@astermind/astermind-synth/dist/omegasynth/generators/PerfectGenerator.d.ts

OmegaSynth - Label-Conditioned Synthetic Data Generator for AsterMind ELM/KELM Pipelines

/**
 * PerfectGenerator - Best of all worlds
 * Combines exact retrieval, pattern matching, and improved ELM generation
 * Provides highest realism with good variation
 */
import { LabeledSample } from '../types';
export interface PerfectGeneratorConfig {
    maxLength: number;
    seed?: number;
    preferExact?: boolean;
    usePatternMatching?: boolean;
    useImprovedELM?: boolean;
    elmHiddenUnits?: number;
    elmActivation?: 'tanh' | 'relu' | 'leakyrelu' | 'sigmoid' | 'linear' | 'gelu';
    elmRidgeLambda?: number;
    noiseSize?: number;
}
export declare class PerfectGenerator {
    private exact;
    private hybrid;
    private elm;
    private patternCorrector;
    private config;
    private trainingSamples;
    constructor(config: PerfectGeneratorConfig);
    /**
     * Train the perfect generator
     */
    train(samples: LabeledSample[]): void;
    /**
     * Lazy train hybrid generator
     */
    private ensureHybridTrained;
    /**
     * Lazy train ELM generator
     */
    private ensureELMTrained;
    /**
     * Generate with best strategy
     */
    generate(label: string, seed?: number): string;
    /**
     * Generate multiple samples with best strategy
     */
    generateBatch(label: string, count: number): string[];
    /**
     * Get all available labels
     */
    getLabels(): string[];
    /**
     * Check if generator is trained
     */
    isTrained(): boolean;
}