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TaskClusterManager

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Struct TaskClusterManager 

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

Manages task clustering

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impl TaskClusterManager

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pub fn new() -> TaskClusterManager

Create a new task cluster manager

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pub fn with_embedding_dim(embedding_dim: usize) -> TaskClusterManager

Create with specific embedding dimension

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pub fn get_clusters(&self) -> &[TaskCluster]

Get all clusters

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pub fn add_cluster(&mut self, cluster: TaskCluster)

Add a cluster

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pub fn set_clusters(&mut self, clusters: Vec<TaskCluster>)

Set clusters (replaces existing)

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pub fn find_matching_cluster( &self, task_embedding: &[f32], seal_result: Option<&SealProcessingResult>, ) -> Result<(&TaskCluster, f32), Error>

Find task cluster most similar to a task description (SEAL-enhanced)

This is the core classification function that:

  1. Uses SEAL’s resolved query if available (not original query)
  2. Prefers SEAL’s query core for better semantic matching
  3. Boosts similarity if SEAL quality is high
§Arguments
  • task_embedding - Pre-computed embedding of the task
  • seal_result - Optional SEAL processing result for enhancement
§Returns
  • Tuple of (cluster reference, similarity score)
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pub fn build_clusters_from_embeddings( &mut self, task_embeddings: ArrayBase<OwnedRepr<f32>, Dim<[usize; 2]>>, task_descriptions: Vec<String>, min_clusters: usize, max_clusters: usize, ) -> Result<Vec<usize>, Error>

Build clusters from a set of task embeddings using k-means (requires prompting feature - linfa)

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pub fn cluster_count(&self) -> usize

Get cluster count

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pub fn get_cluster_by_id(&self, id: &str) -> Option<&TaskCluster>

Get cluster by ID

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pub fn get_cluster_by_id_mut(&mut self, id: &str) -> Option<&mut TaskCluster>

Get mutable cluster by ID

Trait Implementations§

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impl Default for TaskClusterManager

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fn default() -> TaskClusterManager

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

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