Feature update && Bug Fix #368
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… Code02 && Code03
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Code01: Add flash_attn lib comparsion in Code01. Fix Code01 typo.
Code02: Change hyper parameters to get clear comparsion and add new introduction about grad check.
Code03: Using official torch FP8 ops instead of numerical simulation, original simulation can make mistake. Add new content about acclerating in newer devices using transformer_engine.
Code04: Add outputs.