Enum ArchitecturePattern

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pub enum ArchitecturePattern {
    LayerSequence {
        sequence: Vec<String>,
        frequency: usize,
        performance_correlation: f64,
    },
    DepthRange {
        min_depth: usize,
        max_depth: usize,
        avg_performance: f64,
        confidence: f64,
    },
    ConnectionType {
        connection_type: String,
        usage_frequency: usize,
        avg_performance: f64,
    },
    ActivationFunction {
        activation: String,
        effectiveness: f64,
        usage_count: usize,
    },
    ParameterScaling {
        layer_type: String,
        optimal_range: (f64, f64),
        scaling_factor: f64,
    },
    RegularizationPattern {
        technique: String,
        optimal_strength: f64,
        applicable_layers: Vec<String>,
    },
}

Expand description

Architecture patterns extracted from meta-knowledge

Variants§

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LayerSequence

Successful layer sequence patterns

Fields

§sequence: Vec<String>

§frequency: usize

§performance_correlation: f64

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DepthRange

Optimal depth ranges for different tasks

Fields

§min_depth: usize

§max_depth: usize

§avg_performance: f64

§confidence: f64

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ConnectionType

Connection type effectiveness

Fields

§connection_type: String

§usage_frequency: usize

§avg_performance: f64

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ActivationFunction

Activation function effectiveness

Fields

§activation: String

§effectiveness: f64

§usage_count: usize

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ParameterScaling

Parameter scaling patterns

Fields

§layer_type: String

§optimal_range: (f64, f64)

§scaling_factor: f64

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RegularizationPattern

Regularization patterns

Fields

§technique: String

§optimal_strength: f64

§applicable_layers: Vec<String>

Trait Implementations§

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impl Clone for ArchitecturePattern

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fn clone(&self) -> ArchitecturePattern

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 ArchitecturePattern

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for ArchitecturePattern

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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