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//! Production stress testing and edge case validation
//!
//! This module provides comprehensive stress testing specifically designed for
//! production readiness validation of the interpolation library.
//!
//! # Overview
//!
//! Production stress testing is critical for ensuring reliability when:
//! - Deploying interpolation algorithms to production environments
//! - Processing large datasets with unknown characteristics
//! - Handling edge cases and pathological data patterns
//! - Ensuring graceful degradation under resource pressure
//! - Validating error handling and recovery mechanisms
//!
//! This module provides tools to:
//! - Test extreme data sizes and memory pressure scenarios
//! - Validate behavior with pathological data patterns
//! - Assess numerical stability under edge conditions
//! - Verify error handling robustness
//! - Measure performance degradation under stress
//! - Generate comprehensive production readiness reports
//!
//! # Modular Organization
//!
//! This module has been refactored into focused submodules:
//! - `types`: Core type definitions and data structures
//! - `generators`: Test data generation functions for various scenarios
//! - `execution`: Test execution engine and orchestration logic
//! - `helpers`: Utility functions and test result creation
//! - `reporting`: Report generation and analysis capabilities
//!
//! # Examples
//!
//! ## Basic stress testing
//!
//! ```rust,no_run
//! use scirs2_interpolate::production_stress_testing::{run_production_stress_tests, ProductionReadiness};
//!
//! // Run comprehensive production stress tests
//! let report = run_production_stress_tests::<f64>().expect("Operation failed");
//!
//! match report.production_readiness {
//! ProductionReadiness::Ready => {
//! println!("System is ready for production deployment");
//! },
//! ProductionReadiness::ReadyWithMonitoring => {
//! println!("Ready for production with enhanced monitoring");
//! for recommendation in &report.production_recommendations {
//! println!("- {}", recommendation);
//! }
//! },
//! ProductionReadiness::NeedsPerformanceTuning => {
//! println!("Performance optimization required before production");
//! },
//! ProductionReadiness::NeedsBugFixes => {
//! println!("Critical issues must be addressed");
//! for issue in &report.critical_issues {
//! println!("- {:?}: {}", issue.severity, issue.description);
//! }
//! },
//! ProductionReadiness::NotReady => {
//! println!("System is not ready for production deployment");
//! }
//! }
//! ```
//!
//! ## Quick stress testing
//!
//! ```rust,no_run
//! use scirs2_interpolate::production_stress_testing::run_quick_stress_tests;
//!
//! // Run quick stress tests with reduced scope for CI/CD
//! let report = run_quick_stress_tests::<f64>().expect("Operation failed");
//! println!("Quick test results: {:?}", report.production_readiness);
//! ```
//!
//! ## Custom configuration
//!
//! ```rust,no_run
//! use scirs2_interpolate::production_stress_testing::{
//! StressTestConfig, run_stress_tests_with_config
//! };
//!
//! let config = StressTestConfig {
//! max_data_size: 500_000,
//! stress_iterations: 50,
//! test_timeout: 120,
//! memory_limit: Some(4 * 1024 * 1024 * 1024), // 4GB
//! test_extreme_cases: true,
//! max_performance_degradation: 5.0,
//! };
//!
//! let report = run_stress_tests_with_config::<f64>(config).expect("Operation failed");
//! println!("Custom stress test completed: {}", report);
//! ```
// Import the modular implementation
use crate::production_stress_testing_modules;
// Re-export the public API
pub use crate::production_stress_testing_modules::{
create_constant_data, create_duplicate_x_data, create_edge_case_data, create_empty_data,
create_exponential_data, create_extreme_y_data, create_large_test_data, create_linear_data,
create_mismatched_data, create_monotonic_extreme_data, create_nan_inf_data,
create_oscillatory_data, create_pseudo_random_data, create_quadratic_data,
create_rapid_change_data, create_single_point_data, create_sparse_data, create_step_data,
create_stress_tester, create_stress_tester_with_config, create_unsorted_x_data,
generate_test_data, get_error_test_data_types, get_general_test_data_types,
get_pathological_data_types, run_production_stress_tests, run_quick_stress_tests,
run_stress_tests_with_config, BaselinePerformance, ErrorInfo, IssueSeverity, MemoryUsageStats,
PerformanceAnalysis, ProductionImpact, ProductionReadiness, ProductionStressTester,
ScalabilityAssessment, StressPerformanceMetrics, StressTestCategory, StressTestConfig,
StressTestIssue, StressTestReport, StressTestResult, StressTestSummary, TestStatus,
};
// Convenience re-exports for common patterns
pub use crate::production_stress_testing_modules::prelude::*;
use crate::error::{InterpolateError, InterpolateResult};
use crate::traits::InterpolationFloat;
// Type aliases for convenience
pub type ProductionStressTesterF32 = ProductionStressTester<f32>;
pub type ProductionStressTesterF64 = ProductionStressTester<f64>;
/// Quick production readiness check for f64 systems
pub fn quick_production_readiness_check() -> InterpolateResult<ProductionReadiness> {
let report = run_quick_stress_tests::<f64>()?;
Ok(report.production_readiness)
}
/// Quick production readiness check for f32 systems
pub fn quick_production_readiness_check_f32() -> InterpolateResult<ProductionReadiness> {
let report = run_quick_stress_tests::<f32>()?;
Ok(report.production_readiness)
}
/// Run targeted stress tests for specific categories
pub fn run_targeted_stress_tests<T: InterpolationFloat + std::panic::RefUnwindSafe>(
categories: &[StressTestCategory],
) -> InterpolateResult<StressTestReport> {
let mut tester = ProductionStressTester::<T>::new();
// This is a simplified implementation - a full implementation would
// allow selective execution of test categories
let _requested_categories = categories; // Placeholder to use the parameter
// For now, run all tests (future enhancement would filter by categories)
tester.run_comprehensive_stress_tests()
}
/// Validate interpolation library for production deployment
pub fn validate_for_production<T: InterpolationFloat + std::panic::RefUnwindSafe>(
) -> InterpolateResult<bool> {
let report = run_production_stress_tests::<T>()?;
match report.production_readiness {
ProductionReadiness::Ready | ProductionReadiness::ReadyWithMonitoring => Ok(true),
_ => Ok(false),
}
}
/// Generate a production deployment checklist
pub fn generate_deployment_checklist<T: InterpolationFloat + std::panic::RefUnwindSafe>(
) -> InterpolateResult<Vec<String>> {
let report = run_production_stress_tests::<T>()?;
let mut checklist = Vec::new();
// Basic checks
checklist.push("✓ Run comprehensive stress tests".to_string());
if report.summary.tests_failed > 0 {
checklist.push(format!(
"✗ Fix {} failing tests",
report.summary.tests_failed
));
} else {
checklist.push("✓ All stress tests passing".to_string());
}
if !report.critical_issues.is_empty() {
checklist.push(format!(
"✗ Address {} critical issues",
report.critical_issues.len()
));
} else {
checklist.push("✓ No critical issues detected".to_string());
}
// Performance checks
if report.summary.overall_degradation_factor > 5.0 {
checklist.push("✗ Optimize performance (high degradation detected)".to_string());
} else {
checklist.push("✓ Performance within acceptable limits".to_string());
}
// Memory checks
if report.summary.memory_efficiency_score < 70.0 {
checklist.push("✗ Improve memory efficiency".to_string());
} else {
checklist.push("✓ Memory usage is efficient".to_string());
}
// Scalability checks
if !report
.performance_analysis
.scalability_assessment
.can_handle_10x_load
{
checklist.push("✗ Test and optimize for expected production scale".to_string());
} else {
checklist.push("✓ System can handle expected load".to_string());
}
// Monitoring and observability
checklist.push("◦ Set up performance monitoring".to_string());
checklist.push("◦ Configure alerting for edge cases".to_string());
checklist.push("◦ Document known limitations".to_string());
checklist.push("◦ Prepare rollback procedures".to_string());
// Add custom recommendations from the report
for recommendation in &report.production_recommendations {
checklist.push(format!("◦ {}", recommendation));
}
Ok(checklist)
}
/// Module information and version
pub mod info {
pub use crate::production_stress_testing_modules::info::*;
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
#[ignore = "Long-running stress test - tests large data sizes up to 500k points"]
fn test_quick_production_readiness_check() {
let result = quick_production_readiness_check();
assert!(result.is_ok());
let readiness = result.expect("Operation failed");
// Should be one of the valid readiness states
assert!(matches!(
readiness,
ProductionReadiness::Ready
| ProductionReadiness::ReadyWithMonitoring
| ProductionReadiness::NeedsPerformanceTuning
| ProductionReadiness::NeedsBugFixes
| ProductionReadiness::NotReady
));
}
#[test]
#[ignore = "Long-running stress test - f32 version of production readiness check"]
fn test_quick_production_readiness_check_f32() {
let result = quick_production_readiness_check_f32();
assert!(result.is_ok());
}
#[test]
#[ignore = "Long-running stress test - comprehensive production validation"]
fn test_validate_for_production() {
let result = validate_for_production::<f64>();
assert!(result.is_ok());
// Result should be boolean
let _is_ready = result.expect("Operation failed");
}
#[test]
#[ignore = "Long-running stress test - generates deployment checklist after full testing"]
fn test_generate_deployment_checklist() {
let result = generate_deployment_checklist::<f64>();
assert!(result.is_ok());
let checklist = result.expect("Operation failed");
assert!(!checklist.is_empty());
// Should contain basic checks
assert!(checklist.iter().any(|item| item.contains("stress tests")));
}
#[test]
#[ignore = "Long-running stress test - runs targeted stress test categories"]
fn test_targeted_stress_tests() {
let categories = vec![
StressTestCategory::ExtremeDataSize,
StressTestCategory::ErrorHandling,
];
let result = run_targeted_stress_tests::<f64>(&categories);
assert!(result.is_ok());
}
#[test]
fn test_module_api_integration() {
// Test that the re-exported API works correctly
let config = StressTestConfig::default();
let _tester = ProductionStressTester::<f64>::with_config(config);
// Test data generation
let result = generate_test_data::<f64>("linear", 100);
assert!(result.is_ok());
// Test pathological data types
let types = get_pathological_data_types();
assert!(!types.is_empty());
}
#[test]
fn test_type_aliases() {
let _tester_f32: ProductionStressTesterF32 = ProductionStressTester::new();
let _tester_f64: ProductionStressTesterF64 = ProductionStressTester::new();
}
#[test]
fn test_prelude_imports() {
use super::production_stress_testing_modules::prelude::*;
// Test that prelude imports work correctly
let _tester = create_stress_tester::<f64>();
let _config = StressTestConfig::default();
// These should compile without additional imports
let _status = TestStatus::Passed;
let _readiness = ProductionReadiness::Ready;
}
#[test]
fn test_comprehensive_workflow() {
// Test a complete workflow using the modular API
let config = StressTestConfig {
max_data_size: 1_000, // Small for testing
stress_iterations: 2, // Minimal iterations
test_timeout: 5, // Short timeout
memory_limit: Some(64 * 1024 * 1024), // 64MB
test_extreme_cases: false, // Skip extreme cases for speed
max_performance_degradation: 10.0,
};
// Create tester with custom config
let tester = create_stress_tester_with_config::<f64>(config);
assert_eq!(tester.config.max_data_size, 1_000);
// Test data generation workflow
let linear_data = create_linear_data::<f64>(50);
assert!(linear_data.is_ok());
let constant_data = create_constant_data::<f64>(50);
assert!(constant_data.is_ok());
// Test error data generation
let empty_data = create_empty_data::<f64>();
assert!(empty_data.is_ok());
// Test that we can generate various data types
for data_type in ["linear", "quadratic", "exponential"].iter() {
let result = generate_test_data::<f64>(data_type, 50);
assert!(result.is_ok(), "Failed to generate {} data", data_type);
}
}
#[test]
#[ignore = "Long-running stress test - validates deployment checklist content"]
fn test_deployment_checklist_content() {
// Test that deployment checklist contains expected items
let result = generate_deployment_checklist::<f64>();
assert!(result.is_ok());
let checklist = result.expect("Operation failed");
// Should contain monitoring recommendations
assert!(checklist.iter().any(|item| item.contains("monitoring")));
// Should contain some form of status indicators
let has_check_marks = checklist.iter().any(|item| item.contains("✓"));
let has_cross_marks = checklist.iter().any(|item| item.contains("✗"));
let has_circles = checklist.iter().any(|item| item.contains("◦"));
assert!(has_check_marks || has_cross_marks || has_circles);
}
}