@astermind/astermind-premium/dist/elm/quantum-inspired-elm.d.ts

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export interface QuantumInspiredELMOptions {
    categories: string[];
    hiddenUnits?: number;
    quantumLayers?: number;
    entanglement?: boolean;
    superposition?: boolean;
    activation?: 'relu' | 'tanh' | 'sigmoid' | 'linear';
    maxLen?: number;
    useTokenizer?: boolean;
}
export interface QuantumInspiredELMResult {
    label: string;
    prob: number;
    quantumState?: number[];
    amplitude?: number;
}
/**
 * Quantum-Inspired ELM
 * Features:
 * - Quantum feature maps
 * - Quantum superposition
 * - Quantum entanglement
 * - Quantum kernel methods
 */
export declare class QuantumInspiredELM {
    private elm;
    private categories;
    private options;
    private trained;
    private quantumStates;
    constructor(options: QuantumInspiredELMOptions);
    /**
     * Train with quantum-inspired features
     */
    train(X: number[][], y: number[] | string[]): void;
    /**
     * Apply quantum feature map
     */
    private _applyQuantumFeatureMap;
    /**
     * Encode classical data to quantum state
     */
    private _encodeToQuantumState;
    /**
     * Apply quantum layer (quantum gates simulation)
     */
    private _applyQuantumLayer;
    /**
     * Apply superposition (Hadamard-like)
     */
    private _applySuperposition;
    /**
     * Apply entanglement (CNOT-like)
     */
    private _applyEntanglement;
    /**
     * Apply rotation gates
     */
    private _applyRotation;
    /**
     * Measure quantum state (convert to classical)
     */
    private _measureQuantumState;
    /**
     * Predict with quantum-inspired model
     */
    predict(X: number[] | number[][], topK?: number): QuantumInspiredELMResult[];
}
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