LGTM. I think we can rename to `get_calibration_data` or `get_profiling_data` 
instead of `calibrate_partition_gaph`. I think calibration means more than 
collecting i/o tensors (for quantization, it means choosing min/max such that 
quantized data representation is similar to float32 data representation).





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