Struct ModelPerformance 

pub struct ModelPerformance {
    pub inference_time: f64,
    pub memory_usage: u64,
    pub flops: u64,
    pub accuracy: AccuracyMetrics,
    pub throughput: ThroughputMetrics,
    pub resource_utilization: ModelResourceUtilization,
}

Model performance characteristics

Fields

inference_time: f64

Average inference time in milliseconds

memory_usage: u64

Memory usage in bytes

flops: u64

FLOPs (floating point operations) required

accuracy: AccuracyMetrics

Model accuracy metrics

throughput: ThroughputMetrics

Throughput metrics

resource_utilization: ModelResourceUtilization

Resource utilization

Implementations

impl ModelPerformance

pub fn mobile_optimized() -> Self

Create performance profile for lightweight mobile models

pub fn server_optimized() -> Self

Create performance profile for server-side models

pub fn edge_optimized() -> Self

Create performance profile for edge devices

Trait Implementations

impl Clone for ModelPerformance

fn clone(&self) -> ModelPerformance

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for ModelPerformance

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

Formats the value using the given formatter.

impl Default for ModelPerformance

fn default() -> Self

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for ModelPerformance

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for ModelPerformance

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

where __S: Serializer,

Serialize this value into the given Serde serializer.