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

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

export interface BenchmarkResult {
    algorithm: string;
    backend: string;
    datasetSize: number;
    features: number;
    executionTime: number;
    memoryUsed: number;
    memoryPeak: number;
    tensorCount: number;
    backendInitTime: number;
    accuracy?: number;
}
export interface BenchmarkConfig {
    samples: number;
    features: number;
    centers: number;
    label: string;
}
export declare const BENCHMARK_CONFIGS: BenchmarkConfig[];
export declare function benchmarkAlgorithm(algorithm: 'kmeans' | 'spectral' | 'agglomerative', config: BenchmarkConfig, backend: string): Promise<BenchmarkResult>;
export declare function getAvailableBackends(): Promise<string[]>;
export declare function runBenchmarkSuite(): Promise<BenchmarkResult[]>;
export declare function formatBenchmarkResults(results: BenchmarkResult[]): string;
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