AlgorithmBenchmark

scirs2_cluster::advanced_benchmarking

Struct AlgorithmBenchmark 

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pub struct AlgorithmBenchmark {
    pub algorithm: String,
    pub performance: PerformanceStatistics,
    pub memory: Option<MemoryProfile>,
    pub gpu_comparison: Option<GpuVsCpuComparison>,
    pub quality_metrics: QualityMetrics,
    pub scalability: Option<ScalabilityAnalysis>,
    pub optimization_suggestions: Vec<OptimizationSuggestion>,
    pub error_rate: f64,
}
Expand description

Single algorithm benchmark result

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§algorithm: String

Algorithm name

§performance: PerformanceStatistics

Performance statistics

§memory: Option<MemoryProfile>

Memory usage profile

§gpu_comparison: Option<GpuVsCpuComparison>

GPU vs CPU comparison (if enabled)

§quality_metrics: QualityMetrics

Clustering quality metrics

§scalability: Option<ScalabilityAnalysis>

Scalability analysis

§optimization_suggestions: Vec<OptimizationSuggestion>

Optimization suggestions

§error_rate: f64

Error rate during benchmarking

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impl Clone for AlgorithmBenchmark

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fn clone(&self) -> AlgorithmBenchmark

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for AlgorithmBenchmark

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

Formats the value using the given formatter. Read more
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impl<'de> Deserialize<'de> for AlgorithmBenchmark

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

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for AlgorithmBenchmark

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

Serialize this value into the given Serde serializer. Read more

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🔬This is a nightly-only experimental API. (clone_to_uninit)
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