Neo4j 导入脚本 + GraphRAG 推理流程

下面给你一份可实际运行的原型级方案：

Neo4j 导入脚本 + GraphRAG 推理流程

（用于 Computational God-Man Economy System）

该方案把

Watchman Nee 与

Witness Lee

神学体系结构化为 Neo4j Knowledge Graph，再通过 GraphRAG 推理流程与 LLM 结合。

一、Neo4j Graph Schema（图谱结构）

节点类型

(:Doctrine)
(:Concept)
(:Process)
(:Experience)
(:ChurchReality)
(:Scripture)
(:Person)

关系类型

REVEALS
REALIZED_BY
PRODUCES
TRANSFORMS
BUILDS
EXPRESSES
CONSUMMATES
REFERENCED_IN
TAUGHT_BY

二、核心节点导入脚本

以下脚本可直接在 Neo4j Browser 中执行。

1 创建 Doctrine 节点

CREATE (:Doctrine {name:"Divine Economy"});
CREATE (:Doctrine {name:"Divine Dispensing"});
CREATE (:Doctrine {name:"Organic Salvation"});

2 创建 Concept 节点

CREATE (:Concept {name:"Triune God"});
CREATE (:Concept {name:"Divine Life"});
CREATE (:Concept {name:"Body of Christ"});
CREATE (:Concept {name:"New Jerusalem"});

3 创建 Process 节点

CREATE (:Process {name:"Regeneration"});
CREATE (:Process {name:"Sanctification"});
CREATE (:Process {name:"Transformation"});
CREATE (:Process {name:"Conformation"});
CREATE (:Process {name:"Glorification"});

4 创建 Church Reality

CREATE (:ChurchReality {name:"Church"});
CREATE (:ChurchReality {name:"Local Churches"});

5 创建 Scripture 节点

CREATE (:Scripture {ref:"Ephesians 1:10"});
CREATE (:Scripture {ref:"1 Timothy 1:4"});
CREATE (:Scripture {ref:"Ephesians 4:12"});

三、核心关系导入

God → Economy

MATCH (a:Concept {name:"Triune God"}), 
      (b:Doctrine {name:"Divine Economy"})
CREATE (a)-[:REVEALS]->(b);

Economy → Dispensing

MATCH (a:Doctrine {name:"Divine Economy"}), 
      (b:Doctrine {name:"Divine Dispensing"})
CREATE (a)-[:REALIZED_BY]->(b);

Dispensing → Life

MATCH (a:Doctrine {name:"Divine Dispensing"}), 
      (b:Concept {name:"Divine Life"})
CREATE (a)-[:PRODUCES]->(b);

Life → Transformation

MATCH (a:Concept {name:"Divine Life"}), 
      (b:Process {name:"Transformation"})
CREATE (a)-[:TRANSFORMS]->(b);

Transformation → Church

MATCH (a:Process {name:"Transformation"}), 
      (b:ChurchReality {name:"Church"})
CREATE (a)-[:BUILDS]->(b);

Church → Body of Christ

MATCH (a:ChurchReality {name:"Church"}), 
      (b:Concept {name:"Body of Christ"})
CREATE (a)-[:EXPRESSES]->(b);

Body → New Jerusalem

MATCH (a:Concept {name:"Body of Christ"}), 
      (b:Concept {name:"New Jerusalem"})
CREATE (a)-[:CONSUMMATES]->(b);

四、Scripture 连接

MATCH (a:Doctrine {name:"Divine Economy"}),
      (b:Scripture {ref:"Ephesians 1:10"})
CREATE (a)-[:REFERENCED_IN]->(b);

MATCH (a:Doctrine {name:"Divine Dispensing"}),
      (b:Scripture {ref:"1 Timothy 1:4"})
CREATE (a)-[:REFERENCED_IN]->(b);

五、Graph 查询示例

查询神人经纶主路径

MATCH p=(a:Concept {name:"Triune God"})-[*]->(b:Concept {name:"New Jerusalem"})
RETURN p

查询 Divine Economy 相关节点

MATCH (n)-[r]-(d:Doctrine {name:"Divine Economy"})
RETURN n,r

六、GraphRAG 推理流程

GraphRAG 不只是检索，而是 Graph + Text 推理。

整体流程：

User Query
     │
     ▼
Entity Recognition
     │
     ▼
Graph Node Mapping
     │
     ▼
Subgraph Expansion
     │
     ▼
Related Concepts
     │
     ▼
Text Retrieval
     │
     ▼
LLM Reasoning

七、GraphRAG 查询示例

用户问题：

什么是神的经纶？

Step 1：实体识别

系统识别：

Divine Economy

Step 2：Graph 查询

MATCH (d:Doctrine {name:"Divine Economy"})-[r*1..2]-(n)
RETURN d,r,n

得到：

Triune God
Divine Dispensing
Scripture

Step 3：Graph Expansion

系统生成：

Triune God
↓
Divine Economy
↓
Divine Dispensing
↓
Divine Life
↓
Church

Step 4：检索文本

用 Graph 节点作为检索关键词：

Divine Economy
Divine Dispensing
Divine Life

检索：

Life-study chunks
Ministry texts

八、Prompt 构建

最终 Prompt：

Question:
什么是神的经纶？

Text Evidence:
chunk_34
chunk_98

Doctrinal Structure:
Triune God → Divine Economy → Divine Dispensing → Divine Life → Church

Scripture:
Ephesians 1:10
1 Timothy 1:4

九、LLM 推理输出

LLM 结合：

Text evidence
Graph structure
Scripture

生成回答。

十、完整系统结构

最终系统：

Theological Corpus
      │
      ▼
Vector DB
      │
      ▼
Neo4j Graph
      │
      ▼
GraphRAG Engine
      │
      ▼
LLM

十一、下一步（如果继续推进）

这个原型可以升级为真正的研究级系统：

1️⃣ 300 节点 God-Man Economy Graph

2️⃣ Graph Reasoning Engine

3️⃣ Doctrine Consistency Validator

4️⃣ Scripture Alignment System

最终形成：

Computational Theology Engine

如果你愿意，我可以继续给你一份非常关键的东西：

《God-Man Economy 300-Node Knowledge Graph 完整节点表》

那会是整个神人经纶计算神学系统的核心蓝图。