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Adding HistogramObserver #2049

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The PR adds support for utilizing HistogramObserver from PyTorch which computes the min/max values for quantization by minimizing quantization error.
The implementation has been tested on CodeLlama and Llama-2 models.

@abhinavnmagic abhinavnmagic requested review from a team, shubhra, DaltheCow, robertgshaw2-redhat, anmarques and Satrat and removed request for a team, DaltheCow and robertgshaw2-redhat February 8, 2024 21:30
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