clustering-tfjs/dist/benchmarks/compare.d.ts

High-performance TypeScript clustering algorithms (K-Means, Spectral, Agglomerative) with TensorFlow.js acceleration and scikit-learn compatibility

import { BenchmarkResult } from './index';
export interface BackendComparison {
    backend: string;
    algorithm: string;
    datasetSize: string;
    speedupVsCPU: number;
    memoryRatio: number;
    recommendation: string;
}
export declare function analyzeBackendPerformance(results: BenchmarkResult[]): BackendComparison[];
export declare function generateBackendRecommendations(comparisons: BackendComparison[]): string;
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