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[auto-parallel] add auto-offload feature (#3154)
* add auto-offload feature * polish code * fix syn offload runtime pass bug * add offload example * fix offload testing bug * fix example testing bug
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colossalai >= 0.1.12
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torch >= 1.8.1
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