pub struct AdvancedEnhancedSimdProcessor<F> { /* private fields */ }Expand description
Advanced-enhanced SIMD processor with adaptive optimization
Implementations§
Source§impl<F> AdvancedEnhancedSimdProcessor<F>
impl<F> AdvancedEnhancedSimdProcessor<F>
Sourcepub fn new(config: AdvancedSimdConfig) -> StatsResult<Self>
pub fn new(config: AdvancedSimdConfig) -> StatsResult<Self>
Create a new advanced-enhanced SIMD processor
Sourcepub fn advanced_mean(
&self,
data: ArrayView1<'_, F>,
) -> StatsResult<AdvancedSimdResults<F>>
pub fn advanced_mean( &self, data: ArrayView1<'_, F>, ) -> StatsResult<AdvancedSimdResults<F>>
Compute advanced-optimized mean with adaptive algorithm selection
Sourcepub fn advanced_std(
&self,
data: ArrayView1<'_, F>,
ddof: usize,
) -> StatsResult<AdvancedSimdResults<F>>
pub fn advanced_std( &self, data: ArrayView1<'_, F>, ddof: usize, ) -> StatsResult<AdvancedSimdResults<F>>
Advanced-optimized standard deviation with numerical stability
Sourcepub fn get_performance_stats(&self) -> PerformanceStatistics
pub fn get_performance_stats(&self) -> PerformanceStatistics
Get current performance statistics
Sourcepub fn reset_performance_stats(&self)
pub fn reset_performance_stats(&self)
Reset performance statistics
Source§impl<F> AdvancedEnhancedSimdProcessor<F>
Machine learning-based algorithm selection for SIMD operations
impl<F> AdvancedEnhancedSimdProcessor<F>
Machine learning-based algorithm selection for SIMD operations
Sourcepub fn predict_optimal_algorithm(
&self,
datasize: usize,
data_variance: F,
) -> OptimalAlgorithm
pub fn predict_optimal_algorithm( &self, datasize: usize, data_variance: F, ) -> OptimalAlgorithm
Predict optimal algorithm based on data characteristics
Sourcepub fn cache_aware_mean(&self, data: &ArrayView1<'_, F>) -> StatsResult<F>
pub fn cache_aware_mean(&self, data: &ArrayView1<'_, F>) -> StatsResult<F>
Advanced cache-aware statistical computation
Sourcepub fn adaptive_prefetch_variance(
&self,
data: &ArrayView1<'_, F>,
ddof: usize,
) -> StatsResult<F>
pub fn adaptive_prefetch_variance( &self, data: &ArrayView1<'_, F>, ddof: usize, ) -> StatsResult<F>
Adaptive prefetching for statistical operations
Sourcepub fn auto_tune_parameters(
&mut self,
sampledata: &ArrayView1<'_, F>,
) -> StatsResult<()>
pub fn auto_tune_parameters( &mut self, sampledata: &ArrayView1<'_, F>, ) -> StatsResult<()>
Auto-tuning for SIMD parameters based on runtime characteristics
Auto Trait Implementations§
impl<F> Freeze for AdvancedEnhancedSimdProcessor<F>
impl<F> RefUnwindSafe for AdvancedEnhancedSimdProcessor<F>where
F: RefUnwindSafe,
impl<F> Send for AdvancedEnhancedSimdProcessor<F>where
F: Send,
impl<F> Sync for AdvancedEnhancedSimdProcessor<F>where
F: Sync,
impl<F> Unpin for AdvancedEnhancedSimdProcessor<F>where
F: Unpin,
impl<F> UnwindSafe for AdvancedEnhancedSimdProcessor<F>where
F: UnwindSafe,
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self> ⓘ
fn into_either(self, into_left: bool) -> Either<Self, Self> ⓘ
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self> ⓘ
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self> ⓘ
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
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fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.