[gemini] support amp o3 for gemini

[ver217]

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Closes #4871

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Support AMP O3 for gemini by adding master_weights argument.

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[github-actions]

The code coverage for the changed files is 86%.

Click me to view the complete report

Name                                                        Stmts   Miss  Cover
-------------------------------------------------------------------------------
colossalai/booster/plugin/gemini_plugin.py                    130     12    91%
colossalai/nn/optimizer/cpu_adam.py                            65      4    94%
colossalai/nn/optimizer/hybrid_adam.py                         59      4    93%
colossalai/testing/comparison.py                               81     30    63%
colossalai/zero/gemini/chunk/chunk.py                         336     64    81%
colossalai/zero/gemini/chunk/manager.py                       141     24    83%
colossalai/zero/gemini/gemini_ddp.py                          416     94    77%
colossalai/zero/gemini/gemini_optimizer.py                    401     41    90%
colossalai/zero/gemini/utils.py                                59     37    37%
tests/test_checkpoint_io/test_gemini_checkpoint_io.py         104      0   100%
tests/test_checkpoint_io/test_gemini_torch_compability.py     116      0   100%
tests/test_zero/test_gemini/test_fwd_bwd.py                    77      1    99%
tests/test_zero/test_gemini/test_grad_clip.py                  76      2    97%
tests/test_zero/test_gemini/test_optim.py                     119      1    99%
tests/test_zero/test_gemini/test_zeroddp_state_dict.py         94      5    95%
-------------------------------------------------------------------------------
TOTAL                                                        2274    319    86%