neural_compressor.utils.collect_layer_histogram

LayerHistogramCollector: save the histogram by layer.

Module Contents

Classes

LayerHistogramCollector

The collector of the histogram by layer.

class neural_compressor.utils.collect_layer_histogram.LayerHistogramCollector(num_bins=8001, layer_tensor=None, include_layer=None, logger=None)[source]

The collector of the histogram by layer.

Saves layer histogram in a dict with layer names as keys and lists of NDArrays as values. The collected histogram will be used for calculating the optimal thresholds for quantization using KL divergence.