pub struct CosineSimilarity { /* private fields */ }Expand description
Cosine similarity kernel.
Computes cosine similarity: |N(u) ∩ N(v)| / sqrt(|N(u)| * |N(v)|) This is the normalized version of common neighbors.
Implementations§
Source§impl CosineSimilarity
impl CosineSimilarity
Sourcepub fn compute_pair(graph: &CsrGraph, node_a: u64, node_b: u64) -> f64
pub fn compute_pair(graph: &CsrGraph, node_a: u64, node_b: u64) -> f64
Compute cosine similarity between two nodes.
Sourcepub fn compute_all_pairs(
graph: &CsrGraph,
min_similarity: f64,
max_pairs: usize,
) -> Vec<SimilarityScore>
pub fn compute_all_pairs( graph: &CsrGraph, min_similarity: f64, max_pairs: usize, ) -> Vec<SimilarityScore>
Compute cosine similarity for all pairs above a threshold.
Trait Implementations§
Source§impl Clone for CosineSimilarity
impl Clone for CosineSimilarity
Source§fn clone(&self) -> CosineSimilarity
fn clone(&self) -> CosineSimilarity
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 moreSource§impl Debug for CosineSimilarity
impl Debug for CosineSimilarity
Source§impl Default for CosineSimilarity
impl Default for CosineSimilarity
Source§impl GpuKernel for CosineSimilarity
impl GpuKernel for CosineSimilarity
Source§fn metadata(&self) -> &KernelMetadata
fn metadata(&self) -> &KernelMetadata
Returns the kernel metadata.
Source§fn requires_gpu_native(&self) -> bool
fn requires_gpu_native(&self) -> bool
Returns true if this kernel requires GPU-native execution.
Auto Trait Implementations§
impl Freeze for CosineSimilarity
impl RefUnwindSafe for CosineSimilarity
impl Send for CosineSimilarity
impl Sync for CosineSimilarity
impl Unpin for CosineSimilarity
impl UnwindSafe for CosineSimilarity
Blanket Implementations§
Source§impl<T> ArchivePointee for T
impl<T> ArchivePointee for T
Source§type ArchivedMetadata = ()
type ArchivedMetadata = ()
The archived version of the pointer metadata for this type.
Source§fn pointer_metadata(
_: &<T as ArchivePointee>::ArchivedMetadata,
) -> <T as Pointee>::Metadata
fn pointer_metadata( _: &<T as ArchivePointee>::ArchivedMetadata, ) -> <T as Pointee>::Metadata
Converts some archived metadata to the pointer metadata for itself.
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<F, W, T, D> Deserialize<With<T, W>, D> for F
impl<F, W, T, D> Deserialize<With<T, W>, D> for F
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> LayoutRaw for T
impl<T> LayoutRaw for T
Source§fn layout_raw(_: <T as Pointee>::Metadata) -> Result<Layout, LayoutError>
fn layout_raw(_: <T as Pointee>::Metadata) -> Result<Layout, LayoutError>
Gets the layout of the type.