     20    93%
tests/test_booster/test_plugin/test_low_level_zero_plugin.py      59      6    90%
tests/test_zero/test_low_level/test_grad_acc.py                   92     31    66%
tests/test_zero/test_low_level/test_zero1_2.py                   102      1    99%
----------------------------------------------------------------------------------
TOTAL                                                           1229    180    85%