Medial Code Documentation
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Public Member Functions | Static Public Member Functions | Data Fields
PostProcessor Class Reference

An Abstract PostProcessor class. More...

#include <PostProcessor.h>

Inheritance diagram for PostProcessor:
SerializableObject AggregatePredsPostProcessor Calibrator FairnessPostProcessor ModelExplainer MultiPostProcessor ProbAdjustPostProcessor IterativeSetExplainer KNN_Explainer LimeExplainer LinearExplainer MissingShapExplainer ShapleyExplainer TreeExplainer

Public Member Functions

virtual void get_input_fields (vector< Effected_Field > &fields) const
 List of fields that are used by this post_processor.
 
virtual void get_output_fields (vector< Effected_Field > &fields) const
 List of fields that are being effected by this post_processor.
 
virtual void init_post_processor (MedModel &mdl)
 
virtual void Learn (const MedFeatures &matrix)
 
virtual void Apply (MedFeatures &matrix)
 
void * new_polymorphic (string dname)
 for polymorphic classes that want to be able to serialize/deserialize a pointer * to the derived class given its type one needs to implement this function to return a new to the derived class given its type (as in my_type)
 
virtual void dprint (const string &pref) const
 
virtual float get_use_p ()
 
virtual int get_use_split ()
 
- Public Member Functions inherited from SerializableObject
virtual int version () const
 Relevant for serializations.
 
virtual string my_class_name () const
 For better handling of serializations it is highly recommended that each SerializableObject inheriting class will implement the next method.
 
virtual void serialized_fields_name (vector< string > &field_names) const
 The names of the serialized fields.
 
virtual void pre_serialization ()
 
virtual void post_deserialization ()
 
virtual size_t get_size ()
 Gets bytes sizes for serializations.
 
virtual size_t serialize (unsigned char *blob)
 Serialiazing object to blob memory. return number ob bytes wrote to memory.
 
virtual size_t deserialize (unsigned char *blob)
 Deserialiazing blob to object. returns number of bytes read.
 
size_t serialize_vec (vector< unsigned char > &blob)
 
size_t deserialize_vec (vector< unsigned char > &blob)
 
virtual size_t serialize (vector< unsigned char > &blob)
 
virtual size_t deserialize (vector< unsigned char > &blob)
 
virtual int read_from_file (const string &fname)
 read and deserialize model
 
virtual int write_to_file (const string &fname)
 serialize model and write to file
 
virtual int read_from_file_unsafe (const string &fname)
 read and deserialize model without checking version number - unsafe read
 
int init_from_string (string init_string)
 Init from string.
 
int init_params_from_file (string init_file)
 
int init_param_from_file (string file_str, string &param)
 
virtual int init (map< string, string > &map)
 Virtual to init object from parsed fields.
 
int update_from_string (const string &init_string)
 
virtual int update (map< string, string > &map)
 Virtual to update object from parsed fields.
 
virtual string object_json () const
 

Static Public Member Functions

static PostProcessormake_processor (const string &processor_name, const string &params="")
 
static PostProcessormake_processor (PostProcessorTypes type, const string &params="")
 
static PostProcessorcreate_processor (string &params)
 

Data Fields

PostProcessorTypes processor_type = PostProcessorTypes::FTR_POSTPROCESS_LAST
 
int use_split = -1
 
float use_p = 0.0
 

Detailed Description

An Abstract PostProcessor class.

Member Function Documentation

◆ Apply()

void PostProcessor::Apply ( MedFeatures matrix)
virtual

Reimplemented in ModelExplainer.

◆ get_input_fields()

virtual void PostProcessor::get_input_fields ( vector< Effected_Field > &  fields) const
inlinevirtual

List of fields that are used by this post_processor.

Reimplemented in AggregatePredsPostProcessor, Calibrator, ModelExplainer, FairnessPostProcessor, MultiPostProcessor, and ProbAdjustPostProcessor.

◆ get_output_fields()

virtual void PostProcessor::get_output_fields ( vector< Effected_Field > &  fields) const
inlinevirtual

List of fields that are being effected by this post_processor.

Options: "prediction:X", "attr:$NAME", "str_attr:$NAME", "feature:$NAME", "json"

Reimplemented in AggregatePredsPostProcessor, Calibrator, ModelExplainer, FairnessPostProcessor, MultiPostProcessor, and ProbAdjustPostProcessor.

◆ init_post_processor()

virtual void PostProcessor::init_post_processor ( MedModel mdl)
inlinevirtual

Reimplemented in ModelExplainer, and TreeExplainer.

◆ Learn()

void PostProcessor::Learn ( const MedFeatures matrix)
virtual

◆ new_polymorphic()

void * PostProcessor::new_polymorphic ( string  derived_name)
virtual

for polymorphic classes that want to be able to serialize/deserialize a pointer * to the derived class given its type one needs to implement this function to return a new to the derived class given its type (as in my_type)

Reimplemented from SerializableObject.


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