pub struct VectorStats {
pub dimensions: usize,
pub mean: f32,
pub std_dev: f32,
pub min_val: f32,
pub max_val: f32,
pub entropy: f32,
pub sparsity: f32,
pub correlation: f32,
pub intrinsic_dimension: f32,
pub clustering_tendency: f32,
pub temporal_stability: f32,
pub domain_affinity: VectorDomain,
}
Expand description
Enhanced statistics about vector data characteristics
Fields§
§dimensions: usize
§mean: f32
§std_dev: f32
§min_val: f32
§max_val: f32
§entropy: f32
§sparsity: f32
§correlation: f32
§intrinsic_dimension: f32
§clustering_tendency: f32
§temporal_stability: f32
§domain_affinity: VectorDomain
Implementations§
Source§impl VectorStats
impl VectorStats
Sourcepub fn from_vector(vector: &Vector) -> Result<Self, VectorError>
pub fn from_vector(vector: &Vector) -> Result<Self, VectorError>
Calculate enhanced statistics for a vector with context
Sourcepub fn from_vector_with_context(
vector: &Vector,
context: &CompressionContext,
) -> Result<Self, VectorError>
pub fn from_vector_with_context( vector: &Vector, context: &CompressionContext, ) -> Result<Self, VectorError>
Calculate statistics for a vector with compression context
Sourcepub fn from_vectors(vectors: &[Vector]) -> Result<Self, VectorError>
pub fn from_vectors(vectors: &[Vector]) -> Result<Self, VectorError>
Calculate aggregate statistics from multiple vectors
Sourcepub fn from_vectors_with_context(
vectors: &[Vector],
context: &CompressionContext,
) -> Result<Self, VectorError>
pub fn from_vectors_with_context( vectors: &[Vector], context: &CompressionContext, ) -> Result<Self, VectorError>
Calculate aggregate statistics from multiple vectors with context
Trait Implementations§
Source§impl Clone for VectorStats
impl Clone for VectorStats
Source§fn clone(&self) -> VectorStats
fn clone(&self) -> VectorStats
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 VectorStats
impl RefUnwindSafe for VectorStats
impl Send for VectorStats
impl Sync for VectorStats
impl Unpin for VectorStats
impl UnwindSafe for VectorStats
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> Instrument for T
impl<T> Instrument for T
Source§fn instrument(self, span: Span) -> Instrumented<Self>
fn instrument(self, span: Span) -> Instrumented<Self>
Source§fn in_current_span(self) -> Instrumented<Self>
fn in_current_span(self) -> Instrumented<Self>
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<T> PolicyExt for Twhere
T: ?Sized,
impl<T> PolicyExt for Twhere
T: ?Sized,
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.