Skip to main content

TensorGraphPartitioner

Struct TensorGraphPartitioner 

Source
pub struct TensorGraphPartitioner {
    pub nodes: HashMap<u64, NodeWeight>,
    pub edges: Vec<GraphEdge>,
}
Expand description

Partitions a tensor computation graph into balanced subgraphs for distributed execution, minimising cross-partition edge traffic.

Fields§

§nodes: HashMap<u64, NodeWeight>

All nodes, keyed by their node_id.

§edges: Vec<GraphEdge>

All directed edges in the graph.

Implementations§

Source§

impl TensorGraphPartitioner

Source

pub fn new() -> Self

Creates an empty TensorGraphPartitioner.

Source

pub fn add_node(&mut self, node: NodeWeight)

Inserts (or replaces) a node in the graph.

Source

pub fn add_edge(&mut self, edge: GraphEdge)

Appends an edge to the graph.

Source

pub fn remove_node(&mut self, node_id: u64) -> bool

Removes a node and returns true if it was present.

Note: edges referencing the removed node are not automatically removed; callers that need edge consistency should manage this manually.

Source

pub fn partition(&self, k: usize) -> Vec<Partition>

Partitions the graph into at most k parts.

§Strategy
  1. If k == 0 or the graph has no nodes, return an empty vector.
  2. If k >= node count, assign one node per partition (only non-empty partitions are returned).
  3. Otherwise, sort all nodes by compute_cost descending and assign each node to the partition with the lowest current total compute cost (greedy min-heap approximation via linear scan over k partitions).
Source

pub fn stats(&self, partitions: &[Partition]) -> PartitionStats

Computes statistics for the given set of partitions.

Trait Implementations§

Source§

impl Debug for TensorGraphPartitioner

Source§

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
Source§

impl Default for TensorGraphPartitioner

Source§

fn default() -> TensorGraphPartitioner

Returns the “default value” for a type. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

impl<T> Allocation for T
where T: RefUnwindSafe + Send + Sync,

Source§

impl<T> Any for T
where T: 'static + ?Sized,

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
Source§

impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

Source§

impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

impl<T> Instrument for T

Source§

fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more
Source§

fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more
Source§

impl<T, U> Into<U> for T
where U: From<T>,

Source§

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source§

impl<T> IntoEither for T

Source§

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 more
Source§

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

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 more
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

Source§

impl<T> Same for T

Source§

type Output = T

Should always be Self
Source§

impl<T, U> TryFrom<U> for T
where U: Into<T>,

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source§

fn vzip(self) -> V

Source§

impl<T> WithSubscriber for T

Source§

fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more
Source§

fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more