ScoreFunction

Struct ScoreFunction 

Source
pub struct ScoreFunction {
    pub tc_weight: f64,
    pub sc_weight: f64,
    pub rw_weight: f64,
    pub sc_target: f64,
}
Expand description

Weighted scoring function for contraction quality evaluation.

The score is computed as:

score = tc_weight * 2^tc + rw_weight * 2^rw + sc_weight * max(0, 2^sc - 2^sc_target)

Where:

  • tc is the time complexity (log2 of FLOP count)
  • sc is the space complexity (log2 of max intermediate tensor size)
  • rw is the read-write complexity (log2 of total I/O operations)

§Example

use omeco::ScoreFunction;

let score = ScoreFunction::default();
let result = score.evaluate(10.0, 5.0, 8.0);

Fields§

§tc_weight: f64

Weight for time complexity (default: 1.0)

§sc_weight: f64

Weight for space complexity penalty (default: 1.0)

§rw_weight: f64

Weight for read-write complexity (default: 0.0)

§sc_target: f64

Target space complexity threshold (default: 20.0) Space complexity is only penalized if it exceeds this target.

Implementations§

Source§

impl ScoreFunction

Source

pub fn new( tc_weight: f64, sc_weight: f64, rw_weight: f64, sc_target: f64, ) -> Self

Create a new ScoreFunction with custom weights.

Source

pub fn time_optimized() -> Self

Create a score function optimizing primarily for time complexity.

Source

pub fn space_optimized(sc_target: f64) -> Self

Create a score function optimizing primarily for space complexity.

Source

pub fn evaluate(&self, tc: f64, sc: f64, rw: f64) -> f64

Evaluate the score for given complexity values.

§Arguments
  • tc - Time complexity (log2)
  • sc - Space complexity (log2)
  • rw - Read-write complexity (log2)
§Returns

The weighted score value (lower is better).

Source

pub fn exceeds_target(&self, sc: f64) -> bool

Check if space complexity exceeds the target.

Source

pub fn with_sc_target(self, sc_target: f64) -> Self

Builder method to set the space complexity target.

Source

pub fn with_tc_weight(self, tc_weight: f64) -> Self

Builder method to set the time complexity weight.

Source

pub fn with_sc_weight(self, sc_weight: f64) -> Self

Builder method to set the space complexity weight.

Source

pub fn with_rw_weight(self, rw_weight: f64) -> Self

Builder method to set the read-write complexity weight.

Trait Implementations§

Source§

impl Clone for ScoreFunction

Source§

fn clone(&self) -> ScoreFunction

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
Source§

impl Debug for ScoreFunction

Source§

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

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

impl Default for ScoreFunction

Source§

fn default() -> Self

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

impl<'de> Deserialize<'de> for ScoreFunction

Source§

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
Source§

impl Serialize for ScoreFunction

Source§

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more

Auto Trait Implementations§

Blanket Implementations§

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<T> CloneToUninit for T
where T: Clone,

Source§

unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

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> ToOwned for T
where T: Clone,

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
Source§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,