AsyncCollector

Struct AsyncCollector 

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pub struct AsyncCollector { /* private fields */ }
Expand description

Asynchronous rollout collector that runs env stepping and GAE computation in a background thread, sending completed batches through a channel.

The collector requires two external function pointers:

  • action_fn: given flat observations [n_envs * obs_dim], returns (actions_flat, log_probs) where actions are [n_envs * act_dim] and log_probs are [n_envs].
  • value_fn: given flat observations [n_envs * obs_dim], returns value estimates [n_envs].

This design lets the Python side own the neural network while Rust handles the tight env-stepping loop.

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impl AsyncCollector

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pub fn start( envs: Box<dyn BatchSteppable>, n_steps: usize, gamma: f64, gae_lambda: f64, tx: Sender<RolloutBatch>, value_fn: Arc<dyn Fn(&[f32]) -> Vec<f64> + Send + Sync>, action_fn: Arc<dyn Fn(&[f32]) -> (Vec<f32>, Vec<f64>) + Send + Sync>, ) -> Self

Start the collector in a background thread.

The collector will repeatedly:

  1. Collect n_steps of experience from all envs
  2. Compute GAE advantages and returns
  3. Send the resulting RolloutBatch through tx

It stops when stop() is called or the channel is disconnected.

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pub fn stop(&mut self)

Signal the collector to stop and wait for the thread to finish.

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pub fn is_stopped(&self) -> bool

Check whether the collector has been asked to stop.

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impl Drop for AsyncCollector

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fn drop(&mut self)

Executes the destructor for this type. Read more

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