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ContinuousQNetworkConfig

Struct ContinuousQNetworkConfig 

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pub struct ContinuousQNetworkConfig {
    pub num_layers: usize,
    pub hidden_dim: usize,
    pub use_orthogonal_init: bool,
    pub activation: BurnActivation,
    pub seed: Option<u64>,
}
Expand description

Configuration for ContinuousQNetwork architecture.

Mirrors crate::policy::q_network::QNetworkBurnConfig but adds the depth/activation knobs SAC critics want (the default SAC critic is a 2-layer, 256-wide ReLU MLP per Haarnoja et al. 2018). Held as a separate type so the critic can be tuned independently of the actor.

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§num_layers: usize

Number of hidden layers in the trunk. Only 2 or 3 are supported; anything else is treated as 2.

§hidden_dim: usize

Width of every hidden layer.

§use_orthogonal_init: bool

If true, initialize hidden-layer weights with orthogonal (gain sqrt(2)) and the Q-head with gain = 0.01. Set false for Burn’s stock Kaiming-uniform default.

§activation: BurnActivation

Activation applied between hidden layers.

§seed: Option<u64>

Optional construction seed. When Some, every layer is built from a deterministic, StdRng-driven weight buffer (see crate::policy::seeded_init) so two constructions with the same seed produce bit-identical critics. When None (the default) Burn’s unseedable Initializer path is used verbatim. Twin critics should be seeded differently (or left unseeded) so they are decorrelated.

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impl ContinuousQNetworkConfig

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pub fn with_seed(self, seed: u64) -> Self

Set the construction seed, enabling the deterministic host-side init path in ContinuousQNetwork::with_config.

Builder-style; returns self for chaining: ContinuousQNetworkConfig::default().with_seed(42).

Trait Implementations§

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impl Clone for ContinuousQNetworkConfig

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fn clone(&self) -> ContinuousQNetworkConfig

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more
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impl Copy for ContinuousQNetworkConfig

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impl Debug for ContinuousQNetworkConfig

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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 Default for ContinuousQNetworkConfig

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fn default() -> Self

Returns the “default value” for a type. Read more

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