Module application_tasks

Module application_tasks 

Source
Expand description

Application-specific evaluation tasks for embedding models

This module implements comprehensive evaluation metrics and benchmarks for real-world applications of knowledge graph embeddings including recommendation systems, search relevance, clustering performance, and classification accuracy.

Re-exports§

pub use classification::ClassResults;
pub use classification::ClassificationEvaluator;
pub use classification::ClassificationMetric;
pub use classification::ClassificationReport;
pub use classification::ClassificationResults;
pub use classification::SimpleClassifier;
pub use clustering::ClusterAnalysis;
pub use clustering::ClusteringEvaluator;
pub use clustering::ClusteringMetric;
pub use clustering::ClusteringResults;
pub use clustering::ClusteringStabilityAnalysis;
pub use query_answering::ApplicationQueryAnsweringEvaluator;
pub use query_answering::ComplexityResults;
pub use query_answering::QueryAnsweringMetric;
pub use query_answering::QueryAnsweringResults;
pub use query_answering::QueryComplexity;
pub use query_answering::QueryResult;
pub use query_answering::QueryType;
pub use query_answering::QuestionAnswerPair;
pub use query_answering::ReasoningAnalysis;
pub use query_answering::TypeResults;
pub use recommendation::ABTestResults;
pub use recommendation::CoverageStats;
pub use recommendation::DiversityAnalysis;
pub use recommendation::InteractionType;
pub use recommendation::ItemMetadata;
pub use recommendation::RecommendationEvaluator;
pub use recommendation::RecommendationMetric;
pub use recommendation::RecommendationResults;
pub use recommendation::UserInteraction;
pub use recommendation::UserRecommendationResults;
pub use retrieval::DocumentMetadata;
pub use retrieval::RetrievalAnalysis;
pub use retrieval::RetrievalEvaluator;
pub use retrieval::RetrievalMetric;
pub use retrieval::RetrievalQuery;
pub use retrieval::RetrievalResults;
pub use search::QueryPerformanceAnalysis;
pub use search::QueryResults;
pub use search::RelevanceJudgment;
pub use search::SearchEffectivenessMetrics;
pub use search::SearchEvaluator;
pub use search::SearchMetric;
pub use search::SearchResults;

Modules§

classification
Classification evaluation module
clustering
Clustering evaluation module
query_answering
Query answering evaluation module
recommendation
Recommendation system evaluation module
retrieval
Retrieval evaluation module
search
Search relevance evaluation module

Structs§

ApplicationEvalConfig
Configuration for application evaluation
ApplicationEvalResults
Application evaluation results
ApplicationTaskEvaluator
Application-specific task evaluator