clustering-tfjs/dist/clustering.d.ts

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

/**
 * Main entry point for the clustering library
 *
 * Provides initialization and configuration for multi-platform support.
 */
import { BackendConfig } from './tf-backend';
import { KMeans } from './clustering/kmeans';
import { SpectralClustering } from './clustering/spectral';
import { AgglomerativeClustering } from './clustering/agglomerative';
import type { DetectedPlatform } from './clustering-types';
export * from './clustering/types';
export { KMeans } from './clustering/kmeans';
export { SpectralClustering } from './clustering/spectral';
export { AgglomerativeClustering } from './clustering/agglomerative';
export { pairwiseDistanceMatrix } from './utils/pairwise_distance';
export { findOptimalClusters } from './utils/findOptimalClusters';
export type { Platform, DetectedPlatform, PlatformFeatures, ExtendedBackendConfig } from './clustering-types';
/**
 * Main clustering namespace with platform awareness
 */
export declare const Clustering: {
    /**
     * Current platform
     */
    platform: DetectedPlatform;
    /**
     * Platform features
     */
    features: import("./clustering-types").BackendFeatures;
    /**
     * Initialize the clustering library with the specified backend
     *
     * @param config - Backend configuration options
     * @returns Promise that resolves when the backend is ready
     *
     * @example
     * ```typescript
     * // Auto-detect best backend
     * await Clustering.init();
     *
     * // Use specific backend
     * await Clustering.init({ backend: 'webgl' });
     *
     * // With custom flags
     * await Clustering.init({
     *   backend: 'wasm',
     *   flags: { 'WASM_HAS_SIMD_SUPPORT': true }
     * });
     * ```
     */
    init(config?: BackendConfig): Promise<void>;
    KMeans: typeof KMeans;
    SpectralClustering: typeof SpectralClustering;
    AgglomerativeClustering: typeof AgglomerativeClustering;
};
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