Crate optirs_bench 

OptiRS Benchmarking Library

This crate provides comprehensive benchmarking, profiling, performance analysis, and regression detection tools for ML optimization algorithms in the OptiRS ecosystem.

Features

• Performance Benchmarking: Compare optimizers across standard test functions
• Gradient Flow Analysis: Monitor optimization dynamics and convergence patterns
• Memory Profiling: Track memory usage, detect leaks, and optimize allocation
• Regression Detection: Detect performance regressions across different versions
• Cross-Platform Testing: Validate optimizers across different hardware and OS
• Security Auditing: Scan for security vulnerabilities and compliance issues
• CI/CD Integration: Automated testing and reporting for continuous integration
• Visualization Tools: Generate plots and reports for optimization analysis

Architecture

The crate is organized into several main modules:

• benchmarking: Core benchmarking functionality and test suites
• memory: Memory profiling, leak detection, and optimization
• regression: Performance regression detection and alerting
• security: Security auditing and vulnerability scanning
• visualization: Plotting and reporting tools
• ci_cd_automation: Continuous integration and deployment automation
• cross_platform: Cross-platform testing and validation

Usage

use optirs_bench::{
    OptimizerBenchmark, GradientFlowAnalyzer,
    visualization::OptimizerStateVisualizer,
};
use scirs2_core::ndarray_ext::{Array1, Ix1};

// Create a benchmark suite
let mut benchmark = OptimizerBenchmark::<f64>::new();
benchmark.add_standard_test_functions();

// Set up gradient flow analysis
let mut analyzer = GradientFlowAnalyzer::<f64, Ix1>::new(1000);

// Set up state visualization
let mut visualizer = OptimizerStateVisualizer::<f64, Ix1>::new(500);

Modules

advanced_cross_platform_orchestrator

advanced_leak_detectors

advanced_memory_leak_detector

advanced_pattern_detection

automated_test_runners

ci_cd_automation

comprehensive_security_auditor

cross_framework

cross_platform_tester

documentation_analyzer

enhanced_memory_monitor

error

memory_leak_detector

memory_optimizer

performance_profiler

performance_regression_detector

prelude

Prelude module for common imports

regression_tester

security_auditor

visualization

Optimizer state visualization tools

Structs

BenchmarkReport

Comprehensive benchmark report

BenchmarkResult

Result of a single benchmark run

ComparisonMetric

Metric for comparing optimizers

GradientFlowAnalyzer

Gradient flow analyzer for understanding optimization dynamics

GradientFlowStats

Statistics about gradient flow

OptimizerBenchmark

Optimizer benchmark suite

OptimizerComparison

Comparison between two optimizers

OptimizerDashboard

Dashboard for multiple optimizer comparison

OptimizerPerformance

Performance summary for an optimizer

OptimizerStateSnapshot

Snapshot of optimizer internal state

OptimizerStateVisualizer

Optimizer state visualizer

ParameterGroupStats

Statistics for a single parameter group

TestFunction

Test function for optimization benchmarking

VisualizationData

Data structure for visualization

VisualizationExport

Exported data for visualization

Enums

OptimError

Error type for ML optimization operations

Type Aliases

GradientFunction

Type alias for gradient function

ObjectiveFunction

Type alias for objective function

Result

Result type for ML optimization operations