Struct ENAS

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pub struct ENAS {
    pub shared_weights: HashMap<Operation, Tensor>,
    pub controller_state: Vec<f32>,
    pub architecture_pool: Vec<(Cell, f32)>,
    pub num_samples: usize,
}

Expand description

ENAS (Efficient Neural Architecture Search)

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§shared_weights: HashMap<Operation, Tensor>

Shared weights for all operations

§controller_state: Vec<f32>

Controller RNN state

§architecture_pool: Vec<(Cell, f32)>

Sampled architectures and their rewards

§num_samples: usize

Number of architectures to sample per iteration

Implementations§

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impl ENAS

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pub fn new(num_samples: usize) -> Self

Create a new ENAS search

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pub fn sample_architecture(&mut self, num_nodes: usize) -> Cell

Sample an architecture using the controller

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pub fn train_step(&mut self, num_nodes: usize) -> f32

Train sampled architectures and update controller

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pub fn best_architecture(&self) -> Option<&Cell>

Get best architecture found so far

Auto Trait Implementations§

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impl !UnwindSafe for ENAS

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