pub struct OptimizationConfig {
pub processing_strategy: ProcessingStrategy,
pub memory_limit_mb: usize,
pub use_robust: bool,
pub use_parallel: bool,
pub use_simd: bool,
pub use_gpu: bool,
pub chunk_size: usize,
pub num_threads: usize,
pub algorithm_params: HashMap<String, f64>,
}Expand description
Optimization configuration for a specific transformation
Fields§
§processing_strategy: ProcessingStrategyProcessing strategy to use
memory_limit_mb: usizeMemory limit in MB
use_robust: boolWhether to use robust statistics
use_parallel: boolWhether to use parallel processing
use_simd: boolWhether to use SIMD acceleration
use_gpu: boolWhether to use GPU acceleration
chunk_size: usizeChunk size for batch processing
num_threads: usizeNumber of threads to use
algorithm_params: HashMap<String, f64>Additional algorithm-specific parameters
Implementations§
Source§impl OptimizationConfig
impl OptimizationConfig
Sourcepub fn for_standardization(
datachars: &DataCharacteristics,
system: &SystemResources,
) -> Self
pub fn for_standardization( datachars: &DataCharacteristics, system: &SystemResources, ) -> Self
Create optimization config for standardization
Sourcepub fn for_pca(
datachars: &DataCharacteristics,
system: &SystemResources,
n_components: usize,
) -> Self
pub fn for_pca( datachars: &DataCharacteristics, system: &SystemResources, n_components: usize, ) -> Self
Create optimization config for PCA
Sourcepub fn for_polynomial_features(
datachars: &DataCharacteristics,
system: &SystemResources,
degree: usize,
) -> Result<Self>
pub fn for_polynomial_features( datachars: &DataCharacteristics, system: &SystemResources, degree: usize, ) -> Result<Self>
Create optimization config for polynomial features
Sourcepub fn estimated_execution_time(
&self,
datachars: &DataCharacteristics,
) -> Duration
pub fn estimated_execution_time( &self, datachars: &DataCharacteristics, ) -> Duration
Get estimated execution time for this configuration
Trait Implementations§
Source§impl Clone for OptimizationConfig
impl Clone for OptimizationConfig
Source§fn clone(&self) -> OptimizationConfig
fn clone(&self) -> OptimizationConfig
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreAuto Trait Implementations§
impl Freeze for OptimizationConfig
impl RefUnwindSafe for OptimizationConfig
impl Send for OptimizationConfig
impl Sync for OptimizationConfig
impl Unpin for OptimizationConfig
impl UnwindSafe for OptimizationConfig
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> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
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
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
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.