Renaming --partition_optimizer to --deepspeed_zero_stage (#4312)
* Rename partition_optimizer -> deepspeed_zero
* Use ZeROConfig in orttraining_pybind_state.cc
* deepspeed_zero -> deepspeed_zero_stage for clarity
* Expose as deepspeed_zero_stage in pybind