Struct ComparativeAnalysis 

pub struct ComparativeAnalysis {
    pub rograg_metrics: AggregatedMetrics,
    pub baseline_metrics: AggregatedMetrics,
    pub improvement_percentages: ImprovementPercentages,
    pub statistical_significance: StatisticalSignificance,
    pub sample_size: usize,
    pub analysis_timestamp: u64,
}

Comparative analysis result.

Comprehensive comparison of ROGRAG performance against baseline GraphRAG, including statistical significance testing and improvement quantification.

Example

let analysis = ComparativeAnalysis {
    rograg_metrics: AggregatedMetrics::default(),
    baseline_metrics: AggregatedMetrics::default(),
    improvement_percentages: ImprovementPercentages {
        accuracy_improvement: 15.2,
        completeness_improvement: 12.8,
        coherence_improvement: 18.5,
        relevance_improvement: 14.3,
        overall_improvement: 15.2,
    },
    statistical_significance: StatisticalSignificance::default(),
    sample_size: 100,
    analysis_timestamp: 1234567890,
};
assert!(analysis.improvement_percentages.overall_improvement > 10.0);

Fields

rograg_metrics: AggregatedMetrics

Aggregated metrics for ROGRAG system.

Performance statistics averaged across all ROGRAG queries in the comparison sample.

baseline_metrics: AggregatedMetrics

Aggregated metrics for baseline GraphRAG system.

Performance statistics averaged across all baseline queries in the comparison sample.

improvement_percentages: ImprovementPercentages

Percentage improvements over baseline.

Calculated improvement for each quality dimension, showing how much ROGRAG outperforms baseline.

statistical_significance: StatisticalSignificance

Statistical significance analysis.

P-values and effect sizes establishing whether observed improvements are statistically significant or due to chance.

sample_size: usize

Number of query pairs used in comparison.

Sample size for statistical analysis. Larger values provide more reliable results.

analysis_timestamp: u64

Unix timestamp when analysis was performed.

Seconds since UNIX epoch. Used for tracking analysis history.

Trait Implementations

impl Clone for ComparativeAnalysis

fn clone(&self) -> ComparativeAnalysis

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for ComparativeAnalysis

fn fmt(&self, f: &mut Formatter<'_>) -> Result<(), Error>

Formats the value using the given formatter.

impl Default for ComparativeAnalysis

fn default() -> ComparativeAnalysis

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for ComparativeAnalysis

fn deserialize<__D>( __deserializer: __D, ) -> Result<ComparativeAnalysis, <__D as Deserializer<'de>>::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for ComparativeAnalysis

fn serialize<__S>( &self, __serializer: __S, ) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.