import { GeneratePredictionRequest, BatchGeneratePredictionRequest, PredictionGenerationResult, BatchPredictionResult } from '../types/prediction-types.js';
/**
 * Label Studio AI Prediction Service
 *
 * Integrates AI inference with Label Studio prediction system
 * Uses ai-inference module for pure AI operations
 */
export declare class LabelStudioAIPredictionService {
    /**
     * Generate Label Studio prediction for a task
     * Runs AI model and creates prediction in Label Studio
     */
    generatePrediction(input: GeneratePredictionRequest, context: ResolverContext): Promise<PredictionGenerationResult>;
    /**
     * Generate predictions for multiple tasks in batch
     */
    generateBatchPredictions(input: BatchGeneratePredictionRequest, context: ResolverContext): Promise<BatchPredictionResult>;
    /**
     * Auto-generate predictions for all unlabeled tasks in a project
     */
    autoGeneratePredictions(projectId: number, modelId: string, confidenceThreshold: number, context: ResolverContext): Promise<BatchPredictionResult>;
    /**
     * Convert AI detection results to Label Studio format
     * This handles the Label Studio-specific data structure
     */
    private convertToLabelStudioFormat;
}