[NFC]fix typo colossalai/auto_parallel nn utils etc.

[digger-yu]

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🚨 Issue number

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📝 What does this PR do?

fix typo colossalai/auto_parallel nn utils etc.
Detail info
modified: applications/Chat/coati/dataset/reward_dataset.py
modified: colossalai/auto_parallel/tensor_shard/node_handler/embedding_handler.py
modified: colossalai/auto_parallel/tensor_shard/node_handler/linear_handler.py
modified: colossalai/auto_parallel/tensor_shard/node_handler/matmul_handler.py
modified: colossalai/auto_parallel/tensor_shard/node_handler/node_handler.py
modified: colossalai/auto_parallel/tensor_shard/utils/factory.py
modified: colossalai/auto_parallel/tensor_shard/utils/reshape.py
modified: colossalai/nn/optimizer/cpu_adam.py
modified: colossalai/nn/optimizer/hybrid_adam.py
modified: colossalai/nn/parallel/layers/cache_embedding/cache_mgr.py
modified: colossalai/utils/common.py
modified: colossalai/utils/tensor_detector/readme.md
modified: colossalai/utils/tensor_detector/tensor_detector.py
modified: colossalai/zero/gemini/memory_tracer/memory_stats.py

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[github-actions]

The code coverage for the changed files is 46%.

Click me to view the complete report

Name                                                                      Stmts   Miss  Cover
---------------------------------------------------------------------------------------------
colossalai/auto_parallel/tensor_shard/node_handler/embedding_handler.py      89     67    25%
colossalai/auto_parallel/tensor_shard/node_handler/linear_handler.py        117     94    20%
colossalai/auto_parallel/tensor_shard/node_handler/matmul_handler.py        266     12    95%
colossalai/auto_parallel/tensor_shard/node_handler/node_handler.py          164     82    50%
colossalai/auto_parallel/tensor_shard/utils/factory.py                      123    107    13%
colossalai/auto_parallel/tensor_shard/utils/reshape.py                       86     76    12%
colossalai/nn/optimizer/cpu_adam.py                                          63      6    90%
colossalai/nn/optimizer/hybrid_adam.py                                       61      3    95%
colossalai/nn/parallel/layers/cache_embedding/cache_mgr.py                  294    256    13%
colossalai/utils/common.py                                                  291    228    22%
colossalai/utils/tensor_detector/tensor_detector.py                         118    102    14%
colossalai/zero/gemini/chunk/manager.py                                     131     16    88%
colossalai/zero/gemini/chunk/search_utils.py                                 89      1    99%
colossalai/zero/gemini/memory_tracer/memory_stats.py                         74     12    84%
---------------------------------------------------------------------------------------------
TOTAL                                                                      1966   1062    46%