Struct PerformanceRegressionTester 

pub struct PerformanceRegressionTester {
    pub storage: BenchmarkStorage,
    pub analysis_config: StatisticalAnalysisConfig,
    pub environment_config: EnvironmentConfig,
    pub regression_thresholds: RegressionThresholds,
    pub profiling_config: ProfilingConfig,
}

Performance regression testing framework

Fields

storage: BenchmarkStorage

Benchmark results storage

analysis_config: StatisticalAnalysisConfig

Statistical analysis configuration

environment_config: EnvironmentConfig

Test environment configuration

regression_thresholds: RegressionThresholds

Regression detection thresholds

profiling_config: ProfilingConfig

Profiling configuration

Implementations

impl PerformanceRegressionTester

pub fn new() -> Self

Create a new performance regression tester with default configuration

pub fn with_file_storage<P: AsRef<Path>>(path: P) -> Self

Create a tester with file-based storage

pub fn benchmark_component<T, I, O>( &mut self, component: &T, input: I, context: &BenchmarkContext, test_name: &str, ) -> SklResult<BenchmarkResult>

where T: Fn(I) -> O, I: Clone,

Run a benchmark on a pipeline component

pub fn benchmark_pipeline<'a, S>( &mut self, pipeline: &Pipeline<S>, x: &ArrayView2<'a, Float>, y: Option<&'a ArrayView1<'a, Float>>, test_name: &str, ) -> SklResult<BenchmarkResult>

where S: Debug + Clone, Pipeline<S>: Clone + Fit<ArrayView2<'a, Float>, Option<&'a ArrayView1<'a, Float>>>,

Benchmark a machine learning pipeline

pub fn analyze_regressions( &self, test_name: &str, ) -> SklResult<RegressionAnalysis>

Analyze performance trends and detect regressions

pub fn generate_report( &self, test_pattern: Option<&str>, ) -> SklResult<PerformanceReport>

Generate a performance report

Trait Implementations

impl Default for PerformanceRegressionTester

fn default() -> Self

Returns the “default value” for a type.