Struct PruningConfig

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pub struct PruningConfig {
    pub pruning_ratio: f64,
    pub structured: bool,
    pub iterative: bool,
    pub num_iterations: usize,
    pub initial_ratio: f64,
    pub final_ratio: f64,
    pub schedule: String,
    pub min_threshold: f64,
    pub global_pruning: bool,
}

Expand description

Configuration for pruning strategies.

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§pruning_ratio: f64

Fraction of weights to prune (0.0 to 1.0)

§structured: bool

Whether to use structured pruning (entire neurons/channels)

§iterative: bool

Use iterative pruning (gradually increase pruning ratio)

§num_iterations: usize

Number of iterations for iterative pruning

§initial_ratio: f64

Initial pruning ratio for iterative pruning

§final_ratio: f64

Final pruning ratio for iterative pruning

§schedule: String

Pruning schedule: “linear”, “exponential”, “cosine”

§min_threshold: f64

Minimum weight magnitude threshold (weights below this are always pruned)

§global_pruning: bool

Whether to use global pruning (across all layers) or local (per-layer)

Trait Implementations§

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impl Clone for PruningConfig

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fn clone(&self) -> PruningConfig

Returns a duplicate of the value. Read more

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

Performs copy-assignment from source. Read more

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impl Debug for PruningConfig

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

Formats the value using the given formatter. Read more

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impl Default for PruningConfig

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fn default() -> Self

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

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impl<'de> Deserialize<'de> for PruningConfig

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

Deserialize this value from the given Serde deserializer. Read more

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impl Serialize for PruningConfig

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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§

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impl UnwindSafe for PruningConfig

Blanket Implementations§

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

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impl<T> CloneToUninit for T
where T: Clone,

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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

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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

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fn into(self) -> U

Calls U::from(self).

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

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impl<T> IntoEither for T

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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

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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

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