GraphRAG 进阶：基于 Neo4j 与 LlamaIndex 的 DRIFT 搜索实现详解

微软的 GraphRAG 算得上是最早一批成熟的 GraphRAG 系统，它把索引阶段（抽取实体、关系、构建层级社区并生成摘要）和查询阶段的高级能力整合到了一起。这套方案的优势在于，可以借助预先计算好的实体、关系、社区摘要来回答那些宏观的、主题性的问题，这恰恰是传统 RAG 系统基于文档检索难以做到的。

本文的重点是 DRIFT 搜索：Dynamic Reasoning and Inference with Flexible Traversal，翻译过来就是"动态推理与灵活遍历"。这是一种相对较新的检索策略，兼具全局搜索和局部搜索的特点。

DRIFT 的工作流程是这样的：先通过向量搜索建立一个宽泛的查询起点，再利用群信息把原始问题拆解成更细粒度的后续查询。然后动态地在知识图谱上游走，抓取实体、关系等局部细节。这种设计在计算效率和答案质量之间找到了一个不错的平衡点。

上图为使用 LlamaIndex 工作流和 Neo4j 实现的 DRIFT 搜索，核心流程分一下几步：

首先是 HyDE 生成，基于一份样例社区报告构造假设性答案，用来改善查询的向量表示。

接着社区搜索登场，通过向量相似度找出最相关的社区报告，给查询提供宏观上下文。系统会分析这些结果，输出一个初步的中间答案，同时生成一批后续查询用于深挖。

这些后续查询会在局部搜索阶段并行执行，从知识图谱里捞出文本块、实体、关系、以及更多社区报告。这个过程可以迭代多轮，每轮都可能产生新的后续查询。

最后是答案生成，把过程中积累的所有中间答案汇总起来，融合社区级别的宏观洞察和局部细节，生成最终响应。整体思路就是先铺开、再聚焦，层层递进。

本文用的是《爱丽丝梦游仙境》，刘易斯·卡罗尔的经典作品，这部小说角色众多、场景丰富、事件环环相扣，拿来演示 GraphRAG 的能力再合适不过。

数据导入

整个 pipeline 遵循标准的 GraphRAG 流程，分三个阶段：

class MSGraphRAGIngestion(Workflow):

@step

async def entity_extraction(self, ev: StartEvent) -> EntitySummarization:

chunks = splitter.split_text(ev.text)

await ms_graph.extract_nodes_and_rels(chunks, ev.allowed_entities)

return EntitySummarization()

@step  async def entity_summarization(      self, ev: EntitySummarization  ) -> CommunitySummarization:      await ms_graph.summarize_nodes_and_rels()      return CommunitySummarization()  
@step  async def community_summarization(      self, ev: CommunitySummarization  ) -> CommunityEmbeddings:      await ms_graph.summarize_communities()       return CommunityEmbeddings()

先从文本块里抽取实体和关系，再给节点和关系生成摘要，最后构建层级社区并生成社区摘要。

摘要做完之后，要给社区和实体都生成向量嵌入，这样才能支持相似性检索。社区嵌入的代码长这样：

@step

async def community_embeddings(self, ev: CommunityEmbeddings) -> EntityEmbeddings:

# Fetch all communities from the graph database

communities = ms_graph.query(

"""

MATCH (c:Community)

WHERE c.summary IS NOT NULL AND c.rating > $min_community_rating

RETURN coalesce(c.title, "") + " " + c.summary AS community_description, c.id AS community_id

""",

params={"min_community_rating": MIN_COMMUNITY_RATING},

)

if communities:

# Generate vector embeddings from community descriptions

response = await client.embeddings.create(

input=[c["community_description"] for c in communities],

model=TEXT_EMBEDDING_MODEL,

)

# Store embeddings in the graph and create vector index

embeds = [

{

"community_id": community["community_id"],

"embedding": embedding.embedding,

}

for community, embedding in zip(communities, response.data)

]

ms_graph.query(

"""UNWIND $data as row

MATCH (c:Community {id: row.community_id})

CALL db.create.setNodeVectorProperty(c, 'embedding', row.embedding)""",

params={"data": embeds},

)

ms_graph.query(

"CREATE VECTOR INDEX community IF NOT EXISTS FOR (c:Community) ON c.embedding"

)

return EntityEmbeddings()实体嵌入同理，这样 DRIFT 搜索需要的向量索引就都建好了。

DRIFT 搜索 DRIFT 的检索思路其实很符合简单：先看大图，再挖细节。它不会一上来就在文档或实体层面做精确匹配，而是先去查群的摘要，因为这些摘要是对知识图谱主要主题的高层次概括。

拿到相关的高层信息后，DRIFT 会智能地派生出后续查询，去精确检索特定实体、关系、源文档。这种两阶段的做法其实很像人类查资料的习惯：先大致了解情况再针对性地追问细节。既有全局搜索的覆盖面，又有局部搜索的精准度，而且不用把所有社区报告或文档都过一遍，计算开销控制得不错。

下面拆解一下各个阶段的实现。

群搜索 DRIFT 用了 HyDE 技术来提升向量检索的准确率。不是直接拿用户 query 做 embedding，而是先让模型生成一个假设性的答案，再用这个答案去做相似性搜索。道理很简单：假设答案在语义上跟真实的摘要更接近。

@step

async def hyde_generation(self, ev: StartEvent) -> CommunitySearch:

# Fetch a random community report to use as a template for HyDE generation

random_community_report = driver.execute_query(

"""

MATCH (c:Community)

WHERE c.summary IS NOT NULL

RETURN coalesce(c.title, "") + " " + c.summary AS community_description""",

result_transformer_=lambda r: r.data(),

)

# Generate a hypothetical answer to improve query representation

hyde = HYDE_PROMPT.format(

query=ev.query, template=random_community_report[0]["community_description"]

)

hyde_response = await client.responses.create(

model="gpt-5-mini",

input=[{"role": "user", "content": hyde}],

reasoning={"effort": "low"},

)

return CommunitySearch(query=ev.query, hyde_query=hyde_response.output_text)拿到 HyDE query 之后，做 embedding，然后通过向量相似度捞出 top 5 的报告。接着让 LLM 基于这些报告生成一个初步答案，同时识别出需要深挖的后续查询。将初步答案存起来然后进行后续查询全部并行分发到局部搜索阶段。

@step

async def community_search(self, ctx: Context, ev: CommunitySearch) -> LocalSearch:

# Create embedding from the HyDE-enhanced query

embedding_response = await client.embeddings.create(

input=ev.hyde_query, model=TEXT_EMBEDDING_MODEL

)

embedding = embedding_response.data[0].embedding

# Find top 5 most relevant community reports via vector similarity  community_reports = driver.execute_query(      """  CALL db.index.vector.queryNodes('community', 5, $embedding) YIELD node, score  RETURN 'community-' + node.id AS source_id, node.summary AS community_summary  """,      result_transformer_=lambda r: r.data(),      embedding=embedding,  )    # Generate initial answer and identify what additional info is needed  initial_prompt = DRIFT_PRIMER_PROMPT.format(      query=ev.query, community_reports=community_reports  )  initial_response = await client.responses.create(      model="gpt-5-mini",      input=[{"role": "user", "content": initial_prompt}],      reasoning={"effort": "low"},  )  response_json = json_repair.loads(initial_response.output_text)  print(f"Initial intermediate response: {response_json['intermediate_answer']}")    # Store the initial answer and prepare for parallel local searches  async with ctx.store.edit_state() as ctx_state:      ctx_state["intermediate_answers"] = [          {              "intermediate_answer": response_json["intermediate_answer"],              "score": response_json["score"],          }      ]      ctx_state["local_search_num"] = len(response_json["follow_up_queries"])    # Dispatch follow-up queries to run in parallel  for local_query in response_json["follow_up_queries"]:      ctx.send_event(LocalSearch(query=ev.query, local_query=local_query))   return None

这就是 DRIFT 的核心思路，先用 HyDE 增强的社区搜索铺开，再用后续查询往下钻。

局部搜索局部搜索阶段把后续查询并行跑起来，深入到具体细节。每个查询通过实体向量检索拿到目标上下文，生成中间答案，可能还会产出更多后续查询。

@step(num_workers=5)

async def local_search(self, ev: LocalSearch) -> LocalSearchResults:

print(f"Running local query: {ev.local_query}")

# Create embedding for the local query  response = await client.embeddings.create(      input=ev.local_query, model=TEXT_EMBEDDING_MODEL  )  embedding = response.data[0].embedding    # Retrieve relevant entities and gather their associated context:  # - Text chunks where entities are mentioned  # - Community reports the entities belong to  # - Relationships between the retrieved entities  # - Entity descriptions  local_reports = driver.execute_query(      """  

CALL db.index.vector.queryNodes('entity', 5, $embedding) YIELD node, score

WITH collect(node) AS nodes

WITH

collect {

UNWIND nodes as n

MATCH (n)<-[:MENTIONS]->(c:Chunk)

WITH c, count(distinct n) as freq

RETURN {chunkText: c.text, source_id: 'chunk-' + c.id}

ORDER BY freq DESC

LIMIT 3

} AS text_mapping,

collect {

UNWIND nodes as n

MATCH (n)-[:IN_COMMUNITY*]->(c:Community)

WHERE c.summary IS NOT NULL

WITH c, c.rating as rank

RETURN {summary: c.summary, source_id: 'community-' + c.id}

ORDER BY rank DESC

LIMIT 3

} AS report_mapping,

collect {

UNWIND nodes as n

MATCH (n)-[r:SUMMARIZED_RELATIONSHIP]-(m)

WHERE m IN nodes

RETURN {descriptionText: r.summary, source_id: 'relationship-' + n.name + '-' + m.name}

LIMIT 3

} as insideRels,

collect {

UNWIND nodes as n

RETURN {descriptionText: n.summary, source_id: 'node-' + n.name}

} as entities

RETURN {Chunks: text_mapping, Reports: report_mapping,

Relationships: insideRels,

Entities: entities} AS output

""",

result_transformer_=lambda r: r.data(),

embedding=embedding,

)

# Generate answer based on the retrieved context  local_prompt = DRIFT_LOCAL_SYSTEM_PROMPT.format(      response_type=DEFAULT_RESPONSE_TYPE,      context_data=local_reports,      global_query=ev.query,  )  local_response = await client.responses.create(      model="gpt-5-mini",      input=[{"role": "user", "content": local_prompt}],      reasoning={"effort": "low"},  )  response_json = json_repair.loads(local_response.output_text)    # Limit follow-up queries to prevent exponential growth  response_json["follow_up_queries"] = response_json["follow_up_queries"][:LOCAL_TOP_K]     return LocalSearchResults(results=response_json, query=ev.query)

下一步负责编排迭代深化的过程。用

collect_events 等所有并行搜索跑完，然后判断要不要继续往下挖。如果当前深度还没到上限（这里设的 max depth=2），就把所有结果里的后续查询提取出来，存好中间答案分发下一轮并行搜索。

@step

async def local_search_results(

self, ctx: Context, ev: LocalSearchResults

) -> LocalSearch | FinalAnswer:

local_search_num = await ctx.store.get("local_search_num")

# Wait for all parallel searches to complete  results = ctx.collect_events(ev, [LocalSearchResults] * local_search_num)  if results is None:      return None        intermediate_results = [      {          "intermediate_answer": event.results["response"],          "score": event.results["score"],      }      for event in results  ]  current_depth = await ctx.store.get("local_search_depth", default=1)  query = [ev.query for ev in results][0]  
# Continue drilling down if we haven't reached max depth  if current_depth < MAX_LOCAL_SEARCH_DEPTH:      await ctx.store.set("local_search_depth", current_depth + 1)      follow_up_queries = [          query          for event in results          for query in event.results["follow_up_queries"]      ]            # Store intermediate answers and dispatch next round of searches      async with ctx.store.edit_state() as ctx_state:          ctx_state["intermediate_answers"].extend(intermediate_results)          ctx_state["local_search_num"] = len(follow_up_queries)  
    for local_query in follow_up_queries:          ctx.send_event(LocalSearch(query=query, local_query=local_query))      return None  else:       return FinalAnswer(query=query)

这样就形成了一个迭代细化的循环，每一层都在前一层的基础上继续深挖。达到最大深度后，触发最终答案生成。

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最终答案最后一步把整个 DRIFT 搜索过程中积攒的所有中间答案汇总成一个完整的响应：这里包括社区搜索的初步答案，以及局部搜索各轮迭代产出的答案。

@step

async def final_answer_generation(self, ctx: Context, ev: FinalAnswer) -> StopEvent:

# Retrieve all intermediate answers collected throughout the search process

intermediate_answers = await ctx.store.get("intermediate_answers")

# Synthesize all findings into a comprehensive final response  answer_prompt = DRIFT_REDUCE_PROMPT.format(      response_type=DEFAULT_RESPONSE_TYPE,      context_data=intermediate_answers,      global_query=ev.query,  )  answer_response = await client.responses.create(      model="gpt-5-mini",      input=[          {"role": "developer", "content": answer_prompt},          {"role": "user", "content": ev.query},      ],      reasoning={"effort": "low"},  )  
 return StopEvent(result=answer_response.output_text)

总结 DRIFT 搜索提供了一个挺有意思的思路，在全局搜索的广度和局部搜索的精度之间找到了平衡。从社区级上下文切入，通过迭代的后续查询逐层下探，既避免了遍历所有社区报告的计算负担，又保证了覆盖面。

这里还有改进空间，比如目前的实现对所有中间答案一视同仁，如果能根据置信度分数做个筛选，最终答案的质量应该会更好，噪声也能降下来。后续查询也可以先按相关性或信息增益排个序，优先追踪最有价值的线索。

另一个值得尝试的方向是加一个查询精炼步骤，用 LLM 分析所有生成的后续查询，把相似的归并起来避免重复搜索，过滤掉那些大概率没什么收获的查询。这样能大幅减少局部搜索的次数，同时不影响答案质量。