Struct DARTS

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pub struct DARTS {
    pub normal_cell: Cell,
    pub reduction_cell: Cell,
    pub num_cells: usize,
    pub arch_lr: f32,
    pub weight_lr: f32,
}

Expand description

DARTS (Differentiable Architecture Search)

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§normal_cell: Cell

Normal cell (for feature extraction)

§reduction_cell: Cell

Reduction cell (for downsampling)

§num_cells: usize

Number of cells in the network

§arch_lr: f32

Learning rate for architecture parameters

§weight_lr: f32

Learning rate for network weights

Implementations§

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impl DARTS

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pub fn new(num_nodes: usize, num_cells: usize) -> Self

Create a new DARTS search

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pub fn search_step(&mut self, train_loss: f32, val_loss: f32)

Perform one step of architecture search

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pub fn derive_architecture( &self, ) -> (Vec<(usize, usize, Operation)>, Vec<(usize, usize, Operation)>)

Discretize the continuous architecture

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pub fn total_cost(&self) -> f32

Compute total network cost

Auto Trait Implementations§

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impl UnwindSafe for DARTS

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Calls U::from(self).

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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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