Enum ArchitectureStrategy

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pub enum ArchitectureStrategy {
    Transformer {
        component_specific_lr: bool,
        layer_wise_decay: bool,
        attention_warmup: usize,
    },
    ConvolutionalNet {
        layer_type_lr: bool,
        depth_scaling: bool,
        bn_special_handling: bool,
    },
    RecurrentNet {
        rnn_gradient_clip: Option<f64>,
        weight_type_lr: bool,
    },
    Custom {
        rules: HashMap<String, LayerConfig>,
    },
}
Expand description

Architecture-specific optimization strategy

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Transformer

Transformer-specific optimizations

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§component_specific_lr: bool

Use different learning rates for different components

§layer_wise_decay: bool

Apply layer-wise learning rate decay

§attention_warmup: usize

Warmup steps for attention parameters

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ConvolutionalNet

CNN-specific optimizations

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§layer_type_lr: bool

Use different learning rates for conv vs fc layers

§depth_scaling: bool

Apply depth-wise learning rate scaling

§bn_special_handling: bool

Batch norm parameter handling

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RecurrentNet

RNN-specific optimizations

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§rnn_gradient_clip: Option<f64>

Gradient clipping specifically for RNNs

§weight_type_lr: bool

Different learning rates for recurrent vs linear weights

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Custom

Custom architecture strategy

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§rules: HashMap<String, LayerConfig>

Custom optimization rules

Trait Implementations§

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impl Clone for ArchitectureStrategy

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fn clone(&self) -> ArchitectureStrategy

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

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

Performs copy-assignment from source. Read more
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impl Debug for ArchitectureStrategy

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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<T> Any for T
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Gets the TypeId of self. Read more
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where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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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<U> 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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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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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

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

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
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type Error = <U as TryFrom<T>>::Error

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

Performs the conversion.
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impl<V, T> VZip<V> for T
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fn vzip(self) -> V