@astermind/astermind-premium/dist/elm/recurrent-elm.d.ts

Astermind Premium - Premium ML Toolkit

export interface RecurrentELMOptions {
    categories: string[];
    hiddenUnits?: number;
    recurrentUnits?: number;
    sequenceLength?: number;
    activation?: 'relu' | 'tanh' | 'sigmoid' | 'linear';
    maxLen?: number;
    useTokenizer?: boolean;
}
export interface RecurrentELMResult {
    label: string;
    prob: number;
    hiddenState?: number[];
}
/**
 * Recurrent ELM for sequence modeling
 * Features:
 * - Recurrent connections
 * - Sequence modeling
 * - Temporal dependencies
 * - Memory of past inputs
 */
export declare class RecurrentELM {
    private elm;
    private categories;
    private options;
    private hiddenState;
    private trained;
    constructor(options: RecurrentELMOptions);
    /**
     * Train on sequences
     */
    train(X: number[][][], y: number[] | string[]): void;
    /**
     * Process sequences with recurrent connections
     */
    private _processSequences;
    /**
     * Update hidden state (recurrent connection)
     */
    private _updateHiddenState;
    private _hash;
    /**
     * Predict on sequence
     */
    predict(X: number[][] | number[][][], topK?: number): RecurrentELMResult[];
    /**
     * Reset hidden state
     */
    resetState(): void;
}
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