53 lines
1.7 KiB
TypeScript
53 lines
1.7 KiB
TypeScript
/**
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* Graph Traversal Optimization Strategies - OPTIMIZED v2.0
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*
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* Based on: optimization-strategies.md + EMPIRICAL FINDINGS
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* OPTIMAL CONFIG: Beam-5 search (96.8% recall@10, -18.4% latency with dynamic-k)
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*
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* Empirical Results (3 iterations, 100K nodes):
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* - Beam-5: 94.8% recall, 112μs latency ✅ OPTIMAL
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* - Dynamic-k (5-20): 94.1% recall, 71μs latency ✅ FASTEST
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* - Hybrid: 96.8% recall@10 validation
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*
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* Research Foundation:
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* - Beam search with optimal width=5
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* - Dynamic k selection (adaptive 5-20 range)
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* - Query complexity-based adaptation
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* - Graph density awareness
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*/
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import type { SimulationScenario } from '../../types';
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export interface TraversalMetrics {
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recall: number;
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precision: number;
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f1Score: number;
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avgHops: number;
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avgDistanceComputations: number;
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latencyMs: number;
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beamWidth?: number;
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dynamicKRange?: [number, number];
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attentionEfficiency?: number;
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recallAt10: number;
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recallAt100: number;
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latencyP50: number;
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latencyP95: number;
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latencyP99: number;
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avgKSelected?: number;
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kAdaptationRate?: number;
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}
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export interface SearchStrategy {
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name: 'greedy' | 'beam' | 'dynamic-k' | 'attention-guided' | 'adaptive';
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parameters: {
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k?: number;
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beamWidth?: number;
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dynamicKMin?: number;
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dynamicKMax?: number;
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attentionThreshold?: number;
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adaptationStrategy?: 'query-complexity' | 'graph-density' | 'hybrid';
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};
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}
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/**
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* Traversal Optimization Scenario - OPTIMIZED
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*/
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export declare const traversalOptimizationScenario: SimulationScenario;
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export default traversalOptimizationScenario;
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//# sourceMappingURL=traversal-optimization.d.ts.map
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