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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