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PerformanceMetrics

oxirs_stream::performance_optimizer::ml

Struct PerformanceMetrics 

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pub struct PerformanceMetrics {
    pub throughput: f64,
    pub latency: f64,
    pub cpu_utilization: f64,
    pub memory_usage: f64,
    pub batch_size: f64,
    pub parallel_workers: f64,
    pub error_rate: f64,
    pub timestamp: SystemTime,
}
Expand description

Performance metrics for ML training and prediction

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§throughput: f64

Throughput in events per second

§latency: f64

Average latency in milliseconds

§cpu_utilization: f64

CPU utilization percentage

§memory_usage: f64

Memory usage in MB

§batch_size: f64

Batch size used

§parallel_workers: f64

Number of parallel workers

§error_rate: f64

Error rate percentage

§timestamp: SystemTime

Timestamp when metrics were collected

Implementations§

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impl PerformanceMetrics

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pub fn from_stats(stats: &ProcessingStats, config_params: ConfigParams) -> Self

Create metrics from processing stats

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pub fn to_feature_vector(&self) -> DVector<f64>

Convert to feature vector for ML models

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pub fn to_target_vector(&self) -> Vector2<f64>

Convert to target vector (throughput, latency)

Trait Implementations§

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impl Clone for PerformanceMetrics

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fn clone(&self) -> PerformanceMetrics

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 PerformanceMetrics

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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 PerformanceMetrics

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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 PerformanceMetrics

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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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