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ConsensusParams

Struct ConsensusParams 

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pub struct ConsensusParams<F: BixverseFloat> {
    pub target: ConsensusTarget,
    pub n_neighbours: Option<usize>,
    pub density_threshold: Option<F>,
    pub kmeans_iters: usize,
    pub kmeans_n_init: usize,
    pub seed: u64,
}
Expand description

Options for the consensus step.

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§target: ConsensusTarget

Which factor to cluster.

§n_neighbours: Option<usize>

Neighbours used by the local-density filter. None or Some(0) resolve to LOCAL_NEIGHBOURHOOD_FRACTION * n_runs; both spellings mean “pick for me”, so that a zero arriving from R behaves the same way.

§density_threshold: Option<F>

Mean cosine distance to those neighbours above which a component is dropped. None disables filtering entirely.

§kmeans_iters: usize

Lloyd iterations per k-means restart.

§kmeans_n_init: usize

Number of k-means restarts; the lowest-inertia labelling wins.

§seed: u64

Seed for the k-means restarts.

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impl<F: BixverseFloat> ConsensusParams<F>

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pub fn new( target: ConsensusTarget, n_neighbours: Option<usize>, density_threshold: Option<F>, kmeans_iters: usize, kmeans_n_init: usize, seed: u64, ) -> Self

Generate a new instance of ConsensusParams

§Params
  • target - Which factor to cluster, see ConsensusTarget.
  • n_neighbours - Neighbours for the density filter. None or Some(0) for the 0.3 * n_runs heuristic.
  • density_threshold - Mean cosine distance cutoff. None disables the filter.
  • kmeans_iters - Lloyd iterations per k-means restart.
  • kmeans_n_init - Number of k-means restarts.
  • seed - Seed for the k-means restarts.
§Returns

The initialised ConsensusParams.

Trait Implementations§

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impl<F: Clone + BixverseFloat> Clone for ConsensusParams<F>

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fn clone(&self) -> Self

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<F: Copy + BixverseFloat> Copy for ConsensusParams<F>

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impl<F: Debug + BixverseFloat> Debug for ConsensusParams<F>

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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<F: BixverseFloat> Default for ConsensusParams<F>

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fn default() -> Self

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

Auto Trait Implementations§

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impl<F> Freeze for ConsensusParams<F>
where Option<F>: Freeze,

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impl<F> RefUnwindSafe for ConsensusParams<F>

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impl<F> Send for ConsensusParams<F>
where Option<F>: Send,

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impl<F> Sync for ConsensusParams<F>
where Option<F>: Sync,

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impl<F> Unpin for ConsensusParams<F>
where Option<F>: Unpin,

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impl<F> UnsafeUnpin for ConsensusParams<F>
where Option<F>: UnsafeUnpin,

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impl<F> UnwindSafe for ConsensusParams<F>
where Option<F>: UnwindSafe,

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impl<T> Any for T
where T: 'static + ?Sized,

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where T: ?Sized,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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