KLEngine - Allocated Requirements¶
This document outlines the requirements allocated to the KLEngine component within the AgentHeaven architecture.
1. Overview¶
KLEngine provides the retrieval and utilization capabilities for knowledge stored in UKF format.
2. Allocated Requirements¶
2.1 Functional Requirements¶
ID |
Requirement |
Implementation Details |
Priority |
|---|---|---|---|
FR-08 |
Retrieval Engine |
Implements search methods |
High |
FR-14 |
Knowledge Distillation |
Supports model fine-tuning |
Low |
FR-59 |
Faceted Search |
Implements FacetKLEngine for structured search |
High |
FR-60 |
Natural Language Search |
Provides LLM-powered query translation |
High |
FR-61 |
SQL Query Interface |
Supports direct SQL execution |
High |
FR-62 |
Vector Search |
Enables embedding-based similarity search |
Medium |
FR-63 |
Graph Search |
Implements relationship-based traversal |
Medium |
FR-64 |
Ensemble Search |
Combines multiple retrieval methods |
Medium |
FR-65 |
Index Management |
Manages search indexes for performance |
High |
2.2 Non-Functional Requirements¶
ID |
Requirement |
Implementation Details |
Priority |
|---|---|---|---|
NFR-01 |
Performance |
Optimizes retrieval speed |
High |
NFR-02 |
Observability |
Logs retrieval operations |
Medium |
NFR-28 |
Search Accuracy |
Ensures high precision and recall |
High |
NFR-29 |
Query Flexibility |
Supports complex query expressions |
High |
NFR-30 |
Index Efficiency |
Optimizes index size and update speed |
Medium |
2.3 Cross-Component Dependencies¶
Component |
Description |
|---|---|
KLStore |
For accessing stored knowledge |
LLM |
For knowledge-augmented operations |
Agent |
For utilizing retrieved knowledge |
3. Implementation Notes¶
[Add implementation notes here]
4. Open Issues¶
[List any open issues or questions]
Further Exploration¶
Tip: For more information about the knowledge engine in AgentHeaven, see:
Knowledge Base - Knowledge base management and retrieval
KLStore - Storage layer for knowledge objects
Base UKF - Base Unified Knowledge Format implementation
Main Guide (Python) - UKF - UKF implementation and usage in Python
Tip: For more information about AgentHeaven architecture, see:
Agent Component - Agent implementation and architecture
LLM Component - LLM integration and interface
Cache System - System caching and experience management