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* [fx] add some comment and docstrings. * [fx] add dataflow analysis for an autograd graph. * add intepretation for graph analysis. * [fx] before doing save_tensor_hooks. * [fx] provide an accurate estimation of memory except for GPT-2. * [fx] provide an accurate estimation of memory except for GPT-2. * [fx] provide an accurate estimation of memory except for GPT-2. * [fx] a very accurate version on GPT-2. * [fx] refactor code. * [fx] remove redundant inplace=True. * [fx] refactor code. * [fx] refactor code. * [fx] refactor code. * [fx] dive into backward memory. * [fx] fix variable names in ckpt_solvers and unskip tests. * [fx] commit my changes. * [fx] restore skips. * [fx] restore skips. * [fx] chaange stage into phase. * [fx] chaange stage into phase. * [fx] chaange stage into phase.