qubee.configs.quantization_config.CalibrationConfig Class Reference

qubee.configs.quantization_config.CalibrationConfig Class Reference#

Mobilint SDK qb Compiler: qubee.configs.quantization_config.CalibrationConfig Class Reference
Mobilint SDK qb Compiler v0.12.0.0
MCS002-KR
qubee.configs.quantization_config.CalibrationConfig Class Reference

Configuration for calibration during quantization. More...

Inheritance diagram for qubee.configs.quantization_config.CalibrationConfig:

Public Member Functions

 __init__ (self, int quantization_method, int quantization_output, int quantization_mode, numbers.Number percentile, numbers.Number topk_ratio, int max_each, int max_total, int kernel_size, int stack_size, int hist_num_cluster, numbers.Number hist_search_percentile_min, numbers.Number hist_epsilon, numbers.Number hist_adjust_coeff, numbers.Number act_scale_min, numbers.Number weight_scale_min, numbers.Number min_clip_ratio, Dict layer_overrides, bool optional=optional)
 Initialize the CalibrationConfig.
 default_config (cls)
 from_kwargs (cls, **kwargs)
 from_dict (cls, dict config_dict)
 Create CalibrationConfig from dictionary (JSON structure)
 to_dict (self)

Public Attributes

 quantization_method = quantization_method
 quantization_output = quantization_output
 quantization_mode = quantization_mode
 percentile = percentile
 topk_ratio = topk_ratio
 max_each = max_each
 max_total = max_total
 kernel_size = kernel_size
 stack_size = stack_size
 hist_num_cluster = hist_num_cluster
 hist_search_percentile_min = hist_search_percentile_min
 hist_epsilon = hist_epsilon
 hist_adjust_coeff = hist_adjust_coeff
 act_scale_min = act_scale_min
 weight_scale_min = weight_scale_min
 min_clip_ratio = min_clip_ratio
 layer_overrides = layer_overrides

Static Public Attributes

bool optional = False
list method_list = ["WChALayer", "WChAMulti", "WChALayerZeropoint", "WChAMultiZeropoint"]
list output_list = ["Layer", "Ch", "Sigmoid"]
list mode_list
dict DEFAULTS
dict py_to_cpp_name
dict min_max_check

Detailed Description

Configuration for calibration during quantization.

Defines calibration and quantization parameterization used to derive activation/weight scales and related statistics during quantized compilation.

Definition at line 14 of file quantization_config.py.


The documentation for this class was generated from the following file: