Struct TransformerOptimizerConfig

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pub struct TransformerOptimizerConfig {Show 18 fields
    pub base_config: LearnedOptimizerConfig,
    pub modeldim: usize,
    pub numheads: usize,
    pub ff_dim: usize,
    pub num_layers: usize,
    pub max_sequence_length: usize,
    pub attention_dropout: f64,
    pub ff_dropout: f64,
    pub layer_norm_eps: f64,
    pub pre_layer_norm: bool,
    pub pos_encoding_type: PositionalEncodingType,
    pub relative_position_bias: bool,
    pub use_rope: bool,
    pub gradient_checkpointing: bool,
    pub attention_optimization: AttentionOptimization,
    pub multi_scale_attention: bool,
    pub cross_attention: bool,
    pub memory_efficient: bool,
}

Expand description

Configuration specific to Transformer optimizer

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§base_config: LearnedOptimizerConfig

Base learned optimizer config

§modeldim: usize

Model dimension (d_model)

§numheads: usize

Number of attention heads

§ff_dim: usize

Feed-forward network dimension

§num_layers: usize

Number of transformer layers

§max_sequence_length: usize

Maximum sequence length

§attention_dropout: f64

Attention dropout rate

§ff_dropout: f64

Feed-forward dropout rate

§layer_norm_eps: f64

Layer normalization epsilon

§pre_layer_norm: bool

Use pre-layer normalization

§pos_encoding_type: PositionalEncodingType

Positional encoding type

§relative_position_bias: bool

Enable relative position bias

§use_rope: bool

Use rotary position embedding

§gradient_checkpointing: bool

Enable gradient checkpointing

§attention_optimization: AttentionOptimization

Attention pattern optimization

§multi_scale_attention: bool

Multi-scale attention

§cross_attention: bool

Cross-attention for multi-task learning

§memory_efficient: bool

Memory efficiency mode

Trait Implementations§

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impl Clone for TransformerOptimizerConfig

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fn clone(&self) -> TransformerOptimizerConfig

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 TransformerOptimizerConfig

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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 TransformerOptimizerConfig

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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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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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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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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