hikma-engine/dist/modules/llm-rag.d.ts

Code Knowledge Graph Indexer - A sophisticated TypeScript-based indexer that transforms Git repositories into multi-dimensional knowledge stores for AI agents

/**
 * LLM-based RAG service for generating code explanations
 * Uses Python backend with code-specialized LLMs
 */
export interface RAGResponse {
    success: boolean;
    explanation?: string;
    error?: string;
    model: string;
    device?: string;
    usage?: {
        prompt_tokens?: number;
        completion_tokens?: number;
        total_tokens?: number;
    };
    responseId?: string;
    finishReason?: string;
    [key: string]: any;
}
export interface SearchResult {
    file_path: string;
    node_type: string;
    similarity: number;
    source_text: string;
    [key: string]: any;
}
export declare function adaptSearchResults(results: any[]): SearchResult[];
export interface RAGOptions {
    model?: string;
    timeout?: number;
    maxResults?: number;
    maxTokens?: number;
}
/**
 * Generate an explanation for search results using LLM-based RAG
 * Uses the configurable provider system with intelligent fallback
 *
 * @param query - The original search query
 * @param searchResults - Array of search results to explain
 * @param options - Optional configuration
 * @returns Promise resolving to RAG response
 */
export declare function generateRAGExplanation(query: string, searchResults: SearchResult[], options?: RAGOptions): Promise<RAGResponse>;
/**
 * Cleanup RAG service resources
 * Cleans up both the provider manager and legacy Python service
 * Ensures proper shutdown coordination
 */
export declare function cleanupRAGService(): Promise<void>;
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