Dev/optimizer offloading #1205
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Dev/optimizer offloading #1205
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…o optimizer_offloading_oct14
init HybridDeviceOptimizer
add pre-allocation for each cpu grad and overlap CPU/CUDA step
…o optimizer_offloading_oct14
support HDO with distopt end to end
…rs param_groups to hdo
Support dist-checkpoint; Add HDO and sub-optimizers state/param_groups sync-up
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