Module analysis 

Advanced analysis tools Analysis tools for quantization

This module provides comprehensive tools for analyzing the impact of quantization on models, including sensitivity analysis, accuracy comparison, performance metrics, and visualization. The modular architecture separates concerns while maintaining a clean, unified interface.

Re-exports

pub use config::AccuracyComparison;

pub use config::AnalysisConfig;

pub use config::EfficiencyWeights;

pub use config::LayerSensitivityResult;

pub use config::NormalizationFactors;

pub use config::SensitivityAnalysisResults;

pub use sensitivity::SensitivityAnalyzer;

pub use size::SizeAnalyzer;

pub use size::SizeReport;

pub use speed::SpeedAnalyzer;

pub use statistical::AdvancedStatisticalAnalyzer;

pub use statistical::ComprehensiveStatisticalReport;

pub use statistical::RiskLevel;

pub use statistical::StatisticalSignificance;

pub use visualization::VisualizationTool;

pub use benchmarking::BenchmarkConfig;

pub use benchmarking::BenchmarkResult;

pub use benchmarking::OptimizationCriteria;

pub use benchmarking::QuantizationBenchmarker;

Modules

benchmarking

Performance benchmarking utilities for quantization analysis

config

Configuration and core types for quantization analysis

sensitivity

Sensitivity analysis for quantization

size

Size analysis for quantized models

speed

Speed analysis for quantized operations

statistical

Advanced statistical analysis for quantization

visualization

Visualization tools for quantization analysis

Functions

batch_analyze_models

Batch analyze multiple models

compare_model_sizes

Generate size comparison report for multiple schemes

generate_comprehensive_analysis_report

Create a comprehensive analysis report

production_analysis_config

Create an analysis configuration optimized for production deployment

quick_sensitivity_analysis

Perform quick sensitivity analysis for a list of layer names

research_analysis_config

Create an analysis configuration optimized for research/experimentation