@astermind/astermind-synth/dist/loaders/loadPretrained.d.ts

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

/**
 * loadPretrained - Load pretrained synthetic data generator
 * Instantiates OmegaSynth with pretrained data for common labels
 */
import { OmegaSynth } from '../OmegaSynth';
export interface PretrainedModel {
    version: string;
    labels: Record<string, string[]>;
}
/**
 * Load pretrained OmegaSynth instance
 * @param mode Generation mode ('retrieval', 'elm', or 'hybrid')
 * @param config Optional configuration overrides
 */
export declare function loadPretrained(mode?: 'retrieval' | 'elm' | 'hybrid', config?: {
    maxLength?: number;
    seed?: number;
}): OmegaSynth;
/**
 * Load a fully versioned OmegaSynth model from dist/models/vX.Y.Z
 *
 * This function:
 * - Reads model.json, training_data.json, and elm_model.json from the version directory
 * - Rebuilds the retrieval store from training_data.json
 * - Hydrates the internal ELM from elm_model.json (for elm/hybrid modes) if possible
 *
 * NOTE:
 * - We avoid calling synth.train() here to prevent re-training; instead we:
 *   - Directly ingest training samples into the retrieval generator
 *   - Attempt to load ELM weights via loadModelFromJSON if available
 */
export declare function loadPretrainedFromVersion(versionDir: string): OmegaSynth;
/**
 * Load pretrained model from custom JSON data
 * @param modelData Custom model data
 * @param mode Generation mode
 * @param config Optional configuration
 */
export declare function loadPretrainedFromData(modelData: PretrainedModel, mode?: 'retrieval' | 'elm' | 'hybrid', config?: {
    maxLength?: number;
    seed?: number;
}): OmegaSynth;
/**
 * Get available pretrained labels
 */
export declare function getPretrainedLabels(): string[];