scorer¶

class scorer¶

#include <scorer.h>

Abstract type which stores the full list of scores and allows their evaluation using parallel environment.

Each member of the class represents a different score (class statistics and overall statistics).

Public Functions

scorer()¶: Default constructor.

~scorer() = default¶: Default destructor.

void compute_score(const int32_t *lbl_true, const int32_t *lbl_pred, const int32_t &n_true, const int32_t &n_pred)¶

Compute the available scores related to the input labels. This is the core function of the object.

Parameters

lbl_true – array of true labels
lbl_pred – array of predicted labels
n_true – size of the array lbl_true (aka number of true labels)
n_pred – size of the array lbl_pred (aka number of predicted labels)

template<typename Os> void print_class_stats(Os &os)¶

Print the scores related to class statistics, i.e a score for each class. The output is a table in which each score is represented by a row.

Template Parameters: Os – output stream data type
Parameters: os – ostream (es. std :: cout)

template<typename Os> void print_overall_stats(Os &os)¶

Print the scores related to overall statistics, i.e a global score among classes. The output is a table in which each score is represented by a row.

Template Parameters: Os – output stream data type
Parameters: os – ostream (es. std :: cout)

void print()¶: Print the full list of scores, i.e the class statistics followed by the overall statistics.

void dump(const std::string &filename)¶

Dump the statistics to file. The file will save only the class statistics in csv format.

Parameters: filename – Output filename or path

template<typename dtype> int32_t *encoder(dtype *arr, const int32_t &size)¶

Convert/Encode the input labels from any type to int (categorical).

Template Parameters

dtype – Any “simple” type in which the label are stored.

Parameters

arr – Array of input labels.
size – Lenght of the input array.

Public Members

std::unique_ptr<float[]> confusion_matrix¶: confusion_matrix array

std::unique_ptr<float[]> TP¶: TP array.

std::unique_ptr<float[]> FN¶: FN array.

std::unique_ptr<float[]> FP¶: FP array.

std::unique_ptr<float[]> TN¶: TN array.

std::unique_ptr<float[]> POP¶: POP array.

std::unique_ptr<float[]> P¶: P array.

std::unique_ptr<float[]> N¶: N array.

std::unique_ptr<float[]> TOP¶: TOP array.

std::unique_ptr<float[]> TON¶: TON array.

std::unique_ptr<float[]> TPR¶: TPR array.

std::unique_ptr<float[]> TNR¶: TNR array.

std::unique_ptr<float[]> PPV¶: PPV array.

std::unique_ptr<float[]> NPV¶: NPV array.

std::unique_ptr<float[]> FNR¶: FNR array.

std::unique_ptr<float[]> FPR¶: FPR array.

std::unique_ptr<float[]> FDR¶: FDR array.

std::unique_ptr<float[]> FOR¶: FOR array.

std::unique_ptr<float[]> ACC¶: ACC array.

std::unique_ptr<float[]> F1_SCORE¶: F1_SCORE array.

std::unique_ptr<float[]> F05_SCORE¶: F05_SCORE array.

std::unique_ptr<float[]> F2_SCORE¶: F2_SCORE array.

std::unique_ptr<float[]> MCC¶: MCC array.

std::unique_ptr<float[]> BM¶: BM array.

std::unique_ptr<float[]> MK¶: MK array.

std::unique_ptr<float[]> ICSI¶: ICSI array.

std::unique_ptr<float[]> PLR¶: PLR array.

std::unique_ptr<float[]> NLR¶: NLR array.

std::unique_ptr<float[]> DOR¶: DOR array.

std::unique_ptr<float[]> PRE¶: PRE array.

std::unique_ptr<float[]> G¶: G array.

std::unique_ptr<float[]> RACC¶: RACC array.

std::unique_ptr<float[]> ERR_ACC¶: ERR_ACC array.

std::unique_ptr<float[]> RACCU¶: RACCU array.

std::unique_ptr<float[]> jaccard_index¶: jaccard_index array

std::unique_ptr<float[]> IS¶: IS array.

std::unique_ptr<float[]> CEN¶: CEN array.

std::unique_ptr<float[]> MCEN¶: MCEN array.

std::unique_ptr<float[]> AUC¶: AUC array.

std::unique_ptr<float[]> dIND¶: dIND array

std::unique_ptr<float[]> sIND¶: sIND array

std::unique_ptr<float[]> DP¶: DP array.

std::unique_ptr<float[]> Y¶: Y array.

std::unique_ptr<float[]> PLRI¶: PLRI array.

std::unique_ptr<float[]> NLRI¶: NLRI array.

std::unique_ptr<float[]> DPI¶: DPI array.

std::unique_ptr<float[]> AUCI¶: AUCI array.

std::unique_ptr<float[]> GI¶: GI array.

std::unique_ptr<float[]> LS¶: LS array.

std::unique_ptr<float[]> AM¶: AM array.

std::unique_ptr<float[]> OP¶: OP array.

std::unique_ptr<float[]> IBA¶: IBA array.

std::unique_ptr<float[]> GM¶: GM array.

std::unique_ptr<float[]> Q¶: Q array.

std::unique_ptr<float[]> AGM¶: AGM array.

std::unique_ptr<float[]> MCCI¶: MCCI array.

std::unique_ptr<float[]> AGF¶: AGF array.

std::unique_ptr<float[]> OC¶: OC array.

std::unique_ptr<float[]> OOC¶: OOC array.

std::unique_ptr<float[]> AUPR¶: AUPR array.

std::unique_ptr<float[]> BCD¶: BCD array.

float overall_accuracy¶: overall_accuracy value

float overall_random_accuracy_unbiased¶: overall_random_accuracy_unbiased value

float overall_random_accuracy¶: overall_random_accuracy value

float overall_kappa¶: overall_kappa value

float PC_PI¶: PC_PI value.

float PC_AC1¶: PC_AC1 value.

float PC_S¶: PC_S value.

float PI¶: PI value.

float AC1¶: AC1 value.

float S¶: S value.

float kappa_SE¶: kappa_SE value

float kappa_unbiased¶: kappa_unbiased value

float kappa_no_prevalence¶: kappa_no_prevalence value

float kappa_CI_up¶: kappa_CI_up value

float kappa_CI_down¶: kappa_CI_down value

float overall_accuracy_se¶: overall_accuracy_se value

float overall_accuracy_ci_up¶: overall_accuracy_ci_up value

float overall_accuracy_ci_down¶: overall_accuracy_ci_down value

float chi_square¶: chi_square value

float phi_square¶: phi_square value

float cramer_V¶: cramer_V value

float response_entropy¶: response_entropy value

float reference_entropy¶: reference_entropy value

float cross_entropy¶: cross_entropy value

float join_entropy¶: join_entropy value

float conditional_entropy¶: conditional_entropy value

float mutual_information¶: mutual_information value

float kl_divergence¶: kl_divergence value

float lambda_B¶: lambda_B value

float lambda_A¶: lambda_A value

float DF¶: DF value.

float overall_jaccard_index¶: overall_jaccard_index value

float hamming_loss¶: hamming_loss value

float zero_one_loss¶: zero_one_loss value

float NIR¶: NIR value.

float p_value¶: p_value value

float overall_CEN¶: overall_CEN value

float overall_MCEN¶: overall_MCEN value

float overall_MCC¶: overall_MCC value

float RR¶: RR value.

float CBA¶: CBA value.

float AUNU¶: AUNU value.

float AUNP¶: AUNP value.

float RCI¶: RCI value.

float CSI¶: CSI value.

float overall_pearson_C¶: overall_pearson_C value

float TPR_PPV_F1_micro¶: TPR_PPV_F1_micro value.

float MCC_analysis¶: MCC_analysis value.

float kappa_analysis_cicchetti¶: kappa_analysis_cicchetti value

float kappa_analysis_koch¶: kappa_analysis_koch value

float kappa_analysis_fleiss¶: kappa_analysis_fleiss value

float kappa_analysis_altman¶: kappa_analysis_altman value

float V_analysis¶: V_analysis value.

float TPR_macro¶: TPR_macro value.

float PPV_macro¶: PPV_macro value.

float ACC_macro¶: ACC_macro value.

float F1_macro¶: F1_macro value.

std::vector<float> classes¶: array of classes

int32_t Nclass¶: number of classes