pub struct WorkloadCharacterizer { /* private fields */ }Expand description
Workload characterization system
Implementations§
Source§impl WorkloadCharacterizer
impl WorkloadCharacterizer
Sourcepub fn extract_features(
&self,
flops: f64,
bytes_accessed: f64,
memory_footprint: usize,
working_set: usize,
) -> WorkloadFeatures
pub fn extract_features( &self, flops: f64, bytes_accessed: f64, memory_footprint: usize, working_set: usize, ) -> WorkloadFeatures
Extract features from workload metrics
Sourcepub fn classify(&self, features: &WorkloadFeatures) -> ClassificationResult
pub fn classify(&self, features: &WorkloadFeatures) -> ClassificationResult
Classify workload based on features
Sourcepub fn workload_similarity(
&self,
a: &WorkloadFeatures,
b: &WorkloadFeatures,
) -> f64
pub fn workload_similarity( &self, a: &WorkloadFeatures, b: &WorkloadFeatures, ) -> f64
Compute similarity between two workloads
Sourcepub fn recommend_backend(
&self,
category: WorkloadCategory,
size: usize,
) -> RecommendedBackend
pub fn recommend_backend( &self, category: WorkloadCategory, size: usize, ) -> RecommendedBackend
Recommend backend for workload
Sourcepub fn predict_crossover(&self, category: WorkloadCategory) -> Option<usize>
pub fn predict_crossover(&self, category: WorkloadCategory) -> Option<usize>
Predict GPU crossover size
Sourcepub fn add_prototype(
&mut self,
category: WorkloadCategory,
features: WorkloadFeatures,
)
pub fn add_prototype( &mut self, category: WorkloadCategory, features: WorkloadFeatures, )
Add custom prototype
Sourcepub fn get_prototypes(&self) -> &[(WorkloadCategory, WorkloadFeatures)]
pub fn get_prototypes(&self) -> &[(WorkloadCategory, WorkloadFeatures)]
Get all prototypes
Trait Implementations§
Source§impl Debug for WorkloadCharacterizer
impl Debug for WorkloadCharacterizer
Auto Trait Implementations§
impl Freeze for WorkloadCharacterizer
impl RefUnwindSafe for WorkloadCharacterizer
impl Send for WorkloadCharacterizer
impl Sync for WorkloadCharacterizer
impl Unpin for WorkloadCharacterizer
impl UnsafeUnpin for WorkloadCharacterizer
impl UnwindSafe for WorkloadCharacterizer
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