sklears_feature_selection/evaluation/
benchmarking.rs

1//! Benchmarking utilities for feature selection methods
2//!
3//! This module provides stub implementations for benchmarking feature selection algorithms.
4//! Full implementations are planned for future releases.
5
6use sklears_core::error::{Result as SklResult, SklearsError};
7
8/// Feature selection benchmark framework (stub implementation)
9#[derive(Debug, Clone)]
10pub struct FeatureSelectionBenchmark;
11
12impl FeatureSelectionBenchmark {
13    /// run_benchmark
14    pub fn run_benchmark(_methods: &[String]) -> SklResult<BenchmarkResults> {
15        Err(SklearsError::NotImplemented(
16            "FeatureSelectionBenchmark::run_benchmark is not yet implemented".to_string(),
17        ))
18    }
19}
20
21/// Method comparison utilities (stub implementation)
22#[derive(Debug, Clone)]
23pub struct MethodComparison;
24
25impl MethodComparison {
26    /// compare_methods
27    pub fn compare_methods(_method1: &str, _method2: &str) -> SklResult<f64> {
28        Err(SklearsError::NotImplemented(
29            "MethodComparison::compare_methods is not yet implemented".to_string(),
30        ))
31    }
32}
33
34/// Performance ranking (stub implementation)
35#[derive(Debug, Clone)]
36pub struct PerformanceRanking;
37
38impl PerformanceRanking {
39    /// rank_methods
40    pub fn rank_methods(_methods: &[String], _scores: &[f64]) -> SklResult<Vec<usize>> {
41        Err(SklearsError::NotImplemented(
42            "PerformanceRanking::rank_methods is not yet implemented".to_string(),
43        ))
44    }
45}
46
47/// Benchmark suite (stub implementation)
48#[derive(Debug, Clone)]
49pub struct BenchmarkSuite;
50
51impl BenchmarkSuite {
52    /// run_suite
53    pub fn run_suite(_suite_name: &str) -> SklResult<SuiteResults> {
54        Err(SklearsError::NotImplemented(
55            "BenchmarkSuite::run_suite is not yet implemented".to_string(),
56        ))
57    }
58}
59
60/// Comparative analysis (stub implementation)
61#[derive(Debug, Clone)]
62pub struct ComparativeAnalysis;
63
64impl ComparativeAnalysis {
65    /// statistical_comparison
66    pub fn statistical_comparison(_results1: &[f64], _results2: &[f64]) -> SklResult<f64> {
67        Err(SklearsError::NotImplemented(
68            "ComparativeAnalysis::statistical_comparison is not yet implemented".to_string(),
69        ))
70    }
71}
72
73/// Benchmark results structure
74#[derive(Debug, Clone)]
75pub struct BenchmarkResults {
76    pub method_scores: Vec<f64>,
77    pub execution_times: Vec<f64>,
78}
79
80/// Suite results structure
81#[derive(Debug, Clone)]
82pub struct SuiteResults {
83    pub suite_name: String,
84    pub overall_score: f64,
85}
sklears_feature_selection/evaluation/benchmarking.rs

sklears_feature_selection/evaluation/
benchmarking.rs
